From da6521c41bdc92683bedd243d14653645fcb16d2 Mon Sep 17 00:00:00 2001
From: "github-actions[doc-deploy-bot]"
 <github-actions[doc-deploy-bot]@users.noreply.github.com>
Date: Tue, 14 Jan 2025 16:15:55 +0000
Subject: [PATCH] Removing docs for closed pull request 1961

---
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-<li class="toctree-l5 has-children"><a class="reference internal" href="../api_reference/libsyclinterface/generated/struct_MDLocalAccessorTy.html">struct MDLocalAccessorTy</a><input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" role="switch" type="checkbox"/><label for="toctree-checkbox-45"><div class="visually-hidden">Toggle navigation of struct MDLocalAccessorTy</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
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-        <article role="main" id="furo-main-content">
-          <h1>Source code for dpctl</h1><div class="highlight"><pre>
-<span></span><span class="c1">#                      Data Parallel Control (dpctl)</span>
-<span class="c1">#</span>
-<span class="c1"># Copyright 2020-2025 Intel Corporation</span>
-<span class="c1">#</span>
-<span class="c1"># Licensed under the Apache License, Version 2.0 (the &quot;License&quot;);</span>
-<span class="c1"># you may not use this file except in compliance with the License.</span>
-<span class="c1"># You may obtain a copy of the License at</span>
-<span class="c1">#</span>
-<span class="c1">#    http://www.apache.org/licenses/LICENSE-2.0</span>
-<span class="c1">#</span>
-<span class="c1"># Unless required by applicable law or agreed to in writing, software</span>
-<span class="c1"># distributed under the License is distributed on an &quot;AS IS&quot; BASIS,</span>
-<span class="c1"># WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.</span>
-<span class="c1"># See the License for the specific language governing permissions and</span>
-<span class="c1"># limitations under the License.</span>
-
-<span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    **Data Parallel Control (dpctl)** is a Python abstraction layer over SYCL.</span>
-
-<span class="sd">    Dpctl implements a subset of SYCL&#39;s API providing wrappers for the</span>
-<span class="sd">    SYCL runtime classes described in :sycl_runtime_classes:`Section 4.6 &lt;&gt;` of</span>
-<span class="sd">    the :sycl_spec_2020:`SYCL 2020 spec &lt;&gt;`.</span>
-<span class="sd">&quot;&quot;&quot;</span>
-<span class="n">__author__</span> <span class="o">=</span> <span class="s2">&quot;Intel Corp.&quot;</span>
-
-<span class="kn">import</span><span class="w"> </span><span class="nn">os</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">os.path</span>
-
-<span class="kn">from</span><span class="w"> </span><span class="nn">.</span><span class="w"> </span><span class="kn">import</span> <span class="n">_init_helper</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">._device_selection</span><span class="w"> </span><span class="kn">import</span> <span class="n">select_device_with_aspects</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">._sycl_context</span><span class="w"> </span><span class="kn">import</span> <span class="n">SyclContext</span><span class="p">,</span> <span class="n">SyclContextCreationError</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">._sycl_device</span><span class="w"> </span><span class="kn">import</span> <span class="p">(</span>
-    <span class="n">SyclDevice</span><span class="p">,</span>
-    <span class="n">SyclDeviceCreationError</span><span class="p">,</span>
-    <span class="n">SyclSubDeviceCreationError</span><span class="p">,</span>
-<span class="p">)</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">._sycl_device_factory</span><span class="w"> </span><span class="kn">import</span> <span class="p">(</span>
-    <span class="n">get_devices</span><span class="p">,</span>
-    <span class="n">get_num_devices</span><span class="p">,</span>
-    <span class="n">has_accelerator_devices</span><span class="p">,</span>
-    <span class="n">has_cpu_devices</span><span class="p">,</span>
-    <span class="n">has_gpu_devices</span><span class="p">,</span>
-    <span class="n">select_accelerator_device</span><span class="p">,</span>
-    <span class="n">select_cpu_device</span><span class="p">,</span>
-    <span class="n">select_default_device</span><span class="p">,</span>
-    <span class="n">select_gpu_device</span><span class="p">,</span>
-<span class="p">)</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">._sycl_event</span><span class="w"> </span><span class="kn">import</span> <span class="n">SyclEvent</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">._sycl_platform</span><span class="w"> </span><span class="kn">import</span> <span class="n">SyclPlatform</span><span class="p">,</span> <span class="n">get_platforms</span><span class="p">,</span> <span class="n">lsplatform</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">._sycl_queue</span><span class="w"> </span><span class="kn">import</span> <span class="p">(</span>
-    <span class="n">SyclKernelInvalidRangeError</span><span class="p">,</span>
-    <span class="n">SyclKernelSubmitError</span><span class="p">,</span>
-    <span class="n">SyclQueue</span><span class="p">,</span>
-    <span class="n">SyclQueueCreationError</span><span class="p">,</span>
-<span class="p">)</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">._sycl_queue_manager</span><span class="w"> </span><span class="kn">import</span> <span class="n">get_device_cached_queue</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">._sycl_timer</span><span class="w"> </span><span class="kn">import</span> <span class="n">SyclTimer</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">._version</span><span class="w"> </span><span class="kn">import</span> <span class="n">get_versions</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">.enum_types</span><span class="w"> </span><span class="kn">import</span> <span class="p">(</span>
-    <span class="n">backend_type</span><span class="p">,</span>
-    <span class="n">device_type</span><span class="p">,</span>
-    <span class="n">event_status_type</span><span class="p">,</span>
-    <span class="n">global_mem_cache_type</span><span class="p">,</span>
-<span class="p">)</span>
-
-<span class="n">__all__</span> <span class="o">=</span> <span class="p">[</span>
-    <span class="s2">&quot;SyclContext&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;SyclContextCreationError&quot;</span><span class="p">,</span>
-<span class="p">]</span>
-<span class="n">__all__</span> <span class="o">+=</span> <span class="p">[</span>
-    <span class="s2">&quot;SyclDevice&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;SyclDeviceCreationError&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;SyclSubDeviceCreationError&quot;</span><span class="p">,</span>
-<span class="p">]</span>
-<span class="n">__all__</span> <span class="o">+=</span> <span class="p">[</span>
-    <span class="s2">&quot;get_devices&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;select_accelerator_device&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;select_cpu_device&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;select_default_device&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;select_gpu_device&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;select_host_device&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;select_device_with_aspects&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;get_num_devices&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;has_cpu_devices&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;has_gpu_devices&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;has_accelerator_devices&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;has_host_device&quot;</span><span class="p">,</span>
-<span class="p">]</span>
-<span class="n">__all__</span> <span class="o">+=</span> <span class="p">[</span>
-    <span class="s2">&quot;SyclEvent&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;SyclTimer&quot;</span><span class="p">,</span>
-<span class="p">]</span>
-<span class="n">__all__</span> <span class="o">+=</span> <span class="p">[</span>
-    <span class="s2">&quot;get_platforms&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;lsplatform&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;SyclPlatform&quot;</span><span class="p">,</span>
-<span class="p">]</span>
-<span class="n">__all__</span> <span class="o">+=</span> <span class="p">[</span>
-    <span class="s2">&quot;SyclQueue&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;SyclKernelInvalidRangeError&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;SyclKernelSubmitError&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;SyclQueueCreationError&quot;</span><span class="p">,</span>
-<span class="p">]</span>
-<span class="n">__all__</span> <span class="o">+=</span> <span class="p">[</span>
-    <span class="s2">&quot;get_device_cached_queue&quot;</span><span class="p">,</span>
-<span class="p">]</span>
-<span class="n">__all__</span> <span class="o">+=</span> <span class="p">[</span>
-    <span class="s2">&quot;device_type&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;backend_type&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;event_status_type&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;global_mem_cache_type&quot;</span><span class="p">,</span>
-<span class="p">]</span>
-<span class="n">__all__</span> <span class="o">+=</span> <span class="p">[</span>
-    <span class="s2">&quot;get_include&quot;</span><span class="p">,</span>
-<span class="p">]</span>
-<span class="c1"># add submodules</span>
-<span class="n">__all__</span> <span class="o">+=</span> <span class="p">[</span>
-    <span class="s2">&quot;memory&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;program&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;tensor&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;utils&quot;</span><span class="p">,</span>
-<span class="p">]</span>
-
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-    <span class="c1"># Include folder containing DPCTLSyclInterface.dll to search path</span>
-    <span class="n">os</span><span class="o">.</span><span class="n">add_dll_directory</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">dirname</span><span class="p">(</span><span class="vm">__file__</span><span class="p">))</span>
-
-
-<div class="viewcode-block" id="get_include"><a class="viewcode-back" href="../api_reference/dpctl/generated/dpctl.get_include.html#dpctl.get_include">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">get_include</span><span class="p">():</span>
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-<span class="sd">    Return the directory that contains the dpctl \*.h header files.</span>
-
-<span class="sd">    Extension modules that need to be compiled against dpctl should use</span>
-<span class="sd">    this function to locate the appropriate include directory.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">return</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">dirname</span><span class="p">(</span><span class="vm">__file__</span><span class="p">),</span> <span class="s2">&quot;include&quot;</span><span class="p">)</span></div>
-
-
-<span class="n">__version__</span> <span class="o">=</span> <span class="n">get_versions</span><span class="p">()[</span><span class="s2">&quot;version&quot;</span><span class="p">]</span>
-<span class="k">del</span> <span class="n">get_versions</span>
-<span class="k">del</span> <span class="n">_init_helper</span>
-</pre></div>
-        </article>
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-        <div class="bottom-of-page">
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-            <div class="copyright">
-                Copyright &#169; 2020-2025, Intel Corp.
-            </div>
-            Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
-            
-            <a href="https://github.com/pradyunsg/furo">Furo</a>
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-          <div class="right-details">
-            
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-        </div>
-        
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-    </div>
-    <aside class="toc-drawer no-toc">
-      
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-  </div>
-</div><script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js?v=08f8dcfe"></script>
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diff --git a/pulls/1961/_modules/dpctl/_device_selection.html b/pulls/1961/_modules/dpctl/_device_selection.html
deleted file mode 100644
index 8f5747060d..0000000000
--- a/pulls/1961/_modules/dpctl/_device_selection.html
+++ /dev/null
@@ -1,917 +0,0 @@
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-  <head><meta charset="utf-8"/>
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-    <link rel="shortcut icon" href="../../_static/dpctl.svg"/><!-- Generated with Sphinx 7.1.2 and Furo 2024.08.06 -->
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-          <h1>Source code for dpctl._device_selection</h1><div class="highlight"><pre>
-<span></span><span class="c1">#                      Data Parallel Control (dpctl)</span>
-<span class="c1">#</span>
-<span class="c1"># Copyright 2020-2025 Intel Corporation</span>
-<span class="c1">#</span>
-<span class="c1"># Licensed under the Apache License, Version 2.0 (the &quot;License&quot;);</span>
-<span class="c1"># you may not use this file except in compliance with the License.</span>
-<span class="c1"># You may obtain a copy of the License at</span>
-<span class="c1">#</span>
-<span class="c1">#    http://www.apache.org/licenses/LICENSE-2.0</span>
-<span class="c1">#</span>
-<span class="c1"># Unless required by applicable law or agreed to in writing, software</span>
-<span class="c1"># distributed under the License is distributed on an &quot;AS IS&quot; BASIS,</span>
-<span class="c1"># WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.</span>
-<span class="c1"># See the License for the specific language governing permissions and</span>
-<span class="c1"># limitations under the License.</span>
-
-<span class="kn">import</span><span class="w"> </span><span class="nn">collections.abc</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">itertools</span><span class="w"> </span><span class="kn">import</span> <span class="n">chain</span>
-
-<span class="kn">from</span><span class="w"> </span><span class="nn">._sycl_device</span><span class="w"> </span><span class="kn">import</span> <span class="n">SyclDevice</span><span class="p">,</span> <span class="n">SyclDeviceCreationError</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">._sycl_device_factory</span><span class="w"> </span><span class="kn">import</span> <span class="n">get_devices</span>
-
-
-<div class="viewcode-block" id="select_device_with_aspects"><a class="viewcode-back" href="../../api_reference/dpctl/generated/dpctl.select_device_with_aspects.html#dpctl.select_device_with_aspects">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">select_device_with_aspects</span><span class="p">(</span><span class="n">required_aspects</span><span class="p">,</span> <span class="n">excluded_aspects</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;Selects the root :class:`dpctl.SyclDevice` that has the highest</span>
-<span class="sd">    default selector score among devices that have all aspects in the</span>
-<span class="sd">    `required_aspects` list, and do not have any aspects in `excluded_aspects`</span>
-<span class="sd">    list.</span>
-
-<span class="sd">    The list of SYCL device aspects can be found in SYCL 2020 specs:</span>
-
-<span class="sd">    https://www.khronos.org/registry/SYCL/specs/sycl-2020/html/sycl-2020.html#sec:device-aspects</span>
-
-<span class="sd">        :Example:</span>
-<span class="sd">            .. code-block:: python</span>
-
-<span class="sd">                import dpctl</span>
-<span class="sd">                # select a GPU that supports double precision</span>
-<span class="sd">                dpctl.select_device_with_aspects([&#39;fp64&#39;, &#39;gpu&#39;])</span>
-<span class="sd">                # select non-custom device with USM shared allocations</span>
-<span class="sd">                dpctl.select_device_with_aspects(</span>
-<span class="sd">                    [&#39;usm_shared_allocations&#39;], excluded_aspects=[&#39;custom&#39;])</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="n">excluded_aspects</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">excluded_aspects</span> <span class="o">=</span> <span class="p">[]</span>
-    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">required_aspects</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
-        <span class="n">required_aspects</span> <span class="o">=</span> <span class="p">[</span>
-            <span class="n">required_aspects</span><span class="p">,</span>
-        <span class="p">]</span>
-    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">excluded_aspects</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
-        <span class="n">excluded_aspects</span> <span class="o">=</span> <span class="p">[</span>
-            <span class="n">excluded_aspects</span><span class="p">,</span>
-        <span class="p">]</span>
-    <span class="n">seq</span> <span class="o">=</span> <span class="n">collections</span><span class="o">.</span><span class="n">abc</span><span class="o">.</span><span class="n">Sequence</span>
-    <span class="n">input_types_ok</span> <span class="o">=</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">required_aspects</span><span class="p">,</span> <span class="n">seq</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">isinstance</span><span class="p">(</span>
-        <span class="n">excluded_aspects</span><span class="p">,</span> <span class="n">seq</span>
-    <span class="p">)</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="n">input_types_ok</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="s2">&quot;Aspects are expected to be Python sequences, &quot;</span>
-            <span class="s2">&quot;e.g. lists, of strings&quot;</span>
-        <span class="p">)</span>
-    <span class="k">for</span> <span class="n">asp</span> <span class="ow">in</span> <span class="n">chain</span><span class="p">(</span><span class="n">required_aspects</span><span class="p">,</span> <span class="n">excluded_aspects</span><span class="p">):</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">asp</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
-            <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="s2">&quot;The list objects must be of a string type&quot;</span><span class="p">)</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="nb">hasattr</span><span class="p">(</span><span class="n">SyclDevice</span><span class="p">,</span> <span class="s2">&quot;has_aspect_&quot;</span> <span class="o">+</span> <span class="n">asp</span><span class="p">):</span>
-            <span class="k">raise</span> <span class="ne">AttributeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;The </span><span class="si">{</span><span class="n">asp</span><span class="si">}</span><span class="s2"> aspect is not supported in dpctl&quot;</span><span class="p">)</span>
-    <span class="n">devs</span> <span class="o">=</span> <span class="n">get_devices</span><span class="p">()</span>
-    <span class="n">max_score</span> <span class="o">=</span> <span class="mi">0</span>
-    <span class="n">selected_dev</span> <span class="o">=</span> <span class="kc">None</span>
-
-    <span class="k">for</span> <span class="n">dev</span> <span class="ow">in</span> <span class="n">devs</span><span class="p">:</span>
-        <span class="n">aspect_status</span> <span class="o">=</span> <span class="nb">all</span><span class="p">(</span>
-            <span class="p">(</span>
-                <span class="nb">getattr</span><span class="p">(</span><span class="n">dev</span><span class="p">,</span> <span class="s2">&quot;has_aspect_&quot;</span> <span class="o">+</span> <span class="n">asp</span><span class="p">)</span> <span class="ow">is</span> <span class="kc">True</span>
-                <span class="k">for</span> <span class="n">asp</span> <span class="ow">in</span> <span class="n">required_aspects</span>
-            <span class="p">)</span>
-        <span class="p">)</span>
-        <span class="n">aspect_status</span> <span class="o">=</span> <span class="n">aspect_status</span> <span class="ow">and</span> <span class="ow">not</span> <span class="p">(</span>
-            <span class="nb">any</span><span class="p">(</span>
-                <span class="p">(</span>
-                    <span class="nb">getattr</span><span class="p">(</span><span class="n">dev</span><span class="p">,</span> <span class="s2">&quot;has_aspect_&quot;</span> <span class="o">+</span> <span class="n">asp</span><span class="p">)</span> <span class="ow">is</span> <span class="kc">True</span>
-                    <span class="k">for</span> <span class="n">asp</span> <span class="ow">in</span> <span class="n">excluded_aspects</span>
-                <span class="p">)</span>
-            <span class="p">)</span>
-        <span class="p">)</span>
-        <span class="k">if</span> <span class="n">aspect_status</span> <span class="ow">and</span> <span class="n">dev</span><span class="o">.</span><span class="n">default_selector_score</span> <span class="o">&gt;</span> <span class="n">max_score</span><span class="p">:</span>
-            <span class="n">max_score</span> <span class="o">=</span> <span class="n">dev</span><span class="o">.</span><span class="n">default_selector_score</span>
-            <span class="n">selected_dev</span> <span class="o">=</span> <span class="n">dev</span>
-
-    <span class="k">if</span> <span class="n">selected_dev</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="n">SyclDeviceCreationError</span><span class="p">(</span>
-            <span class="sa">f</span><span class="s2">&quot;Requested device is unavailable: &quot;</span>
-            <span class="sa">f</span><span class="s2">&quot;required_aspects=</span><span class="si">{</span><span class="n">required_aspects</span><span class="si">}</span><span class="s2">, &quot;</span>
-            <span class="sa">f</span><span class="s2">&quot;excluded_aspects=</span><span class="si">{</span><span class="n">excluded_aspects</span><span class="si">}</span><span class="s2">&quot;</span>
-        <span class="p">)</span>
-
-    <span class="k">return</span> <span class="n">selected_dev</span></div>
-</pre></div>
-        </article>
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diff --git a/pulls/1961/_modules/dpctl/_sycl_timer.html b/pulls/1961/_modules/dpctl/_sycl_timer.html
deleted file mode 100644
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-        <article role="main" id="furo-main-content">
-          <h1>Source code for dpctl._sycl_timer</h1><div class="highlight"><pre>
-<span></span><span class="c1">#                      Data Parallel Control (dpctl)</span>
-<span class="c1">#</span>
-<span class="c1"># Copyright 2020-2025 Intel Corporation</span>
-<span class="c1">#</span>
-<span class="c1"># Licensed under the Apache License, Version 2.0 (the &quot;License&quot;);</span>
-<span class="c1"># you may not use this file except in compliance with the License.</span>
-<span class="c1"># You may obtain a copy of the License at</span>
-<span class="c1">#</span>
-<span class="c1">#    http://www.apache.org/licenses/LICENSE-2.0</span>
-<span class="c1">#</span>
-<span class="c1"># Unless required by applicable law or agreed to in writing, software</span>
-<span class="c1"># distributed under the License is distributed on an &quot;AS IS&quot; BASIS,</span>
-<span class="c1"># WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.</span>
-<span class="c1"># See the License for the specific language governing permissions and</span>
-<span class="c1"># limitations under the License.</span>
-
-<span class="kn">import</span><span class="w"> </span><span class="nn">timeit</span>
-
-<span class="kn">from</span><span class="w"> </span><span class="nn">.</span><span class="w"> </span><span class="kn">import</span> <span class="n">SyclQueue</span>
-
-<span class="vm">__doc__</span> <span class="o">=</span> <span class="s2">&quot;This module implements :class:`dpctl.SyclTimer`.&quot;</span>
-
-
-<span class="k">class</span><span class="w"> </span><span class="nc">HostDeviceDuration</span><span class="p">:</span>
-    <span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">host_dt</span><span class="p">,</span> <span class="n">device_dt</span><span class="p">):</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">_host_dt</span> <span class="o">=</span> <span class="n">host_dt</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">_device_dt</span> <span class="o">=</span> <span class="n">device_dt</span>
-
-    <span class="k">def</span><span class="w"> </span><span class="fm">__repr__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-        <span class="k">return</span> <span class="sa">f</span><span class="s2">&quot;(host_dt=</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_host_dt</span><span class="si">}</span><span class="s2">, device_dt=</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_device_dt</span><span class="si">}</span><span class="s2">)&quot;</span>
-
-    <span class="k">def</span><span class="w"> </span><span class="fm">__str__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-        <span class="k">return</span> <span class="sa">f</span><span class="s2">&quot;(host_dt=</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_host_dt</span><span class="si">}</span><span class="s2">, device_dt=</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_device_dt</span><span class="si">}</span><span class="s2">)&quot;</span>
-
-    <span class="k">def</span><span class="w"> </span><span class="fm">__iter__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-        <span class="k">yield from</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_host_dt</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_device_dt</span><span class="p">]</span>
-
-    <span class="nd">@property</span>
-    <span class="k">def</span><span class="w"> </span><span class="nf">host_dt</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_host_dt</span>
-
-    <span class="nd">@property</span>
-    <span class="k">def</span><span class="w"> </span><span class="nf">device_dt</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_device_dt</span>
-
-
-<span class="k">class</span><span class="w"> </span><span class="nc">BaseDeviceTimer</span><span class="p">:</span>
-    <span class="vm">__slots__</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;queue&quot;</span><span class="p">]</span>
-
-    <span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="p">):</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">SyclQueue</span><span class="p">):</span>
-            <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected type SyclQueue, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">sycl_queue</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">queue</span> <span class="o">=</span> <span class="n">sycl_queue</span>
-
-
-<span class="k">class</span><span class="w"> </span><span class="nc">QueueBarrierDeviceTimer</span><span class="p">(</span><span class="n">BaseDeviceTimer</span><span class="p">):</span>
-    <span class="vm">__slots__</span> <span class="o">=</span> <span class="p">[]</span>
-
-    <span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="p">):</span>
-        <span class="nb">super</span><span class="p">(</span><span class="n">QueueBarrierDeviceTimer</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">sycl_queue</span><span class="p">)</span>
-
-    <span class="k">def</span><span class="w"> </span><span class="nf">get_event</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">queue</span><span class="o">.</span><span class="n">submit_barrier</span><span class="p">()</span>
-
-
-<span class="k">class</span><span class="w"> </span><span class="nc">OrderManagerDeviceTimer</span><span class="p">(</span><span class="n">BaseDeviceTimer</span><span class="p">):</span>
-    <span class="vm">__slots__</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;_order_manager&quot;</span><span class="p">,</span> <span class="s2">&quot;_submit_empty_task_fn&quot;</span><span class="p">]</span>
-
-    <span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="p">):</span>
-        <span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.utils._seq_order_keeper</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">s_ok</span>
-        <span class="kn">from</span><span class="w"> </span><span class="nn">dpctl.utils</span><span class="w"> </span><span class="kn">import</span> <span class="n">SequentialOrderManager</span> <span class="k">as</span> <span class="n">seq_om</span>
-
-        <span class="nb">super</span><span class="p">(</span><span class="n">OrderManagerDeviceTimer</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">sycl_queue</span><span class="p">)</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">_order_manager</span> <span class="o">=</span> <span class="n">seq_om</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">queue</span><span class="p">]</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">_submit_empty_task_fn</span> <span class="o">=</span> <span class="n">s_ok</span><span class="o">.</span><span class="n">_submit_empty_task</span>
-
-    <span class="k">def</span><span class="w"> </span><span class="nf">get_event</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-        <span class="n">ev</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_submit_empty_task_fn</span><span class="p">(</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">queue</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_order_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-        <span class="p">)</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">_order_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ev</span><span class="p">,</span> <span class="n">ev</span><span class="p">)</span>
-        <span class="k">return</span> <span class="n">ev</span>
-
-
-<div class="viewcode-block" id="SyclTimer"><a class="viewcode-back" href="../../api_reference/dpctl/generated/dpctl.SyclTimer.html#dpctl.SyclTimer">[docs]</a><span class="k">class</span><span class="w"> </span><span class="nc">SyclTimer</span><span class="p">:</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Context to time execution of tasks submitted to :class:`dpctl.SyclQueue`.</span>
-
-<span class="sd">    :Example:</span>
-<span class="sd">        .. code-block:: python</span>
-
-<span class="sd">            import dpctl</span>
-
-<span class="sd">            # Create a default SyclQueue</span>
-<span class="sd">            q = dpctl.SyclQueue(property=&quot;enable_profiling&quot;)</span>
-
-<span class="sd">            # create the timer</span>
-<span class="sd">            milliseconds_sc = 1e3</span>
-<span class="sd">            timer = dpctl.SyclTimer(time_scale = milliseconds_sc)</span>
-
-<span class="sd">            untimed_code_block_1</span>
-<span class="sd">            # use the timer</span>
-<span class="sd">            with timer(queue=q):</span>
-<span class="sd">                timed_code_block1</span>
-
-<span class="sd">            untimed_code_block_2</span>
-
-<span class="sd">            # use the timer</span>
-<span class="sd">            with timer(queue=q):</span>
-<span class="sd">                timed_code_block2</span>
-
-<span class="sd">            untimed_code_block_3</span>
-
-<span class="sd">            # retrieve elapsed times in milliseconds</span>
-<span class="sd">            wall_dt, device_dt = timer.dt</span>
-
-<span class="sd">    .. note::</span>
-<span class="sd">        The timer submits tasks to the queue at the entrance and the</span>
-<span class="sd">        exit of the context and uses profiling information from events</span>
-<span class="sd">        associated with these submissions to perform the timing. Thus</span>
-<span class="sd">        :class:`dpctl.SyclTimer` requires the queue with ``&quot;enable_profiling&quot;``</span>
-<span class="sd">        property. In order to be able to collect the profiling information,</span>
-<span class="sd">        the ``dt`` property ensures that both tasks submitted by the timer</span>
-<span class="sd">        complete their execution and thus effectively synchronizes the queue.</span>
-
-<span class="sd">        Execution of the above example results in the following task graph,</span>
-<span class="sd">        where each group of tasks is ordered after the one preceding it,</span>
-<span class="sd">        ``[tasks_of_untimed_block1]``, ``[timer_fence_start_task]``,</span>
-<span class="sd">        ``[tasks_of_timed_block1]``, ``[timer_fence_finish_task]``,</span>
-<span class="sd">        ``[tasks_of_untimed_block2]``, ``[timer_fence_start_task]``,</span>
-<span class="sd">        ``[tasks_of_timed_block2]``, ``[timer_fence_finish_task]``,</span>
-<span class="sd">        ``[tasks_of_untimed_block3]``.</span>
-
-<span class="sd">        ``device_timer`` keyword argument controls the type of tasks submitted.</span>
-<span class="sd">        With ``&quot;queue_barrier&quot;`` value, queue barrier tasks are used. With</span>
-<span class="sd">        ``&quot;order_manager&quot;`` value, a single empty body task is inserted</span>
-<span class="sd">        and order manager (used by all `dpctl.tensor` operations) is used to</span>
-<span class="sd">        order these tasks so that they fence operations performed within</span>
-<span class="sd">        timer&#39;s context.</span>
-
-<span class="sd">        Timing offloading operations that do not use the order manager with</span>
-<span class="sd">        the timer that uses ``&quot;order_manager&quot;`` as ``device_timer`` value</span>
-<span class="sd">        will be misleading becaused the tasks submitted by the timer will not</span>
-<span class="sd">        be ordered with respect to tasks we intend to time.</span>
-
-<span class="sd">        Note, that host timer effectively measures the time of task</span>
-<span class="sd">        submissions. To measure host timer wall-time that includes execution</span>
-<span class="sd">        of submitted tasks, make sure to include synchronization point in</span>
-<span class="sd">        the timed block.</span>
-
-<span class="sd">        :Example:</span>
-<span class="sd">            .. code-block:: python</span>
-
-<span class="sd">            with timer(q):</span>
-<span class="sd">                timed_block</span>
-<span class="sd">                q.wait()</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        host_timer (callable, optional):</span>
-<span class="sd">            A callable such that host_timer() returns current</span>
-<span class="sd">            host time in seconds.</span>
-<span class="sd">            Default: :py:func:`timeit.default_timer`.</span>
-<span class="sd">        device_timer (Literal[&quot;queue_barrier&quot;, &quot;order_manager&quot;], optional):</span>
-<span class="sd">            Device timing method. Default: &quot;queue_barrier&quot;.</span>
-<span class="sd">        time_scale (Union[int, float], optional):</span>
-<span class="sd">            Ratio of one second and the unit of time-scale of interest.</span>
-<span class="sd">            Default: ``1``.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-
-<div class="viewcode-block" id="SyclTimer.__init__"><a class="viewcode-back" href="../../api_reference/dpctl/generated/generated/dpctl.SyclTimer.__init__.html#dpctl.SyclTimer.__init__">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span>
-        <span class="bp">self</span><span class="p">,</span> <span class="n">host_timer</span><span class="o">=</span><span class="n">timeit</span><span class="o">.</span><span class="n">default_timer</span><span class="p">,</span> <span class="n">device_timer</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">time_scale</span><span class="o">=</span><span class="mi">1</span>
-    <span class="p">):</span>
-<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">        Create new instance of :class:`.SyclTimer`.</span>
-
-<span class="sd">        Args:</span>
-<span class="sd">            host_timer (callable, optional)</span>
-<span class="sd">                A function that takes no arguments and returns a value</span>
-<span class="sd">                measuring time.</span>
-<span class="sd">                Default: :meth:`timeit.default_timer`.</span>
-<span class="sd">            device_timer (Literal[&quot;queue_barrier&quot;, &quot;order_manager&quot;], optional):</span>
-<span class="sd">                Device timing method. Default: &quot;queue_barrier&quot;</span>
-<span class="sd">            time_scale (Union[int, float], optional):</span>
-<span class="sd">                Scaling factor applied to durations measured by</span>
-<span class="sd">                the host_timer. Default: ``1``.</span>
-<span class="sd">        &quot;&quot;&quot;</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">timer</span> <span class="o">=</span> <span class="n">host_timer</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">time_scale</span> <span class="o">=</span> <span class="n">time_scale</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">queue</span> <span class="o">=</span> <span class="kc">None</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">host_times</span> <span class="o">=</span> <span class="p">[]</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">bracketing_events</span> <span class="o">=</span> <span class="p">[]</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">_context_data</span> <span class="o">=</span> <span class="nb">list</span><span class="p">()</span>
-        <span class="k">if</span> <span class="n">device_timer</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="n">device_timer</span> <span class="o">=</span> <span class="s2">&quot;queue_barrier&quot;</span>
-        <span class="k">if</span> <span class="n">device_timer</span> <span class="o">==</span> <span class="s2">&quot;queue_barrier&quot;</span><span class="p">:</span>
-            <span class="bp">self</span><span class="o">.</span><span class="n">_device_timer_class</span> <span class="o">=</span> <span class="n">QueueBarrierDeviceTimer</span>
-        <span class="k">elif</span> <span class="n">device_timer</span> <span class="o">==</span> <span class="s2">&quot;order_manager&quot;</span><span class="p">:</span>
-            <span class="bp">self</span><span class="o">.</span><span class="n">_device_timer_class</span> <span class="o">=</span> <span class="n">OrderManagerDeviceTimer</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                <span class="s2">&quot;Supported values for device_timer keyword are &quot;</span>
-                <span class="s2">&quot;&#39;queue_barrier&#39;, &#39;order_manager&#39;, got &quot;</span>
-                <span class="sa">f</span><span class="s2">&quot;&#39;</span><span class="si">{</span><span class="n">device_timer</span><span class="si">}</span><span class="s2">&#39;&quot;</span>
-            <span class="p">)</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">_device_timer</span> <span class="o">=</span> <span class="kc">None</span></div>
-
-    <span class="k">def</span><span class="w"> </span><span class="fm">__call__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">queue</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
-        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">queue</span><span class="p">,</span> <span class="n">SyclQueue</span><span class="p">):</span>
-            <span class="k">if</span> <span class="n">queue</span><span class="o">.</span><span class="n">has_enable_profiling</span><span class="p">:</span>
-                <span class="bp">self</span><span class="o">.</span><span class="n">queue</span> <span class="o">=</span> <span class="n">queue</span>
-                <span class="bp">self</span><span class="o">.</span><span class="n">_device_timer</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_device_timer_class</span><span class="p">(</span><span class="n">queue</span><span class="p">)</span>
-            <span class="k">else</span><span class="p">:</span>
-                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                    <span class="s2">&quot;The given queue was not created with the &quot;</span>
-                    <span class="s2">&quot;enable_profiling property&quot;</span>
-                <span class="p">)</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-                <span class="s2">&quot;The passed queue must have type dpctl.SyclQueue, &quot;</span>
-                <span class="sa">f</span><span class="s2">&quot;got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">queue</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span>
-            <span class="p">)</span>
-        <span class="k">return</span> <span class="bp">self</span>
-
-    <span class="k">def</span><span class="w"> </span><span class="fm">__enter__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-        <span class="n">_event_start</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_device_timer</span><span class="o">.</span><span class="n">get_event</span><span class="p">()</span>
-        <span class="n">_host_start</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">timer</span><span class="p">()</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">_context_data</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="n">_event_start</span><span class="p">,</span> <span class="n">_host_start</span><span class="p">))</span>
-        <span class="k">return</span> <span class="bp">self</span>
-
-    <span class="k">def</span><span class="w"> </span><span class="fm">__exit__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">):</span>
-        <span class="n">_event_end</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_device_timer</span><span class="o">.</span><span class="n">get_event</span><span class="p">()</span>
-        <span class="n">_host_end</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">timer</span><span class="p">()</span>
-        <span class="n">_event_start</span><span class="p">,</span> <span class="n">_host_start</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_context_data</span><span class="o">.</span><span class="n">pop</span><span class="p">()</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">host_times</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="n">_host_start</span><span class="p">,</span> <span class="n">_host_end</span><span class="p">))</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">bracketing_events</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="n">_event_start</span><span class="p">,</span> <span class="n">_event_end</span><span class="p">))</span>
-
-    <span class="nd">@property</span>
-    <span class="k">def</span><span class="w"> </span><span class="nf">dt</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&quot;&quot;&quot;Returns a pair of elapsed times ``host_dt`` and</span>
-<span class="sd">        ``device_dt``.</span>
-
-<span class="sd">        The ``host_dt`` is the duration as measured by the host</span>
-<span class="sd">        timer, while the ``device_dt`` is the duration as measured by</span>
-<span class="sd">        the device timer and encoded in profiling events.</span>
-
-<span class="sd">        Returns:</span>
-<span class="sd">            HostDeviceDuration:</span>
-<span class="sd">                Data class with ``host_dt`` and ``device_dt`` members which</span>
-<span class="sd">                supports unpacking into a 2-tuple.</span>
-
-<span class="sd">        :Example:</span>
-
-<span class="sd">            .. code-block:: python</span>
-
-<span class="sd">                import dpctl</span>
-<span class="sd">                from dpctl import tensor</span>
-
-<span class="sd">                q = dpctl.SyclQueue(property=&quot;enable_profiling&quot;)</span>
-
-<span class="sd">                device = tensor.Device.create_device(q)</span>
-<span class="sd">                timer = dpctl.SyclTimer()</span>
-
-<span class="sd">                with timer(q):</span>
-<span class="sd">                    x = tensor.linspace(-4, 4, num=10**6, dtype=&quot;float32&quot;)</span>
-<span class="sd">                    e = tensor.exp(-0.5 * tensor.square(x))</span>
-<span class="sd">                    s = tensor.sin(2.3 * x + 0.11)</span>
-<span class="sd">                    f = e * s</span>
-
-<span class="sd">                host_dt, device_dt = timer.dt</span>
-
-<span class="sd">        .. note::</span>
-<span class="sd">            Since different timers are used to measure host and device</span>
-<span class="sd">            durations, one should not expect that ``host_dt`` is always</span>
-<span class="sd">            strictly greater than ``device_dt``.</span>
-
-<span class="sd">            Use tracing tools like ``onetrace``, or ``unitrace`` from</span>
-<span class="sd">            `intel/pti-gpu &lt;https://github.com/intel/pti-gpu&gt;`_ repository</span>
-<span class="sd">            for more accurate measurements.</span>
-<span class="sd">        &quot;&quot;&quot;</span>
-        <span class="k">for</span> <span class="n">es</span><span class="p">,</span> <span class="n">ef</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">bracketing_events</span><span class="p">:</span>
-            <span class="n">es</span><span class="o">.</span><span class="n">wait</span><span class="p">()</span>
-            <span class="n">ef</span><span class="o">.</span><span class="n">wait</span><span class="p">()</span>
-        <span class="n">host_dt</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="n">tf</span> <span class="o">-</span> <span class="n">ts</span> <span class="k">for</span> <span class="n">ts</span><span class="p">,</span> <span class="n">tf</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">host_times</span><span class="p">)</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">time_scale</span>
-        <span class="n">dev_dt</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span>
-            <span class="n">ef</span><span class="o">.</span><span class="n">profiling_info_start</span> <span class="o">-</span> <span class="n">es</span><span class="o">.</span><span class="n">profiling_info_end</span>
-            <span class="k">for</span> <span class="n">es</span><span class="p">,</span> <span class="n">ef</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">bracketing_events</span>
-        <span class="p">)</span> <span class="o">*</span> <span class="p">(</span><span class="mf">1e-9</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">time_scale</span><span class="p">)</span>
-        <span class="k">return</span> <span class="n">HostDeviceDuration</span><span class="p">(</span><span class="n">host_dt</span><span class="p">,</span> <span class="n">dev_dt</span><span class="p">)</span></div>
-</pre></div>
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-<li class="toctree-l5"><a class="reference internal" href="../../../api_reference/libsyclinterface/generated/enum_DPCTLSyclAspectType.html">enum DPCTLSyclAspectType</a></li>
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-<li class="toctree-l5"><a class="reference internal" href="../../../api_reference/libsyclinterface/generated/enum_DPCTLSyclEventStatusType.html">enum DPCTLSyclEventStatusType</a></li>
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-<li class="toctree-l5 has-children"><a class="reference internal" href="../../../api_reference/libsyclinterface/generated/struct_MDLocalAccessorTy.html">struct MDLocalAccessorTy</a><input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" role="switch" type="checkbox"/><label for="toctree-checkbox-45"><div class="visually-hidden">Toggle navigation of struct MDLocalAccessorTy</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
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-          <h1>Source code for dpctl.tensor._array_api</h1><div class="highlight"><pre>
-<span></span><span class="c1">#                       Data Parallel Control (dpctl)</span>
-<span class="c1">#</span>
-<span class="c1">#  Copyright 2020-2025 Intel Corporation</span>
-<span class="c1">#</span>
-<span class="c1">#  Licensed under the Apache License, Version 2.0 (the &quot;License&quot;);</span>
-<span class="c1">#  you may not use this file except in compliance with the License.</span>
-<span class="c1">#  You may obtain a copy of the License at</span>
-<span class="c1">#</span>
-<span class="c1">#     http://www.apache.org/licenses/LICENSE-2.0</span>
-<span class="c1">#</span>
-<span class="c1">#  Unless required by applicable law or agreed to in writing, software</span>
-<span class="c1">#  distributed under the License is distributed on an &quot;AS IS&quot; BASIS,</span>
-<span class="c1">#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.</span>
-<span class="c1">#  See the License for the specific language governing permissions and</span>
-<span class="c1">#  limitations under the License.</span>
-
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.tensor</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">dpt</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">dpctl.tensor._tensor_impl</span><span class="w"> </span><span class="kn">import</span> <span class="p">(</span>
-    <span class="n">default_device_complex_type</span><span class="p">,</span>
-    <span class="n">default_device_fp_type</span><span class="p">,</span>
-    <span class="n">default_device_index_type</span><span class="p">,</span>
-    <span class="n">default_device_int_type</span><span class="p">,</span>
-<span class="p">)</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_isdtype_impl</span><span class="p">(</span><span class="n">dtype</span><span class="p">,</span> <span class="n">kind</span><span class="p">):</span>
-    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">kind</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
-        <span class="k">if</span> <span class="n">kind</span> <span class="o">==</span> <span class="s2">&quot;bool&quot;</span><span class="p">:</span>
-            <span class="k">return</span> <span class="n">dtype</span><span class="o">.</span><span class="n">kind</span> <span class="o">==</span> <span class="s2">&quot;b&quot;</span>
-        <span class="k">elif</span> <span class="n">kind</span> <span class="o">==</span> <span class="s2">&quot;signed integer&quot;</span><span class="p">:</span>
-            <span class="k">return</span> <span class="n">dtype</span><span class="o">.</span><span class="n">kind</span> <span class="o">==</span> <span class="s2">&quot;i&quot;</span>
-        <span class="k">elif</span> <span class="n">kind</span> <span class="o">==</span> <span class="s2">&quot;unsigned integer&quot;</span><span class="p">:</span>
-            <span class="k">return</span> <span class="n">dtype</span><span class="o">.</span><span class="n">kind</span> <span class="o">==</span> <span class="s2">&quot;u&quot;</span>
-        <span class="k">elif</span> <span class="n">kind</span> <span class="o">==</span> <span class="s2">&quot;integral&quot;</span><span class="p">:</span>
-            <span class="k">return</span> <span class="n">dtype</span><span class="o">.</span><span class="n">kind</span> <span class="ow">in</span> <span class="s2">&quot;iu&quot;</span>
-        <span class="k">elif</span> <span class="n">kind</span> <span class="o">==</span> <span class="s2">&quot;real floating&quot;</span><span class="p">:</span>
-            <span class="k">return</span> <span class="n">dtype</span><span class="o">.</span><span class="n">kind</span> <span class="o">==</span> <span class="s2">&quot;f&quot;</span>
-        <span class="k">elif</span> <span class="n">kind</span> <span class="o">==</span> <span class="s2">&quot;complex floating&quot;</span><span class="p">:</span>
-            <span class="k">return</span> <span class="n">dtype</span><span class="o">.</span><span class="n">kind</span> <span class="o">==</span> <span class="s2">&quot;c&quot;</span>
-        <span class="k">elif</span> <span class="n">kind</span> <span class="o">==</span> <span class="s2">&quot;numeric&quot;</span><span class="p">:</span>
-            <span class="k">return</span> <span class="n">dtype</span><span class="o">.</span><span class="n">kind</span> <span class="ow">in</span> <span class="s2">&quot;iufc&quot;</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Unrecognized data type kind: </span><span class="si">{</span><span class="n">kind</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-
-    <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">kind</span><span class="p">,</span> <span class="nb">tuple</span><span class="p">):</span>
-        <span class="k">return</span> <span class="nb">any</span><span class="p">(</span><span class="n">_isdtype_impl</span><span class="p">(</span><span class="n">dtype</span><span class="p">,</span> <span class="n">k</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">kind</span><span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Unsupported data type kind: </span><span class="si">{</span><span class="n">kind</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-
-
-<span class="n">__array_api_version__</span> <span class="o">=</span> <span class="s2">&quot;2023.12&quot;</span>
-
-
-<div class="viewcode-block" id="Info"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor._array_api.Info.html#dpctl.tensor.Info">[docs]</a><span class="k">class</span><span class="w"> </span><span class="nc">Info</span><span class="p">:</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    namespace returned by ``__array_namespace_info__()``</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-
-    <span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">_capabilities</span> <span class="o">=</span> <span class="p">{</span>
-            <span class="s2">&quot;boolean indexing&quot;</span><span class="p">:</span> <span class="kc">True</span><span class="p">,</span>
-            <span class="s2">&quot;data-dependent shapes&quot;</span><span class="p">:</span> <span class="kc">True</span><span class="p">,</span>
-            <span class="s2">&quot;max dimensions&quot;</span><span class="p">:</span> <span class="mi">64</span><span class="p">,</span>
-        <span class="p">}</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">_all_dtypes</span> <span class="o">=</span> <span class="p">{</span>
-            <span class="s2">&quot;bool&quot;</span><span class="p">:</span> <span class="n">dpt</span><span class="o">.</span><span class="n">bool</span><span class="p">,</span>
-            <span class="s2">&quot;float32&quot;</span><span class="p">:</span> <span class="n">dpt</span><span class="o">.</span><span class="n">float32</span><span class="p">,</span>
-            <span class="s2">&quot;float64&quot;</span><span class="p">:</span> <span class="n">dpt</span><span class="o">.</span><span class="n">float64</span><span class="p">,</span>
-            <span class="s2">&quot;complex64&quot;</span><span class="p">:</span> <span class="n">dpt</span><span class="o">.</span><span class="n">complex64</span><span class="p">,</span>
-            <span class="s2">&quot;complex128&quot;</span><span class="p">:</span> <span class="n">dpt</span><span class="o">.</span><span class="n">complex128</span><span class="p">,</span>
-            <span class="s2">&quot;int8&quot;</span><span class="p">:</span> <span class="n">dpt</span><span class="o">.</span><span class="n">int8</span><span class="p">,</span>
-            <span class="s2">&quot;int16&quot;</span><span class="p">:</span> <span class="n">dpt</span><span class="o">.</span><span class="n">int16</span><span class="p">,</span>
-            <span class="s2">&quot;int32&quot;</span><span class="p">:</span> <span class="n">dpt</span><span class="o">.</span><span class="n">int32</span><span class="p">,</span>
-            <span class="s2">&quot;int64&quot;</span><span class="p">:</span> <span class="n">dpt</span><span class="o">.</span><span class="n">int64</span><span class="p">,</span>
-            <span class="s2">&quot;uint8&quot;</span><span class="p">:</span> <span class="n">dpt</span><span class="o">.</span><span class="n">uint8</span><span class="p">,</span>
-            <span class="s2">&quot;uint16&quot;</span><span class="p">:</span> <span class="n">dpt</span><span class="o">.</span><span class="n">uint16</span><span class="p">,</span>
-            <span class="s2">&quot;uint32&quot;</span><span class="p">:</span> <span class="n">dpt</span><span class="o">.</span><span class="n">uint32</span><span class="p">,</span>
-            <span class="s2">&quot;uint64&quot;</span><span class="p">:</span> <span class="n">dpt</span><span class="o">.</span><span class="n">uint64</span><span class="p">,</span>
-        <span class="p">}</span>
-
-<div class="viewcode-block" id="Info.capabilities"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/generated/dpctl.tensor._array_api.Info.capabilities.html#dpctl.tensor.Info.capabilities">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">capabilities</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">        capabilities()</span>
-
-<span class="sd">        Returns a dictionary of ``dpctl``&#39;s capabilities.</span>
-
-<span class="sd">        The dictionary contains the following keys:</span>
-<span class="sd">            ``&quot;boolean indexing&quot;``:</span>
-<span class="sd">                boolean indicating ``dpctl``&#39;s support of boolean indexing.</span>
-<span class="sd">                Value: ``True``</span>
-<span class="sd">            ``&quot;data-dependent shapes&quot;``:</span>
-<span class="sd">                boolean indicating ``dpctl``&#39;s support of data-dependent shapes.</span>
-<span class="sd">                Value: ``True``</span>
-<span class="sd">            ``max dimensions``:</span>
-<span class="sd">                integer indication the maximum array dimension supported by ``dpctl``.</span>
-<span class="sd">                Value: ``64``</span>
-
-<span class="sd">        Returns:</span>
-<span class="sd">            dict:</span>
-<span class="sd">                dictionary of ``dpctl``&#39;s capabilities</span>
-<span class="sd">        &quot;&quot;&quot;</span>
-        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_capabilities</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span></div>
-
-<div class="viewcode-block" id="Info.default_device"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/generated/dpctl.tensor._array_api.Info.default_device.html#dpctl.tensor.Info.default_device">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">default_device</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">        default_device()</span>
-
-<span class="sd">        Returns the default SYCL device.</span>
-<span class="sd">        &quot;&quot;&quot;</span>
-        <span class="k">return</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">select_default_device</span><span class="p">()</span></div>
-
-<div class="viewcode-block" id="Info.default_dtypes"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/generated/dpctl.tensor._array_api.Info.default_dtypes.html#dpctl.tensor.Info.default_dtypes">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">default_dtypes</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">        default_dtypes(*, device=None)</span>
-
-<span class="sd">        Returns a dictionary of default data types for ``device``.</span>
-
-<span class="sd">        Args:</span>
-<span class="sd">            device (Optional[:class:`dpctl.SyclDevice`, :class:`dpctl.SyclQueue`, :class:`dpctl.tensor.Device`]):</span>
-<span class="sd">                array API concept of device used in getting default data types.</span>
-<span class="sd">                ``device`` can be ``None`` (in which case the default device</span>
-<span class="sd">                is used), an instance of :class:`dpctl.SyclDevice` corresponding</span>
-<span class="sd">                to a non-partitioned SYCL device, an instance of</span>
-<span class="sd">                :class:`dpctl.SyclQueue`, or a :class:`dpctl.tensor.Device`</span>
-<span class="sd">                object returned by :attr:`dpctl.tensor.usm_ndarray.device`.</span>
-<span class="sd">                Default: ``None``.</span>
-
-<span class="sd">        Returns:</span>
-<span class="sd">            dict:</span>
-<span class="sd">                a dictionary of default data types for ``device``:</span>
-
-<span class="sd">                    - ``&quot;real floating&quot;``: dtype</span>
-<span class="sd">                    - ``&quot;complex floating&quot;``: dtype</span>
-<span class="sd">                    - ``&quot;integral&quot;``: dtype</span>
-<span class="sd">                    - ``&quot;indexing&quot;``: dtype</span>
-<span class="sd">        &quot;&quot;&quot;</span>
-        <span class="k">if</span> <span class="n">device</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="n">device</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">select_default_device</span><span class="p">()</span>
-        <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">device</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">Device</span><span class="p">):</span>
-            <span class="n">device</span> <span class="o">=</span> <span class="n">device</span><span class="o">.</span><span class="n">sycl_device</span>
-        <span class="k">return</span> <span class="p">{</span>
-            <span class="s2">&quot;real floating&quot;</span><span class="p">:</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">default_device_fp_type</span><span class="p">(</span><span class="n">device</span><span class="p">)),</span>
-            <span class="s2">&quot;complex floating&quot;</span><span class="p">:</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">default_device_complex_type</span><span class="p">(</span><span class="n">device</span><span class="p">)),</span>
-            <span class="s2">&quot;integral&quot;</span><span class="p">:</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">default_device_int_type</span><span class="p">(</span><span class="n">device</span><span class="p">)),</span>
-            <span class="s2">&quot;indexing&quot;</span><span class="p">:</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">default_device_index_type</span><span class="p">(</span><span class="n">device</span><span class="p">)),</span>
-        <span class="p">}</span></div>
-
-<div class="viewcode-block" id="Info.dtypes"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/generated/dpctl.tensor._array_api.Info.dtypes.html#dpctl.tensor.Info.dtypes">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">dtypes</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">kind</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">        dtypes(*, device=None, kind=None)</span>
-
-<span class="sd">        Returns a dictionary of all Array API data types of a specified</span>
-<span class="sd">        ``kind`` supported by ``device``.</span>
-
-<span class="sd">        This dictionary only includes data types supported by the</span>
-<span class="sd">        `Python Array API &lt;https://data-apis.org/array-api/latest/&gt;`_</span>
-<span class="sd">        specification.</span>
-
-<span class="sd">        Args:</span>
-<span class="sd">            device (Optional[:class:`dpctl.SyclDevice`, :class:`dpctl.SyclQueue`, :class:`dpctl.tensor.Device`, str]):</span>
-<span class="sd">                array API concept of device used in getting default data types.</span>
-<span class="sd">                ``device`` can be ``None`` (in which case the default device is</span>
-<span class="sd">                used), an instance of :class:`dpctl.SyclDevice` corresponding</span>
-<span class="sd">                to a non-partitioned SYCL device, an instance of</span>
-<span class="sd">                :class:`dpctl.SyclQueue`, or a :class:`dpctl.tensor.Device`</span>
-<span class="sd">                object returned by :attr:`dpctl.tensor.usm_ndarray.device`.</span>
-<span class="sd">                Default: ``None``.</span>
-
-<span class="sd">            kind (Optional[str, Tuple[str, ...]]):</span>
-<span class="sd">                data type kind.</span>
-
-<span class="sd">                - if ``kind`` is ``None``, returns a dictionary of all data</span>
-<span class="sd">                  types supported by `device`</span>
-<span class="sd">                - if ``kind`` is a string, returns a dictionary containing the</span>
-<span class="sd">                  data types belonging to the data type kind specified.</span>
-
-<span class="sd">                  Supports:</span>
-
-<span class="sd">                  * ``&quot;bool&quot;``</span>
-<span class="sd">                  * ``&quot;signed integer&quot;``</span>
-<span class="sd">                  * ``&quot;unsigned integer&quot;``</span>
-<span class="sd">                  * ``&quot;integral&quot;``</span>
-<span class="sd">                  * ``&quot;real floating&quot;``</span>
-<span class="sd">                  * ``&quot;complex floating&quot;``</span>
-<span class="sd">                  * ``&quot;numeric&quot;``</span>
-
-<span class="sd">                - if ``kind`` is a tuple, the tuple represents a union of</span>
-<span class="sd">                  ``kind`` strings, and returns a dictionary containing data</span>
-<span class="sd">                  types corresponding to the-specified union.</span>
-
-<span class="sd">                Default: ``None``.</span>
-
-<span class="sd">        Returns:</span>
-<span class="sd">            dict:</span>
-<span class="sd">                a dictionary of the supported data types of the specified</span>
-<span class="sd">                ``kind``</span>
-<span class="sd">        &quot;&quot;&quot;</span>
-        <span class="k">if</span> <span class="n">device</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="n">device</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">select_default_device</span><span class="p">()</span>
-        <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">device</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">Device</span><span class="p">):</span>
-            <span class="n">device</span> <span class="o">=</span> <span class="n">device</span><span class="o">.</span><span class="n">sycl_device</span>
-        <span class="n">_fp64</span> <span class="o">=</span> <span class="n">device</span><span class="o">.</span><span class="n">has_aspect_fp64</span>
-        <span class="k">if</span> <span class="n">kind</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="k">return</span> <span class="p">{</span>
-                <span class="n">key</span><span class="p">:</span> <span class="n">val</span>
-                <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">val</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_all_dtypes</span><span class="o">.</span><span class="n">items</span><span class="p">()</span>
-                <span class="k">if</span> <span class="p">(</span><span class="n">key</span> <span class="o">!=</span> <span class="s2">&quot;float64&quot;</span> <span class="ow">or</span> <span class="n">_fp64</span><span class="p">)</span>
-            <span class="p">}</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="k">return</span> <span class="p">{</span>
-                <span class="n">key</span><span class="p">:</span> <span class="n">val</span>
-                <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">val</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_all_dtypes</span><span class="o">.</span><span class="n">items</span><span class="p">()</span>
-                <span class="k">if</span> <span class="p">(</span><span class="n">key</span> <span class="o">!=</span> <span class="s2">&quot;float64&quot;</span> <span class="ow">or</span> <span class="n">_fp64</span><span class="p">)</span> <span class="ow">and</span> <span class="n">_isdtype_impl</span><span class="p">(</span><span class="n">val</span><span class="p">,</span> <span class="n">kind</span><span class="p">)</span>
-            <span class="p">}</span></div>
-
-<div class="viewcode-block" id="Info.devices"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/generated/dpctl.tensor._array_api.Info.devices.html#dpctl.tensor.Info.devices">[docs]</a>    <span class="k">def</span><span class="w"> </span><span class="nf">devices</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">        devices()</span>
-
-<span class="sd">        Returns a list of supported devices.</span>
-<span class="sd">        &quot;&quot;&quot;</span>
-        <span class="k">return</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">get_devices</span><span class="p">()</span></div></div>
-
-
-<div class="viewcode-block" id="__array_namespace_info__"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.__array_namespace_info__.html#dpctl.tensor.__array_namespace_info__">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">__array_namespace_info__</span><span class="p">():</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    __array_namespace_info__()</span>
-
-<span class="sd">    Returns a namespace with Array API namespace inspection utilities.</span>
-
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">return</span> <span class="n">Info</span><span class="p">()</span></div>
-</pre></div>
-        </article>
-      </div>
-      <footer>
-        
-        <div class="related-pages">
-          
-          
-        </div>
-        <div class="bottom-of-page">
-          <div class="left-details">
-            <div class="copyright">
-                Copyright &#169; 2020-2025, Intel Corp.
-            </div>
-            Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
-            
-            <a href="https://github.com/pradyunsg/furo">Furo</a>
-            
-          </div>
-          <div class="right-details">
-            
-          </div>
-        </div>
-        
-      </footer>
-    </div>
-    <aside class="toc-drawer no-toc">
-      
-      
-      
-    </aside>
-  </div>
-</div><script data-url_root="../../../" id="documentation_options" src="../../../_static/documentation_options.js?v=08f8dcfe"></script>
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\ No newline at end of file
diff --git a/pulls/1961/_modules/dpctl/tensor/_clip.html b/pulls/1961/_modules/dpctl/tensor/_clip.html
deleted file mode 100644
index 611c2ce51d..0000000000
--- a/pulls/1961/_modules/dpctl/tensor/_clip.html
+++ /dev/null
@@ -1,1582 +0,0 @@
-<!doctype html>
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-</ul>
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-<li class="toctree-l6 has-children"><a class="reference internal" href="../../../api_reference/libsyclinterface/generated/namespace_dpctl_syclinterface.html">namespace dpctl::syclinterface</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of namespace dpctl::syclinterface</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l7 has-children"><a class="reference internal" href="../../../api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_accelerator_selector.html">class dpctl::syclinterface::dpctl_accelerator_selector</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of class dpctl::syclinterface::dpctl_accelerator_selector</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
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-<li class="toctree-l7 has-children"><a class="reference internal" href="../../../api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_cpu_selector.html">class dpctl::syclinterface::dpctl_cpu_selector</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of class dpctl::syclinterface::dpctl_cpu_selector</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
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-</ul>
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-<li class="toctree-l7 has-children"><a class="reference internal" href="../../../api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_device_selector.html">class dpctl::syclinterface::dpctl_device_selector</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of class dpctl::syclinterface::dpctl_device_selector</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
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-<li class="toctree-l7 has-children"><a class="reference internal" href="../../../api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_filter_selector.html">class dpctl::syclinterface::dpctl_filter_selector</a><input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" role="switch" type="checkbox"/><label for="toctree-checkbox-43"><div class="visually-hidden">Toggle navigation of class dpctl::syclinterface::dpctl_filter_selector</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
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-</ul>
-</li>
-<li class="toctree-l5"><a class="reference internal" href="../../../api_reference/libsyclinterface/generated/enum_DPCTLGlobalMemCacheType.html">enum DPCTLGlobalMemCacheType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../../../api_reference/libsyclinterface/generated/enum_DPCTLKernelArgType.html">enum DPCTLKernelArgType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../../../api_reference/libsyclinterface/generated/enum_DPCTLPartitionAffinityDomainType.html">enum DPCTLPartitionAffinityDomainType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../../../api_reference/libsyclinterface/generated/enum_DPCTLQueuePropertyType.html">enum DPCTLQueuePropertyType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../../../api_reference/libsyclinterface/generated/enum_DPCTLSyclAspectType.html">enum DPCTLSyclAspectType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../../../api_reference/libsyclinterface/generated/enum_DPCTLSyclBackendType.html">enum DPCTLSyclBackendType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../../../api_reference/libsyclinterface/generated/enum_DPCTLSyclDeviceType.html">enum DPCTLSyclDeviceType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../../../api_reference/libsyclinterface/generated/enum_DPCTLSyclEventStatusType.html">enum DPCTLSyclEventStatusType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../../../api_reference/libsyclinterface/generated/enum_DPCTLSyclUSMType.html">enum DPCTLSyclUSMType</a></li>
-<li class="toctree-l5 has-children"><a class="reference internal" href="../../../api_reference/libsyclinterface/generated/struct_MDLocalAccessorTy.html">struct MDLocalAccessorTy</a><input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" role="switch" type="checkbox"/><label for="toctree-checkbox-45"><div class="visually-hidden">Toggle navigation of struct MDLocalAccessorTy</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
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-        <article role="main" id="furo-main-content">
-          <h1>Source code for dpctl.tensor._clip</h1><div class="highlight"><pre>
-<span></span><span class="c1">#                       Data Parallel Control (dpctl)</span>
-<span class="c1">#</span>
-<span class="c1">#  Copyright 2020-2025 Intel Corporation</span>
-<span class="c1">#</span>
-<span class="c1">#  Licensed under the Apache License, Version 2.0 (the &quot;License&quot;);</span>
-<span class="c1">#  you may not use this file except in compliance with the License.</span>
-<span class="c1">#  You may obtain a copy of the License at</span>
-<span class="c1">#</span>
-<span class="c1">#     http://www.apache.org/licenses/LICENSE-2.0</span>
-<span class="c1">#</span>
-<span class="c1">#  Unless required by applicable law or agreed to in writing, software</span>
-<span class="c1">#  distributed under the License is distributed on an &quot;AS IS&quot; BASIS,</span>
-<span class="c1">#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.</span>
-<span class="c1">#  See the License for the specific language governing permissions and</span>
-<span class="c1">#  limitations under the License.</span>
-
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.tensor</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">dpt</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.tensor._tensor_elementwise_impl</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">tei</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.tensor._tensor_impl</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">ti</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">dpctl.tensor._copy_utils</span><span class="w"> </span><span class="kn">import</span> <span class="p">(</span>
-    <span class="n">_empty_like_orderK</span><span class="p">,</span>
-    <span class="n">_empty_like_pair_orderK</span><span class="p">,</span>
-    <span class="n">_empty_like_triple_orderK</span><span class="p">,</span>
-<span class="p">)</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">dpctl.tensor._elementwise_common</span><span class="w"> </span><span class="kn">import</span> <span class="p">(</span>
-    <span class="n">_get_dtype</span><span class="p">,</span>
-    <span class="n">_get_queue_usm_type</span><span class="p">,</span>
-    <span class="n">_get_shape</span><span class="p">,</span>
-    <span class="n">_validate_dtype</span><span class="p">,</span>
-<span class="p">)</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">dpctl.tensor._manipulation_functions</span><span class="w"> </span><span class="kn">import</span> <span class="n">_broadcast_shape_impl</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">dpctl.tensor._type_utils</span><span class="w"> </span><span class="kn">import</span> <span class="n">_can_cast</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">dpctl.utils</span><span class="w"> </span><span class="kn">import</span> <span class="n">ExecutionPlacementError</span><span class="p">,</span> <span class="n">SequentialOrderManager</span>
-
-<span class="kn">from</span><span class="w"> </span><span class="nn">._type_utils</span><span class="w"> </span><span class="kn">import</span> <span class="p">(</span>
-    <span class="n">_resolve_one_strong_one_weak_types</span><span class="p">,</span>
-    <span class="n">_resolve_one_strong_two_weak_types</span><span class="p">,</span>
-<span class="p">)</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_check_clip_dtypes</span><span class="p">(</span><span class="n">res_dtype</span><span class="p">,</span> <span class="n">arg1_dtype</span><span class="p">,</span> <span class="n">arg2_dtype</span><span class="p">,</span> <span class="n">sycl_dev</span><span class="p">):</span>
-    <span class="s2">&quot;Checks if both types `arg1_dtype` and `arg2_dtype` can be&quot;</span>
-    <span class="s2">&quot;cast to `res_dtype` according to the rule `safe`&quot;</span>
-    <span class="k">if</span> <span class="n">arg1_dtype</span> <span class="o">==</span> <span class="n">res_dtype</span> <span class="ow">and</span> <span class="n">arg2_dtype</span> <span class="o">==</span> <span class="n">res_dtype</span><span class="p">:</span>
-        <span class="k">return</span> <span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">,</span> <span class="n">res_dtype</span>
-
-    <span class="n">_fp16</span> <span class="o">=</span> <span class="n">sycl_dev</span><span class="o">.</span><span class="n">has_aspect_fp16</span>
-    <span class="n">_fp64</span> <span class="o">=</span> <span class="n">sycl_dev</span><span class="o">.</span><span class="n">has_aspect_fp64</span>
-    <span class="k">if</span> <span class="n">_can_cast</span><span class="p">(</span><span class="n">arg1_dtype</span><span class="p">,</span> <span class="n">res_dtype</span><span class="p">,</span> <span class="n">_fp16</span><span class="p">,</span> <span class="n">_fp64</span><span class="p">)</span> <span class="ow">and</span> <span class="n">_can_cast</span><span class="p">(</span>
-        <span class="n">arg2_dtype</span><span class="p">,</span> <span class="n">res_dtype</span><span class="p">,</span> <span class="n">_fp16</span><span class="p">,</span> <span class="n">_fp64</span>
-    <span class="p">):</span>
-        <span class="c1"># prevent unnecessary casting</span>
-        <span class="n">ret_buf1_dt</span> <span class="o">=</span> <span class="kc">None</span> <span class="k">if</span> <span class="n">res_dtype</span> <span class="o">==</span> <span class="n">arg1_dtype</span> <span class="k">else</span> <span class="n">res_dtype</span>
-        <span class="n">ret_buf2_dt</span> <span class="o">=</span> <span class="kc">None</span> <span class="k">if</span> <span class="n">res_dtype</span> <span class="o">==</span> <span class="n">arg2_dtype</span> <span class="k">else</span> <span class="n">res_dtype</span>
-        <span class="k">return</span> <span class="n">ret_buf1_dt</span><span class="p">,</span> <span class="n">ret_buf2_dt</span><span class="p">,</span> <span class="n">res_dtype</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="k">return</span> <span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">,</span> <span class="kc">None</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_clip_none</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">val</span><span class="p">,</span> <span class="n">out</span><span class="p">,</span> <span class="n">order</span><span class="p">,</span> <span class="n">_binary_fn</span><span class="p">):</span>
-    <span class="n">q1</span><span class="p">,</span> <span class="n">x_usm_type</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">x</span><span class="o">.</span><span class="n">usm_type</span>
-    <span class="n">q2</span><span class="p">,</span> <span class="n">val_usm_type</span> <span class="o">=</span> <span class="n">_get_queue_usm_type</span><span class="p">(</span><span class="n">val</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">q2</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">exec_q</span> <span class="o">=</span> <span class="n">q1</span>
-        <span class="n">res_usm_type</span> <span class="o">=</span> <span class="n">x_usm_type</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">exec_q</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_execution_queue</span><span class="p">((</span><span class="n">q1</span><span class="p">,</span> <span class="n">q2</span><span class="p">))</span>
-        <span class="k">if</span> <span class="n">exec_q</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="n">ExecutionPlacementError</span><span class="p">(</span>
-                <span class="s2">&quot;Execution placement can not be unambiguously inferred &quot;</span>
-                <span class="s2">&quot;from input arguments.&quot;</span>
-            <span class="p">)</span>
-        <span class="n">res_usm_type</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_coerced_usm_type</span><span class="p">(</span>
-            <span class="p">(</span>
-                <span class="n">x_usm_type</span><span class="p">,</span>
-                <span class="n">val_usm_type</span><span class="p">,</span>
-            <span class="p">)</span>
-        <span class="p">)</span>
-    <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">validate_usm_type</span><span class="p">(</span><span class="n">res_usm_type</span><span class="p">,</span> <span class="n">allow_none</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
-    <span class="n">x_shape</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">shape</span>
-    <span class="n">val_shape</span> <span class="o">=</span> <span class="n">_get_shape</span><span class="p">(</span><span class="n">val</span><span class="p">)</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">val_shape</span><span class="p">,</span> <span class="p">(</span><span class="nb">tuple</span><span class="p">,</span> <span class="nb">list</span><span class="p">)):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="s2">&quot;Shape of arguments can not be inferred. &quot;</span>
-            <span class="s2">&quot;Arguments are expected to be &quot;</span>
-            <span class="s2">&quot;lists, tuples, or both&quot;</span>
-        <span class="p">)</span>
-    <span class="k">try</span><span class="p">:</span>
-        <span class="n">res_shape</span> <span class="o">=</span> <span class="n">_broadcast_shape_impl</span><span class="p">(</span>
-            <span class="p">[</span>
-                <span class="n">x_shape</span><span class="p">,</span>
-                <span class="n">val_shape</span><span class="p">,</span>
-            <span class="p">]</span>
-        <span class="p">)</span>
-    <span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-            <span class="s2">&quot;operands could not be broadcast together with shapes &quot;</span>
-            <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">x_shape</span><span class="si">}</span><span class="s2"> and </span><span class="si">{</span><span class="n">val_shape</span><span class="si">}</span><span class="s2">&quot;</span>
-        <span class="p">)</span>
-    <span class="n">sycl_dev</span> <span class="o">=</span> <span class="n">exec_q</span><span class="o">.</span><span class="n">sycl_device</span>
-    <span class="n">x_dtype</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">dtype</span>
-    <span class="n">val_dtype</span> <span class="o">=</span> <span class="n">_get_dtype</span><span class="p">(</span><span class="n">val</span><span class="p">,</span> <span class="n">sycl_dev</span><span class="p">)</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="n">_validate_dtype</span><span class="p">(</span><span class="n">val_dtype</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;Operands have unsupported data types&quot;</span><span class="p">)</span>
-
-    <span class="n">val_dtype</span> <span class="o">=</span> <span class="n">_resolve_one_strong_one_weak_types</span><span class="p">(</span><span class="n">x_dtype</span><span class="p">,</span> <span class="n">val_dtype</span><span class="p">,</span> <span class="n">sycl_dev</span><span class="p">)</span>
-
-    <span class="n">res_dt</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">dtype</span>
-    <span class="n">_fp16</span> <span class="o">=</span> <span class="n">sycl_dev</span><span class="o">.</span><span class="n">has_aspect_fp16</span>
-    <span class="n">_fp64</span> <span class="o">=</span> <span class="n">sycl_dev</span><span class="o">.</span><span class="n">has_aspect_fp64</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="n">_can_cast</span><span class="p">(</span><span class="n">val_dtype</span><span class="p">,</span> <span class="n">res_dt</span><span class="p">,</span> <span class="n">_fp16</span><span class="p">,</span> <span class="n">_fp64</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-            <span class="sa">f</span><span class="s2">&quot;function &#39;clip&#39; does not support input types &quot;</span>
-            <span class="sa">f</span><span class="s2">&quot;(</span><span class="si">{</span><span class="n">x_dtype</span><span class="si">}</span><span class="s2">, </span><span class="si">{</span><span class="n">val_dtype</span><span class="si">}</span><span class="s2">), &quot;</span>
-            <span class="s2">&quot;and the inputs could not be safely coerced to any &quot;</span>
-            <span class="s2">&quot;supported types according to the casting rule &#39;&#39;safe&#39;&#39;.&quot;</span>
-        <span class="p">)</span>
-
-    <span class="n">orig_out</span> <span class="o">=</span> <span class="n">out</span>
-    <span class="k">if</span> <span class="n">out</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">out</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-            <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-                <span class="sa">f</span><span class="s2">&quot;output array must be of usm_ndarray type, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">out</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span>
-            <span class="p">)</span>
-
-        <span class="k">if</span> <span class="ow">not</span> <span class="n">out</span><span class="o">.</span><span class="n">flags</span><span class="o">.</span><span class="n">writable</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;provided `out` array is read-only&quot;</span><span class="p">)</span>
-
-        <span class="k">if</span> <span class="n">out</span><span class="o">.</span><span class="n">shape</span> <span class="o">!=</span> <span class="n">res_shape</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                <span class="s2">&quot;The shape of input and output arrays are inconsistent. &quot;</span>
-                <span class="sa">f</span><span class="s2">&quot;Expected output shape is </span><span class="si">{</span><span class="n">res_shape</span><span class="si">}</span><span class="s2">, got </span><span class="si">{</span><span class="n">out</span><span class="o">.</span><span class="n">shape</span><span class="si">}</span><span class="s2">&quot;</span>
-            <span class="p">)</span>
-
-        <span class="k">if</span> <span class="n">res_dt</span> <span class="o">!=</span> <span class="n">out</span><span class="o">.</span><span class="n">dtype</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                <span class="sa">f</span><span class="s2">&quot;Output array of type </span><span class="si">{</span><span class="n">res_dt</span><span class="si">}</span><span class="s2"> is needed, got </span><span class="si">{</span><span class="n">out</span><span class="o">.</span><span class="n">dtype</span><span class="si">}</span><span class="s2">&quot;</span>
-            <span class="p">)</span>
-
-        <span class="k">if</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_execution_queue</span><span class="p">((</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">out</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">))</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="n">ExecutionPlacementError</span><span class="p">(</span>
-                <span class="s2">&quot;Input and output allocation queues are not compatible&quot;</span>
-            <span class="p">)</span>
-
-        <span class="k">if</span> <span class="n">ti</span><span class="o">.</span><span class="n">_array_overlap</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">out</span><span class="p">):</span>
-            <span class="k">if</span> <span class="ow">not</span> <span class="n">ti</span><span class="o">.</span><span class="n">_same_logical_tensors</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">out</span><span class="p">):</span>
-                <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">out</span><span class="p">)</span>
-
-        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">val</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-            <span class="k">if</span> <span class="p">(</span>
-                <span class="n">ti</span><span class="o">.</span><span class="n">_array_overlap</span><span class="p">(</span><span class="n">val</span><span class="p">,</span> <span class="n">out</span><span class="p">)</span>
-                <span class="ow">and</span> <span class="ow">not</span> <span class="n">ti</span><span class="o">.</span><span class="n">_same_logical_tensors</span><span class="p">(</span><span class="n">val</span><span class="p">,</span> <span class="n">out</span><span class="p">)</span>
-                <span class="ow">and</span> <span class="n">val_dtype</span> <span class="o">==</span> <span class="n">res_dt</span>
-            <span class="p">):</span>
-                <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">out</span><span class="p">)</span>
-
-    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">val</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="n">val_ary</span> <span class="o">=</span> <span class="n">val</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">val_ary</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">val</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">val_dtype</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">)</span>
-
-    <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;A&quot;</span><span class="p">:</span>
-        <span class="n">order</span> <span class="o">=</span> <span class="p">(</span>
-            <span class="s2">&quot;F&quot;</span>
-            <span class="k">if</span> <span class="nb">all</span><span class="p">(</span>
-                <span class="n">arr</span><span class="o">.</span><span class="n">flags</span><span class="o">.</span><span class="n">f_contiguous</span>
-                <span class="k">for</span> <span class="n">arr</span> <span class="ow">in</span> <span class="p">(</span>
-                    <span class="n">x</span><span class="p">,</span>
-                    <span class="n">val_ary</span><span class="p">,</span>
-                <span class="p">)</span>
-            <span class="p">)</span>
-            <span class="k">else</span> <span class="s2">&quot;C&quot;</span>
-        <span class="p">)</span>
-    <span class="k">if</span> <span class="n">val_dtype</span> <span class="o">==</span> <span class="n">res_dt</span><span class="p">:</span>
-        <span class="k">if</span> <span class="n">out</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;K&quot;</span><span class="p">:</span>
-                <span class="n">out</span> <span class="o">=</span> <span class="n">_empty_like_pair_orderK</span><span class="p">(</span>
-                    <span class="n">x</span><span class="p">,</span> <span class="n">val_ary</span><span class="p">,</span> <span class="n">res_dt</span><span class="p">,</span> <span class="n">res_shape</span><span class="p">,</span> <span class="n">res_usm_type</span><span class="p">,</span> <span class="n">exec_q</span>
-                <span class="p">)</span>
-            <span class="k">else</span><span class="p">:</span>
-                <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-                    <span class="n">res_shape</span><span class="p">,</span>
-                    <span class="n">dtype</span><span class="o">=</span><span class="n">res_dt</span><span class="p">,</span>
-                    <span class="n">usm_type</span><span class="o">=</span><span class="n">res_usm_type</span><span class="p">,</span>
-                    <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-                    <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">,</span>
-                <span class="p">)</span>
-        <span class="k">if</span> <span class="n">x_shape</span> <span class="o">!=</span> <span class="n">res_shape</span><span class="p">:</span>
-            <span class="n">x</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">res_shape</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">val_ary</span><span class="o">.</span><span class="n">shape</span> <span class="o">!=</span> <span class="n">res_shape</span><span class="p">:</span>
-            <span class="n">val_ary</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">val_ary</span><span class="p">,</span> <span class="n">res_shape</span><span class="p">)</span>
-        <span class="n">_manager</span> <span class="o">=</span> <span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">exec_q</span><span class="p">]</span>
-        <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-        <span class="n">ht_binary_ev</span><span class="p">,</span> <span class="n">binary_ev</span> <span class="o">=</span> <span class="n">_binary_fn</span><span class="p">(</span>
-            <span class="n">src1</span><span class="o">=</span><span class="n">x</span><span class="p">,</span> <span class="n">src2</span><span class="o">=</span><span class="n">val_ary</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">out</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_binary_ev</span><span class="p">,</span> <span class="n">binary_ev</span><span class="p">)</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="p">(</span><span class="n">orig_out</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span> <span class="n">orig_out</span> <span class="ow">is</span> <span class="n">out</span><span class="p">):</span>
-            <span class="c1"># Copy the out data from temporary buffer to original memory</span>
-            <span class="n">ht_copy_out_ev</span><span class="p">,</span> <span class="n">copy_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-                <span class="n">src</span><span class="o">=</span><span class="n">out</span><span class="p">,</span>
-                <span class="n">dst</span><span class="o">=</span><span class="n">orig_out</span><span class="p">,</span>
-                <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-                <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">binary_ev</span><span class="p">],</span>
-            <span class="p">)</span>
-            <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_copy_out_ev</span><span class="p">,</span> <span class="n">copy_ev</span><span class="p">)</span>
-            <span class="n">out</span> <span class="o">=</span> <span class="n">orig_out</span>
-        <span class="k">return</span> <span class="n">out</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;K&quot;</span><span class="p">:</span>
-            <span class="n">buf</span> <span class="o">=</span> <span class="n">_empty_like_orderK</span><span class="p">(</span><span class="n">val_ary</span><span class="p">,</span> <span class="n">res_dt</span><span class="p">)</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">buf</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">val_ary</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">res_dt</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">)</span>
-        <span class="n">_manager</span> <span class="o">=</span> <span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">exec_q</span><span class="p">]</span>
-        <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-        <span class="n">ht_copy_ev</span><span class="p">,</span> <span class="n">copy_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">val_ary</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">buf</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_copy_ev</span><span class="p">,</span> <span class="n">copy_ev</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">out</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;K&quot;</span><span class="p">:</span>
-                <span class="n">out</span> <span class="o">=</span> <span class="n">_empty_like_pair_orderK</span><span class="p">(</span>
-                    <span class="n">x</span><span class="p">,</span> <span class="n">buf</span><span class="p">,</span> <span class="n">res_dt</span><span class="p">,</span> <span class="n">res_shape</span><span class="p">,</span> <span class="n">res_usm_type</span><span class="p">,</span> <span class="n">exec_q</span>
-                <span class="p">)</span>
-            <span class="k">else</span><span class="p">:</span>
-                <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-                    <span class="n">res_shape</span><span class="p">,</span>
-                    <span class="n">dtype</span><span class="o">=</span><span class="n">res_dt</span><span class="p">,</span>
-                    <span class="n">usm_type</span><span class="o">=</span><span class="n">res_usm_type</span><span class="p">,</span>
-                    <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-                    <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">,</span>
-                <span class="p">)</span>
-
-        <span class="k">if</span> <span class="n">x_shape</span> <span class="o">!=</span> <span class="n">res_shape</span><span class="p">:</span>
-            <span class="n">x</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">res_shape</span><span class="p">)</span>
-        <span class="n">buf</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">buf</span><span class="p">,</span> <span class="n">res_shape</span><span class="p">)</span>
-        <span class="n">ht_binary_ev</span><span class="p">,</span> <span class="n">binary_ev</span> <span class="o">=</span> <span class="n">_binary_fn</span><span class="p">(</span>
-            <span class="n">src1</span><span class="o">=</span><span class="n">x</span><span class="p">,</span>
-            <span class="n">src2</span><span class="o">=</span><span class="n">buf</span><span class="p">,</span>
-            <span class="n">dst</span><span class="o">=</span><span class="n">out</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-            <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">copy_ev</span><span class="p">],</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_binary_ev</span><span class="p">,</span> <span class="n">binary_ev</span><span class="p">)</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="p">(</span><span class="n">orig_out</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span> <span class="n">orig_out</span> <span class="ow">is</span> <span class="n">out</span><span class="p">):</span>
-            <span class="c1"># Copy the out data from temporary buffer to original memory</span>
-            <span class="n">ht_copy_out_ev</span><span class="p">,</span> <span class="n">cpy_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-                <span class="n">src</span><span class="o">=</span><span class="n">out</span><span class="p">,</span>
-                <span class="n">dst</span><span class="o">=</span><span class="n">orig_out</span><span class="p">,</span>
-                <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-                <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">binary_ev</span><span class="p">],</span>
-            <span class="p">)</span>
-            <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_copy_out_ev</span><span class="p">,</span> <span class="n">cpy_ev</span><span class="p">)</span>
-            <span class="n">out</span> <span class="o">=</span> <span class="n">orig_out</span>
-        <span class="k">return</span> <span class="n">out</span>
-
-
-<div class="viewcode-block" id="clip"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.clip.html#dpctl.tensor.clip">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">clip</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="o">/</span><span class="p">,</span> <span class="nb">min</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="nb">max</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">out</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;K&quot;</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;clip(x, min=None, max=None, out=None, order=&quot;K&quot;)</span>
-
-<span class="sd">    Clips to the range [`min_i`, `max_i`] for each element `x_i`</span>
-<span class="sd">    in `x`.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x (usm_ndarray): Array containing elements to clip.</span>
-<span class="sd">            Must be compatible with `min` and `max` according</span>
-<span class="sd">            to broadcasting rules.</span>
-<span class="sd">        min ({None, Union[usm_ndarray, bool, int, float, complex]}, optional):</span>
-<span class="sd">            Array containing minimum values.</span>
-<span class="sd">            Must be compatible with `x` and `max` according</span>
-<span class="sd">            to broadcasting rules.</span>
-<span class="sd">        max ({None, Union[usm_ndarray, bool, int, float, complex]}, optional):</span>
-<span class="sd">            Array containing maximum values.</span>
-<span class="sd">            Must be compatible with `x` and `min` according</span>
-<span class="sd">            to broadcasting rules.</span>
-<span class="sd">        out ({None, usm_ndarray}, optional):</span>
-<span class="sd">            Output array to populate.</span>
-<span class="sd">            Array must have the correct shape and the expected data type.</span>
-<span class="sd">        order (&quot;C&quot;,&quot;F&quot;,&quot;A&quot;,&quot;K&quot;, optional):</span>
-<span class="sd">            Memory layout of the newly output array, if parameter `out` is</span>
-<span class="sd">            `None`.</span>
-<span class="sd">            Default: &quot;K&quot;.</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            An array with elements clipped to the range [`min`, `max`].</span>
-<span class="sd">            The returned array has the same data type as `x`.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="s2">&quot;Expected `x` to be of dpctl.tensor.usm_ndarray type, got &quot;</span>
-            <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span>
-        <span class="p">)</span>
-    <span class="k">if</span> <span class="n">order</span> <span class="ow">not</span> <span class="ow">in</span> <span class="p">[</span><span class="s2">&quot;K&quot;</span><span class="p">,</span> <span class="s2">&quot;C&quot;</span><span class="p">,</span> <span class="s2">&quot;F&quot;</span><span class="p">,</span> <span class="s2">&quot;A&quot;</span><span class="p">]:</span>
-        <span class="n">order</span> <span class="o">=</span> <span class="s2">&quot;K&quot;</span>
-    <span class="k">if</span> <span class="n">x</span><span class="o">.</span><span class="n">dtype</span><span class="o">.</span><span class="n">kind</span> <span class="ow">in</span> <span class="s2">&quot;iu&quot;</span><span class="p">:</span>
-        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="nb">min</span><span class="p">,</span> <span class="nb">int</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">min</span> <span class="o">&lt;=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">iinfo</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">dtype</span><span class="p">)</span><span class="o">.</span><span class="n">min</span><span class="p">:</span>
-            <span class="nb">min</span> <span class="o">=</span> <span class="kc">None</span>
-        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="nb">max</span><span class="p">,</span> <span class="nb">int</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">max</span> <span class="o">&gt;=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">iinfo</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">dtype</span><span class="p">)</span><span class="o">.</span><span class="n">max</span><span class="p">:</span>
-            <span class="nb">max</span> <span class="o">=</span> <span class="kc">None</span>
-    <span class="k">if</span> <span class="nb">min</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">and</span> <span class="nb">max</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">exec_q</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">sycl_queue</span>
-        <span class="n">orig_out</span> <span class="o">=</span> <span class="n">out</span>
-        <span class="k">if</span> <span class="n">out</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">out</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-                <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-                    <span class="s2">&quot;output array must be of usm_ndarray type, got &quot;</span>
-                    <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">out</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span>
-                <span class="p">)</span>
-
-            <span class="k">if</span> <span class="ow">not</span> <span class="n">out</span><span class="o">.</span><span class="n">flags</span><span class="o">.</span><span class="n">writable</span><span class="p">:</span>
-                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;provided `out` array is read-only&quot;</span><span class="p">)</span>
-
-            <span class="k">if</span> <span class="n">out</span><span class="o">.</span><span class="n">shape</span> <span class="o">!=</span> <span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">:</span>
-                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                    <span class="s2">&quot;The shape of input and output arrays are &quot;</span>
-                    <span class="sa">f</span><span class="s2">&quot;inconsistent. Expected output shape is </span><span class="si">{</span><span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="si">}</span><span class="s2">, &quot;</span>
-                    <span class="sa">f</span><span class="s2">&quot;got </span><span class="si">{</span><span class="n">out</span><span class="o">.</span><span class="n">shape</span><span class="si">}</span><span class="s2">&quot;</span>
-                <span class="p">)</span>
-
-            <span class="k">if</span> <span class="n">x</span><span class="o">.</span><span class="n">dtype</span> <span class="o">!=</span> <span class="n">out</span><span class="o">.</span><span class="n">dtype</span><span class="p">:</span>
-                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                    <span class="sa">f</span><span class="s2">&quot;Output array of type </span><span class="si">{</span><span class="n">x</span><span class="o">.</span><span class="n">dtype</span><span class="si">}</span><span class="s2"> is needed, &quot;</span>
-                    <span class="sa">f</span><span class="s2">&quot;got </span><span class="si">{</span><span class="n">out</span><span class="o">.</span><span class="n">dtype</span><span class="si">}</span><span class="s2">&quot;</span>
-                <span class="p">)</span>
-
-            <span class="k">if</span> <span class="p">(</span>
-                <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_execution_queue</span><span class="p">((</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">out</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">))</span>
-                <span class="ow">is</span> <span class="kc">None</span>
-            <span class="p">):</span>
-                <span class="k">raise</span> <span class="n">ExecutionPlacementError</span><span class="p">(</span>
-                    <span class="s2">&quot;Input and output allocation queues are not compatible&quot;</span>
-                <span class="p">)</span>
-
-            <span class="k">if</span> <span class="n">ti</span><span class="o">.</span><span class="n">_array_overlap</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">out</span><span class="p">):</span>
-                <span class="k">if</span> <span class="ow">not</span> <span class="n">ti</span><span class="o">.</span><span class="n">_same_logical_tensors</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">out</span><span class="p">):</span>
-                    <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">out</span><span class="p">)</span>
-                <span class="k">else</span><span class="p">:</span>
-                    <span class="k">return</span> <span class="n">out</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;K&quot;</span><span class="p">:</span>
-                <span class="n">out</span> <span class="o">=</span> <span class="n">_empty_like_orderK</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">x</span><span class="o">.</span><span class="n">dtype</span><span class="p">)</span>
-            <span class="k">else</span><span class="p">:</span>
-                <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">)</span>
-
-        <span class="n">_manager</span> <span class="o">=</span> <span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">exec_q</span><span class="p">]</span>
-        <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-        <span class="n">ht_copy_ev</span><span class="p">,</span> <span class="n">copy_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">x</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">out</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_copy_ev</span><span class="p">,</span> <span class="n">copy_ev</span><span class="p">)</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="p">(</span><span class="n">orig_out</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span> <span class="n">orig_out</span> <span class="ow">is</span> <span class="n">out</span><span class="p">):</span>
-            <span class="c1"># Copy the out data from temporary buffer to original memory</span>
-            <span class="n">ht_copy_out_ev</span><span class="p">,</span> <span class="n">cpy_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-                <span class="n">src</span><span class="o">=</span><span class="n">out</span><span class="p">,</span>
-                <span class="n">dst</span><span class="o">=</span><span class="n">orig_out</span><span class="p">,</span>
-                <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-                <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">copy_ev</span><span class="p">],</span>
-            <span class="p">)</span>
-            <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_copy_ev</span><span class="p">,</span> <span class="n">cpy_ev</span><span class="p">)</span>
-            <span class="n">out</span> <span class="o">=</span> <span class="n">orig_out</span>
-        <span class="k">return</span> <span class="n">out</span>
-    <span class="k">elif</span> <span class="nb">max</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">_clip_none</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="nb">min</span><span class="p">,</span> <span class="n">out</span><span class="p">,</span> <span class="n">order</span><span class="p">,</span> <span class="n">tei</span><span class="o">.</span><span class="n">_maximum</span><span class="p">)</span>
-    <span class="k">elif</span> <span class="nb">min</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">_clip_none</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="nb">max</span><span class="p">,</span> <span class="n">out</span><span class="p">,</span> <span class="n">order</span><span class="p">,</span> <span class="n">tei</span><span class="o">.</span><span class="n">_minimum</span><span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">q1</span><span class="p">,</span> <span class="n">x_usm_type</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">x</span><span class="o">.</span><span class="n">usm_type</span>
-        <span class="n">q2</span><span class="p">,</span> <span class="n">min_usm_type</span> <span class="o">=</span> <span class="n">_get_queue_usm_type</span><span class="p">(</span><span class="nb">min</span><span class="p">)</span>
-        <span class="n">q3</span><span class="p">,</span> <span class="n">max_usm_type</span> <span class="o">=</span> <span class="n">_get_queue_usm_type</span><span class="p">(</span><span class="nb">max</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">q2</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">and</span> <span class="n">q3</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="n">exec_q</span> <span class="o">=</span> <span class="n">q1</span>
-            <span class="n">res_usm_type</span> <span class="o">=</span> <span class="n">x_usm_type</span>
-        <span class="k">elif</span> <span class="n">q3</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="n">exec_q</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_execution_queue</span><span class="p">((</span><span class="n">q1</span><span class="p">,</span> <span class="n">q2</span><span class="p">))</span>
-            <span class="k">if</span> <span class="n">exec_q</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-                <span class="k">raise</span> <span class="n">ExecutionPlacementError</span><span class="p">(</span>
-                    <span class="s2">&quot;Execution placement can not be unambiguously inferred &quot;</span>
-                    <span class="s2">&quot;from input arguments.&quot;</span>
-                <span class="p">)</span>
-            <span class="n">res_usm_type</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_coerced_usm_type</span><span class="p">(</span>
-                <span class="p">(</span>
-                    <span class="n">x_usm_type</span><span class="p">,</span>
-                    <span class="n">min_usm_type</span><span class="p">,</span>
-                <span class="p">)</span>
-            <span class="p">)</span>
-        <span class="k">elif</span> <span class="n">q2</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="n">exec_q</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_execution_queue</span><span class="p">((</span><span class="n">q1</span><span class="p">,</span> <span class="n">q3</span><span class="p">))</span>
-            <span class="k">if</span> <span class="n">exec_q</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-                <span class="k">raise</span> <span class="n">ExecutionPlacementError</span><span class="p">(</span>
-                    <span class="s2">&quot;Execution placement can not be unambiguously inferred &quot;</span>
-                    <span class="s2">&quot;from input arguments.&quot;</span>
-                <span class="p">)</span>
-            <span class="n">res_usm_type</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_coerced_usm_type</span><span class="p">(</span>
-                <span class="p">(</span>
-                    <span class="n">x_usm_type</span><span class="p">,</span>
-                    <span class="n">max_usm_type</span><span class="p">,</span>
-                <span class="p">)</span>
-            <span class="p">)</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">exec_q</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_execution_queue</span><span class="p">((</span><span class="n">q1</span><span class="p">,</span> <span class="n">q2</span><span class="p">,</span> <span class="n">q3</span><span class="p">))</span>
-            <span class="k">if</span> <span class="n">exec_q</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-                <span class="k">raise</span> <span class="n">ExecutionPlacementError</span><span class="p">(</span>
-                    <span class="s2">&quot;Execution placement can not be unambiguously inferred &quot;</span>
-                    <span class="s2">&quot;from input arguments.&quot;</span>
-                <span class="p">)</span>
-            <span class="n">res_usm_type</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_coerced_usm_type</span><span class="p">(</span>
-                <span class="p">(</span>
-                    <span class="n">x_usm_type</span><span class="p">,</span>
-                    <span class="n">min_usm_type</span><span class="p">,</span>
-                    <span class="n">max_usm_type</span><span class="p">,</span>
-                <span class="p">)</span>
-            <span class="p">)</span>
-        <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">validate_usm_type</span><span class="p">(</span><span class="n">res_usm_type</span><span class="p">,</span> <span class="n">allow_none</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
-        <span class="n">x_shape</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">shape</span>
-        <span class="n">min_shape</span> <span class="o">=</span> <span class="n">_get_shape</span><span class="p">(</span><span class="nb">min</span><span class="p">)</span>
-        <span class="n">max_shape</span> <span class="o">=</span> <span class="n">_get_shape</span><span class="p">(</span><span class="nb">max</span><span class="p">)</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="nb">all</span><span class="p">(</span>
-            <span class="nb">isinstance</span><span class="p">(</span><span class="n">s</span><span class="p">,</span> <span class="p">(</span><span class="nb">tuple</span><span class="p">,</span> <span class="nb">list</span><span class="p">))</span>
-            <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="p">(</span>
-                <span class="n">min_shape</span><span class="p">,</span>
-                <span class="n">max_shape</span><span class="p">,</span>
-            <span class="p">)</span>
-        <span class="p">):</span>
-            <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-                <span class="s2">&quot;Shape of arguments can not be inferred. &quot;</span>
-                <span class="s2">&quot;Arguments are expected to be &quot;</span>
-                <span class="s2">&quot;lists, tuples, or both&quot;</span>
-            <span class="p">)</span>
-        <span class="k">try</span><span class="p">:</span>
-            <span class="n">res_shape</span> <span class="o">=</span> <span class="n">_broadcast_shape_impl</span><span class="p">(</span>
-                <span class="p">[</span>
-                    <span class="n">x_shape</span><span class="p">,</span>
-                    <span class="n">min_shape</span><span class="p">,</span>
-                    <span class="n">max_shape</span><span class="p">,</span>
-                <span class="p">]</span>
-            <span class="p">)</span>
-        <span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                <span class="s2">&quot;operands could not be broadcast together with shapes &quot;</span>
-                <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">x_shape</span><span class="si">}</span><span class="s2">, </span><span class="si">{</span><span class="n">min_shape</span><span class="si">}</span><span class="s2">, and </span><span class="si">{</span><span class="n">max_shape</span><span class="si">}</span><span class="s2">&quot;</span>
-            <span class="p">)</span>
-        <span class="n">sycl_dev</span> <span class="o">=</span> <span class="n">exec_q</span><span class="o">.</span><span class="n">sycl_device</span>
-        <span class="n">x_dtype</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">dtype</span>
-        <span class="n">min_dtype</span> <span class="o">=</span> <span class="n">_get_dtype</span><span class="p">(</span><span class="nb">min</span><span class="p">,</span> <span class="n">sycl_dev</span><span class="p">)</span>
-        <span class="n">max_dtype</span> <span class="o">=</span> <span class="n">_get_dtype</span><span class="p">(</span><span class="nb">max</span><span class="p">,</span> <span class="n">sycl_dev</span><span class="p">)</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="nb">all</span><span class="p">(</span><span class="n">_validate_dtype</span><span class="p">(</span><span class="n">o</span><span class="p">)</span> <span class="k">for</span> <span class="n">o</span> <span class="ow">in</span> <span class="p">(</span><span class="n">min_dtype</span><span class="p">,</span> <span class="n">max_dtype</span><span class="p">)):</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;Operands have unsupported data types&quot;</span><span class="p">)</span>
-
-        <span class="n">min_dtype</span><span class="p">,</span> <span class="n">max_dtype</span> <span class="o">=</span> <span class="n">_resolve_one_strong_two_weak_types</span><span class="p">(</span>
-            <span class="n">x_dtype</span><span class="p">,</span> <span class="n">min_dtype</span><span class="p">,</span> <span class="n">max_dtype</span><span class="p">,</span> <span class="n">sycl_dev</span>
-        <span class="p">)</span>
-
-        <span class="n">buf1_dt</span><span class="p">,</span> <span class="n">buf2_dt</span><span class="p">,</span> <span class="n">res_dt</span> <span class="o">=</span> <span class="n">_check_clip_dtypes</span><span class="p">(</span>
-            <span class="n">x_dtype</span><span class="p">,</span>
-            <span class="n">min_dtype</span><span class="p">,</span>
-            <span class="n">max_dtype</span><span class="p">,</span>
-            <span class="n">sycl_dev</span><span class="p">,</span>
-        <span class="p">)</span>
-
-        <span class="k">if</span> <span class="n">res_dt</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                <span class="sa">f</span><span class="s2">&quot;function &#39;</span><span class="si">{</span><span class="n">clip</span><span class="si">}</span><span class="s2">&#39; does not support input types &quot;</span>
-                <span class="sa">f</span><span class="s2">&quot;(</span><span class="si">{</span><span class="n">x_dtype</span><span class="si">}</span><span class="s2">, </span><span class="si">{</span><span class="n">min_dtype</span><span class="si">}</span><span class="s2">, </span><span class="si">{</span><span class="n">max_dtype</span><span class="si">}</span><span class="s2">), &quot;</span>
-                <span class="s2">&quot;and the inputs could not be safely coerced to any &quot;</span>
-                <span class="s2">&quot;supported types according to the casting rule &#39;&#39;safe&#39;&#39;.&quot;</span>
-            <span class="p">)</span>
-
-        <span class="n">orig_out</span> <span class="o">=</span> <span class="n">out</span>
-        <span class="k">if</span> <span class="n">out</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">out</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-                <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-                    <span class="s2">&quot;output array must be of usm_ndarray type, got &quot;</span>
-                    <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">out</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span>
-                <span class="p">)</span>
-
-            <span class="k">if</span> <span class="ow">not</span> <span class="n">out</span><span class="o">.</span><span class="n">flags</span><span class="o">.</span><span class="n">writable</span><span class="p">:</span>
-                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;provided `out` array is read-only&quot;</span><span class="p">)</span>
-
-            <span class="k">if</span> <span class="n">out</span><span class="o">.</span><span class="n">shape</span> <span class="o">!=</span> <span class="n">res_shape</span><span class="p">:</span>
-                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                    <span class="s2">&quot;The shape of input and output arrays are &quot;</span>
-                    <span class="sa">f</span><span class="s2">&quot;inconsistent. Expected output shape is </span><span class="si">{</span><span class="n">res_shape</span><span class="si">}</span><span class="s2">, &quot;</span>
-                    <span class="sa">f</span><span class="s2">&quot;got </span><span class="si">{</span><span class="n">out</span><span class="o">.</span><span class="n">shape</span><span class="si">}</span><span class="s2">&quot;</span>
-                <span class="p">)</span>
-
-            <span class="k">if</span> <span class="n">res_dt</span> <span class="o">!=</span> <span class="n">out</span><span class="o">.</span><span class="n">dtype</span><span class="p">:</span>
-                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                    <span class="sa">f</span><span class="s2">&quot;Output array of type </span><span class="si">{</span><span class="n">res_dt</span><span class="si">}</span><span class="s2"> is needed, &quot;</span>
-                    <span class="sa">f</span><span class="s2">&quot;got </span><span class="si">{</span><span class="n">out</span><span class="o">.</span><span class="n">dtype</span><span class="si">}</span><span class="s2">&quot;</span>
-                <span class="p">)</span>
-
-            <span class="k">if</span> <span class="p">(</span>
-                <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_execution_queue</span><span class="p">((</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">out</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">))</span>
-                <span class="ow">is</span> <span class="kc">None</span>
-            <span class="p">):</span>
-                <span class="k">raise</span> <span class="n">ExecutionPlacementError</span><span class="p">(</span>
-                    <span class="s2">&quot;Input and output allocation queues are not compatible&quot;</span>
-                <span class="p">)</span>
-
-            <span class="k">if</span> <span class="n">ti</span><span class="o">.</span><span class="n">_array_overlap</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">out</span><span class="p">):</span>
-                <span class="k">if</span> <span class="ow">not</span> <span class="n">ti</span><span class="o">.</span><span class="n">_same_logical_tensors</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">out</span><span class="p">):</span>
-                    <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">out</span><span class="p">)</span>
-
-            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="nb">min</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-                <span class="k">if</span> <span class="p">(</span>
-                    <span class="n">ti</span><span class="o">.</span><span class="n">_array_overlap</span><span class="p">(</span><span class="nb">min</span><span class="p">,</span> <span class="n">out</span><span class="p">)</span>
-                    <span class="ow">and</span> <span class="ow">not</span> <span class="n">ti</span><span class="o">.</span><span class="n">_same_logical_tensors</span><span class="p">(</span><span class="nb">min</span><span class="p">,</span> <span class="n">out</span><span class="p">)</span>
-                    <span class="ow">and</span> <span class="n">buf1_dt</span> <span class="ow">is</span> <span class="kc">None</span>
-                <span class="p">):</span>
-                    <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">out</span><span class="p">)</span>
-
-            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="nb">max</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-                <span class="k">if</span> <span class="p">(</span>
-                    <span class="n">ti</span><span class="o">.</span><span class="n">_array_overlap</span><span class="p">(</span><span class="nb">max</span><span class="p">,</span> <span class="n">out</span><span class="p">)</span>
-                    <span class="ow">and</span> <span class="ow">not</span> <span class="n">ti</span><span class="o">.</span><span class="n">_same_logical_tensors</span><span class="p">(</span><span class="nb">max</span><span class="p">,</span> <span class="n">out</span><span class="p">)</span>
-                    <span class="ow">and</span> <span class="n">buf2_dt</span> <span class="ow">is</span> <span class="kc">None</span>
-                <span class="p">):</span>
-                    <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">out</span><span class="p">)</span>
-
-        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="nb">min</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-            <span class="n">a_min</span> <span class="o">=</span> <span class="nb">min</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">a_min</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="nb">min</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">min_dtype</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">)</span>
-        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="nb">max</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-            <span class="n">a_max</span> <span class="o">=</span> <span class="nb">max</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">a_max</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="nb">max</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">max_dtype</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">)</span>
-
-        <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;A&quot;</span><span class="p">:</span>
-            <span class="n">order</span> <span class="o">=</span> <span class="p">(</span>
-                <span class="s2">&quot;F&quot;</span>
-                <span class="k">if</span> <span class="nb">all</span><span class="p">(</span>
-                    <span class="n">arr</span><span class="o">.</span><span class="n">flags</span><span class="o">.</span><span class="n">f_contiguous</span>
-                    <span class="k">for</span> <span class="n">arr</span> <span class="ow">in</span> <span class="p">(</span>
-                        <span class="n">x</span><span class="p">,</span>
-                        <span class="n">a_min</span><span class="p">,</span>
-                        <span class="n">a_max</span><span class="p">,</span>
-                    <span class="p">)</span>
-                <span class="p">)</span>
-                <span class="k">else</span> <span class="s2">&quot;C&quot;</span>
-            <span class="p">)</span>
-        <span class="k">if</span> <span class="n">buf1_dt</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">and</span> <span class="n">buf2_dt</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="k">if</span> <span class="n">out</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-                <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;K&quot;</span><span class="p">:</span>
-                    <span class="n">out</span> <span class="o">=</span> <span class="n">_empty_like_triple_orderK</span><span class="p">(</span>
-                        <span class="n">x</span><span class="p">,</span>
-                        <span class="n">a_min</span><span class="p">,</span>
-                        <span class="n">a_max</span><span class="p">,</span>
-                        <span class="n">res_dt</span><span class="p">,</span>
-                        <span class="n">res_shape</span><span class="p">,</span>
-                        <span class="n">res_usm_type</span><span class="p">,</span>
-                        <span class="n">exec_q</span><span class="p">,</span>
-                    <span class="p">)</span>
-                <span class="k">else</span><span class="p">:</span>
-                    <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-                        <span class="n">res_shape</span><span class="p">,</span>
-                        <span class="n">dtype</span><span class="o">=</span><span class="n">res_dt</span><span class="p">,</span>
-                        <span class="n">usm_type</span><span class="o">=</span><span class="n">res_usm_type</span><span class="p">,</span>
-                        <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-                        <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">,</span>
-                    <span class="p">)</span>
-            <span class="k">if</span> <span class="n">x_shape</span> <span class="o">!=</span> <span class="n">res_shape</span><span class="p">:</span>
-                <span class="n">x</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">res_shape</span><span class="p">)</span>
-            <span class="k">if</span> <span class="n">a_min</span><span class="o">.</span><span class="n">shape</span> <span class="o">!=</span> <span class="n">res_shape</span><span class="p">:</span>
-                <span class="n">a_min</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">a_min</span><span class="p">,</span> <span class="n">res_shape</span><span class="p">)</span>
-            <span class="k">if</span> <span class="n">a_max</span><span class="o">.</span><span class="n">shape</span> <span class="o">!=</span> <span class="n">res_shape</span><span class="p">:</span>
-                <span class="n">a_max</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">a_max</span><span class="p">,</span> <span class="n">res_shape</span><span class="p">)</span>
-            <span class="n">_manager</span> <span class="o">=</span> <span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">exec_q</span><span class="p">]</span>
-            <span class="n">dep_ev</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-            <span class="n">ht_binary_ev</span><span class="p">,</span> <span class="n">binary_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_clip</span><span class="p">(</span>
-                <span class="n">src</span><span class="o">=</span><span class="n">x</span><span class="p">,</span>
-                <span class="nb">min</span><span class="o">=</span><span class="n">a_min</span><span class="p">,</span>
-                <span class="nb">max</span><span class="o">=</span><span class="n">a_max</span><span class="p">,</span>
-                <span class="n">dst</span><span class="o">=</span><span class="n">out</span><span class="p">,</span>
-                <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-                <span class="n">depends</span><span class="o">=</span><span class="n">dep_ev</span><span class="p">,</span>
-            <span class="p">)</span>
-            <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_binary_ev</span><span class="p">,</span> <span class="n">binary_ev</span><span class="p">)</span>
-            <span class="k">if</span> <span class="ow">not</span> <span class="p">(</span><span class="n">orig_out</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span> <span class="n">orig_out</span> <span class="ow">is</span> <span class="n">out</span><span class="p">):</span>
-                <span class="c1"># Copy the out data from temporary buffer to original memory</span>
-                <span class="n">ht_copy_out_ev</span><span class="p">,</span> <span class="n">cpy_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-                    <span class="n">src</span><span class="o">=</span><span class="n">out</span><span class="p">,</span>
-                    <span class="n">dst</span><span class="o">=</span><span class="n">orig_out</span><span class="p">,</span>
-                    <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-                    <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">binary_ev</span><span class="p">],</span>
-                <span class="p">)</span>
-                <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_copy_out_ev</span><span class="p">,</span> <span class="n">cpy_ev</span><span class="p">)</span>
-                <span class="n">out</span> <span class="o">=</span> <span class="n">orig_out</span>
-            <span class="k">return</span> <span class="n">out</span>
-
-        <span class="k">elif</span> <span class="n">buf1_dt</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;K&quot;</span><span class="p">:</span>
-                <span class="n">buf2</span> <span class="o">=</span> <span class="n">_empty_like_orderK</span><span class="p">(</span><span class="n">a_max</span><span class="p">,</span> <span class="n">buf2_dt</span><span class="p">)</span>
-            <span class="k">else</span><span class="p">:</span>
-                <span class="n">buf2</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">a_max</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">buf2_dt</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">)</span>
-            <span class="n">_manager</span> <span class="o">=</span> <span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">exec_q</span><span class="p">]</span>
-            <span class="n">dep_ev</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-            <span class="n">ht_copy_ev</span><span class="p">,</span> <span class="n">copy_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-                <span class="n">src</span><span class="o">=</span><span class="n">a_max</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">buf2</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_ev</span>
-            <span class="p">)</span>
-            <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_copy_ev</span><span class="p">,</span> <span class="n">copy_ev</span><span class="p">)</span>
-            <span class="k">if</span> <span class="n">out</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-                <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;K&quot;</span><span class="p">:</span>
-                    <span class="n">out</span> <span class="o">=</span> <span class="n">_empty_like_triple_orderK</span><span class="p">(</span>
-                        <span class="n">x</span><span class="p">,</span>
-                        <span class="n">a_min</span><span class="p">,</span>
-                        <span class="n">buf2</span><span class="p">,</span>
-                        <span class="n">res_dt</span><span class="p">,</span>
-                        <span class="n">res_shape</span><span class="p">,</span>
-                        <span class="n">res_usm_type</span><span class="p">,</span>
-                        <span class="n">exec_q</span><span class="p">,</span>
-                    <span class="p">)</span>
-                <span class="k">else</span><span class="p">:</span>
-                    <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-                        <span class="n">res_shape</span><span class="p">,</span>
-                        <span class="n">dtype</span><span class="o">=</span><span class="n">res_dt</span><span class="p">,</span>
-                        <span class="n">usm_type</span><span class="o">=</span><span class="n">res_usm_type</span><span class="p">,</span>
-                        <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-                        <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">,</span>
-                    <span class="p">)</span>
-
-            <span class="n">x</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">res_shape</span><span class="p">)</span>
-            <span class="k">if</span> <span class="n">a_min</span><span class="o">.</span><span class="n">shape</span> <span class="o">!=</span> <span class="n">res_shape</span><span class="p">:</span>
-                <span class="n">a_min</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">a_min</span><span class="p">,</span> <span class="n">res_shape</span><span class="p">)</span>
-            <span class="n">buf2</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">buf2</span><span class="p">,</span> <span class="n">res_shape</span><span class="p">)</span>
-            <span class="n">ht_binary_ev</span><span class="p">,</span> <span class="n">binary_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_clip</span><span class="p">(</span>
-                <span class="n">src</span><span class="o">=</span><span class="n">x</span><span class="p">,</span>
-                <span class="nb">min</span><span class="o">=</span><span class="n">a_min</span><span class="p">,</span>
-                <span class="nb">max</span><span class="o">=</span><span class="n">buf2</span><span class="p">,</span>
-                <span class="n">dst</span><span class="o">=</span><span class="n">out</span><span class="p">,</span>
-                <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-                <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">copy_ev</span><span class="p">],</span>
-            <span class="p">)</span>
-            <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_binary_ev</span><span class="p">,</span> <span class="n">binary_ev</span><span class="p">)</span>
-            <span class="k">if</span> <span class="ow">not</span> <span class="p">(</span><span class="n">orig_out</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span> <span class="n">orig_out</span> <span class="ow">is</span> <span class="n">out</span><span class="p">):</span>
-                <span class="c1"># Copy the out data from temporary buffer to original memory</span>
-                <span class="n">ht_copy_out_ev</span><span class="p">,</span> <span class="n">cpy_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-                    <span class="n">src</span><span class="o">=</span><span class="n">out</span><span class="p">,</span>
-                    <span class="n">dst</span><span class="o">=</span><span class="n">orig_out</span><span class="p">,</span>
-                    <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-                    <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">binary_ev</span><span class="p">],</span>
-                <span class="p">)</span>
-                <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_copy_out_ev</span><span class="p">,</span> <span class="n">cpy_ev</span><span class="p">)</span>
-                <span class="n">out</span> <span class="o">=</span> <span class="n">orig_out</span>
-            <span class="k">return</span> <span class="n">out</span>
-
-        <span class="k">elif</span> <span class="n">buf2_dt</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;K&quot;</span><span class="p">:</span>
-                <span class="n">buf1</span> <span class="o">=</span> <span class="n">_empty_like_orderK</span><span class="p">(</span><span class="n">a_min</span><span class="p">,</span> <span class="n">buf1_dt</span><span class="p">)</span>
-            <span class="k">else</span><span class="p">:</span>
-                <span class="n">buf1</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">a_min</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">buf1_dt</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">)</span>
-            <span class="n">_manager</span> <span class="o">=</span> <span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">exec_q</span><span class="p">]</span>
-            <span class="n">dep_ev</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-            <span class="n">ht_copy_ev</span><span class="p">,</span> <span class="n">copy_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-                <span class="n">src</span><span class="o">=</span><span class="n">a_min</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">buf1</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_ev</span>
-            <span class="p">)</span>
-            <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_copy_ev</span><span class="p">,</span> <span class="n">copy_ev</span><span class="p">)</span>
-            <span class="k">if</span> <span class="n">out</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-                <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;K&quot;</span><span class="p">:</span>
-                    <span class="n">out</span> <span class="o">=</span> <span class="n">_empty_like_triple_orderK</span><span class="p">(</span>
-                        <span class="n">x</span><span class="p">,</span>
-                        <span class="n">buf1</span><span class="p">,</span>
-                        <span class="n">a_max</span><span class="p">,</span>
-                        <span class="n">res_dt</span><span class="p">,</span>
-                        <span class="n">res_shape</span><span class="p">,</span>
-                        <span class="n">res_usm_type</span><span class="p">,</span>
-                        <span class="n">exec_q</span><span class="p">,</span>
-                    <span class="p">)</span>
-                <span class="k">else</span><span class="p">:</span>
-                    <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-                        <span class="n">res_shape</span><span class="p">,</span>
-                        <span class="n">dtype</span><span class="o">=</span><span class="n">res_dt</span><span class="p">,</span>
-                        <span class="n">usm_type</span><span class="o">=</span><span class="n">res_usm_type</span><span class="p">,</span>
-                        <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-                        <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">,</span>
-                    <span class="p">)</span>
-
-            <span class="n">x</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">res_shape</span><span class="p">)</span>
-            <span class="n">buf1</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">buf1</span><span class="p">,</span> <span class="n">res_shape</span><span class="p">)</span>
-            <span class="k">if</span> <span class="n">a_max</span><span class="o">.</span><span class="n">shape</span> <span class="o">!=</span> <span class="n">res_shape</span><span class="p">:</span>
-                <span class="n">a_max</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">a_max</span><span class="p">,</span> <span class="n">res_shape</span><span class="p">)</span>
-            <span class="n">ht_binary_ev</span><span class="p">,</span> <span class="n">binary_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_clip</span><span class="p">(</span>
-                <span class="n">src</span><span class="o">=</span><span class="n">x</span><span class="p">,</span>
-                <span class="nb">min</span><span class="o">=</span><span class="n">buf1</span><span class="p">,</span>
-                <span class="nb">max</span><span class="o">=</span><span class="n">a_max</span><span class="p">,</span>
-                <span class="n">dst</span><span class="o">=</span><span class="n">out</span><span class="p">,</span>
-                <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-                <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">copy_ev</span><span class="p">],</span>
-            <span class="p">)</span>
-            <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_binary_ev</span><span class="p">,</span> <span class="n">binary_ev</span><span class="p">)</span>
-            <span class="k">if</span> <span class="ow">not</span> <span class="p">(</span><span class="n">orig_out</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span> <span class="n">orig_out</span> <span class="ow">is</span> <span class="n">out</span><span class="p">):</span>
-                <span class="c1"># Copy the out data from temporary buffer to original memory</span>
-                <span class="n">ht_copy_out_ev</span><span class="p">,</span> <span class="n">cpy_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-                    <span class="n">src</span><span class="o">=</span><span class="n">out</span><span class="p">,</span>
-                    <span class="n">dst</span><span class="o">=</span><span class="n">orig_out</span><span class="p">,</span>
-                    <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-                    <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">binary_ev</span><span class="p">],</span>
-                <span class="p">)</span>
-                <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_copy_out_ev</span><span class="p">,</span> <span class="n">cpy_ev</span><span class="p">)</span>
-                <span class="n">out</span> <span class="o">=</span> <span class="n">orig_out</span>
-            <span class="k">return</span> <span class="n">out</span>
-
-        <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;K&quot;</span><span class="p">:</span>
-            <span class="k">if</span> <span class="p">(</span>
-                <span class="n">x</span><span class="o">.</span><span class="n">flags</span><span class="o">.</span><span class="n">c_contiguous</span>
-                <span class="ow">and</span> <span class="n">a_min</span><span class="o">.</span><span class="n">flags</span><span class="o">.</span><span class="n">c_contiguous</span>
-                <span class="ow">and</span> <span class="n">a_max</span><span class="o">.</span><span class="n">flags</span><span class="o">.</span><span class="n">c_contiguous</span>
-            <span class="p">):</span>
-                <span class="n">order</span> <span class="o">=</span> <span class="s2">&quot;C&quot;</span>
-            <span class="k">elif</span> <span class="p">(</span>
-                <span class="n">x</span><span class="o">.</span><span class="n">flags</span><span class="o">.</span><span class="n">f_contiguous</span>
-                <span class="ow">and</span> <span class="n">a_min</span><span class="o">.</span><span class="n">flags</span><span class="o">.</span><span class="n">f_contiguous</span>
-                <span class="ow">and</span> <span class="n">a_max</span><span class="o">.</span><span class="n">flags</span><span class="o">.</span><span class="n">f_contiguous</span>
-            <span class="p">):</span>
-                <span class="n">order</span> <span class="o">=</span> <span class="s2">&quot;F&quot;</span>
-        <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;K&quot;</span><span class="p">:</span>
-            <span class="n">buf1</span> <span class="o">=</span> <span class="n">_empty_like_orderK</span><span class="p">(</span><span class="n">a_min</span><span class="p">,</span> <span class="n">buf1_dt</span><span class="p">)</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">buf1</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">a_min</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">buf1_dt</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">)</span>
-
-        <span class="n">_manager</span> <span class="o">=</span> <span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">exec_q</span><span class="p">]</span>
-        <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-        <span class="n">ht_copy1_ev</span><span class="p">,</span> <span class="n">copy1_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">a_min</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">buf1</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_copy1_ev</span><span class="p">,</span> <span class="n">copy1_ev</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;K&quot;</span><span class="p">:</span>
-            <span class="n">buf2</span> <span class="o">=</span> <span class="n">_empty_like_orderK</span><span class="p">(</span><span class="n">a_max</span><span class="p">,</span> <span class="n">buf2_dt</span><span class="p">)</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">buf2</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">a_max</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">buf2_dt</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">)</span>
-        <span class="n">ht_copy2_ev</span><span class="p">,</span> <span class="n">copy2_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">a_max</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">buf2</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_copy2_ev</span><span class="p">,</span> <span class="n">copy2_ev</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">out</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;K&quot;</span><span class="p">:</span>
-                <span class="n">out</span> <span class="o">=</span> <span class="n">_empty_like_triple_orderK</span><span class="p">(</span>
-                    <span class="n">x</span><span class="p">,</span> <span class="n">buf1</span><span class="p">,</span> <span class="n">buf2</span><span class="p">,</span> <span class="n">res_dt</span><span class="p">,</span> <span class="n">res_shape</span><span class="p">,</span> <span class="n">res_usm_type</span><span class="p">,</span> <span class="n">exec_q</span>
-                <span class="p">)</span>
-            <span class="k">else</span><span class="p">:</span>
-                <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-                    <span class="n">res_shape</span><span class="p">,</span>
-                    <span class="n">dtype</span><span class="o">=</span><span class="n">res_dt</span><span class="p">,</span>
-                    <span class="n">usm_type</span><span class="o">=</span><span class="n">res_usm_type</span><span class="p">,</span>
-                    <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-                    <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">,</span>
-                <span class="p">)</span>
-
-        <span class="n">x</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">res_shape</span><span class="p">)</span>
-        <span class="n">buf1</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">buf1</span><span class="p">,</span> <span class="n">res_shape</span><span class="p">)</span>
-        <span class="n">buf2</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">buf2</span><span class="p">,</span> <span class="n">res_shape</span><span class="p">)</span>
-        <span class="n">ht_</span><span class="p">,</span> <span class="n">clip_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_clip</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">x</span><span class="p">,</span>
-            <span class="nb">min</span><span class="o">=</span><span class="n">buf1</span><span class="p">,</span>
-            <span class="nb">max</span><span class="o">=</span><span class="n">buf2</span><span class="p">,</span>
-            <span class="n">dst</span><span class="o">=</span><span class="n">out</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-            <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">copy1_ev</span><span class="p">,</span> <span class="n">copy2_ev</span><span class="p">],</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_</span><span class="p">,</span> <span class="n">clip_ev</span><span class="p">)</span>
-        <span class="k">return</span> <span class="n">out</span></div>
-</pre></div>
-        </article>
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diff --git a/pulls/1961/_modules/dpctl/tensor/_copy_utils.html b/pulls/1961/_modules/dpctl/tensor/_copy_utils.html
deleted file mode 100644
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-          <h1>Source code for dpctl.tensor._copy_utils</h1><div class="highlight"><pre>
-<span></span><span class="c1">#                       Data Parallel Control (dpctl)</span>
-<span class="c1">#</span>
-<span class="c1">#  Copyright 2020-2025 Intel Corporation</span>
-<span class="c1">#</span>
-<span class="c1">#  Licensed under the Apache License, Version 2.0 (the &quot;License&quot;);</span>
-<span class="c1">#  you may not use this file except in compliance with the License.</span>
-<span class="c1">#  You may obtain a copy of the License at</span>
-<span class="c1">#</span>
-<span class="c1">#     http://www.apache.org/licenses/LICENSE-2.0</span>
-<span class="c1">#</span>
-<span class="c1">#  Unless required by applicable law or agreed to in writing, software</span>
-<span class="c1">#  distributed under the License is distributed on an &quot;AS IS&quot; BASIS,</span>
-<span class="c1">#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.</span>
-<span class="c1">#  See the License for the specific language governing permissions and</span>
-<span class="c1">#  limitations under the License.</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">builtins</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">operator</span>
-
-<span class="kn">import</span><span class="w"> </span><span class="nn">numpy</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">np</span>
-
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.memory</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">dpm</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.tensor</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">dpt</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.tensor._tensor_impl</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">ti</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.utils</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">dpctl.tensor._data_types</span><span class="w"> </span><span class="kn">import</span> <span class="n">_get_dtype</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">dpctl.tensor._device</span><span class="w"> </span><span class="kn">import</span> <span class="n">normalize_queue_device</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">dpctl.tensor._type_utils</span><span class="w"> </span><span class="kn">import</span> <span class="n">_dtype_supported_by_device_impl</span>
-
-<span class="kn">from</span><span class="w"> </span><span class="nn">._numpy_helper</span><span class="w"> </span><span class="kn">import</span> <span class="n">normalize_axis_index</span>
-
-<span class="vm">__doc__</span> <span class="o">=</span> <span class="p">(</span>
-    <span class="s2">&quot;Implementation module for copy- and cast- operations on &quot;</span>
-    <span class="s2">&quot;:class:`dpctl.tensor.usm_ndarray`.&quot;</span>
-<span class="p">)</span>
-
-<span class="n">int32_t_max</span> <span class="o">=</span> <span class="mi">1</span> <span class="o">+</span> <span class="n">np</span><span class="o">.</span><span class="n">iinfo</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">int32</span><span class="p">)</span><span class="o">.</span><span class="n">max</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_copy_to_numpy</span><span class="p">(</span><span class="n">ary</span><span class="p">):</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">ary</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected dpctl.tensor.usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">ary</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-    <span class="n">nb</span> <span class="o">=</span> <span class="n">ary</span><span class="o">.</span><span class="n">usm_data</span><span class="o">.</span><span class="n">nbytes</span>
-    <span class="n">q</span> <span class="o">=</span> <span class="n">ary</span><span class="o">.</span><span class="n">sycl_queue</span>
-    <span class="n">hh</span> <span class="o">=</span> <span class="n">dpm</span><span class="o">.</span><span class="n">MemoryUSMHost</span><span class="p">(</span><span class="n">nb</span><span class="p">,</span> <span class="n">queue</span><span class="o">=</span><span class="n">q</span><span class="p">)</span>
-    <span class="n">h</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">(</span><span class="n">nb</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="s2">&quot;u1&quot;</span><span class="p">,</span> <span class="n">buffer</span><span class="o">=</span><span class="n">hh</span><span class="p">)</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="n">ary</span><span class="o">.</span><span class="n">dtype</span><span class="p">)</span>
-    <span class="n">itsz</span> <span class="o">=</span> <span class="n">ary</span><span class="o">.</span><span class="n">itemsize</span>
-    <span class="n">strides_bytes</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">si</span> <span class="o">*</span> <span class="n">itsz</span> <span class="k">for</span> <span class="n">si</span> <span class="ow">in</span> <span class="n">ary</span><span class="o">.</span><span class="n">strides</span><span class="p">)</span>
-    <span class="n">offset</span> <span class="o">=</span> <span class="n">ary</span><span class="o">.</span><span class="n">_element_offset</span> <span class="o">*</span> <span class="n">itsz</span>
-    <span class="c1"># ensure that content of ary.usm_data is final</span>
-    <span class="n">q</span><span class="o">.</span><span class="n">wait</span><span class="p">()</span>
-    <span class="n">hh</span><span class="o">.</span><span class="n">copy_from_device</span><span class="p">(</span><span class="n">ary</span><span class="o">.</span><span class="n">usm_data</span><span class="p">)</span>
-    <span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">(</span>
-        <span class="n">ary</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span>
-        <span class="n">dtype</span><span class="o">=</span><span class="n">ary</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span>
-        <span class="n">buffer</span><span class="o">=</span><span class="n">h</span><span class="p">,</span>
-        <span class="n">strides</span><span class="o">=</span><span class="n">strides_bytes</span><span class="p">,</span>
-        <span class="n">offset</span><span class="o">=</span><span class="n">offset</span><span class="p">,</span>
-    <span class="p">)</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_copy_from_numpy</span><span class="p">(</span><span class="n">np_ary</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="s2">&quot;device&quot;</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
-    <span class="s2">&quot;Copies numpy array `np_ary` into a new usm_ndarray&quot;</span>
-    <span class="c1"># This may perform a copy to meet stated requirements</span>
-    <span class="n">Xnp</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">require</span><span class="p">(</span><span class="n">np_ary</span><span class="p">,</span> <span class="n">requirements</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;A&quot;</span><span class="p">,</span> <span class="s2">&quot;E&quot;</span><span class="p">])</span>
-    <span class="n">alloc_q</span> <span class="o">=</span> <span class="n">normalize_queue_device</span><span class="p">(</span><span class="n">sycl_queue</span><span class="o">=</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="kc">None</span><span class="p">)</span>
-    <span class="n">dt</span> <span class="o">=</span> <span class="n">Xnp</span><span class="o">.</span><span class="n">dtype</span>
-    <span class="k">if</span> <span class="n">dt</span><span class="o">.</span><span class="n">char</span> <span class="ow">in</span> <span class="s2">&quot;dD&quot;</span> <span class="ow">and</span> <span class="n">alloc_q</span><span class="o">.</span><span class="n">sycl_device</span><span class="o">.</span><span class="n">has_aspect_fp64</span> <span class="ow">is</span> <span class="kc">False</span><span class="p">:</span>
-        <span class="n">Xusm_dtype</span> <span class="o">=</span> <span class="p">(</span>
-            <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="s2">&quot;float32&quot;</span><span class="p">)</span> <span class="k">if</span> <span class="n">dt</span><span class="o">.</span><span class="n">char</span> <span class="o">==</span> <span class="s2">&quot;d&quot;</span> <span class="k">else</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="s2">&quot;complex64&quot;</span><span class="p">)</span>
-        <span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">Xusm_dtype</span> <span class="o">=</span> <span class="n">dt</span>
-    <span class="n">Xusm</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-        <span class="n">Xnp</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">Xusm_dtype</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">sycl_queue</span>
-    <span class="p">)</span>
-    <span class="n">_copy_from_numpy_into</span><span class="p">(</span><span class="n">Xusm</span><span class="p">,</span> <span class="n">Xnp</span><span class="p">)</span>
-    <span class="k">return</span> <span class="n">Xusm</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_copy_from_numpy_into</span><span class="p">(</span><span class="n">dst</span><span class="p">,</span> <span class="n">np_ary</span><span class="p">):</span>
-    <span class="s2">&quot;Copies `np_ary` into `dst` of type :class:`dpctl.tensor.usm_ndarray&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">np_ary</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected numpy.ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">np_ary</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">dst</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">dst</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">np_ary</span><span class="o">.</span><span class="n">flags</span><span class="p">[</span><span class="s2">&quot;OWNDATA&quot;</span><span class="p">]:</span>
-        <span class="n">Xnp</span> <span class="o">=</span> <span class="n">np_ary</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="c1"># Determine base of input array</span>
-        <span class="n">base</span> <span class="o">=</span> <span class="n">np_ary</span><span class="o">.</span><span class="n">base</span>
-        <span class="k">while</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">base</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">):</span>
-            <span class="n">base</span> <span class="o">=</span> <span class="n">base</span><span class="o">.</span><span class="n">base</span>
-        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">base</span><span class="p">,</span> <span class="n">dpm</span><span class="o">.</span><span class="n">_memory</span><span class="o">.</span><span class="n">_Memory</span><span class="p">):</span>
-            <span class="c1"># we must perform a copy, since subsequent</span>
-            <span class="c1"># _copy_numpy_ndarray_into_usm_ndarray is implemented using</span>
-            <span class="c1"># sycl::buffer, and using USM-pointers with sycl::buffer</span>
-            <span class="c1"># results is undefined behavior</span>
-            <span class="n">Xnp</span> <span class="o">=</span> <span class="n">np_ary</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">Xnp</span> <span class="o">=</span> <span class="n">np_ary</span>
-    <span class="n">src_ary</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">Xnp</span><span class="p">,</span> <span class="n">dst</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
-    <span class="n">copy_q</span> <span class="o">=</span> <span class="n">dst</span><span class="o">.</span><span class="n">sycl_queue</span>
-    <span class="k">if</span> <span class="n">copy_q</span><span class="o">.</span><span class="n">sycl_device</span><span class="o">.</span><span class="n">has_aspect_fp64</span> <span class="ow">is</span> <span class="kc">False</span><span class="p">:</span>
-        <span class="n">src_ary_dt_c</span> <span class="o">=</span> <span class="n">src_ary</span><span class="o">.</span><span class="n">dtype</span><span class="o">.</span><span class="n">char</span>
-        <span class="k">if</span> <span class="n">src_ary_dt_c</span> <span class="o">==</span> <span class="s2">&quot;d&quot;</span><span class="p">:</span>
-            <span class="n">src_ary</span> <span class="o">=</span> <span class="n">src_ary</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">float32</span><span class="p">)</span>
-        <span class="k">elif</span> <span class="n">src_ary_dt_c</span> <span class="o">==</span> <span class="s2">&quot;D&quot;</span><span class="p">:</span>
-            <span class="n">src_ary</span> <span class="o">=</span> <span class="n">src_ary</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">complex64</span><span class="p">)</span>
-    <span class="n">_manager</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">copy_q</span><span class="p">]</span>
-    <span class="n">dep_ev</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-    <span class="c1"># synchronizing call</span>
-    <span class="n">ti</span><span class="o">.</span><span class="n">_copy_numpy_ndarray_into_usm_ndarray</span><span class="p">(</span>
-        <span class="n">src</span><span class="o">=</span><span class="n">src_ary</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">dst</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">copy_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_ev</span>
-    <span class="p">)</span>
-
-
-<div class="viewcode-block" id="from_numpy"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.from_numpy.html#dpctl.tensor.from_numpy">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">from_numpy</span><span class="p">(</span><span class="n">np_ary</span><span class="p">,</span> <span class="o">/</span><span class="p">,</span> <span class="o">*</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="s2">&quot;device&quot;</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    from_numpy(arg, device=None, usm_type=&quot;device&quot;, sycl_queue=None)</span>
-
-<span class="sd">    Creates :class:`dpctl.tensor.usm_ndarray` from instance of</span>
-<span class="sd">    :class:`numpy.ndarray`.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        arg:</span>
-<span class="sd">            Input convertible to :class:`numpy.ndarray`</span>
-<span class="sd">        device (object): array API specification of device where the</span>
-<span class="sd">            output array is created. Device can be specified by a</span>
-<span class="sd">            a filter selector string, an instance of</span>
-<span class="sd">            :class:`dpctl.SyclDevice`, an instance of</span>
-<span class="sd">            :class:`dpctl.SyclQueue`, or an instance of</span>
-<span class="sd">            :class:`dpctl.tensor.Device`. If the value is ``None``,</span>
-<span class="sd">            returned array is created on the default-selected device.</span>
-<span class="sd">            Default: ``None``</span>
-<span class="sd">        usm_type (str): The requested USM allocation type for the</span>
-<span class="sd">            output array. Recognized values are ``&quot;device&quot;``,</span>
-<span class="sd">            ``&quot;shared&quot;``, or ``&quot;host&quot;``</span>
-<span class="sd">        sycl_queue (:class:`dpctl.SyclQueue`, optional):</span>
-<span class="sd">            A SYCL queue that determines output array allocation device</span>
-<span class="sd">            as well as execution placement of data movement operations.</span>
-<span class="sd">            The ``device`` and ``sycl_queue`` arguments</span>
-<span class="sd">            are equivalent. Only one of them should be specified. If both</span>
-<span class="sd">            are provided, they must be consistent and result in using the</span>
-<span class="sd">            same execution queue. Default: ``None``</span>
-
-<span class="sd">    The returned array has the same shape, and the same data type kind.</span>
-<span class="sd">    If the device does not support the data type of input array, a</span>
-<span class="sd">    closest support data type of the same kind may be returned, e.g.</span>
-<span class="sd">    input array of type ``float16`` may be upcast to ``float32`` if the</span>
-<span class="sd">    target device does not support 16-bit floating point type.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="n">q</span> <span class="o">=</span> <span class="n">normalize_queue_device</span><span class="p">(</span><span class="n">sycl_queue</span><span class="o">=</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="n">device</span><span class="p">)</span>
-    <span class="k">return</span> <span class="n">_copy_from_numpy</span><span class="p">(</span><span class="n">np_ary</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span><span class="p">)</span></div>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">to_numpy</span><span class="p">(</span><span class="n">usm_ary</span><span class="p">,</span> <span class="o">/</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    to_numpy(usm_ary)</span>
-
-<span class="sd">    Copies content of :class:`dpctl.tensor.usm_ndarray` instance ``usm_ary``</span>
-<span class="sd">    into :class:`numpy.ndarray` instance of the same shape and same data type.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        usm_ary (usm_ndarray):</span>
-<span class="sd">            Input array</span>
-<span class="sd">    Returns:</span>
-<span class="sd">        :class:`numpy.ndarray`:</span>
-<span class="sd">            An instance of :class:`numpy.ndarray` populated with content of</span>
-<span class="sd">            ``usm_ary``</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">return</span> <span class="n">_copy_to_numpy</span><span class="p">(</span><span class="n">usm_ary</span><span class="p">)</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">asnumpy</span><span class="p">(</span><span class="n">usm_ary</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    asnumpy(usm_ary)</span>
-
-<span class="sd">    Copies content of :class:`dpctl.tensor.usm_ndarray` instance ``usm_ary``</span>
-<span class="sd">    into :class:`numpy.ndarray` instance of the same shape and same data</span>
-<span class="sd">    type.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        usm_ary (usm_ndarray):</span>
-<span class="sd">            Input array</span>
-<span class="sd">    Returns:</span>
-<span class="sd">        :class:`numpy.ndarray`:</span>
-<span class="sd">            An instance of :class:`numpy.ndarray` populated with content</span>
-<span class="sd">            of ``usm_ary``</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">return</span> <span class="n">_copy_to_numpy</span><span class="p">(</span><span class="n">usm_ary</span><span class="p">)</span>
-
-
-<span class="k">class</span><span class="w"> </span><span class="nc">Dummy</span><span class="p">:</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Helper class with specified ``__sycl_usm_array_interface__`` attribute</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-
-    <span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">iface</span><span class="p">):</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">__sycl_usm_array_interface__</span> <span class="o">=</span> <span class="n">iface</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_copy_overlapping</span><span class="p">(</span><span class="n">dst</span><span class="p">,</span> <span class="n">src</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;Assumes src and dst have the same shape.&quot;&quot;&quot;</span>
-    <span class="n">q</span> <span class="o">=</span> <span class="n">normalize_queue_device</span><span class="p">(</span><span class="n">sycl_queue</span><span class="o">=</span><span class="n">dst</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">)</span>
-    <span class="n">tmp</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">(</span>
-        <span class="n">src</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span>
-        <span class="n">dtype</span><span class="o">=</span><span class="n">src</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span>
-        <span class="n">buffer</span><span class="o">=</span><span class="s2">&quot;device&quot;</span><span class="p">,</span>
-        <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">,</span>
-        <span class="n">buffer_ctor_kwargs</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;queue&quot;</span><span class="p">:</span> <span class="n">q</span><span class="p">},</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">q</span><span class="p">]</span>
-    <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-    <span class="n">hcp1</span><span class="p">,</span> <span class="n">cp1</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-        <span class="n">src</span><span class="o">=</span><span class="n">src</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">tmp</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">hcp1</span><span class="p">,</span> <span class="n">cp1</span><span class="p">)</span>
-    <span class="n">hcp2</span><span class="p">,</span> <span class="n">cp2</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-        <span class="n">src</span><span class="o">=</span><span class="n">tmp</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">dst</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">cp1</span><span class="p">]</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">hcp2</span><span class="p">,</span> <span class="n">cp2</span><span class="p">)</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_copy_same_shape</span><span class="p">(</span><span class="n">dst</span><span class="p">,</span> <span class="n">src</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;Assumes src and dst have the same shape.&quot;&quot;&quot;</span>
-    <span class="c1"># check that memory regions do not overlap</span>
-    <span class="k">if</span> <span class="n">ti</span><span class="o">.</span><span class="n">_array_overlap</span><span class="p">(</span><span class="n">dst</span><span class="p">,</span> <span class="n">src</span><span class="p">):</span>
-        <span class="k">if</span> <span class="n">src</span><span class="o">.</span><span class="n">_pointer</span> <span class="o">==</span> <span class="n">dst</span><span class="o">.</span><span class="n">_pointer</span> <span class="ow">and</span> <span class="p">(</span>
-            <span class="n">src</span> <span class="ow">is</span> <span class="n">dst</span>
-            <span class="ow">or</span> <span class="p">(</span><span class="n">src</span><span class="o">.</span><span class="n">strides</span> <span class="o">==</span> <span class="n">dst</span><span class="o">.</span><span class="n">strides</span> <span class="ow">and</span> <span class="n">src</span><span class="o">.</span><span class="n">dtype</span> <span class="o">==</span> <span class="n">dst</span><span class="o">.</span><span class="n">dtype</span><span class="p">)</span>
-        <span class="p">):</span>
-            <span class="k">return</span>
-        <span class="n">_copy_overlapping</span><span class="p">(</span><span class="n">src</span><span class="o">=</span><span class="n">src</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">dst</span><span class="p">)</span>
-        <span class="k">return</span>
-
-    <span class="n">copy_q</span> <span class="o">=</span> <span class="n">dst</span><span class="o">.</span><span class="n">sycl_queue</span>
-    <span class="n">_manager</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">copy_q</span><span class="p">]</span>
-    <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-    <span class="n">hev</span><span class="p">,</span> <span class="n">cpy_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-        <span class="n">src</span><span class="o">=</span><span class="n">src</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">dst</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">copy_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">hev</span><span class="p">,</span> <span class="n">cpy_ev</span><span class="p">)</span>
-
-
-<span class="k">if</span> <span class="nb">hasattr</span><span class="p">(</span><span class="n">np</span><span class="p">,</span> <span class="s2">&quot;broadcast_shapes&quot;</span><span class="p">):</span>
-
-    <span class="k">def</span><span class="w"> </span><span class="nf">_broadcast_shapes</span><span class="p">(</span><span class="n">sh1</span><span class="p">,</span> <span class="n">sh2</span><span class="p">):</span>
-        <span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">broadcast_shapes</span><span class="p">(</span><span class="n">sh1</span><span class="p">,</span> <span class="n">sh2</span><span class="p">)</span>
-
-<span class="k">else</span><span class="p">:</span>
-
-    <span class="k">def</span><span class="w"> </span><span class="nf">_broadcast_shapes</span><span class="p">(</span><span class="n">sh1</span><span class="p">,</span> <span class="n">sh2</span><span class="p">):</span>
-        <span class="c1"># use arrays with zero strides, whose memory footprint</span>
-        <span class="c1"># is independent of the number of array elements</span>
-        <span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">broadcast</span><span class="p">(</span>
-            <span class="n">np</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span><span class="n">sh1</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="p">[]),</span>
-            <span class="n">np</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span><span class="n">sh2</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="p">[]),</span>
-        <span class="p">)</span><span class="o">.</span><span class="n">shape</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_broadcast_strides</span><span class="p">(</span><span class="n">X_shape</span><span class="p">,</span> <span class="n">X_strides</span><span class="p">,</span> <span class="n">res_ndim</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Broadcasts strides to match the given dimensions;</span>
-<span class="sd">    returns tuple type strides.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="n">out_strides</span> <span class="o">=</span> <span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">*</span> <span class="n">res_ndim</span>
-    <span class="n">X_shape_len</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">X_shape</span><span class="p">)</span>
-    <span class="n">str_dim</span> <span class="o">=</span> <span class="o">-</span><span class="n">X_shape_len</span>
-    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">X_shape_len</span><span class="p">):</span>
-        <span class="n">shape_value</span> <span class="o">=</span> <span class="n">X_shape</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="n">shape_value</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
-            <span class="n">out_strides</span><span class="p">[</span><span class="n">str_dim</span><span class="p">]</span> <span class="o">=</span> <span class="n">X_strides</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
-        <span class="n">str_dim</span> <span class="o">+=</span> <span class="mi">1</span>
-
-    <span class="k">return</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">out_strides</span><span class="p">)</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_copy_from_usm_ndarray_to_usm_ndarray</span><span class="p">(</span><span class="n">dst</span><span class="p">,</span> <span class="n">src</span><span class="p">):</span>
-    <span class="k">if</span> <span class="nb">any</span><span class="p">(</span>
-        <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">arg</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">)</span>
-        <span class="k">for</span> <span class="n">arg</span> <span class="ow">in</span> <span class="p">(</span>
-            <span class="n">dst</span><span class="p">,</span>
-            <span class="n">src</span><span class="p">,</span>
-        <span class="p">)</span>
-    <span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="s2">&quot;Both types are expected to be dpctl.tensor.usm_ndarray, &quot;</span>
-            <span class="sa">f</span><span class="s2">&quot;got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">dst</span><span class="p">)</span><span class="si">}</span><span class="s2"> and </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">src</span><span class="p">)</span><span class="si">}</span><span class="s2">.&quot;</span>
-        <span class="p">)</span>
-
-    <span class="k">if</span> <span class="n">dst</span><span class="o">.</span><span class="n">ndim</span> <span class="o">==</span> <span class="n">src</span><span class="o">.</span><span class="n">ndim</span> <span class="ow">and</span> <span class="n">dst</span><span class="o">.</span><span class="n">shape</span> <span class="o">==</span> <span class="n">src</span><span class="o">.</span><span class="n">shape</span><span class="p">:</span>
-        <span class="n">_copy_same_shape</span><span class="p">(</span><span class="n">dst</span><span class="p">,</span> <span class="n">src</span><span class="p">)</span>
-        <span class="k">return</span>
-
-    <span class="k">try</span><span class="p">:</span>
-        <span class="n">common_shape</span> <span class="o">=</span> <span class="n">_broadcast_shapes</span><span class="p">(</span><span class="n">dst</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">src</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
-    <span class="k">except</span> <span class="ne">ValueError</span> <span class="k">as</span> <span class="n">exc</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;Shapes of two arrays are not compatible&quot;</span><span class="p">)</span> <span class="kn">from</span><span class="w"> </span><span class="nn">exc</span>
-
-    <span class="k">if</span> <span class="n">dst</span><span class="o">.</span><span class="n">size</span> <span class="o">&lt;</span> <span class="n">src</span><span class="o">.</span><span class="n">size</span> <span class="ow">and</span> <span class="n">dst</span><span class="o">.</span><span class="n">size</span> <span class="o">&lt;</span> <span class="n">np</span><span class="o">.</span><span class="n">prod</span><span class="p">(</span><span class="n">common_shape</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;Destination is smaller &quot;</span><span class="p">)</span>
-
-    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">common_shape</span><span class="p">)</span> <span class="o">&gt;</span> <span class="n">dst</span><span class="o">.</span><span class="n">ndim</span><span class="p">:</span>
-        <span class="n">ones_count</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">common_shape</span><span class="p">)</span> <span class="o">-</span> <span class="n">dst</span><span class="o">.</span><span class="n">ndim</span>
-        <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">ones_count</span><span class="p">):</span>
-            <span class="k">if</span> <span class="n">common_shape</span><span class="p">[</span><span class="n">k</span><span class="p">]</span> <span class="o">!=</span> <span class="mi">1</span><span class="p">:</span>
-                <span class="k">raise</span> <span class="ne">ValueError</span>
-        <span class="n">common_shape</span> <span class="o">=</span> <span class="n">common_shape</span><span class="p">[</span><span class="n">ones_count</span><span class="p">:]</span>
-
-    <span class="k">if</span> <span class="n">src</span><span class="o">.</span><span class="n">ndim</span> <span class="o">&lt;</span> <span class="nb">len</span><span class="p">(</span><span class="n">common_shape</span><span class="p">):</span>
-        <span class="n">new_src_strides</span> <span class="o">=</span> <span class="n">_broadcast_strides</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">src</span><span class="o">.</span><span class="n">strides</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">common_shape</span><span class="p">)</span>
-        <span class="p">)</span>
-        <span class="n">src_same_shape</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">(</span>
-            <span class="n">common_shape</span><span class="p">,</span>
-            <span class="n">dtype</span><span class="o">=</span><span class="n">src</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span>
-            <span class="n">buffer</span><span class="o">=</span><span class="n">src</span><span class="p">,</span>
-            <span class="n">strides</span><span class="o">=</span><span class="n">new_src_strides</span><span class="p">,</span>
-            <span class="n">offset</span><span class="o">=</span><span class="n">src</span><span class="o">.</span><span class="n">_element_offset</span><span class="p">,</span>
-        <span class="p">)</span>
-    <span class="k">elif</span> <span class="n">src</span><span class="o">.</span><span class="n">ndim</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="n">common_shape</span><span class="p">):</span>
-        <span class="n">new_src_strides</span> <span class="o">=</span> <span class="n">_broadcast_strides</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">src</span><span class="o">.</span><span class="n">strides</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">common_shape</span><span class="p">)</span>
-        <span class="p">)</span>
-        <span class="n">src_same_shape</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">(</span>
-            <span class="n">common_shape</span><span class="p">,</span>
-            <span class="n">dtype</span><span class="o">=</span><span class="n">src</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span>
-            <span class="n">buffer</span><span class="o">=</span><span class="n">src</span><span class="p">,</span>
-            <span class="n">strides</span><span class="o">=</span><span class="n">new_src_strides</span><span class="p">,</span>
-            <span class="n">offset</span><span class="o">=</span><span class="n">src</span><span class="o">.</span><span class="n">_element_offset</span><span class="p">,</span>
-        <span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="c1"># since broadcasting succeeded, src.ndim is greater because of</span>
-        <span class="c1"># leading sequence of ones, so we trim it</span>
-        <span class="n">n</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">common_shape</span><span class="p">)</span>
-        <span class="n">new_src_strides</span> <span class="o">=</span> <span class="n">_broadcast_strides</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="o">-</span><span class="n">n</span><span class="p">:],</span> <span class="n">src</span><span class="o">.</span><span class="n">strides</span><span class="p">[</span><span class="o">-</span><span class="n">n</span><span class="p">:],</span> <span class="n">n</span>
-        <span class="p">)</span>
-        <span class="n">src_same_shape</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">(</span>
-            <span class="n">common_shape</span><span class="p">,</span>
-            <span class="n">dtype</span><span class="o">=</span><span class="n">src</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span>
-            <span class="n">buffer</span><span class="o">=</span><span class="n">src</span><span class="o">.</span><span class="n">usm_data</span><span class="p">,</span>
-            <span class="n">strides</span><span class="o">=</span><span class="n">new_src_strides</span><span class="p">,</span>
-            <span class="n">offset</span><span class="o">=</span><span class="n">src</span><span class="o">.</span><span class="n">_element_offset</span><span class="p">,</span>
-        <span class="p">)</span>
-
-    <span class="n">_copy_same_shape</span><span class="p">(</span><span class="n">dst</span><span class="p">,</span> <span class="n">src_same_shape</span><span class="p">)</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_empty_like_orderK</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">dt</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">dev</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;Returns empty array like `x`, using order=&#39;K&#39;</span>
-
-<span class="sd">    For an array `x` that was obtained by permutation of a contiguous</span>
-<span class="sd">    array the returned array will have the same shape and the same</span>
-<span class="sd">    strides as `x`.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">X</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">usm_type</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">usm_type</span> <span class="o">=</span> <span class="n">X</span><span class="o">.</span><span class="n">usm_type</span>
-    <span class="k">if</span> <span class="n">dev</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">dev</span> <span class="o">=</span> <span class="n">X</span><span class="o">.</span><span class="n">device</span>
-    <span class="n">fl</span> <span class="o">=</span> <span class="n">X</span><span class="o">.</span><span class="n">flags</span>
-    <span class="k">if</span> <span class="n">fl</span><span class="p">[</span><span class="s2">&quot;C&quot;</span><span class="p">]</span> <span class="ow">or</span> <span class="n">X</span><span class="o">.</span><span class="n">size</span> <span class="o">&lt;=</span> <span class="mi">1</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span>
-            <span class="n">X</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">dt</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="n">dev</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span>
-        <span class="p">)</span>
-    <span class="k">elif</span> <span class="n">fl</span><span class="p">[</span><span class="s2">&quot;F&quot;</span><span class="p">]:</span>
-        <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span>
-            <span class="n">X</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">dt</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="n">dev</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;F&quot;</span>
-        <span class="p">)</span>
-    <span class="n">st</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">X</span><span class="o">.</span><span class="n">strides</span><span class="p">)</span>
-    <span class="n">perm</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span>
-        <span class="nb">range</span><span class="p">(</span><span class="n">X</span><span class="o">.</span><span class="n">ndim</span><span class="p">),</span>
-        <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">d</span><span class="p">:</span> <span class="n">builtins</span><span class="o">.</span><span class="n">abs</span><span class="p">(</span><span class="n">st</span><span class="p">[</span><span class="n">d</span><span class="p">])</span> <span class="k">if</span> <span class="n">X</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="n">d</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">1</span> <span class="k">else</span> <span class="mi">0</span><span class="p">,</span>
-        <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
-    <span class="p">)</span>
-    <span class="n">inv_perm</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="n">X</span><span class="o">.</span><span class="n">ndim</span><span class="p">),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">i</span><span class="p">:</span> <span class="n">perm</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
-    <span class="n">sh</span> <span class="o">=</span> <span class="n">X</span><span class="o">.</span><span class="n">shape</span>
-    <span class="n">sh_sorted</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">sh</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">perm</span><span class="p">)</span>
-    <span class="n">R</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span><span class="n">sh_sorted</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">dt</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="n">dev</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">)</span>
-    <span class="k">if</span> <span class="nb">min</span><span class="p">(</span><span class="n">st</span><span class="p">)</span> <span class="o">&lt;</span> <span class="mi">0</span><span class="p">:</span>
-        <span class="n">st_sorted</span> <span class="o">=</span> <span class="p">[</span><span class="n">st</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">perm</span><span class="p">]</span>
-        <span class="n">sl</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span>
-            <span class="p">(</span>
-                <span class="nb">slice</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">)</span>
-                <span class="k">if</span> <span class="n">st_sorted</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&lt;</span> <span class="mi">0</span>
-                <span class="k">else</span> <span class="nb">slice</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
-            <span class="p">)</span>
-            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">X</span><span class="o">.</span><span class="n">ndim</span><span class="p">)</span>
-        <span class="p">)</span>
-        <span class="n">R</span> <span class="o">=</span> <span class="n">R</span><span class="p">[</span><span class="n">sl</span><span class="p">]</span>
-    <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">permute_dims</span><span class="p">(</span><span class="n">R</span><span class="p">,</span> <span class="n">inv_perm</span><span class="p">)</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_empty_like_pair_orderK</span><span class="p">(</span><span class="n">X1</span><span class="p">,</span> <span class="n">X2</span><span class="p">,</span> <span class="n">dt</span><span class="p">,</span> <span class="n">res_shape</span><span class="p">,</span> <span class="n">usm_type</span><span class="p">,</span> <span class="n">dev</span><span class="p">):</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">X1</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">X1</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">X2</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">X2</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-    <span class="n">nd1</span> <span class="o">=</span> <span class="n">X1</span><span class="o">.</span><span class="n">ndim</span>
-    <span class="n">nd2</span> <span class="o">=</span> <span class="n">X2</span><span class="o">.</span><span class="n">ndim</span>
-    <span class="k">if</span> <span class="n">nd1</span> <span class="o">&gt;</span> <span class="n">nd2</span> <span class="ow">and</span> <span class="n">X1</span><span class="o">.</span><span class="n">shape</span> <span class="o">==</span> <span class="n">res_shape</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">_empty_like_orderK</span><span class="p">(</span><span class="n">X1</span><span class="p">,</span> <span class="n">dt</span><span class="p">,</span> <span class="n">usm_type</span><span class="p">,</span> <span class="n">dev</span><span class="p">)</span>
-    <span class="k">elif</span> <span class="n">nd1</span> <span class="o">&lt;</span> <span class="n">nd2</span> <span class="ow">and</span> <span class="n">X2</span><span class="o">.</span><span class="n">shape</span> <span class="o">==</span> <span class="n">res_shape</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">_empty_like_orderK</span><span class="p">(</span><span class="n">X2</span><span class="p">,</span> <span class="n">dt</span><span class="p">,</span> <span class="n">usm_type</span><span class="p">,</span> <span class="n">dev</span><span class="p">)</span>
-    <span class="n">fl1</span> <span class="o">=</span> <span class="n">X1</span><span class="o">.</span><span class="n">flags</span>
-    <span class="n">fl2</span> <span class="o">=</span> <span class="n">X2</span><span class="o">.</span><span class="n">flags</span>
-    <span class="k">if</span> <span class="n">fl1</span><span class="p">[</span><span class="s2">&quot;C&quot;</span><span class="p">]</span> <span class="ow">or</span> <span class="n">fl2</span><span class="p">[</span><span class="s2">&quot;C&quot;</span><span class="p">]:</span>
-        <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-            <span class="n">res_shape</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">dt</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="n">dev</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span>
-        <span class="p">)</span>
-    <span class="k">if</span> <span class="n">fl1</span><span class="p">[</span><span class="s2">&quot;F&quot;</span><span class="p">]</span> <span class="ow">and</span> <span class="n">fl2</span><span class="p">[</span><span class="s2">&quot;F&quot;</span><span class="p">]:</span>
-        <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-            <span class="n">res_shape</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">dt</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="n">dev</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;F&quot;</span>
-        <span class="p">)</span>
-    <span class="n">st1</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">X1</span><span class="o">.</span><span class="n">strides</span><span class="p">)</span>
-    <span class="n">st2</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">X2</span><span class="o">.</span><span class="n">strides</span><span class="p">)</span>
-    <span class="n">max_ndim</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">nd1</span><span class="p">,</span> <span class="n">nd2</span><span class="p">)</span>
-    <span class="n">st1</span> <span class="o">+=</span> <span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">*</span> <span class="p">(</span><span class="n">max_ndim</span> <span class="o">-</span> <span class="nb">len</span><span class="p">(</span><span class="n">st1</span><span class="p">))</span>
-    <span class="n">st2</span> <span class="o">+=</span> <span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">*</span> <span class="p">(</span><span class="n">max_ndim</span> <span class="o">-</span> <span class="nb">len</span><span class="p">(</span><span class="n">st2</span><span class="p">))</span>
-    <span class="n">sh1</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">X1</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span> <span class="o">+</span> <span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">*</span> <span class="p">(</span><span class="n">max_ndim</span> <span class="o">-</span> <span class="n">nd1</span><span class="p">)</span>
-    <span class="n">sh2</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">X2</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span> <span class="o">+</span> <span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">*</span> <span class="p">(</span><span class="n">max_ndim</span> <span class="o">-</span> <span class="n">nd2</span><span class="p">)</span>
-    <span class="n">perm</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span>
-        <span class="nb">range</span><span class="p">(</span><span class="n">max_ndim</span><span class="p">),</span>
-        <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">d</span><span class="p">:</span> <span class="p">(</span>
-            <span class="n">builtins</span><span class="o">.</span><span class="n">abs</span><span class="p">(</span><span class="n">st1</span><span class="p">[</span><span class="n">d</span><span class="p">])</span> <span class="k">if</span> <span class="n">sh1</span><span class="p">[</span><span class="n">d</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">1</span> <span class="k">else</span> <span class="mi">0</span><span class="p">,</span>
-            <span class="n">builtins</span><span class="o">.</span><span class="n">abs</span><span class="p">(</span><span class="n">st2</span><span class="p">[</span><span class="n">d</span><span class="p">])</span> <span class="k">if</span> <span class="n">sh2</span><span class="p">[</span><span class="n">d</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">1</span> <span class="k">else</span> <span class="mi">0</span><span class="p">,</span>
-        <span class="p">),</span>
-        <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
-    <span class="p">)</span>
-    <span class="n">inv_perm</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="n">max_ndim</span><span class="p">),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">i</span><span class="p">:</span> <span class="n">perm</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
-    <span class="n">st1_sorted</span> <span class="o">=</span> <span class="p">[</span><span class="n">st1</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">perm</span><span class="p">]</span>
-    <span class="n">st2_sorted</span> <span class="o">=</span> <span class="p">[</span><span class="n">st2</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">perm</span><span class="p">]</span>
-    <span class="n">sh</span> <span class="o">=</span> <span class="n">res_shape</span>
-    <span class="n">sh_sorted</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">sh</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">perm</span><span class="p">)</span>
-    <span class="n">R</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span><span class="n">sh_sorted</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">dt</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="n">dev</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">)</span>
-    <span class="k">if</span> <span class="nb">max</span><span class="p">(</span><span class="nb">min</span><span class="p">(</span><span class="n">st1_sorted</span><span class="p">),</span> <span class="nb">min</span><span class="p">(</span><span class="n">st2_sorted</span><span class="p">))</span> <span class="o">&lt;</span> <span class="mi">0</span><span class="p">:</span>
-        <span class="n">sl</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span>
-            <span class="p">(</span>
-                <span class="nb">slice</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">)</span>
-                <span class="k">if</span> <span class="p">(</span><span class="n">st1_sorted</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&lt;</span> <span class="mi">0</span> <span class="ow">and</span> <span class="n">st2_sorted</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&lt;</span> <span class="mi">0</span><span class="p">)</span>
-                <span class="k">else</span> <span class="nb">slice</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
-            <span class="p">)</span>
-            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">nd1</span><span class="p">)</span>
-        <span class="p">)</span>
-        <span class="n">R</span> <span class="o">=</span> <span class="n">R</span><span class="p">[</span><span class="n">sl</span><span class="p">]</span>
-    <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">permute_dims</span><span class="p">(</span><span class="n">R</span><span class="p">,</span> <span class="n">inv_perm</span><span class="p">)</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_empty_like_triple_orderK</span><span class="p">(</span><span class="n">X1</span><span class="p">,</span> <span class="n">X2</span><span class="p">,</span> <span class="n">X3</span><span class="p">,</span> <span class="n">dt</span><span class="p">,</span> <span class="n">res_shape</span><span class="p">,</span> <span class="n">usm_type</span><span class="p">,</span> <span class="n">dev</span><span class="p">):</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">X1</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">X1</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">X2</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">X2</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">X3</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">X3</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-    <span class="n">nd1</span> <span class="o">=</span> <span class="n">X1</span><span class="o">.</span><span class="n">ndim</span>
-    <span class="n">nd2</span> <span class="o">=</span> <span class="n">X2</span><span class="o">.</span><span class="n">ndim</span>
-    <span class="n">nd3</span> <span class="o">=</span> <span class="n">X3</span><span class="o">.</span><span class="n">ndim</span>
-    <span class="k">if</span> <span class="n">X1</span><span class="o">.</span><span class="n">shape</span> <span class="o">==</span> <span class="n">res_shape</span> <span class="ow">and</span> <span class="n">X2</span><span class="o">.</span><span class="n">shape</span> <span class="o">==</span> <span class="n">res_shape</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">res_shape</span><span class="p">)</span> <span class="o">&gt;</span> <span class="n">nd3</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">_empty_like_pair_orderK</span><span class="p">(</span><span class="n">X1</span><span class="p">,</span> <span class="n">X2</span><span class="p">,</span> <span class="n">dt</span><span class="p">,</span> <span class="n">res_shape</span><span class="p">,</span> <span class="n">usm_type</span><span class="p">,</span> <span class="n">dev</span><span class="p">)</span>
-    <span class="k">elif</span> <span class="p">(</span>
-        <span class="n">X2</span><span class="o">.</span><span class="n">shape</span> <span class="o">==</span> <span class="n">res_shape</span> <span class="ow">and</span> <span class="n">X3</span><span class="o">.</span><span class="n">shape</span> <span class="o">==</span> <span class="n">res_shape</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">res_shape</span><span class="p">)</span> <span class="o">&gt;</span> <span class="n">nd1</span>
-    <span class="p">):</span>
-        <span class="k">return</span> <span class="n">_empty_like_pair_orderK</span><span class="p">(</span><span class="n">X2</span><span class="p">,</span> <span class="n">X3</span><span class="p">,</span> <span class="n">dt</span><span class="p">,</span> <span class="n">res_shape</span><span class="p">,</span> <span class="n">usm_type</span><span class="p">,</span> <span class="n">dev</span><span class="p">)</span>
-    <span class="k">elif</span> <span class="p">(</span>
-        <span class="n">X1</span><span class="o">.</span><span class="n">shape</span> <span class="o">==</span> <span class="n">res_shape</span> <span class="ow">and</span> <span class="n">X3</span><span class="o">.</span><span class="n">shape</span> <span class="o">==</span> <span class="n">res_shape</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">res_shape</span><span class="p">)</span> <span class="o">&gt;</span> <span class="n">nd2</span>
-    <span class="p">):</span>
-        <span class="k">return</span> <span class="n">_empty_like_pair_orderK</span><span class="p">(</span><span class="n">X1</span><span class="p">,</span> <span class="n">X3</span><span class="p">,</span> <span class="n">dt</span><span class="p">,</span> <span class="n">res_shape</span><span class="p">,</span> <span class="n">usm_type</span><span class="p">,</span> <span class="n">dev</span><span class="p">)</span>
-    <span class="n">fl1</span> <span class="o">=</span> <span class="n">X1</span><span class="o">.</span><span class="n">flags</span>
-    <span class="n">fl2</span> <span class="o">=</span> <span class="n">X2</span><span class="o">.</span><span class="n">flags</span>
-    <span class="n">fl3</span> <span class="o">=</span> <span class="n">X3</span><span class="o">.</span><span class="n">flags</span>
-    <span class="k">if</span> <span class="n">fl1</span><span class="p">[</span><span class="s2">&quot;C&quot;</span><span class="p">]</span> <span class="ow">or</span> <span class="n">fl2</span><span class="p">[</span><span class="s2">&quot;C&quot;</span><span class="p">]</span> <span class="ow">or</span> <span class="n">fl3</span><span class="p">[</span><span class="s2">&quot;C&quot;</span><span class="p">]:</span>
-        <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-            <span class="n">res_shape</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">dt</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="n">dev</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span>
-        <span class="p">)</span>
-    <span class="k">if</span> <span class="n">fl1</span><span class="p">[</span><span class="s2">&quot;F&quot;</span><span class="p">]</span> <span class="ow">and</span> <span class="n">fl2</span><span class="p">[</span><span class="s2">&quot;F&quot;</span><span class="p">]</span> <span class="ow">and</span> <span class="n">fl3</span><span class="p">[</span><span class="s2">&quot;F&quot;</span><span class="p">]:</span>
-        <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-            <span class="n">res_shape</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">dt</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="n">dev</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;F&quot;</span>
-        <span class="p">)</span>
-    <span class="n">st1</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">X1</span><span class="o">.</span><span class="n">strides</span><span class="p">)</span>
-    <span class="n">st2</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">X2</span><span class="o">.</span><span class="n">strides</span><span class="p">)</span>
-    <span class="n">st3</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">X3</span><span class="o">.</span><span class="n">strides</span><span class="p">)</span>
-    <span class="n">max_ndim</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">nd1</span><span class="p">,</span> <span class="n">nd2</span><span class="p">,</span> <span class="n">nd3</span><span class="p">)</span>
-    <span class="n">st1</span> <span class="o">+=</span> <span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">*</span> <span class="p">(</span><span class="n">max_ndim</span> <span class="o">-</span> <span class="nb">len</span><span class="p">(</span><span class="n">st1</span><span class="p">))</span>
-    <span class="n">st2</span> <span class="o">+=</span> <span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">*</span> <span class="p">(</span><span class="n">max_ndim</span> <span class="o">-</span> <span class="nb">len</span><span class="p">(</span><span class="n">st2</span><span class="p">))</span>
-    <span class="n">st3</span> <span class="o">+=</span> <span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">*</span> <span class="p">(</span><span class="n">max_ndim</span> <span class="o">-</span> <span class="nb">len</span><span class="p">(</span><span class="n">st3</span><span class="p">))</span>
-    <span class="n">sh1</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">X1</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span> <span class="o">+</span> <span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">*</span> <span class="p">(</span><span class="n">max_ndim</span> <span class="o">-</span> <span class="n">nd1</span><span class="p">)</span>
-    <span class="n">sh2</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">X2</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span> <span class="o">+</span> <span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">*</span> <span class="p">(</span><span class="n">max_ndim</span> <span class="o">-</span> <span class="n">nd2</span><span class="p">)</span>
-    <span class="n">sh3</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">X3</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span> <span class="o">+</span> <span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">*</span> <span class="p">(</span><span class="n">max_ndim</span> <span class="o">-</span> <span class="n">nd3</span><span class="p">)</span>
-    <span class="n">perm</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span>
-        <span class="nb">range</span><span class="p">(</span><span class="n">max_ndim</span><span class="p">),</span>
-        <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">d</span><span class="p">:</span> <span class="p">(</span>
-            <span class="n">builtins</span><span class="o">.</span><span class="n">abs</span><span class="p">(</span><span class="n">st1</span><span class="p">[</span><span class="n">d</span><span class="p">])</span> <span class="k">if</span> <span class="n">sh1</span><span class="p">[</span><span class="n">d</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">1</span> <span class="k">else</span> <span class="mi">0</span><span class="p">,</span>
-            <span class="n">builtins</span><span class="o">.</span><span class="n">abs</span><span class="p">(</span><span class="n">st2</span><span class="p">[</span><span class="n">d</span><span class="p">])</span> <span class="k">if</span> <span class="n">sh2</span><span class="p">[</span><span class="n">d</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">1</span> <span class="k">else</span> <span class="mi">0</span><span class="p">,</span>
-            <span class="n">builtins</span><span class="o">.</span><span class="n">abs</span><span class="p">(</span><span class="n">st3</span><span class="p">[</span><span class="n">d</span><span class="p">])</span> <span class="k">if</span> <span class="n">sh3</span><span class="p">[</span><span class="n">d</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">1</span> <span class="k">else</span> <span class="mi">0</span><span class="p">,</span>
-        <span class="p">),</span>
-        <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
-    <span class="p">)</span>
-    <span class="n">inv_perm</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="n">max_ndim</span><span class="p">),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">i</span><span class="p">:</span> <span class="n">perm</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
-    <span class="n">st1_sorted</span> <span class="o">=</span> <span class="p">[</span><span class="n">st1</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">perm</span><span class="p">]</span>
-    <span class="n">st2_sorted</span> <span class="o">=</span> <span class="p">[</span><span class="n">st2</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">perm</span><span class="p">]</span>
-    <span class="n">st3_sorted</span> <span class="o">=</span> <span class="p">[</span><span class="n">st3</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">perm</span><span class="p">]</span>
-    <span class="n">sh</span> <span class="o">=</span> <span class="n">res_shape</span>
-    <span class="n">sh_sorted</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">sh</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">perm</span><span class="p">)</span>
-    <span class="n">R</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span><span class="n">sh_sorted</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">dt</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="n">dev</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">)</span>
-    <span class="k">if</span> <span class="nb">max</span><span class="p">(</span><span class="nb">min</span><span class="p">(</span><span class="n">st1_sorted</span><span class="p">),</span> <span class="nb">min</span><span class="p">(</span><span class="n">st2_sorted</span><span class="p">),</span> <span class="nb">min</span><span class="p">(</span><span class="n">st3_sorted</span><span class="p">))</span> <span class="o">&lt;</span> <span class="mi">0</span><span class="p">:</span>
-        <span class="n">sl</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span>
-            <span class="p">(</span>
-                <span class="nb">slice</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">)</span>
-                <span class="k">if</span> <span class="p">(</span>
-                    <span class="n">st1_sorted</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&lt;</span> <span class="mi">0</span>
-                    <span class="ow">and</span> <span class="n">st2_sorted</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&lt;</span> <span class="mi">0</span>
-                    <span class="ow">and</span> <span class="n">st3_sorted</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">&lt;</span> <span class="mi">0</span>
-                <span class="p">)</span>
-                <span class="k">else</span> <span class="nb">slice</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
-            <span class="p">)</span>
-            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">nd1</span><span class="p">)</span>
-        <span class="p">)</span>
-        <span class="n">R</span> <span class="o">=</span> <span class="n">R</span><span class="p">[</span><span class="n">sl</span><span class="p">]</span>
-    <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">permute_dims</span><span class="p">(</span><span class="n">R</span><span class="p">,</span> <span class="n">inv_perm</span><span class="p">)</span>
-
-
-<div class="viewcode-block" id="copy"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.copy.html#dpctl.tensor.copy">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">copy</span><span class="p">(</span><span class="n">usm_ary</span><span class="p">,</span> <span class="o">/</span><span class="p">,</span> <span class="o">*</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;K&quot;</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;copy(ary, order=&quot;K&quot;)</span>
-
-<span class="sd">    Creates a copy of given instance of :class:`dpctl.tensor.usm_ndarray`.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        ary (usm_ndarray):</span>
-<span class="sd">            Input array</span>
-<span class="sd">        order (``&quot;C&quot;``, ``&quot;F&quot;``, ``&quot;A&quot;``, ``&quot;K&quot;``, optional):</span>
-<span class="sd">            Controls the memory layout of the output array</span>
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            A copy of the input array.</span>
-
-<span class="sd">    Memory layout of the copy is controlled by ``order`` keyword,</span>
-<span class="sd">    following NumPy&#39;s conventions. The ``order`` keywords can be</span>
-<span class="sd">    one of the following:</span>
-
-<span class="sd">    .. list-table::</span>
-
-<span class="sd">        * - ``&quot;C&quot;``</span>
-<span class="sd">          - C-contiguous memory layout</span>
-<span class="sd">        * - ``&quot;F&quot;``</span>
-<span class="sd">          - Fortran-contiguous memory layout</span>
-<span class="sd">        * - ``&quot;A&quot;``</span>
-<span class="sd">          - Fortran-contiguous if the input array is also Fortran-contiguous,</span>
-<span class="sd">            otherwise C-contiguous</span>
-<span class="sd">        * - ``&quot;K&quot;``</span>
-<span class="sd">          - match the layout of ``usm_ary`` as closely as possible.</span>
-
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">order</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span> <span class="ow">or</span> <span class="n">order</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="s2">&quot;KkAaCcFf&quot;</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-            <span class="s2">&quot;Unrecognized order keyword value, expecting &#39;K&#39;, &#39;A&#39;, &#39;F&#39;, or &#39;C&#39;.&quot;</span>
-        <span class="p">)</span>
-    <span class="n">order</span> <span class="o">=</span> <span class="n">order</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">upper</span><span class="p">()</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">usm_ary</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="sa">f</span><span class="s2">&quot;Expected object of type dpt.usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">usm_ary</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span>
-        <span class="p">)</span>
-    <span class="n">copy_order</span> <span class="o">=</span> <span class="s2">&quot;C&quot;</span>
-    <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;C&quot;</span><span class="p">:</span>
-        <span class="k">pass</span>
-    <span class="k">elif</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;F&quot;</span><span class="p">:</span>
-        <span class="n">copy_order</span> <span class="o">=</span> <span class="n">order</span>
-    <span class="k">elif</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;A&quot;</span><span class="p">:</span>
-        <span class="k">if</span> <span class="n">usm_ary</span><span class="o">.</span><span class="n">flags</span><span class="o">.</span><span class="n">f_contiguous</span><span class="p">:</span>
-            <span class="n">copy_order</span> <span class="o">=</span> <span class="s2">&quot;F&quot;</span>
-    <span class="k">elif</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;K&quot;</span><span class="p">:</span>
-        <span class="k">if</span> <span class="n">usm_ary</span><span class="o">.</span><span class="n">flags</span><span class="o">.</span><span class="n">f_contiguous</span><span class="p">:</span>
-            <span class="n">copy_order</span> <span class="o">=</span> <span class="s2">&quot;F&quot;</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-            <span class="s2">&quot;Unrecognized value of the order keyword. &quot;</span>
-            <span class="s2">&quot;Recognized values are &#39;A&#39;, &#39;C&#39;, &#39;F&#39;, or &#39;K&#39;&quot;</span>
-        <span class="p">)</span>
-    <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;K&quot;</span><span class="p">:</span>
-        <span class="n">R</span> <span class="o">=</span> <span class="n">_empty_like_orderK</span><span class="p">(</span><span class="n">usm_ary</span><span class="p">,</span> <span class="n">usm_ary</span><span class="o">.</span><span class="n">dtype</span><span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">R</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">(</span>
-            <span class="n">usm_ary</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span>
-            <span class="n">dtype</span><span class="o">=</span><span class="n">usm_ary</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span>
-            <span class="n">buffer</span><span class="o">=</span><span class="n">usm_ary</span><span class="o">.</span><span class="n">usm_type</span><span class="p">,</span>
-            <span class="n">order</span><span class="o">=</span><span class="n">copy_order</span><span class="p">,</span>
-            <span class="n">buffer_ctor_kwargs</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;queue&quot;</span><span class="p">:</span> <span class="n">usm_ary</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">},</span>
-        <span class="p">)</span>
-    <span class="n">_copy_same_shape</span><span class="p">(</span><span class="n">R</span><span class="p">,</span> <span class="n">usm_ary</span><span class="p">)</span>
-    <span class="k">return</span> <span class="n">R</span></div>
-
-
-<div class="viewcode-block" id="astype"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.astype.html#dpctl.tensor.astype">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">astype</span><span class="p">(</span>
-    <span class="n">usm_ary</span><span class="p">,</span> <span class="n">newdtype</span><span class="p">,</span> <span class="o">/</span><span class="p">,</span> <span class="o">*</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;K&quot;</span><span class="p">,</span> <span class="n">casting</span><span class="o">=</span><span class="s2">&quot;unsafe&quot;</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="kc">None</span>
-<span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot; astype(array, new_dtype, order=&quot;K&quot;, casting=&quot;unsafe&quot;, \</span>
-<span class="sd">            copy=True, device=None)</span>
-
-<span class="sd">    Returns a copy of the :class:`dpctl.tensor.usm_ndarray`, cast to a</span>
-<span class="sd">    specified type.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        array (usm_ndarray):</span>
-<span class="sd">            An input array.</span>
-<span class="sd">        new_dtype (dtype):</span>
-<span class="sd">            The data type of the resulting array. If `None`, gives default</span>
-<span class="sd">            floating point type supported by device where the resulting array</span>
-<span class="sd">            will be located.</span>
-<span class="sd">        order ({&quot;C&quot;, &quot;F&quot;, &quot;A&quot;, &quot;K&quot;}, optional):</span>
-<span class="sd">            Controls memory layout of the resulting array if a copy</span>
-<span class="sd">            is returned.</span>
-<span class="sd">        casting ({&#39;no&#39;, &#39;equiv&#39;, &#39;safe&#39;, &#39;same_kind&#39;, &#39;unsafe&#39;}, optional):</span>
-<span class="sd">            Controls what kind of data casting may occur. Please see</span>
-<span class="sd">            :meth:`numpy.ndarray.astype` for description of casting modes.</span>
-<span class="sd">        copy (bool, optional):</span>
-<span class="sd">            By default, `astype` always returns a newly allocated array.</span>
-<span class="sd">            If this keyword is set to `False`, a view of the input array</span>
-<span class="sd">            may be returned when possible.</span>
-<span class="sd">        device (object): array API specification of device where the</span>
-<span class="sd">            output array is created. Device can be specified by a</span>
-<span class="sd">            a filter selector string, an instance of</span>
-<span class="sd">            :class:`dpctl.SyclDevice`, an instance of</span>
-<span class="sd">            :class:`dpctl.SyclQueue`, or an instance of</span>
-<span class="sd">            :class:`dpctl.tensor.Device`. If the value is `None`,</span>
-<span class="sd">            returned array is created on the same device as `array`.</span>
-<span class="sd">            Default: `None`.</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            An array with requested data type.</span>
-
-<span class="sd">    A view can be returned, if possible, when `copy=False` is used.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">usm_ary</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">return</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="sa">f</span><span class="s2">&quot;Expected object of type dpt.usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">usm_ary</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span>
-        <span class="p">)</span>
-    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">order</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span> <span class="ow">or</span> <span class="n">order</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="s2">&quot;KkAaCcFf&quot;</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-            <span class="s2">&quot;Unrecognized order keyword value, expecting &#39;K&#39;, &#39;A&#39;, &#39;F&#39;, or &#39;C&#39;.&quot;</span>
-        <span class="p">)</span>
-    <span class="n">order</span> <span class="o">=</span> <span class="n">order</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">upper</span><span class="p">()</span>
-    <span class="n">ary_dtype</span> <span class="o">=</span> <span class="n">usm_ary</span><span class="o">.</span><span class="n">dtype</span>
-    <span class="k">if</span> <span class="n">device</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">device</span><span class="p">,</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclQueue</span><span class="p">):</span>
-            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">device</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">Device</span><span class="p">):</span>
-                <span class="n">device</span> <span class="o">=</span> <span class="n">device</span><span class="o">.</span><span class="n">sycl_queue</span>
-            <span class="k">else</span><span class="p">:</span>
-                <span class="n">device</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">Device</span><span class="o">.</span><span class="n">create_device</span><span class="p">(</span><span class="n">device</span><span class="p">)</span><span class="o">.</span><span class="n">sycl_queue</span>
-        <span class="n">d</span> <span class="o">=</span> <span class="n">device</span><span class="o">.</span><span class="n">sycl_device</span>
-        <span class="n">target_dtype</span> <span class="o">=</span> <span class="n">_get_dtype</span><span class="p">(</span><span class="n">newdtype</span><span class="p">,</span> <span class="n">device</span><span class="p">)</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="n">_dtype_supported_by_device_impl</span><span class="p">(</span>
-            <span class="n">target_dtype</span><span class="p">,</span> <span class="n">d</span><span class="o">.</span><span class="n">has_aspect_fp16</span><span class="p">,</span> <span class="n">d</span><span class="o">.</span><span class="n">has_aspect_fp64</span>
-        <span class="p">):</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                <span class="sa">f</span><span class="s2">&quot;Requested dtype &#39;</span><span class="si">{</span><span class="n">target_dtype</span><span class="si">}</span><span class="s2">&#39; is not supported by the &quot;</span>
-                <span class="s2">&quot;target device&quot;</span>
-            <span class="p">)</span>
-        <span class="n">usm_ary</span> <span class="o">=</span> <span class="n">usm_ary</span><span class="o">.</span><span class="n">to_device</span><span class="p">(</span><span class="n">device</span><span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">target_dtype</span> <span class="o">=</span> <span class="n">_get_dtype</span><span class="p">(</span><span class="n">newdtype</span><span class="p">,</span> <span class="n">usm_ary</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">)</span>
-
-    <span class="k">if</span> <span class="ow">not</span> <span class="n">dpt</span><span class="o">.</span><span class="n">can_cast</span><span class="p">(</span><span class="n">ary_dtype</span><span class="p">,</span> <span class="n">target_dtype</span><span class="p">,</span> <span class="n">casting</span><span class="o">=</span><span class="n">casting</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="sa">f</span><span class="s2">&quot;Can not cast from </span><span class="si">{</span><span class="n">ary_dtype</span><span class="si">}</span><span class="s2"> to </span><span class="si">{</span><span class="n">newdtype</span><span class="si">}</span><span class="s2"> &quot;</span>
-            <span class="sa">f</span><span class="s2">&quot;according to rule </span><span class="si">{</span><span class="n">casting</span><span class="si">}</span><span class="s2">.&quot;</span>
-        <span class="p">)</span>
-    <span class="n">c_contig</span> <span class="o">=</span> <span class="n">usm_ary</span><span class="o">.</span><span class="n">flags</span><span class="o">.</span><span class="n">c_contiguous</span>
-    <span class="n">f_contig</span> <span class="o">=</span> <span class="n">usm_ary</span><span class="o">.</span><span class="n">flags</span><span class="o">.</span><span class="n">f_contiguous</span>
-    <span class="n">needs_copy</span> <span class="o">=</span> <span class="n">copy</span> <span class="ow">or</span> <span class="ow">not</span> <span class="n">ary_dtype</span> <span class="o">==</span> <span class="n">target_dtype</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="n">needs_copy</span> <span class="ow">and</span> <span class="p">(</span><span class="n">order</span> <span class="o">!=</span> <span class="s2">&quot;K&quot;</span><span class="p">):</span>
-        <span class="c1"># ensure that order=&quot;F&quot; for C-contig input triggers copy,</span>
-        <span class="c1"># and order=&quot;C&quot; for F-contig input triggers copy too.</span>
-        <span class="c1"># 1D arrays which are both C- and F- contig should not</span>
-        <span class="c1"># force copying for neither order=&quot;F&quot;, nor order=&quot;C&quot;, see gh-1926</span>
-        <span class="n">needs_copy</span> <span class="o">=</span> <span class="p">(</span>
-            <span class="n">c_contig</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">f_contig</span> <span class="ow">and</span> <span class="n">order</span> <span class="ow">not</span> <span class="ow">in</span> <span class="p">[</span><span class="s2">&quot;A&quot;</span><span class="p">,</span> <span class="s2">&quot;C&quot;</span><span class="p">]</span>
-        <span class="p">)</span> <span class="ow">or</span> <span class="p">(</span><span class="ow">not</span> <span class="n">c_contig</span> <span class="ow">and</span> <span class="n">f_contig</span> <span class="ow">and</span> <span class="n">order</span> <span class="ow">not</span> <span class="ow">in</span> <span class="p">[</span><span class="s2">&quot;A&quot;</span><span class="p">,</span> <span class="s2">&quot;F&quot;</span><span class="p">])</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="n">needs_copy</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">usm_ary</span>
-    <span class="n">copy_order</span> <span class="o">=</span> <span class="s2">&quot;C&quot;</span>
-    <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;C&quot;</span><span class="p">:</span>
-        <span class="k">pass</span>
-    <span class="k">elif</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;F&quot;</span><span class="p">:</span>
-        <span class="n">copy_order</span> <span class="o">=</span> <span class="n">order</span>
-    <span class="k">elif</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;A&quot;</span><span class="p">:</span>
-        <span class="k">if</span> <span class="n">usm_ary</span><span class="o">.</span><span class="n">flags</span><span class="o">.</span><span class="n">f_contiguous</span><span class="p">:</span>
-            <span class="n">copy_order</span> <span class="o">=</span> <span class="s2">&quot;F&quot;</span>
-    <span class="k">elif</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;K&quot;</span><span class="p">:</span>
-        <span class="k">if</span> <span class="n">usm_ary</span><span class="o">.</span><span class="n">flags</span><span class="o">.</span><span class="n">f_contiguous</span><span class="p">:</span>
-            <span class="n">copy_order</span> <span class="o">=</span> <span class="s2">&quot;F&quot;</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-            <span class="s2">&quot;Unrecognized value of the order keyword. &quot;</span>
-            <span class="s2">&quot;Recognized values are &#39;A&#39;, &#39;C&#39;, &#39;F&#39;, or &#39;K&#39;&quot;</span>
-        <span class="p">)</span>
-    <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;K&quot;</span><span class="p">:</span>
-        <span class="n">R</span> <span class="o">=</span> <span class="n">_empty_like_orderK</span><span class="p">(</span><span class="n">usm_ary</span><span class="p">,</span> <span class="n">target_dtype</span><span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">R</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">(</span>
-            <span class="n">usm_ary</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span>
-            <span class="n">dtype</span><span class="o">=</span><span class="n">target_dtype</span><span class="p">,</span>
-            <span class="n">buffer</span><span class="o">=</span><span class="n">usm_ary</span><span class="o">.</span><span class="n">usm_type</span><span class="p">,</span>
-            <span class="n">order</span><span class="o">=</span><span class="n">copy_order</span><span class="p">,</span>
-            <span class="n">buffer_ctor_kwargs</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;queue&quot;</span><span class="p">:</span> <span class="n">usm_ary</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">},</span>
-        <span class="p">)</span>
-    <span class="n">_copy_from_usm_ndarray_to_usm_ndarray</span><span class="p">(</span><span class="n">R</span><span class="p">,</span> <span class="n">usm_ary</span><span class="p">)</span>
-    <span class="k">return</span> <span class="n">R</span></div>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_extract_impl</span><span class="p">(</span><span class="n">ary</span><span class="p">,</span> <span class="n">ary_mask</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;Extract elements of ary by applying mask starting from slot</span>
-<span class="sd">    dimension axis&quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">ary</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="sa">f</span><span class="s2">&quot;Expecting type dpctl.tensor.usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">ary</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span>
-        <span class="p">)</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">ary_mask</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="sa">f</span><span class="s2">&quot;Expecting type dpctl.tensor.usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">ary_mask</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span>
-        <span class="p">)</span>
-    <span class="n">dst_usm_type</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_coerced_usm_type</span><span class="p">(</span>
-        <span class="p">(</span><span class="n">ary</span><span class="o">.</span><span class="n">usm_type</span><span class="p">,</span> <span class="n">ary_mask</span><span class="o">.</span><span class="n">usm_type</span><span class="p">)</span>
-    <span class="p">)</span>
-    <span class="n">exec_q</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_execution_queue</span><span class="p">(</span>
-        <span class="p">(</span><span class="n">ary</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">ary_mask</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">)</span>
-    <span class="p">)</span>
-    <span class="k">if</span> <span class="n">exec_q</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">ExecutionPlacementError</span><span class="p">(</span>
-            <span class="s2">&quot;arrays have different associated queues. &quot;</span>
-            <span class="s2">&quot;Use `Y.to_device(X.device)` to migrate.&quot;</span>
-        <span class="p">)</span>
-    <span class="n">ary_nd</span> <span class="o">=</span> <span class="n">ary</span><span class="o">.</span><span class="n">ndim</span>
-    <span class="n">pp</span> <span class="o">=</span> <span class="n">normalize_axis_index</span><span class="p">(</span><span class="n">operator</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">axis</span><span class="p">),</span> <span class="n">ary_nd</span><span class="p">)</span>
-    <span class="n">mask_nd</span> <span class="o">=</span> <span class="n">ary_mask</span><span class="o">.</span><span class="n">ndim</span>
-    <span class="k">if</span> <span class="n">pp</span> <span class="o">&lt;</span> <span class="mi">0</span> <span class="ow">or</span> <span class="n">pp</span> <span class="o">+</span> <span class="n">mask_nd</span> <span class="o">&gt;</span> <span class="n">ary_nd</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-            <span class="s2">&quot;Parameter p is inconsistent with input array dimensions&quot;</span>
-        <span class="p">)</span>
-    <span class="n">mask_nelems</span> <span class="o">=</span> <span class="n">ary_mask</span><span class="o">.</span><span class="n">size</span>
-    <span class="n">cumsum_dt</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">int32</span> <span class="k">if</span> <span class="n">mask_nelems</span> <span class="o">&lt;</span> <span class="n">int32_t_max</span> <span class="k">else</span> <span class="n">dpt</span><span class="o">.</span><span class="n">int64</span>
-    <span class="n">cumsum</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span><span class="n">mask_nelems</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">cumsum_dt</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="n">ary_mask</span><span class="o">.</span><span class="n">device</span><span class="p">)</span>
-    <span class="n">exec_q</span> <span class="o">=</span> <span class="n">cumsum</span><span class="o">.</span><span class="n">sycl_queue</span>
-    <span class="n">_manager</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">exec_q</span><span class="p">]</span>
-    <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-    <span class="n">mask_count</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">mask_positions</span><span class="p">(</span>
-        <span class="n">ary_mask</span><span class="p">,</span> <span class="n">cumsum</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-    <span class="p">)</span>
-    <span class="n">dst_shape</span> <span class="o">=</span> <span class="n">ary</span><span class="o">.</span><span class="n">shape</span><span class="p">[:</span><span class="n">pp</span><span class="p">]</span> <span class="o">+</span> <span class="p">(</span><span class="n">mask_count</span><span class="p">,)</span> <span class="o">+</span> <span class="n">ary</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="n">pp</span> <span class="o">+</span> <span class="n">mask_nd</span> <span class="p">:]</span>
-    <span class="n">dst</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-        <span class="n">dst_shape</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">ary</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="n">dst_usm_type</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="n">ary</span><span class="o">.</span><span class="n">device</span>
-    <span class="p">)</span>
-    <span class="k">if</span> <span class="n">dst</span><span class="o">.</span><span class="n">size</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">dst</span>
-    <span class="n">hev</span><span class="p">,</span> <span class="n">ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_extract</span><span class="p">(</span>
-        <span class="n">src</span><span class="o">=</span><span class="n">ary</span><span class="p">,</span>
-        <span class="n">cumsum</span><span class="o">=</span><span class="n">cumsum</span><span class="p">,</span>
-        <span class="n">axis_start</span><span class="o">=</span><span class="n">pp</span><span class="p">,</span>
-        <span class="n">axis_end</span><span class="o">=</span><span class="n">pp</span> <span class="o">+</span> <span class="n">mask_nd</span><span class="p">,</span>
-        <span class="n">dst</span><span class="o">=</span><span class="n">dst</span><span class="p">,</span>
-        <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-        <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span><span class="p">,</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">hev</span><span class="p">,</span> <span class="n">ev</span><span class="p">)</span>
-    <span class="k">return</span> <span class="n">dst</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_nonzero_impl</span><span class="p">(</span><span class="n">ary</span><span class="p">):</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">ary</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="sa">f</span><span class="s2">&quot;Expecting type dpctl.tensor.usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">ary</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span>
-        <span class="p">)</span>
-    <span class="n">exec_q</span> <span class="o">=</span> <span class="n">ary</span><span class="o">.</span><span class="n">sycl_queue</span>
-    <span class="n">usm_type</span> <span class="o">=</span> <span class="n">ary</span><span class="o">.</span><span class="n">usm_type</span>
-    <span class="n">mask_nelems</span> <span class="o">=</span> <span class="n">ary</span><span class="o">.</span><span class="n">size</span>
-    <span class="n">cumsum_dt</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">int32</span> <span class="k">if</span> <span class="n">mask_nelems</span> <span class="o">&lt;</span> <span class="n">int32_t_max</span> <span class="k">else</span> <span class="n">dpt</span><span class="o">.</span><span class="n">int64</span>
-    <span class="n">cumsum</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-        <span class="n">mask_nelems</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">cumsum_dt</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">exec_q</span><span class="p">]</span>
-    <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-    <span class="n">mask_count</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">mask_positions</span><span class="p">(</span>
-        <span class="n">ary</span><span class="p">,</span> <span class="n">cumsum</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-    <span class="p">)</span>
-    <span class="n">indexes_dt</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">default_device_index_type</span><span class="p">(</span><span class="n">exec_q</span><span class="o">.</span><span class="n">sycl_device</span><span class="p">)</span>
-    <span class="n">indexes</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-        <span class="p">(</span><span class="n">ary</span><span class="o">.</span><span class="n">ndim</span><span class="p">,</span> <span class="n">mask_count</span><span class="p">),</span>
-        <span class="n">dtype</span><span class="o">=</span><span class="n">indexes_dt</span><span class="p">,</span>
-        <span class="n">usm_type</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span>
-        <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-        <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">,</span>
-    <span class="p">)</span>
-    <span class="n">hev</span><span class="p">,</span> <span class="n">nz_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_nonzero</span><span class="p">(</span><span class="n">cumsum</span><span class="p">,</span> <span class="n">indexes</span><span class="p">,</span> <span class="n">ary</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">exec_q</span><span class="p">)</span>
-    <span class="n">res</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">indexes</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="p">:]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">ary</span><span class="o">.</span><span class="n">ndim</span><span class="p">))</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">hev</span><span class="p">,</span> <span class="n">nz_ev</span><span class="p">)</span>
-    <span class="k">return</span> <span class="n">res</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_take_multi_index</span><span class="p">(</span><span class="n">ary</span><span class="p">,</span> <span class="n">inds</span><span class="p">,</span> <span class="n">p</span><span class="p">,</span> <span class="n">mode</span><span class="o">=</span><span class="mi">0</span><span class="p">):</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">ary</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="sa">f</span><span class="s2">&quot;Expecting type dpctl.tensor.usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">ary</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span>
-        <span class="p">)</span>
-    <span class="n">ary_nd</span> <span class="o">=</span> <span class="n">ary</span><span class="o">.</span><span class="n">ndim</span>
-    <span class="n">p</span> <span class="o">=</span> <span class="n">normalize_axis_index</span><span class="p">(</span><span class="n">operator</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">p</span><span class="p">),</span> <span class="n">ary_nd</span><span class="p">)</span>
-    <span class="n">mode</span> <span class="o">=</span> <span class="n">operator</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">mode</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">mode</span> <span class="ow">not</span> <span class="ow">in</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">]:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-            <span class="s2">&quot;Invalid value for mode keyword, only 0 or 1 is supported&quot;</span>
-        <span class="p">)</span>
-    <span class="n">queues_</span> <span class="o">=</span> <span class="p">[</span>
-        <span class="n">ary</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span>
-    <span class="p">]</span>
-    <span class="n">usm_types_</span> <span class="o">=</span> <span class="p">[</span>
-        <span class="n">ary</span><span class="o">.</span><span class="n">usm_type</span><span class="p">,</span>
-    <span class="p">]</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">inds</span><span class="p">,</span> <span class="p">(</span><span class="nb">list</span><span class="p">,</span> <span class="nb">tuple</span><span class="p">)):</span>
-        <span class="n">inds</span> <span class="o">=</span> <span class="p">(</span><span class="n">inds</span><span class="p">,)</span>
-    <span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">inds</span><span class="p">:</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-            <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="s2">&quot;all elements of `ind` expected to be usm_ndarrays&quot;</span><span class="p">)</span>
-        <span class="n">queues_</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">ind</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">)</span>
-        <span class="n">usm_types_</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">ind</span><span class="o">.</span><span class="n">usm_type</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">ind</span><span class="o">.</span><span class="n">dtype</span><span class="o">.</span><span class="n">kind</span> <span class="ow">not</span> <span class="ow">in</span> <span class="s2">&quot;ui&quot;</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">IndexError</span><span class="p">(</span>
-                <span class="s2">&quot;arrays used as indices must be of integer (or boolean) type&quot;</span>
-            <span class="p">)</span>
-    <span class="n">res_usm_type</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_coerced_usm_type</span><span class="p">(</span><span class="n">usm_types_</span><span class="p">)</span>
-    <span class="n">exec_q</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_execution_queue</span><span class="p">(</span><span class="n">queues_</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">exec_q</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">ExecutionPlacementError</span><span class="p">(</span>
-            <span class="s2">&quot;Can not automatically determine where to allocate the &quot;</span>
-            <span class="s2">&quot;result or performance execution. &quot;</span>
-            <span class="s2">&quot;Use `usm_ndarray.to_device` method to migrate data to &quot;</span>
-            <span class="s2">&quot;be associated with the same queue.&quot;</span>
-        <span class="p">)</span>
-    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">inds</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
-        <span class="n">ind_dt</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">result_type</span><span class="p">(</span><span class="o">*</span><span class="n">inds</span><span class="p">)</span>
-        <span class="c1"># ind arrays have been checked to be of integer dtype</span>
-        <span class="k">if</span> <span class="n">ind_dt</span><span class="o">.</span><span class="n">kind</span> <span class="ow">not</span> <span class="ow">in</span> <span class="s2">&quot;ui&quot;</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                <span class="s2">&quot;cannot safely promote indices to an integer data type&quot;</span>
-            <span class="p">)</span>
-        <span class="n">inds</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span>
-            <span class="nb">map</span><span class="p">(</span>
-                <span class="k">lambda</span> <span class="n">ind</span><span class="p">:</span> <span class="p">(</span>
-                    <span class="n">ind</span> <span class="k">if</span> <span class="n">ind</span><span class="o">.</span><span class="n">dtype</span> <span class="o">==</span> <span class="n">ind_dt</span> <span class="k">else</span> <span class="n">dpt</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">ind_dt</span><span class="p">)</span>
-                <span class="p">),</span>
-                <span class="n">inds</span><span class="p">,</span>
-            <span class="p">)</span>
-        <span class="p">)</span>
-        <span class="n">inds</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_arrays</span><span class="p">(</span><span class="o">*</span><span class="n">inds</span><span class="p">)</span>
-    <span class="n">ind0</span> <span class="o">=</span> <span class="n">inds</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
-    <span class="n">ary_sh</span> <span class="o">=</span> <span class="n">ary</span><span class="o">.</span><span class="n">shape</span>
-    <span class="n">p_end</span> <span class="o">=</span> <span class="n">p</span> <span class="o">+</span> <span class="nb">len</span><span class="p">(</span><span class="n">inds</span><span class="p">)</span>
-    <span class="k">if</span> <span class="mi">0</span> <span class="ow">in</span> <span class="n">ary_sh</span><span class="p">[</span><span class="n">p</span><span class="p">:</span><span class="n">p_end</span><span class="p">]</span> <span class="ow">and</span> <span class="n">ind0</span><span class="o">.</span><span class="n">size</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">IndexError</span><span class="p">(</span><span class="s2">&quot;cannot take non-empty indices from an empty axis&quot;</span><span class="p">)</span>
-    <span class="n">res_shape</span> <span class="o">=</span> <span class="n">ary_sh</span><span class="p">[:</span><span class="n">p</span><span class="p">]</span> <span class="o">+</span> <span class="n">ind0</span><span class="o">.</span><span class="n">shape</span> <span class="o">+</span> <span class="n">ary_sh</span><span class="p">[</span><span class="n">p_end</span><span class="p">:]</span>
-    <span class="n">res</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-        <span class="n">res_shape</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">ary</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="n">res_usm_type</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">exec_q</span><span class="p">]</span>
-    <span class="n">dep_ev</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-    <span class="n">hev</span><span class="p">,</span> <span class="n">take_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_take</span><span class="p">(</span>
-        <span class="n">src</span><span class="o">=</span><span class="n">ary</span><span class="p">,</span>
-        <span class="n">ind</span><span class="o">=</span><span class="n">inds</span><span class="p">,</span>
-        <span class="n">dst</span><span class="o">=</span><span class="n">res</span><span class="p">,</span>
-        <span class="n">axis_start</span><span class="o">=</span><span class="n">p</span><span class="p">,</span>
-        <span class="n">mode</span><span class="o">=</span><span class="n">mode</span><span class="p">,</span>
-        <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-        <span class="n">depends</span><span class="o">=</span><span class="n">dep_ev</span><span class="p">,</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">hev</span><span class="p">,</span> <span class="n">take_ev</span><span class="p">)</span>
-    <span class="k">return</span> <span class="n">res</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_place_impl</span><span class="p">(</span><span class="n">ary</span><span class="p">,</span> <span class="n">ary_mask</span><span class="p">,</span> <span class="n">vals</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;Extract elements of ary by applying mask starting from slot</span>
-<span class="sd">    dimension axis&quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">ary</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="sa">f</span><span class="s2">&quot;Expecting type dpctl.tensor.usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">ary</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span>
-        <span class="p">)</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">ary_mask</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="sa">f</span><span class="s2">&quot;Expecting type dpctl.tensor.usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">ary_mask</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span>
-        <span class="p">)</span>
-    <span class="n">exec_q</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_execution_queue</span><span class="p">(</span>
-        <span class="p">(</span>
-            <span class="n">ary</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span>
-            <span class="n">ary_mask</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span>
-        <span class="p">)</span>
-    <span class="p">)</span>
-    <span class="k">if</span> <span class="n">exec_q</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">vals</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-            <span class="n">vals</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">vals</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">ary</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">)</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">exec_q</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_execution_queue</span><span class="p">((</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">vals</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">))</span>
-    <span class="k">if</span> <span class="n">exec_q</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">ExecutionPlacementError</span><span class="p">(</span>
-            <span class="s2">&quot;arrays have different associated queues. &quot;</span>
-            <span class="s2">&quot;Use `Y.to_device(X.device)` to migrate.&quot;</span>
-        <span class="p">)</span>
-    <span class="n">ary_nd</span> <span class="o">=</span> <span class="n">ary</span><span class="o">.</span><span class="n">ndim</span>
-    <span class="n">pp</span> <span class="o">=</span> <span class="n">normalize_axis_index</span><span class="p">(</span><span class="n">operator</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">axis</span><span class="p">),</span> <span class="n">ary_nd</span><span class="p">)</span>
-    <span class="n">mask_nd</span> <span class="o">=</span> <span class="n">ary_mask</span><span class="o">.</span><span class="n">ndim</span>
-    <span class="k">if</span> <span class="n">pp</span> <span class="o">&lt;</span> <span class="mi">0</span> <span class="ow">or</span> <span class="n">pp</span> <span class="o">+</span> <span class="n">mask_nd</span> <span class="o">&gt;</span> <span class="n">ary_nd</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-            <span class="s2">&quot;Parameter p is inconsistent with input array dimensions&quot;</span>
-        <span class="p">)</span>
-    <span class="n">mask_nelems</span> <span class="o">=</span> <span class="n">ary_mask</span><span class="o">.</span><span class="n">size</span>
-    <span class="n">cumsum_dt</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">int32</span> <span class="k">if</span> <span class="n">mask_nelems</span> <span class="o">&lt;</span> <span class="n">int32_t_max</span> <span class="k">else</span> <span class="n">dpt</span><span class="o">.</span><span class="n">int64</span>
-    <span class="n">cumsum</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span><span class="n">mask_nelems</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">cumsum_dt</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="n">ary_mask</span><span class="o">.</span><span class="n">device</span><span class="p">)</span>
-    <span class="n">exec_q</span> <span class="o">=</span> <span class="n">cumsum</span><span class="o">.</span><span class="n">sycl_queue</span>
-    <span class="n">_manager</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">exec_q</span><span class="p">]</span>
-    <span class="n">dep_ev</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-    <span class="n">mask_count</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">mask_positions</span><span class="p">(</span>
-        <span class="n">ary_mask</span><span class="p">,</span> <span class="n">cumsum</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_ev</span>
-    <span class="p">)</span>
-    <span class="n">expected_vals_shape</span> <span class="o">=</span> <span class="p">(</span>
-        <span class="n">ary</span><span class="o">.</span><span class="n">shape</span><span class="p">[:</span><span class="n">pp</span><span class="p">]</span> <span class="o">+</span> <span class="p">(</span><span class="n">mask_count</span><span class="p">,)</span> <span class="o">+</span> <span class="n">ary</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="n">pp</span> <span class="o">+</span> <span class="n">mask_nd</span> <span class="p">:]</span>
-    <span class="p">)</span>
-    <span class="k">if</span> <span class="n">vals</span><span class="o">.</span><span class="n">dtype</span> <span class="o">==</span> <span class="n">ary</span><span class="o">.</span><span class="n">dtype</span><span class="p">:</span>
-        <span class="n">rhs</span> <span class="o">=</span> <span class="n">vals</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">rhs</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="n">vals</span><span class="p">,</span> <span class="n">ary</span><span class="o">.</span><span class="n">dtype</span><span class="p">)</span>
-    <span class="n">rhs</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">rhs</span><span class="p">,</span> <span class="n">expected_vals_shape</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">mask_nelems</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
-        <span class="k">return</span>
-    <span class="n">dep_ev</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-    <span class="n">hev</span><span class="p">,</span> <span class="n">pl_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_place</span><span class="p">(</span>
-        <span class="n">dst</span><span class="o">=</span><span class="n">ary</span><span class="p">,</span>
-        <span class="n">cumsum</span><span class="o">=</span><span class="n">cumsum</span><span class="p">,</span>
-        <span class="n">axis_start</span><span class="o">=</span><span class="n">pp</span><span class="p">,</span>
-        <span class="n">axis_end</span><span class="o">=</span><span class="n">pp</span> <span class="o">+</span> <span class="n">mask_nd</span><span class="p">,</span>
-        <span class="n">rhs</span><span class="o">=</span><span class="n">rhs</span><span class="p">,</span>
-        <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-        <span class="n">depends</span><span class="o">=</span><span class="n">dep_ev</span><span class="p">,</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">hev</span><span class="p">,</span> <span class="n">pl_ev</span><span class="p">)</span>
-    <span class="k">return</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_put_multi_index</span><span class="p">(</span><span class="n">ary</span><span class="p">,</span> <span class="n">inds</span><span class="p">,</span> <span class="n">p</span><span class="p">,</span> <span class="n">vals</span><span class="p">,</span> <span class="n">mode</span><span class="o">=</span><span class="mi">0</span><span class="p">):</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">ary</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="sa">f</span><span class="s2">&quot;Expecting type dpctl.tensor.usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">ary</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span>
-        <span class="p">)</span>
-    <span class="n">ary_nd</span> <span class="o">=</span> <span class="n">ary</span><span class="o">.</span><span class="n">ndim</span>
-    <span class="n">p</span> <span class="o">=</span> <span class="n">normalize_axis_index</span><span class="p">(</span><span class="n">operator</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">p</span><span class="p">),</span> <span class="n">ary_nd</span><span class="p">)</span>
-    <span class="n">mode</span> <span class="o">=</span> <span class="n">operator</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">mode</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">mode</span> <span class="ow">not</span> <span class="ow">in</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">]:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-            <span class="s2">&quot;Invalid value for mode keyword, only 0 or 1 is supported&quot;</span>
-        <span class="p">)</span>
-    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">vals</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="n">queues_</span> <span class="o">=</span> <span class="p">[</span><span class="n">ary</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">vals</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">]</span>
-        <span class="n">usm_types_</span> <span class="o">=</span> <span class="p">[</span><span class="n">ary</span><span class="o">.</span><span class="n">usm_type</span><span class="p">,</span> <span class="n">vals</span><span class="o">.</span><span class="n">usm_type</span><span class="p">]</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">queues_</span> <span class="o">=</span> <span class="p">[</span>
-            <span class="n">ary</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span>
-        <span class="p">]</span>
-        <span class="n">usm_types_</span> <span class="o">=</span> <span class="p">[</span>
-            <span class="n">ary</span><span class="o">.</span><span class="n">usm_type</span><span class="p">,</span>
-        <span class="p">]</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">inds</span><span class="p">,</span> <span class="p">(</span><span class="nb">list</span><span class="p">,</span> <span class="nb">tuple</span><span class="p">)):</span>
-        <span class="n">inds</span> <span class="o">=</span> <span class="p">(</span><span class="n">inds</span><span class="p">,)</span>
-    <span class="k">for</span> <span class="n">ind</span> <span class="ow">in</span> <span class="n">inds</span><span class="p">:</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-            <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="s2">&quot;all elements of `ind` expected to be usm_ndarrays&quot;</span><span class="p">)</span>
-        <span class="n">queues_</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">ind</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">)</span>
-        <span class="n">usm_types_</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">ind</span><span class="o">.</span><span class="n">usm_type</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">ind</span><span class="o">.</span><span class="n">dtype</span><span class="o">.</span><span class="n">kind</span> <span class="ow">not</span> <span class="ow">in</span> <span class="s2">&quot;ui&quot;</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">IndexError</span><span class="p">(</span>
-                <span class="s2">&quot;arrays used as indices must be of integer (or boolean) type&quot;</span>
-            <span class="p">)</span>
-    <span class="n">vals_usm_type</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_coerced_usm_type</span><span class="p">(</span><span class="n">usm_types_</span><span class="p">)</span>
-    <span class="n">exec_q</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_execution_queue</span><span class="p">(</span><span class="n">queues_</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">exec_q</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">vals</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-            <span class="n">vals</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span>
-                <span class="n">vals</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">ary</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="n">vals_usm_type</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span>
-            <span class="p">)</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">exec_q</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_execution_queue</span><span class="p">((</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">vals</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">))</span>
-    <span class="k">if</span> <span class="n">exec_q</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">ExecutionPlacementError</span><span class="p">(</span>
-            <span class="s2">&quot;Can not automatically determine where to allocate the &quot;</span>
-            <span class="s2">&quot;result or performance execution. &quot;</span>
-            <span class="s2">&quot;Use `usm_ndarray.to_device` method to migrate data to &quot;</span>
-            <span class="s2">&quot;be associated with the same queue.&quot;</span>
-        <span class="p">)</span>
-    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">inds</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
-        <span class="n">ind_dt</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">result_type</span><span class="p">(</span><span class="o">*</span><span class="n">inds</span><span class="p">)</span>
-        <span class="c1"># ind arrays have been checked to be of integer dtype</span>
-        <span class="k">if</span> <span class="n">ind_dt</span><span class="o">.</span><span class="n">kind</span> <span class="ow">not</span> <span class="ow">in</span> <span class="s2">&quot;ui&quot;</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                <span class="s2">&quot;cannot safely promote indices to an integer data type&quot;</span>
-            <span class="p">)</span>
-        <span class="n">inds</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span>
-            <span class="nb">map</span><span class="p">(</span>
-                <span class="k">lambda</span> <span class="n">ind</span><span class="p">:</span> <span class="p">(</span>
-                    <span class="n">ind</span> <span class="k">if</span> <span class="n">ind</span><span class="o">.</span><span class="n">dtype</span> <span class="o">==</span> <span class="n">ind_dt</span> <span class="k">else</span> <span class="n">dpt</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">ind_dt</span><span class="p">)</span>
-                <span class="p">),</span>
-                <span class="n">inds</span><span class="p">,</span>
-            <span class="p">)</span>
-        <span class="p">)</span>
-        <span class="n">inds</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_arrays</span><span class="p">(</span><span class="o">*</span><span class="n">inds</span><span class="p">)</span>
-    <span class="n">ind0</span> <span class="o">=</span> <span class="n">inds</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
-    <span class="n">ary_sh</span> <span class="o">=</span> <span class="n">ary</span><span class="o">.</span><span class="n">shape</span>
-    <span class="n">p_end</span> <span class="o">=</span> <span class="n">p</span> <span class="o">+</span> <span class="nb">len</span><span class="p">(</span><span class="n">inds</span><span class="p">)</span>
-    <span class="k">if</span> <span class="mi">0</span> <span class="ow">in</span> <span class="n">ary_sh</span><span class="p">[</span><span class="n">p</span><span class="p">:</span><span class="n">p_end</span><span class="p">]</span> <span class="ow">and</span> <span class="n">ind0</span><span class="o">.</span><span class="n">size</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">IndexError</span><span class="p">(</span>
-            <span class="s2">&quot;cannot put into non-empty indices along an empty axis&quot;</span>
-        <span class="p">)</span>
-    <span class="n">expected_vals_shape</span> <span class="o">=</span> <span class="n">ary_sh</span><span class="p">[:</span><span class="n">p</span><span class="p">]</span> <span class="o">+</span> <span class="n">ind0</span><span class="o">.</span><span class="n">shape</span> <span class="o">+</span> <span class="n">ary_sh</span><span class="p">[</span><span class="n">p_end</span><span class="p">:]</span>
-    <span class="k">if</span> <span class="n">vals</span><span class="o">.</span><span class="n">dtype</span> <span class="o">==</span> <span class="n">ary</span><span class="o">.</span><span class="n">dtype</span><span class="p">:</span>
-        <span class="n">rhs</span> <span class="o">=</span> <span class="n">vals</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">rhs</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="n">vals</span><span class="p">,</span> <span class="n">ary</span><span class="o">.</span><span class="n">dtype</span><span class="p">)</span>
-    <span class="n">rhs</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">rhs</span><span class="p">,</span> <span class="n">expected_vals_shape</span><span class="p">)</span>
-    <span class="n">_manager</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">exec_q</span><span class="p">]</span>
-    <span class="n">dep_ev</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-    <span class="n">hev</span><span class="p">,</span> <span class="n">put_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_put</span><span class="p">(</span>
-        <span class="n">dst</span><span class="o">=</span><span class="n">ary</span><span class="p">,</span>
-        <span class="n">ind</span><span class="o">=</span><span class="n">inds</span><span class="p">,</span>
-        <span class="n">val</span><span class="o">=</span><span class="n">rhs</span><span class="p">,</span>
-        <span class="n">axis_start</span><span class="o">=</span><span class="n">p</span><span class="p">,</span>
-        <span class="n">mode</span><span class="o">=</span><span class="n">mode</span><span class="p">,</span>
-        <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-        <span class="n">depends</span><span class="o">=</span><span class="n">dep_ev</span><span class="p">,</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">hev</span><span class="p">,</span> <span class="n">put_ev</span><span class="p">)</span>
-    <span class="k">return</span>
-</pre></div>
-        </article>
-      </div>
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diff --git a/pulls/1961/_modules/dpctl/tensor/_ctors.html b/pulls/1961/_modules/dpctl/tensor/_ctors.html
deleted file mode 100644
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-          <h1>Source code for dpctl.tensor._ctors</h1><div class="highlight"><pre>
-<span></span><span class="c1">#                       Data Parallel Control (dpctl)</span>
-<span class="c1">#</span>
-<span class="c1">#  Copyright 2020-2025 Intel Corporation</span>
-<span class="c1">#</span>
-<span class="c1">#  Licensed under the Apache License, Version 2.0 (the &quot;License&quot;);</span>
-<span class="c1">#  you may not use this file except in compliance with the License.</span>
-<span class="c1">#  You may obtain a copy of the License at</span>
-<span class="c1">#</span>
-<span class="c1">#     http://www.apache.org/licenses/LICENSE-2.0</span>
-<span class="c1">#</span>
-<span class="c1">#  Unless required by applicable law or agreed to in writing, software</span>
-<span class="c1">#  distributed under the License is distributed on an &quot;AS IS&quot; BASIS,</span>
-<span class="c1">#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.</span>
-<span class="c1">#  See the License for the specific language governing permissions and</span>
-<span class="c1">#  limitations under the License.</span>
-
-<span class="kn">import</span><span class="w"> </span><span class="nn">operator</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">numbers</span><span class="w"> </span><span class="kn">import</span> <span class="n">Number</span>
-
-<span class="kn">import</span><span class="w"> </span><span class="nn">numpy</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">np</span>
-
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.memory</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">dpm</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.tensor</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">dpt</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.tensor._tensor_impl</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">ti</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.utils</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">dpctl.tensor._copy_utils</span><span class="w"> </span><span class="kn">import</span> <span class="n">_empty_like_orderK</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">dpctl.tensor._data_types</span><span class="w"> </span><span class="kn">import</span> <span class="n">_get_dtype</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">dpctl.tensor._device</span><span class="w"> </span><span class="kn">import</span> <span class="n">normalize_queue_device</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">dpctl.tensor._usmarray</span><span class="w"> </span><span class="kn">import</span> <span class="n">_is_object_with_buffer_protocol</span>
-
-<span class="vm">__doc__</span> <span class="o">=</span> <span class="s2">&quot;Implementation of creation functions in :module:`dpctl.tensor`&quot;</span>
-
-<span class="n">_empty_tuple</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">()</span>
-<span class="n">_host_set</span> <span class="o">=</span> <span class="nb">frozenset</span><span class="p">([</span><span class="kc">None</span><span class="p">])</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_array_info_dispatch</span><span class="p">(</span><span class="n">obj</span><span class="p">):</span>
-    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">obj</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">return</span> <span class="n">obj</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">obj</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span> <span class="nb">frozenset</span><span class="p">([</span><span class="n">obj</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">])</span>
-    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">obj</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">):</span>
-        <span class="k">return</span> <span class="n">obj</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">obj</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span> <span class="n">_host_set</span>
-    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">obj</span><span class="p">,</span> <span class="nb">range</span><span class="p">):</span>
-        <span class="k">return</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">obj</span><span class="p">),),</span> <span class="nb">int</span><span class="p">,</span> <span class="n">_host_set</span>
-    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">obj</span><span class="p">,</span> <span class="nb">bool</span><span class="p">):</span>
-        <span class="k">return</span> <span class="n">_empty_tuple</span><span class="p">,</span> <span class="nb">bool</span><span class="p">,</span> <span class="n">_host_set</span>
-    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">obj</span><span class="p">,</span> <span class="nb">float</span><span class="p">):</span>
-        <span class="k">return</span> <span class="n">_empty_tuple</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="n">_host_set</span>
-    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">obj</span><span class="p">,</span> <span class="nb">int</span><span class="p">):</span>
-        <span class="k">return</span> <span class="n">_empty_tuple</span><span class="p">,</span> <span class="nb">int</span><span class="p">,</span> <span class="n">_host_set</span>
-    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">obj</span><span class="p">,</span> <span class="nb">complex</span><span class="p">):</span>
-        <span class="k">return</span> <span class="n">_empty_tuple</span><span class="p">,</span> <span class="nb">complex</span><span class="p">,</span> <span class="n">_host_set</span>
-    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span>
-        <span class="n">obj</span><span class="p">,</span>
-        <span class="p">(</span>
-            <span class="nb">list</span><span class="p">,</span>
-            <span class="nb">tuple</span><span class="p">,</span>
-        <span class="p">),</span>
-    <span class="p">):</span>
-        <span class="k">return</span> <span class="n">_array_info_sequence</span><span class="p">(</span><span class="n">obj</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">_is_object_with_buffer_protocol</span><span class="p">(</span><span class="n">obj</span><span class="p">):</span>
-        <span class="n">np_obj</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">obj</span><span class="p">)</span>
-        <span class="k">return</span> <span class="n">np_obj</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">np_obj</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span> <span class="n">_host_set</span>
-    <span class="k">if</span> <span class="nb">hasattr</span><span class="p">(</span><span class="n">obj</span><span class="p">,</span> <span class="s2">&quot;__sycl_usm_array_interface__&quot;</span><span class="p">):</span>
-        <span class="n">usm_ar</span> <span class="o">=</span> <span class="n">_usm_ndarray_from_suai</span><span class="p">(</span><span class="n">obj</span><span class="p">)</span>
-        <span class="k">return</span> <span class="n">usm_ar</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">usm_ar</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span> <span class="nb">frozenset</span><span class="p">([</span><span class="n">usm_ar</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">])</span>
-    <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="nb">type</span><span class="p">(</span><span class="n">obj</span><span class="p">))</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_array_info_sequence</span><span class="p">(</span><span class="n">li</span><span class="p">):</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">li</span><span class="p">,</span> <span class="p">(</span><span class="nb">list</span><span class="p">,</span> <span class="nb">tuple</span><span class="p">,</span> <span class="nb">range</span><span class="p">)):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected list, tuple, or range, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">li</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-    <span class="n">n</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">li</span><span class="p">)</span>
-    <span class="n">dim</span> <span class="o">=</span> <span class="kc">None</span>
-    <span class="n">dt</span> <span class="o">=</span> <span class="kc">None</span>
-    <span class="n">device</span> <span class="o">=</span> <span class="nb">frozenset</span><span class="p">()</span>
-    <span class="k">for</span> <span class="n">el</span> <span class="ow">in</span> <span class="n">li</span><span class="p">:</span>
-        <span class="n">el_dim</span><span class="p">,</span> <span class="n">el_dt</span><span class="p">,</span> <span class="n">el_dev</span> <span class="o">=</span> <span class="n">_array_info_dispatch</span><span class="p">(</span><span class="n">el</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">dim</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="n">dim</span> <span class="o">=</span> <span class="n">el_dim</span>
-            <span class="n">dt</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">promote_types</span><span class="p">(</span><span class="n">el_dt</span><span class="p">,</span> <span class="n">el_dt</span><span class="p">)</span>
-            <span class="n">device</span> <span class="o">=</span> <span class="n">device</span><span class="o">.</span><span class="n">union</span><span class="p">(</span><span class="n">el_dev</span><span class="p">)</span>
-        <span class="k">elif</span> <span class="n">el_dim</span> <span class="o">==</span> <span class="n">dim</span><span class="p">:</span>
-            <span class="n">dt</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">promote_types</span><span class="p">(</span><span class="n">dt</span><span class="p">,</span> <span class="n">el_dt</span><span class="p">)</span>
-            <span class="n">device</span> <span class="o">=</span> <span class="n">device</span><span class="o">.</span><span class="n">union</span><span class="p">(</span><span class="n">el_dev</span><span class="p">)</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Inconsistent dimensions, </span><span class="si">{</span><span class="n">dim</span><span class="si">}</span><span class="s2"> and </span><span class="si">{</span><span class="n">el_dim</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">dim</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">dim</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">()</span>
-        <span class="n">dt</span> <span class="o">=</span> <span class="nb">float</span>
-        <span class="n">device</span> <span class="o">=</span> <span class="n">_host_set</span>
-    <span class="k">return</span> <span class="p">(</span><span class="n">n</span><span class="p">,)</span> <span class="o">+</span> <span class="n">dim</span><span class="p">,</span> <span class="n">dt</span><span class="p">,</span> <span class="n">device</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_asarray_from_usm_ndarray</span><span class="p">(</span>
-    <span class="n">usm_ndary</span><span class="p">,</span>
-    <span class="n">dtype</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-    <span class="n">copy</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-    <span class="n">usm_type</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-    <span class="n">sycl_queue</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-    <span class="n">order</span><span class="o">=</span><span class="s2">&quot;K&quot;</span><span class="p">,</span>
-<span class="p">):</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">usm_ndary</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="sa">f</span><span class="s2">&quot;Expected dpctl.tensor.usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">usm_ndary</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span>
-        <span class="p">)</span>
-    <span class="k">if</span> <span class="n">dtype</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">dtype</span> <span class="o">=</span> <span class="n">usm_ndary</span><span class="o">.</span><span class="n">dtype</span>
-    <span class="k">if</span> <span class="n">usm_type</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">usm_type</span> <span class="o">=</span> <span class="n">usm_ndary</span><span class="o">.</span><span class="n">usm_type</span>
-    <span class="k">if</span> <span class="n">sycl_queue</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">exec_q</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_execution_queue</span><span class="p">(</span>
-            <span class="p">[</span><span class="n">usm_ndary</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="p">]</span>
-        <span class="p">)</span>
-        <span class="n">copy_q</span> <span class="o">=</span> <span class="n">normalize_queue_device</span><span class="p">(</span><span class="n">sycl_queue</span><span class="o">=</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="n">exec_q</span><span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">copy_q</span> <span class="o">=</span> <span class="n">usm_ndary</span><span class="o">.</span><span class="n">sycl_queue</span>
-    <span class="c1"># Conditions for zero copy:</span>
-    <span class="n">can_zero_copy</span> <span class="o">=</span> <span class="n">copy</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">True</span>
-    <span class="c1">#    dtype is unchanged</span>
-    <span class="n">can_zero_copy</span> <span class="o">=</span> <span class="n">can_zero_copy</span> <span class="ow">and</span> <span class="n">dtype</span> <span class="o">==</span> <span class="n">usm_ndary</span><span class="o">.</span><span class="n">dtype</span>
-    <span class="c1">#    USM allocation type is unchanged</span>
-    <span class="n">can_zero_copy</span> <span class="o">=</span> <span class="n">can_zero_copy</span> <span class="ow">and</span> <span class="n">usm_type</span> <span class="o">==</span> <span class="n">usm_ndary</span><span class="o">.</span><span class="n">usm_type</span>
-    <span class="c1">#    sycl_queue is unchanged</span>
-    <span class="n">can_zero_copy</span> <span class="o">=</span> <span class="n">can_zero_copy</span> <span class="ow">and</span> <span class="n">copy_q</span> <span class="ow">is</span> <span class="n">usm_ndary</span><span class="o">.</span><span class="n">sycl_queue</span>
-    <span class="c1">#    order is unchanged</span>
-    <span class="n">c_contig</span> <span class="o">=</span> <span class="n">usm_ndary</span><span class="o">.</span><span class="n">flags</span><span class="o">.</span><span class="n">c_contiguous</span>
-    <span class="n">f_contig</span> <span class="o">=</span> <span class="n">usm_ndary</span><span class="o">.</span><span class="n">flags</span><span class="o">.</span><span class="n">f_contiguous</span>
-    <span class="n">fc_contig</span> <span class="o">=</span> <span class="n">usm_ndary</span><span class="o">.</span><span class="n">flags</span><span class="o">.</span><span class="n">forc</span>
-    <span class="k">if</span> <span class="n">can_zero_copy</span><span class="p">:</span>
-        <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;C&quot;</span> <span class="ow">and</span> <span class="n">c_contig</span><span class="p">:</span>
-            <span class="k">pass</span>
-        <span class="k">elif</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;F&quot;</span> <span class="ow">and</span> <span class="n">f_contig</span><span class="p">:</span>
-            <span class="k">pass</span>
-        <span class="k">elif</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;A&quot;</span> <span class="ow">and</span> <span class="n">fc_contig</span><span class="p">:</span>
-            <span class="k">pass</span>
-        <span class="k">elif</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;K&quot;</span><span class="p">:</span>
-            <span class="k">pass</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">can_zero_copy</span> <span class="o">=</span> <span class="kc">False</span>
-    <span class="k">if</span> <span class="n">copy</span> <span class="ow">is</span> <span class="kc">False</span> <span class="ow">and</span> <span class="n">can_zero_copy</span> <span class="ow">is</span> <span class="kc">False</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;asarray(..., copy=False) is not possible&quot;</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">can_zero_copy</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">usm_ndary</span>
-    <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;A&quot;</span><span class="p">:</span>
-        <span class="n">order</span> <span class="o">=</span> <span class="s2">&quot;F&quot;</span> <span class="k">if</span> <span class="n">f_contig</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">c_contig</span> <span class="k">else</span> <span class="s2">&quot;C&quot;</span>
-    <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;K&quot;</span> <span class="ow">and</span> <span class="n">fc_contig</span><span class="p">:</span>
-        <span class="n">order</span> <span class="o">=</span> <span class="s2">&quot;C&quot;</span> <span class="k">if</span> <span class="n">c_contig</span> <span class="k">else</span> <span class="s2">&quot;F&quot;</span>
-    <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;K&quot;</span><span class="p">:</span>
-        <span class="n">_ensure_native_dtype_device_support</span><span class="p">(</span><span class="n">dtype</span><span class="p">,</span> <span class="n">copy_q</span><span class="o">.</span><span class="n">sycl_device</span><span class="p">)</span>
-        <span class="n">res</span> <span class="o">=</span> <span class="n">_empty_like_orderK</span><span class="p">(</span><span class="n">usm_ndary</span><span class="p">,</span> <span class="n">dtype</span><span class="p">,</span> <span class="n">usm_type</span><span class="p">,</span> <span class="n">copy_q</span><span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">_ensure_native_dtype_device_support</span><span class="p">(</span><span class="n">dtype</span><span class="p">,</span> <span class="n">copy_q</span><span class="o">.</span><span class="n">sycl_device</span><span class="p">)</span>
-        <span class="n">res</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">(</span>
-            <span class="n">usm_ndary</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span>
-            <span class="n">dtype</span><span class="o">=</span><span class="n">dtype</span><span class="p">,</span>
-            <span class="n">buffer</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span>
-            <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">,</span>
-            <span class="n">buffer_ctor_kwargs</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;queue&quot;</span><span class="p">:</span> <span class="n">copy_q</span><span class="p">},</span>
-        <span class="p">)</span>
-    <span class="n">eq</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_execution_queue</span><span class="p">([</span><span class="n">usm_ndary</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">copy_q</span><span class="p">])</span>
-    <span class="k">if</span> <span class="n">eq</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">_manager</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">eq</span><span class="p">]</span>
-        <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-        <span class="n">hev</span><span class="p">,</span> <span class="n">cpy_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">usm_ndary</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">res</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">eq</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">hev</span><span class="p">,</span> <span class="n">cpy_ev</span><span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">tmp</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">asnumpy</span><span class="p">(</span><span class="n">usm_ndary</span><span class="p">)</span>
-        <span class="n">res</span><span class="p">[</span><span class="o">...</span><span class="p">]</span> <span class="o">=</span> <span class="n">tmp</span>
-    <span class="k">return</span> <span class="n">res</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_map_to_device_dtype</span><span class="p">(</span><span class="n">dt</span><span class="p">,</span> <span class="n">q</span><span class="p">):</span>
-    <span class="n">dtc</span> <span class="o">=</span> <span class="n">dt</span><span class="o">.</span><span class="n">char</span>
-    <span class="k">if</span> <span class="n">dtc</span> <span class="o">==</span> <span class="s2">&quot;?&quot;</span> <span class="ow">or</span> <span class="n">np</span><span class="o">.</span><span class="n">issubdtype</span><span class="p">(</span><span class="n">dt</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">integer</span><span class="p">):</span>
-        <span class="k">return</span> <span class="n">dt</span>
-    <span class="n">d</span> <span class="o">=</span> <span class="n">q</span><span class="o">.</span><span class="n">sycl_device</span>
-    <span class="k">if</span> <span class="n">np</span><span class="o">.</span><span class="n">issubdtype</span><span class="p">(</span><span class="n">dt</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">floating</span><span class="p">):</span>
-        <span class="k">if</span> <span class="n">dtc</span> <span class="o">==</span> <span class="s2">&quot;f&quot;</span><span class="p">:</span>
-            <span class="k">return</span> <span class="n">dt</span>
-        <span class="k">if</span> <span class="n">dtc</span> <span class="o">==</span> <span class="s2">&quot;d&quot;</span> <span class="ow">and</span> <span class="n">d</span><span class="o">.</span><span class="n">has_aspect_fp64</span><span class="p">:</span>
-            <span class="k">return</span> <span class="n">dt</span>
-        <span class="k">if</span> <span class="n">dtc</span> <span class="o">==</span> <span class="s2">&quot;e&quot;</span> <span class="ow">and</span> <span class="n">d</span><span class="o">.</span><span class="n">has_aspect_fp16</span><span class="p">:</span>
-            <span class="k">return</span> <span class="n">dt</span>
-        <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="s2">&quot;f4&quot;</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">np</span><span class="o">.</span><span class="n">issubdtype</span><span class="p">(</span><span class="n">dt</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">complexfloating</span><span class="p">):</span>
-        <span class="k">if</span> <span class="n">dtc</span> <span class="o">==</span> <span class="s2">&quot;F&quot;</span><span class="p">:</span>
-            <span class="k">return</span> <span class="n">dt</span>
-        <span class="k">if</span> <span class="n">dtc</span> <span class="o">==</span> <span class="s2">&quot;D&quot;</span> <span class="ow">and</span> <span class="n">d</span><span class="o">.</span><span class="n">has_aspect_fp64</span><span class="p">:</span>
-            <span class="k">return</span> <span class="n">dt</span>
-        <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="s2">&quot;c8&quot;</span><span class="p">)</span>
-    <span class="k">raise</span> <span class="ne">RuntimeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Unrecognized data type &#39;</span><span class="si">{</span><span class="n">dt</span><span class="si">}</span><span class="s2">&#39; encountered.&quot;</span><span class="p">)</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_usm_ndarray_from_suai</span><span class="p">(</span><span class="n">obj</span><span class="p">):</span>
-    <span class="n">sua_iface</span> <span class="o">=</span> <span class="nb">getattr</span><span class="p">(</span><span class="n">obj</span><span class="p">,</span> <span class="s2">&quot;__sycl_usm_array_interface__&quot;</span><span class="p">)</span>
-    <span class="n">membuf</span> <span class="o">=</span> <span class="n">dpm</span><span class="o">.</span><span class="n">as_usm_memory</span><span class="p">(</span><span class="n">obj</span><span class="p">)</span>
-    <span class="n">ary</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">(</span>
-        <span class="n">sua_iface</span><span class="p">[</span><span class="s2">&quot;shape&quot;</span><span class="p">],</span>
-        <span class="n">dtype</span><span class="o">=</span><span class="n">sua_iface</span><span class="p">[</span><span class="s2">&quot;typestr&quot;</span><span class="p">],</span>
-        <span class="n">buffer</span><span class="o">=</span><span class="n">membuf</span><span class="p">,</span>
-        <span class="n">strides</span><span class="o">=</span><span class="n">sua_iface</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;strides&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">),</span>
-    <span class="p">)</span>
-    <span class="n">_data_field</span> <span class="o">=</span> <span class="n">sua_iface</span><span class="p">[</span><span class="s2">&quot;data&quot;</span><span class="p">]</span>
-    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">_data_field</span><span class="p">,</span> <span class="nb">tuple</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">_data_field</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
-        <span class="n">ro_field</span> <span class="o">=</span> <span class="n">_data_field</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">ro_field</span> <span class="o">=</span> <span class="kc">False</span>
-    <span class="k">if</span> <span class="n">ro_field</span><span class="p">:</span>
-        <span class="n">ary</span><span class="o">.</span><span class="n">flags</span><span class="p">[</span><span class="s2">&quot;W&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="kc">False</span>
-    <span class="k">return</span> <span class="n">ary</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_asarray_from_numpy_ndarray</span><span class="p">(</span>
-    <span class="n">ary</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;K&quot;</span>
-<span class="p">):</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">ary</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected numpy.ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">ary</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">usm_type</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">usm_type</span> <span class="o">=</span> <span class="s2">&quot;device&quot;</span>
-    <span class="n">copy_q</span> <span class="o">=</span> <span class="n">normalize_queue_device</span><span class="p">(</span><span class="n">sycl_queue</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="n">sycl_queue</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">ary</span><span class="o">.</span><span class="n">dtype</span><span class="o">.</span><span class="n">char</span> <span class="ow">not</span> <span class="ow">in</span> <span class="s2">&quot;?bBhHiIlLqQefdFD&quot;</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="sa">f</span><span class="s2">&quot;Numpy array of data type </span><span class="si">{</span><span class="n">ary</span><span class="o">.</span><span class="n">dtype</span><span class="si">}</span><span class="s2"> is not supported. &quot;</span>
-            <span class="s2">&quot;Please convert the input to an array with numeric data type.&quot;</span>
-        <span class="p">)</span>
-    <span class="k">if</span> <span class="n">dtype</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="c1"># deduce device-representable output data type</span>
-        <span class="n">dtype</span> <span class="o">=</span> <span class="n">_map_to_device_dtype</span><span class="p">(</span><span class="n">ary</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span> <span class="n">copy_q</span><span class="p">)</span>
-    <span class="n">f_contig</span> <span class="o">=</span> <span class="n">ary</span><span class="o">.</span><span class="n">flags</span><span class="p">[</span><span class="s2">&quot;F&quot;</span><span class="p">]</span>
-    <span class="n">c_contig</span> <span class="o">=</span> <span class="n">ary</span><span class="o">.</span><span class="n">flags</span><span class="p">[</span><span class="s2">&quot;C&quot;</span><span class="p">]</span>
-    <span class="n">fc_contig</span> <span class="o">=</span> <span class="n">f_contig</span> <span class="ow">or</span> <span class="n">c_contig</span>
-    <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;A&quot;</span><span class="p">:</span>
-        <span class="n">order</span> <span class="o">=</span> <span class="s2">&quot;F&quot;</span> <span class="k">if</span> <span class="n">f_contig</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">c_contig</span> <span class="k">else</span> <span class="s2">&quot;C&quot;</span>
-    <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;K&quot;</span> <span class="ow">and</span> <span class="n">fc_contig</span><span class="p">:</span>
-        <span class="n">order</span> <span class="o">=</span> <span class="s2">&quot;C&quot;</span> <span class="k">if</span> <span class="n">c_contig</span> <span class="k">else</span> <span class="s2">&quot;F&quot;</span>
-    <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;K&quot;</span><span class="p">:</span>
-        <span class="c1"># new USM allocation</span>
-        <span class="n">_ensure_native_dtype_device_support</span><span class="p">(</span><span class="n">dtype</span><span class="p">,</span> <span class="n">copy_q</span><span class="o">.</span><span class="n">sycl_device</span><span class="p">)</span>
-        <span class="n">res</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">(</span>
-            <span class="n">ary</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span>
-            <span class="n">dtype</span><span class="o">=</span><span class="n">dtype</span><span class="p">,</span>
-            <span class="n">buffer</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span>
-            <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">,</span>
-            <span class="n">buffer_ctor_kwargs</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;queue&quot;</span><span class="p">:</span> <span class="n">copy_q</span><span class="p">},</span>
-        <span class="p">)</span>
-        <span class="n">original_strides</span> <span class="o">=</span> <span class="n">ary</span><span class="o">.</span><span class="n">strides</span>
-        <span class="n">ind</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span>
-            <span class="nb">range</span><span class="p">(</span><span class="n">ary</span><span class="o">.</span><span class="n">ndim</span><span class="p">),</span>
-            <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">i</span><span class="p">:</span> <span class="nb">abs</span><span class="p">(</span><span class="n">original_strides</span><span class="p">[</span><span class="n">i</span><span class="p">]),</span>
-            <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
-        <span class="p">)</span>
-        <span class="n">new_strides</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">res</span><span class="o">.</span><span class="n">strides</span><span class="p">[</span><span class="n">ind</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">ind</span><span class="p">)</span>
-        <span class="c1"># reuse previously made USM allocation</span>
-        <span class="n">res</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">(</span>
-            <span class="n">res</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">res</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span> <span class="n">buffer</span><span class="o">=</span><span class="n">res</span><span class="o">.</span><span class="n">usm_data</span><span class="p">,</span> <span class="n">strides</span><span class="o">=</span><span class="n">new_strides</span>
-        <span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">_ensure_native_dtype_device_support</span><span class="p">(</span><span class="n">dtype</span><span class="p">,</span> <span class="n">copy_q</span><span class="o">.</span><span class="n">sycl_device</span><span class="p">)</span>
-        <span class="n">res</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">(</span>
-            <span class="n">ary</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span>
-            <span class="n">dtype</span><span class="o">=</span><span class="n">dtype</span><span class="p">,</span>
-            <span class="n">buffer</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span>
-            <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">,</span>
-            <span class="n">buffer_ctor_kwargs</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;queue&quot;</span><span class="p">:</span> <span class="n">copy_q</span><span class="p">},</span>
-        <span class="p">)</span>
-    <span class="n">res</span><span class="p">[</span><span class="o">...</span><span class="p">]</span> <span class="o">=</span> <span class="n">ary</span>
-    <span class="k">return</span> <span class="n">res</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_ensure_native_dtype_device_support</span><span class="p">(</span><span class="n">dtype</span><span class="p">,</span> <span class="n">dev</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;Check that dtype is natively supported by device.</span>
-
-<span class="sd">    Arg:</span>
-<span class="sd">        dtype:</span>
-<span class="sd">            Elemental data-type</span>
-<span class="sd">        dev (:class:`dpctl.SyclDevice`):</span>
-<span class="sd">            The device about which the query is being made.</span>
-<span class="sd">    Returns:</span>
-<span class="sd">        None</span>
-<span class="sd">    Raise:</span>
-<span class="sd">        ValueError:</span>
-<span class="sd">            if device does not natively support this `dtype`.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="n">dtype</span> <span class="ow">in</span> <span class="p">[</span><span class="n">dpt</span><span class="o">.</span><span class="n">float64</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">complex128</span><span class="p">]</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">dev</span><span class="o">.</span><span class="n">has_aspect_fp64</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-            <span class="sa">f</span><span class="s2">&quot;Device </span><span class="si">{</span><span class="n">dev</span><span class="o">.</span><span class="n">name</span><span class="si">}</span><span class="s2"> does not provide native support &quot;</span>
-            <span class="s2">&quot;for double-precision floating point type.&quot;</span>
-        <span class="p">)</span>
-    <span class="k">if</span> <span class="p">(</span>
-        <span class="n">dtype</span>
-        <span class="ow">in</span> <span class="p">[</span>
-            <span class="n">dpt</span><span class="o">.</span><span class="n">float16</span><span class="p">,</span>
-        <span class="p">]</span>
-        <span class="ow">and</span> <span class="ow">not</span> <span class="n">dev</span><span class="o">.</span><span class="n">has_aspect_fp16</span>
-    <span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-            <span class="sa">f</span><span class="s2">&quot;Device </span><span class="si">{</span><span class="n">dev</span><span class="o">.</span><span class="n">name</span><span class="si">}</span><span class="s2"> does not provide native support &quot;</span>
-            <span class="s2">&quot;for half-precision floating point type.&quot;</span>
-        <span class="p">)</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_usm_types_walker</span><span class="p">(</span><span class="n">o</span><span class="p">,</span> <span class="n">usm_types_list</span><span class="p">):</span>
-    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">o</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="n">usm_types_list</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">o</span><span class="o">.</span><span class="n">usm_type</span><span class="p">)</span>
-        <span class="k">return</span>
-    <span class="k">if</span> <span class="nb">hasattr</span><span class="p">(</span><span class="n">o</span><span class="p">,</span> <span class="s2">&quot;__sycl_usm_array_interface__&quot;</span><span class="p">):</span>
-        <span class="n">usm_ar</span> <span class="o">=</span> <span class="n">_usm_ndarray_from_suai</span><span class="p">(</span><span class="n">o</span><span class="p">)</span>
-        <span class="n">usm_types_list</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">usm_ar</span><span class="o">.</span><span class="n">usm_type</span><span class="p">)</span>
-        <span class="k">return</span>
-    <span class="k">if</span> <span class="n">_is_object_with_buffer_protocol</span><span class="p">(</span><span class="n">o</span><span class="p">):</span>
-        <span class="k">return</span>
-    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">o</span><span class="p">,</span> <span class="p">(</span><span class="nb">int</span><span class="p">,</span> <span class="nb">bool</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">complex</span><span class="p">)):</span>
-        <span class="k">return</span>
-    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">o</span><span class="p">,</span> <span class="p">(</span><span class="nb">list</span><span class="p">,</span> <span class="nb">tuple</span><span class="p">,</span> <span class="nb">range</span><span class="p">)):</span>
-        <span class="k">for</span> <span class="n">el</span> <span class="ow">in</span> <span class="n">o</span><span class="p">:</span>
-            <span class="n">_usm_types_walker</span><span class="p">(</span><span class="n">el</span><span class="p">,</span> <span class="n">usm_types_list</span><span class="p">)</span>
-        <span class="k">return</span>
-    <span class="k">raise</span> <span class="ne">TypeError</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_device_copy_walker</span><span class="p">(</span><span class="n">seq_o</span><span class="p">,</span> <span class="n">res</span><span class="p">,</span> <span class="n">_manager</span><span class="p">):</span>
-    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">seq_o</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="n">exec_q</span> <span class="o">=</span> <span class="n">res</span><span class="o">.</span><span class="n">sycl_queue</span>
-        <span class="n">deps</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-        <span class="n">ht_ev</span><span class="p">,</span> <span class="n">cpy_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">seq_o</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">res</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">deps</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">cpy_ev</span><span class="p">)</span>
-        <span class="k">return</span>
-    <span class="k">if</span> <span class="nb">hasattr</span><span class="p">(</span><span class="n">seq_o</span><span class="p">,</span> <span class="s2">&quot;__sycl_usm_array_interface__&quot;</span><span class="p">):</span>
-        <span class="n">usm_ar</span> <span class="o">=</span> <span class="n">_usm_ndarray_from_suai</span><span class="p">(</span><span class="n">seq_o</span><span class="p">)</span>
-        <span class="n">exec_q</span> <span class="o">=</span> <span class="n">res</span><span class="o">.</span><span class="n">sycl_queue</span>
-        <span class="n">deps</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-        <span class="n">ht_ev</span><span class="p">,</span> <span class="n">cpy_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">usm_ar</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">res</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">deps</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">cpy_ev</span><span class="p">)</span>
-        <span class="k">return</span>
-    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">seq_o</span><span class="p">,</span> <span class="p">(</span><span class="nb">list</span><span class="p">,</span> <span class="nb">tuple</span><span class="p">)):</span>
-        <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">el</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">seq_o</span><span class="p">):</span>
-            <span class="n">_device_copy_walker</span><span class="p">(</span><span class="n">el</span><span class="p">,</span> <span class="n">res</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">_manager</span><span class="p">)</span>
-        <span class="k">return</span>
-    <span class="k">raise</span> <span class="ne">TypeError</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_copy_through_host_walker</span><span class="p">(</span><span class="n">seq_o</span><span class="p">,</span> <span class="n">usm_res</span><span class="p">):</span>
-    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">seq_o</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">if</span> <span class="p">(</span>
-            <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_execution_queue</span><span class="p">(</span>
-                <span class="p">(</span>
-                    <span class="n">usm_res</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span>
-                    <span class="n">seq_o</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span>
-                <span class="p">)</span>
-            <span class="p">)</span>
-            <span class="ow">is</span> <span class="kc">None</span>
-        <span class="p">):</span>
-            <span class="n">usm_res</span><span class="p">[</span><span class="o">...</span><span class="p">]</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">asnumpy</span><span class="p">(</span><span class="n">seq_o</span><span class="p">)</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
-            <span class="k">return</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">usm_res</span><span class="p">[</span><span class="o">...</span><span class="p">]</span> <span class="o">=</span> <span class="n">seq_o</span>
-    <span class="k">if</span> <span class="nb">hasattr</span><span class="p">(</span><span class="n">seq_o</span><span class="p">,</span> <span class="s2">&quot;__sycl_usm_array_interface__&quot;</span><span class="p">):</span>
-        <span class="n">usm_ar</span> <span class="o">=</span> <span class="n">_usm_ndarray_from_suai</span><span class="p">(</span><span class="n">seq_o</span><span class="p">)</span>
-        <span class="k">if</span> <span class="p">(</span>
-            <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_execution_queue</span><span class="p">(</span>
-                <span class="p">(</span>
-                    <span class="n">usm_res</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span>
-                    <span class="n">usm_ar</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span>
-                <span class="p">)</span>
-            <span class="p">)</span>
-            <span class="ow">is</span> <span class="kc">None</span>
-        <span class="p">):</span>
-            <span class="n">usm_res</span><span class="p">[</span><span class="o">...</span><span class="p">]</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">asnumpy</span><span class="p">(</span><span class="n">usm_ar</span><span class="p">)</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">usm_res</span><span class="p">[</span><span class="o">...</span><span class="p">]</span> <span class="o">=</span> <span class="n">usm_ar</span>
-        <span class="k">return</span>
-    <span class="k">if</span> <span class="n">_is_object_with_buffer_protocol</span><span class="p">(</span><span class="n">seq_o</span><span class="p">):</span>
-        <span class="n">np_ar</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">seq_o</span><span class="p">)</span>
-        <span class="n">usm_res</span><span class="p">[</span><span class="o">...</span><span class="p">]</span> <span class="o">=</span> <span class="n">np_ar</span>
-        <span class="k">return</span>
-    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">seq_o</span><span class="p">,</span> <span class="p">(</span><span class="nb">list</span><span class="p">,</span> <span class="nb">tuple</span><span class="p">)):</span>
-        <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">el</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">seq_o</span><span class="p">):</span>
-            <span class="n">_copy_through_host_walker</span><span class="p">(</span><span class="n">el</span><span class="p">,</span> <span class="n">usm_res</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
-        <span class="k">return</span>
-    <span class="n">usm_res</span><span class="p">[</span><span class="o">...</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">seq_o</span><span class="p">)</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_asarray_from_seq</span><span class="p">(</span>
-    <span class="n">seq_obj</span><span class="p">,</span>
-    <span class="n">seq_shape</span><span class="p">,</span>
-    <span class="n">seq_dt</span><span class="p">,</span>
-    <span class="n">alloc_q</span><span class="p">,</span>
-    <span class="n">exec_q</span><span class="p">,</span>
-    <span class="n">dtype</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-    <span class="n">usm_type</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-    <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">,</span>
-<span class="p">):</span>
-    <span class="s2">&quot;`seq_obj` is a sequence&quot;</span>
-    <span class="k">if</span> <span class="n">usm_type</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">usm_types_in_seq</span> <span class="o">=</span> <span class="p">[]</span>
-        <span class="n">_usm_types_walker</span><span class="p">(</span><span class="n">seq_obj</span><span class="p">,</span> <span class="n">usm_types_in_seq</span><span class="p">)</span>
-        <span class="n">usm_type</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_coerced_usm_type</span><span class="p">(</span><span class="n">usm_types_in_seq</span><span class="p">)</span>
-    <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">validate_usm_type</span><span class="p">(</span><span class="n">usm_type</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">dtype</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">dtype</span> <span class="o">=</span> <span class="n">_map_to_device_dtype</span><span class="p">(</span><span class="n">seq_dt</span><span class="p">,</span> <span class="n">alloc_q</span><span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">_mapped_dt</span> <span class="o">=</span> <span class="n">_map_to_device_dtype</span><span class="p">(</span><span class="n">dtype</span><span class="p">,</span> <span class="n">alloc_q</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">_mapped_dt</span> <span class="o">!=</span> <span class="n">dtype</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                <span class="sa">f</span><span class="s2">&quot;Device </span><span class="si">{</span><span class="n">alloc_q</span><span class="o">.</span><span class="n">sycl_device</span><span class="si">}</span><span class="s2"> &quot;</span>
-                <span class="sa">f</span><span class="s2">&quot;does not support </span><span class="si">{</span><span class="n">dtype</span><span class="si">}</span><span class="s2"> natively.&quot;</span>
-            <span class="p">)</span>
-        <span class="n">dtype</span> <span class="o">=</span> <span class="n">_mapped_dt</span>
-    <span class="k">if</span> <span class="n">order</span> <span class="ow">in</span> <span class="s2">&quot;KA&quot;</span><span class="p">:</span>
-        <span class="n">order</span> <span class="o">=</span> <span class="s2">&quot;C&quot;</span>
-    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclQueue</span><span class="p">):</span>
-        <span class="n">res</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-            <span class="n">seq_shape</span><span class="p">,</span>
-            <span class="n">dtype</span><span class="o">=</span><span class="n">dtype</span><span class="p">,</span>
-            <span class="n">usm_type</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">alloc_q</span><span class="p">,</span>
-            <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">,</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">exec_q</span><span class="p">]</span>
-        <span class="n">_device_copy_walker</span><span class="p">(</span><span class="n">seq_obj</span><span class="p">,</span> <span class="n">res</span><span class="p">,</span> <span class="n">_manager</span><span class="p">)</span>
-        <span class="k">return</span> <span class="n">res</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">res</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-            <span class="n">seq_shape</span><span class="p">,</span>
-            <span class="n">dtype</span><span class="o">=</span><span class="n">dtype</span><span class="p">,</span>
-            <span class="n">usm_type</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">alloc_q</span><span class="p">,</span>
-            <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">,</span>
-        <span class="p">)</span>
-        <span class="n">_copy_through_host_walker</span><span class="p">(</span><span class="n">seq_obj</span><span class="p">,</span> <span class="n">res</span><span class="p">)</span>
-        <span class="k">return</span> <span class="n">res</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_asarray_from_seq_single_device</span><span class="p">(</span>
-    <span class="n">obj</span><span class="p">,</span>
-    <span class="n">seq_shape</span><span class="p">,</span>
-    <span class="n">seq_dt</span><span class="p">,</span>
-    <span class="n">seq_dev</span><span class="p">,</span>
-    <span class="n">dtype</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-    <span class="n">usm_type</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-    <span class="n">sycl_queue</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-    <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">,</span>
-<span class="p">):</span>
-    <span class="k">if</span> <span class="n">sycl_queue</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">exec_q</span> <span class="o">=</span> <span class="n">seq_dev</span>
-        <span class="n">alloc_q</span> <span class="o">=</span> <span class="n">seq_dev</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">exec_q</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_execution_queue</span><span class="p">(</span>
-            <span class="p">(</span>
-                <span class="n">sycl_queue</span><span class="p">,</span>
-                <span class="n">seq_dev</span><span class="p">,</span>
-            <span class="p">)</span>
-        <span class="p">)</span>
-        <span class="n">alloc_q</span> <span class="o">=</span> <span class="n">sycl_queue</span>
-    <span class="k">return</span> <span class="n">_asarray_from_seq</span><span class="p">(</span>
-        <span class="n">obj</span><span class="p">,</span>
-        <span class="n">seq_shape</span><span class="p">,</span>
-        <span class="n">seq_dt</span><span class="p">,</span>
-        <span class="n">alloc_q</span><span class="p">,</span>
-        <span class="n">exec_q</span><span class="p">,</span>
-        <span class="n">dtype</span><span class="o">=</span><span class="n">dtype</span><span class="p">,</span>
-        <span class="n">usm_type</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span>
-        <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">,</span>
-    <span class="p">)</span>
-
-
-<div class="viewcode-block" id="asarray"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.asarray.html#dpctl.tensor.asarray">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">asarray</span><span class="p">(</span>
-    <span class="n">obj</span><span class="p">,</span>
-    <span class="o">/</span><span class="p">,</span>
-    <span class="o">*</span><span class="p">,</span>
-    <span class="n">dtype</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-    <span class="n">device</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-    <span class="n">copy</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-    <span class="n">usm_type</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-    <span class="n">sycl_queue</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-    <span class="n">order</span><span class="o">=</span><span class="s2">&quot;K&quot;</span><span class="p">,</span>
-<span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Converts input object to :class:`dpctl.tensor.usm_ndarray`.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        obj: Python object to convert. Can be an instance of</span>
-<span class="sd">            :class:`dpctl.tensor.usm_ndarray`,</span>
-<span class="sd">            an object representing SYCL USM allocation and implementing</span>
-<span class="sd">            ``__sycl_usm_array_interface__`` protocol, an instance</span>
-<span class="sd">            of :class:`numpy.ndarray`, an object supporting Python buffer</span>
-<span class="sd">            protocol, a Python scalar, or a (possibly nested) sequence of</span>
-<span class="sd">            Python scalars.</span>
-<span class="sd">        dtype (data type, optional):</span>
-<span class="sd">            output array data type. If ``dtype`` is</span>
-<span class="sd">            ``None``, the output array data type is inferred from data types in</span>
-<span class="sd">            ``obj``. Default: ``None``</span>
-<span class="sd">        copy (`bool`, optional):</span>
-<span class="sd">            boolean indicating whether or not to copy the</span>
-<span class="sd">            input. If ``True``, always creates a copy. If ``False``, the</span>
-<span class="sd">            need to copy raises :exc:`ValueError`. If ``None``, tries to reuse</span>
-<span class="sd">            existing memory allocations if possible, but allows to perform</span>
-<span class="sd">            a copy otherwise. Default: ``None``</span>
-<span class="sd">        order (``&quot;C&quot;``, ``&quot;F&quot;``, ``&quot;A&quot;``, ``&quot;K&quot;``, optional):</span>
-<span class="sd">            memory layout of the output array. Default: ``&quot;K&quot;``</span>
-<span class="sd">        device (optional): array API concept of device where the output array</span>
-<span class="sd">            is created. ``device`` can be ``None``, a oneAPI filter selector</span>
-<span class="sd">            string, an instance of :class:`dpctl.SyclDevice` corresponding to</span>
-<span class="sd">            a non-partitioned SYCL device, an instance of</span>
-<span class="sd">            :class:`dpctl.SyclQueue`, or a :class:`dpctl.tensor.Device` object</span>
-<span class="sd">            returned by :attr:`dpctl.tensor.usm_ndarray.device`.</span>
-<span class="sd">            Default: ``None``</span>
-<span class="sd">        usm_type (``&quot;device&quot;``, ``&quot;shared&quot;``, ``&quot;host&quot;``, optional):</span>
-<span class="sd">            The type of SYCL USM allocation for the output array.</span>
-<span class="sd">            Default: ``&quot;device&quot;``</span>
-<span class="sd">        sycl_queue (:class:`dpctl.SyclQueue`, optional):</span>
-<span class="sd">            The SYCL queue to use</span>
-<span class="sd">            for output array allocation and copying. ``sycl_queue`` and</span>
-<span class="sd">            ``device`` are complementary arguments, i.e. use one or another.</span>
-<span class="sd">            If both are specified, a :exc:`TypeError` is raised unless both</span>
-<span class="sd">            imply the same underlying SYCL queue to be used. If both are</span>
-<span class="sd">            ``None``, a cached queue targeting default-selected device is</span>
-<span class="sd">            used for allocation and population. Default: ``None``</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            Array created from input object.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="c1"># 1. Check that copy is a valid keyword</span>
-    <span class="k">if</span> <span class="n">copy</span> <span class="ow">not</span> <span class="ow">in</span> <span class="p">[</span><span class="kc">None</span><span class="p">,</span> <span class="kc">True</span><span class="p">,</span> <span class="kc">False</span><span class="p">]:</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="s2">&quot;Recognized copy keyword values should be True, False, or None&quot;</span>
-        <span class="p">)</span>
-    <span class="c1"># 2. Check that dtype is None, or a valid dtype</span>
-    <span class="k">if</span> <span class="n">dtype</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">dtype</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">dtype</span><span class="p">)</span>
-    <span class="c1"># 3. Validate order</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">order</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="sa">f</span><span class="s2">&quot;Expected order keyword to be of type str, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">order</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span>
-        <span class="p">)</span>
-    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">order</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span> <span class="ow">or</span> <span class="n">order</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="s2">&quot;KkAaCcFf&quot;</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-            <span class="s2">&quot;Unrecognized order keyword value, expecting &#39;K&#39;, &#39;A&#39;, &#39;F&#39;, or &#39;C&#39;.&quot;</span>
-        <span class="p">)</span>
-    <span class="n">order</span> <span class="o">=</span> <span class="n">order</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">upper</span><span class="p">()</span>
-    <span class="c1"># 4. Check that usm_type is None, or a valid value</span>
-    <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">validate_usm_type</span><span class="p">(</span><span class="n">usm_type</span><span class="p">,</span> <span class="n">allow_none</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
-    <span class="c1"># 5. Normalize device/sycl_queue [keep it None if was None]</span>
-    <span class="k">if</span> <span class="n">device</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">or</span> <span class="n">sycl_queue</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">sycl_queue</span> <span class="o">=</span> <span class="n">normalize_queue_device</span><span class="p">(</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="n">device</span>
-        <span class="p">)</span>
-
-    <span class="c1"># handle instance(obj, usm_ndarray)</span>
-    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">obj</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">return</span> <span class="n">_asarray_from_usm_ndarray</span><span class="p">(</span>
-            <span class="n">obj</span><span class="p">,</span>
-            <span class="n">dtype</span><span class="o">=</span><span class="n">dtype</span><span class="p">,</span>
-            <span class="n">copy</span><span class="o">=</span><span class="n">copy</span><span class="p">,</span>
-            <span class="n">usm_type</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">sycl_queue</span><span class="p">,</span>
-            <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">,</span>
-        <span class="p">)</span>
-    <span class="k">if</span> <span class="nb">hasattr</span><span class="p">(</span><span class="n">obj</span><span class="p">,</span> <span class="s2">&quot;__sycl_usm_array_interface__&quot;</span><span class="p">):</span>
-        <span class="n">ary</span> <span class="o">=</span> <span class="n">_usm_ndarray_from_suai</span><span class="p">(</span><span class="n">obj</span><span class="p">)</span>
-        <span class="k">return</span> <span class="n">_asarray_from_usm_ndarray</span><span class="p">(</span>
-            <span class="n">ary</span><span class="p">,</span>
-            <span class="n">dtype</span><span class="o">=</span><span class="n">dtype</span><span class="p">,</span>
-            <span class="n">copy</span><span class="o">=</span><span class="n">copy</span><span class="p">,</span>
-            <span class="n">usm_type</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">sycl_queue</span><span class="p">,</span>
-            <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">,</span>
-        <span class="p">)</span>
-    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">obj</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">):</span>
-        <span class="k">if</span> <span class="n">copy</span> <span class="ow">is</span> <span class="kc">False</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                <span class="s2">&quot;Converting numpy.ndarray to usm_ndarray requires a copy&quot;</span>
-            <span class="p">)</span>
-        <span class="k">return</span> <span class="n">_asarray_from_numpy_ndarray</span><span class="p">(</span>
-            <span class="n">obj</span><span class="p">,</span>
-            <span class="n">dtype</span><span class="o">=</span><span class="n">dtype</span><span class="p">,</span>
-            <span class="n">usm_type</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">sycl_queue</span><span class="p">,</span>
-            <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">,</span>
-        <span class="p">)</span>
-    <span class="k">if</span> <span class="n">_is_object_with_buffer_protocol</span><span class="p">(</span><span class="n">obj</span><span class="p">):</span>
-        <span class="k">if</span> <span class="n">copy</span> <span class="ow">is</span> <span class="kc">False</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                <span class="sa">f</span><span class="s2">&quot;Converting </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">obj</span><span class="p">)</span><span class="si">}</span><span class="s2"> to usm_ndarray requires a copy&quot;</span>
-            <span class="p">)</span>
-        <span class="k">return</span> <span class="n">_asarray_from_numpy_ndarray</span><span class="p">(</span>
-            <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">obj</span><span class="p">),</span>
-            <span class="n">dtype</span><span class="o">=</span><span class="n">dtype</span><span class="p">,</span>
-            <span class="n">usm_type</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">sycl_queue</span><span class="p">,</span>
-            <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">,</span>
-        <span class="p">)</span>
-    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">obj</span><span class="p">,</span> <span class="p">(</span><span class="nb">list</span><span class="p">,</span> <span class="nb">tuple</span><span class="p">,</span> <span class="nb">range</span><span class="p">)):</span>
-        <span class="k">if</span> <span class="n">copy</span> <span class="ow">is</span> <span class="kc">False</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                <span class="s2">&quot;Converting Python sequence to usm_ndarray requires a copy&quot;</span>
-            <span class="p">)</span>
-        <span class="n">seq_shape</span><span class="p">,</span> <span class="n">seq_dt</span><span class="p">,</span> <span class="n">devs</span> <span class="o">=</span> <span class="n">_array_info_sequence</span><span class="p">(</span><span class="n">obj</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">devs</span> <span class="o">==</span> <span class="n">_host_set</span><span class="p">:</span>
-            <span class="k">return</span> <span class="n">_asarray_from_numpy_ndarray</span><span class="p">(</span>
-                <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">obj</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">dtype</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">),</span>
-                <span class="n">dtype</span><span class="o">=</span><span class="n">dtype</span><span class="p">,</span>
-                <span class="n">usm_type</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span>
-                <span class="n">sycl_queue</span><span class="o">=</span><span class="n">sycl_queue</span><span class="p">,</span>
-                <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">,</span>
-            <span class="p">)</span>
-        <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">devs</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
-            <span class="n">seq_dev</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">devs</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
-            <span class="k">return</span> <span class="n">_asarray_from_seq_single_device</span><span class="p">(</span>
-                <span class="n">obj</span><span class="p">,</span>
-                <span class="n">seq_shape</span><span class="p">,</span>
-                <span class="n">seq_dt</span><span class="p">,</span>
-                <span class="n">seq_dev</span><span class="p">,</span>
-                <span class="n">dtype</span><span class="o">=</span><span class="n">dtype</span><span class="p">,</span>
-                <span class="n">usm_type</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span>
-                <span class="n">sycl_queue</span><span class="o">=</span><span class="n">sycl_queue</span><span class="p">,</span>
-                <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">,</span>
-            <span class="p">)</span>
-        <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">devs</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
-            <span class="n">devs</span> <span class="o">=</span> <span class="p">[</span><span class="n">dev</span> <span class="k">for</span> <span class="n">dev</span> <span class="ow">in</span> <span class="n">devs</span> <span class="k">if</span> <span class="n">dev</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">]</span>
-            <span class="k">if</span> <span class="n">sycl_queue</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-                <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">devs</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
-                    <span class="n">alloc_q</span> <span class="o">=</span> <span class="n">devs</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
-                <span class="k">else</span><span class="p">:</span>
-                    <span class="k">raise</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">ExecutionPlacementError</span><span class="p">(</span>
-                        <span class="s2">&quot;Please specify `device` or `sycl_queue` keyword &quot;</span>
-                        <span class="s2">&quot;argument to determine where to allocate the &quot;</span>
-                        <span class="s2">&quot;resulting array.&quot;</span>
-                    <span class="p">)</span>
-            <span class="k">else</span><span class="p">:</span>
-                <span class="n">alloc_q</span> <span class="o">=</span> <span class="n">sycl_queue</span>
-            <span class="k">return</span> <span class="n">_asarray_from_seq</span><span class="p">(</span>
-                <span class="n">obj</span><span class="p">,</span>
-                <span class="n">seq_shape</span><span class="p">,</span>
-                <span class="n">seq_dt</span><span class="p">,</span>
-                <span class="n">alloc_q</span><span class="p">,</span>
-                <span class="c1">#  force copying via host</span>
-                <span class="kc">None</span><span class="p">,</span>
-                <span class="n">dtype</span><span class="o">=</span><span class="n">dtype</span><span class="p">,</span>
-                <span class="n">usm_type</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span>
-                <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">,</span>
-            <span class="p">)</span>
-    <span class="k">if</span> <span class="n">copy</span> <span class="ow">is</span> <span class="kc">False</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-            <span class="sa">f</span><span class="s2">&quot;Converting </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">obj</span><span class="p">)</span><span class="si">}</span><span class="s2"> to usm_ndarray requires a copy&quot;</span>
-        <span class="p">)</span>
-    <span class="c1"># obj is a scalar, create 0d array</span>
-    <span class="k">return</span> <span class="n">_asarray_from_numpy_ndarray</span><span class="p">(</span>
-        <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">obj</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">dtype</span><span class="p">),</span>
-        <span class="n">dtype</span><span class="o">=</span><span class="n">dtype</span><span class="p">,</span>
-        <span class="n">usm_type</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span>
-        <span class="n">sycl_queue</span><span class="o">=</span><span class="n">sycl_queue</span><span class="p">,</span>
-        <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">,</span>
-    <span class="p">)</span></div>
-
-
-<div class="viewcode-block" id="empty"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.empty.html#dpctl.tensor.empty">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">empty</span><span class="p">(</span>
-    <span class="n">shape</span><span class="p">,</span>
-    <span class="o">*</span><span class="p">,</span>
-    <span class="n">dtype</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-    <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">,</span>
-    <span class="n">device</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-    <span class="n">usm_type</span><span class="o">=</span><span class="s2">&quot;device&quot;</span><span class="p">,</span>
-    <span class="n">sycl_queue</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-<span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Creates :class:`dpctl.tensor.usm_ndarray` from uninitialized</span>
-<span class="sd">    USM allocation.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        shape (Tuple[int], int):</span>
-<span class="sd">            Dimensions of the array to be created.</span>
-<span class="sd">        dtype (optional):</span>
-<span class="sd">            data type of the array. Can be typestring,</span>
-<span class="sd">            a :class:`numpy.dtype` object, :mod:`numpy` char string,</span>
-<span class="sd">            or a NumPy scalar type. The ``None`` value creates an</span>
-<span class="sd">            array of floating point data type. Default: ``None``</span>
-<span class="sd">        order (``&quot;C&quot;``, or ``F&quot;``):</span>
-<span class="sd">            memory layout for the array. Default: ``&quot;C&quot;``</span>
-<span class="sd">        device (optional): array API concept of device where the output array</span>
-<span class="sd">            is created. ``device`` can be ``None``, a oneAPI filter selector</span>
-<span class="sd">            string, an instance of :class:`dpctl.SyclDevice` corresponding to</span>
-<span class="sd">            a non-partitioned SYCL device, an instance of</span>
-<span class="sd">            :class:`dpctl.SyclQueue`, or a :class:`dpctl.tensor.Device` object</span>
-<span class="sd">            returned by :attr:`dpctl.tensor.usm_ndarray.device`.</span>
-<span class="sd">            Default: ``None``</span>
-<span class="sd">        usm_type (``&quot;device&quot;``, ``&quot;shared&quot;``, ``&quot;host&quot;``, optional):</span>
-<span class="sd">            The type of SYCL USM allocation for the output array.</span>
-<span class="sd">            Default: ``&quot;device&quot;``</span>
-<span class="sd">        sycl_queue (:class:`dpctl.SyclQueue`, optional):</span>
-<span class="sd">            The SYCL queue to use</span>
-<span class="sd">            for output array allocation and copying. ``sycl_queue`` and</span>
-<span class="sd">            ``device`` are complementary arguments, i.e. use one or another.</span>
-<span class="sd">            If both are specified, a :exc:`TypeError` is raised unless both</span>
-<span class="sd">            imply the same underlying SYCL queue to be used. If both are</span>
-<span class="sd">            ``None``, a cached queue targeting default-selected device is</span>
-<span class="sd">            used for allocation and population. Default: ``None``</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            Created empty array.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">order</span><span class="p">,</span> <span class="nb">str</span><span class="p">)</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">order</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span> <span class="ow">or</span> <span class="n">order</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="s2">&quot;CcFf&quot;</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-            <span class="s2">&quot;Unrecognized order keyword value, expecting &#39;F&#39; or &#39;C&#39;.&quot;</span>
-        <span class="p">)</span>
-    <span class="n">order</span> <span class="o">=</span> <span class="n">order</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">upper</span><span class="p">()</span>
-    <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">validate_usm_type</span><span class="p">(</span><span class="n">usm_type</span><span class="p">,</span> <span class="n">allow_none</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
-    <span class="n">sycl_queue</span> <span class="o">=</span> <span class="n">normalize_queue_device</span><span class="p">(</span><span class="n">sycl_queue</span><span class="o">=</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="n">device</span><span class="p">)</span>
-    <span class="n">dtype</span> <span class="o">=</span> <span class="n">_get_dtype</span><span class="p">(</span><span class="n">dtype</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="p">)</span>
-    <span class="n">_ensure_native_dtype_device_support</span><span class="p">(</span><span class="n">dtype</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">.</span><span class="n">sycl_device</span><span class="p">)</span>
-    <span class="n">res</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">(</span>
-        <span class="n">shape</span><span class="p">,</span>
-        <span class="n">dtype</span><span class="o">=</span><span class="n">dtype</span><span class="p">,</span>
-        <span class="n">buffer</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span>
-        <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">,</span>
-        <span class="n">buffer_ctor_kwargs</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;queue&quot;</span><span class="p">:</span> <span class="n">sycl_queue</span><span class="p">},</span>
-    <span class="p">)</span>
-    <span class="k">return</span> <span class="n">res</span></div>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_coerce_and_infer_dt</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="n">dt</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="p">,</span> <span class="n">err_msg</span><span class="p">,</span> <span class="n">allow_bool</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
-    <span class="s2">&quot;Deduce arange type from sequence spec&quot;</span>
-    <span class="n">nd</span><span class="p">,</span> <span class="n">seq_dt</span><span class="p">,</span> <span class="n">d</span> <span class="o">=</span> <span class="n">_array_info_sequence</span><span class="p">(</span><span class="n">args</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">d</span> <span class="o">!=</span> <span class="n">_host_set</span> <span class="ow">or</span> <span class="n">nd</span> <span class="o">!=</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">args</span><span class="p">),):</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="n">err_msg</span><span class="p">)</span>
-    <span class="n">dt</span> <span class="o">=</span> <span class="n">_get_dtype</span><span class="p">(</span><span class="n">dt</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="p">,</span> <span class="n">ref_type</span><span class="o">=</span><span class="n">seq_dt</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">np</span><span class="o">.</span><span class="n">issubdtype</span><span class="p">(</span><span class="n">dt</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">integer</span><span class="p">):</span>
-        <span class="k">return</span> <span class="nb">tuple</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">args</span><span class="p">),</span> <span class="n">dt</span>
-    <span class="k">if</span> <span class="n">np</span><span class="o">.</span><span class="n">issubdtype</span><span class="p">(</span><span class="n">dt</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">floating</span><span class="p">):</span>
-        <span class="k">return</span> <span class="nb">tuple</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">args</span><span class="p">),</span> <span class="n">dt</span>
-    <span class="k">if</span> <span class="n">np</span><span class="o">.</span><span class="n">issubdtype</span><span class="p">(</span><span class="n">dt</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">complexfloating</span><span class="p">):</span>
-        <span class="k">return</span> <span class="nb">tuple</span><span class="p">(</span><span class="nb">complex</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">args</span><span class="p">),</span> <span class="n">dt</span>
-    <span class="k">if</span> <span class="n">allow_bool</span> <span class="ow">and</span> <span class="n">dt</span><span class="o">.</span><span class="n">char</span> <span class="o">==</span> <span class="s2">&quot;?&quot;</span><span class="p">:</span>
-        <span class="k">return</span> <span class="nb">tuple</span><span class="p">(</span><span class="nb">bool</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">args</span><span class="p">),</span> <span class="n">dt</span>
-    <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Data type </span><span class="si">{</span><span class="n">dt</span><span class="si">}</span><span class="s2"> is not supported&quot;</span><span class="p">)</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_round_for_arange</span><span class="p">(</span><span class="n">tmp</span><span class="p">):</span>
-    <span class="n">k</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">tmp</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">k</span> <span class="o">&gt;=</span> <span class="mi">0</span> <span class="ow">and</span> <span class="nb">float</span><span class="p">(</span><span class="n">k</span><span class="p">)</span> <span class="o">&lt;</span> <span class="n">tmp</span><span class="p">:</span>
-        <span class="n">tmp</span> <span class="o">=</span> <span class="n">tmp</span> <span class="o">+</span> <span class="mi">1</span>
-    <span class="k">return</span> <span class="n">tmp</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_get_arange_length</span><span class="p">(</span><span class="n">start</span><span class="p">,</span> <span class="n">stop</span><span class="p">,</span> <span class="n">step</span><span class="p">):</span>
-    <span class="s2">&quot;Compute length of arange sequence&quot;</span>
-    <span class="n">span</span> <span class="o">=</span> <span class="n">stop</span> <span class="o">-</span> <span class="n">start</span>
-    <span class="k">if</span> <span class="nb">hasattr</span><span class="p">(</span><span class="n">step</span><span class="p">,</span> <span class="s2">&quot;__float__&quot;</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">hasattr</span><span class="p">(</span><span class="n">span</span><span class="p">,</span> <span class="s2">&quot;__float__&quot;</span><span class="p">):</span>
-        <span class="k">return</span> <span class="n">_round_for_arange</span><span class="p">(</span><span class="n">span</span> <span class="o">/</span> <span class="n">step</span><span class="p">)</span>
-    <span class="n">tmp</span> <span class="o">=</span> <span class="n">span</span> <span class="o">/</span> <span class="n">step</span>
-    <span class="k">if</span> <span class="nb">hasattr</span><span class="p">(</span><span class="n">tmp</span><span class="p">,</span> <span class="s2">&quot;__complex__&quot;</span><span class="p">):</span>
-        <span class="n">tmp</span> <span class="o">=</span> <span class="nb">complex</span><span class="p">(</span><span class="n">tmp</span><span class="p">)</span>
-        <span class="n">tmp</span> <span class="o">=</span> <span class="n">tmp</span><span class="o">.</span><span class="n">real</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">tmp</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">tmp</span><span class="p">)</span>
-    <span class="k">return</span> <span class="n">_round_for_arange</span><span class="p">(</span><span class="n">tmp</span><span class="p">)</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_to_scalar</span><span class="p">(</span><span class="n">obj</span><span class="p">,</span> <span class="n">sc_ty</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;A way to convert object to NumPy scalar type.</span>
-<span class="sd">    Raises OverflowError if obj can not be represented</span>
-<span class="sd">    using the requested scalar type.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="n">zd_arr</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">obj</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">sc_ty</span><span class="p">)</span>
-    <span class="k">return</span> <span class="n">zd_arr</span><span class="p">[</span><span class="nb">tuple</span><span class="p">()]</span>
-
-
-<div class="viewcode-block" id="arange"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.arange.html#dpctl.tensor.arange">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">arange</span><span class="p">(</span>
-    <span class="n">start</span><span class="p">,</span>
-    <span class="o">/</span><span class="p">,</span>
-    <span class="n">stop</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-    <span class="n">step</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
-    <span class="o">*</span><span class="p">,</span>
-    <span class="n">dtype</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-    <span class="n">device</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-    <span class="n">usm_type</span><span class="o">=</span><span class="s2">&quot;device&quot;</span><span class="p">,</span>
-    <span class="n">sycl_queue</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-<span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Returns evenly spaced values within the half-open interval [start, stop)</span>
-<span class="sd">    as a one-dimensional array.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        start:</span>
-<span class="sd">            Starting point of the interval</span>
-<span class="sd">        stop:</span>
-<span class="sd">            Ending point of the interval. Default: ``None``</span>
-<span class="sd">        step: Increment of the returned sequence. Default: ``1``</span>
-<span class="sd">        dtype: Output array data type. Default: ``None``</span>
-<span class="sd">        device (optional): array API concept of device where the output array</span>
-<span class="sd">            is created. ``device`` can be ``None``, a oneAPI filter selector</span>
-<span class="sd">            string, an instance of :class:`dpctl.SyclDevice` corresponding to</span>
-<span class="sd">            a non-partitioned SYCL device, an instance of</span>
-<span class="sd">            :class:`dpctl.SyclQueue`, or a :class:`dpctl.tensor.Device` object</span>
-<span class="sd">            returned by :attr:`dpctl.tensor.usm_ndarray.device`.</span>
-<span class="sd">            Default: ``None``</span>
-<span class="sd">        usm_type (``&quot;device&quot;``, ``&quot;shared&quot;``, ``&quot;host&quot;``, optional):</span>
-<span class="sd">            The type of SYCL USM allocation for the output array.</span>
-<span class="sd">            Default: ``&quot;device&quot;``</span>
-<span class="sd">        sycl_queue (:class:`dpctl.SyclQueue`, optional):</span>
-<span class="sd">            The SYCL queue to use</span>
-<span class="sd">            for output array allocation and copying. ``sycl_queue`` and</span>
-<span class="sd">            ``device`` are complementary arguments, i.e. use one or another.</span>
-<span class="sd">            If both are specified, a :exc:`TypeError` is raised unless both</span>
-<span class="sd">            imply the same underlying SYCL queue to be used. If both are</span>
-<span class="sd">            ``None``, a cached queue targeting default-selected device is</span>
-<span class="sd">            used for allocation and population. Default: ``None``</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            Array populated with evenly spaced values.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="n">stop</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">stop</span> <span class="o">=</span> <span class="n">start</span>
-        <span class="n">start</span> <span class="o">=</span> <span class="mi">0</span>
-    <span class="k">if</span> <span class="n">step</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">step</span> <span class="o">=</span> <span class="mi">1</span>
-    <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">validate_usm_type</span><span class="p">(</span><span class="n">usm_type</span><span class="p">,</span> <span class="n">allow_none</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
-    <span class="n">sycl_queue</span> <span class="o">=</span> <span class="n">normalize_queue_device</span><span class="p">(</span><span class="n">sycl_queue</span><span class="o">=</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="n">device</span><span class="p">)</span>
-    <span class="n">is_bool</span> <span class="o">=</span> <span class="kc">False</span>
-    <span class="k">if</span> <span class="n">dtype</span><span class="p">:</span>
-        <span class="n">is_bool</span> <span class="o">=</span> <span class="p">(</span><span class="n">dtype</span> <span class="ow">is</span> <span class="nb">bool</span><span class="p">)</span> <span class="ow">or</span> <span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">dtype</span><span class="p">)</span> <span class="o">==</span> <span class="n">dpt</span><span class="o">.</span><span class="n">bool</span><span class="p">)</span>
-    <span class="n">_</span><span class="p">,</span> <span class="n">dt</span> <span class="o">=</span> <span class="n">_coerce_and_infer_dt</span><span class="p">(</span>
-        <span class="n">start</span><span class="p">,</span>
-        <span class="n">stop</span><span class="p">,</span>
-        <span class="n">step</span><span class="p">,</span>
-        <span class="n">dt</span><span class="o">=</span><span class="n">dpt</span><span class="o">.</span><span class="n">int8</span> <span class="k">if</span> <span class="n">is_bool</span> <span class="k">else</span> <span class="n">dtype</span><span class="p">,</span>
-        <span class="n">sycl_queue</span><span class="o">=</span><span class="n">sycl_queue</span><span class="p">,</span>
-        <span class="n">err_msg</span><span class="o">=</span><span class="s2">&quot;start, stop, and step must be Python scalars&quot;</span><span class="p">,</span>
-        <span class="n">allow_bool</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
-    <span class="p">)</span>
-    <span class="k">try</span><span class="p">:</span>
-        <span class="n">tmp</span> <span class="o">=</span> <span class="n">_get_arange_length</span><span class="p">(</span><span class="n">start</span><span class="p">,</span> <span class="n">stop</span><span class="p">,</span> <span class="n">step</span><span class="p">)</span>
-        <span class="n">sh</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">tmp</span><span class="p">),</span> <span class="mi">0</span><span class="p">)</span>
-    <span class="k">except</span> <span class="ne">TypeError</span><span class="p">:</span>
-        <span class="n">sh</span> <span class="o">=</span> <span class="mi">0</span>
-    <span class="k">if</span> <span class="n">is_bool</span> <span class="ow">and</span> <span class="n">sh</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;no fill-function for boolean data type&quot;</span><span class="p">)</span>
-    <span class="n">res</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">(</span>
-        <span class="p">(</span><span class="n">sh</span><span class="p">,),</span>
-        <span class="n">dtype</span><span class="o">=</span><span class="n">dt</span><span class="p">,</span>
-        <span class="n">buffer</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span>
-        <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">,</span>
-        <span class="n">buffer_ctor_kwargs</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;queue&quot;</span><span class="p">:</span> <span class="n">sycl_queue</span><span class="p">},</span>
-    <span class="p">)</span>
-    <span class="n">sc_ty</span> <span class="o">=</span> <span class="n">dt</span><span class="o">.</span><span class="n">type</span>
-    <span class="n">_first</span> <span class="o">=</span> <span class="n">_to_scalar</span><span class="p">(</span><span class="n">start</span><span class="p">,</span> <span class="n">sc_ty</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">sh</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
-        <span class="n">_second</span> <span class="o">=</span> <span class="n">_to_scalar</span><span class="p">(</span><span class="n">start</span> <span class="o">+</span> <span class="n">step</span><span class="p">,</span> <span class="n">sc_ty</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">dt</span> <span class="ow">in</span> <span class="p">[</span><span class="n">dpt</span><span class="o">.</span><span class="n">uint8</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">uint16</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">uint32</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">uint64</span><span class="p">]:</span>
-            <span class="n">int64_ty</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">int64</span><span class="o">.</span><span class="n">type</span>
-            <span class="n">_step</span> <span class="o">=</span> <span class="n">int64_ty</span><span class="p">(</span><span class="n">_second</span><span class="p">)</span> <span class="o">-</span> <span class="n">int64_ty</span><span class="p">(</span><span class="n">_first</span><span class="p">)</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">_step</span> <span class="o">=</span> <span class="n">_second</span> <span class="o">-</span> <span class="n">_first</span>
-        <span class="n">_step</span> <span class="o">=</span> <span class="n">sc_ty</span><span class="p">(</span><span class="n">_step</span><span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">_step</span> <span class="o">=</span> <span class="n">sc_ty</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
-    <span class="n">_start</span> <span class="o">=</span> <span class="n">_first</span>
-    <span class="n">_manager</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">sycl_queue</span><span class="p">]</span>
-    <span class="c1"># populating newly allocated array, no task dependencies</span>
-    <span class="n">hev</span><span class="p">,</span> <span class="n">lin_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_linspace_step</span><span class="p">(</span><span class="n">_start</span><span class="p">,</span> <span class="n">_step</span><span class="p">,</span> <span class="n">res</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">hev</span><span class="p">,</span> <span class="n">lin_ev</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">is_bool</span><span class="p">:</span>
-        <span class="n">res_out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">(</span>
-            <span class="p">(</span><span class="n">sh</span><span class="p">,),</span>
-            <span class="n">dtype</span><span class="o">=</span><span class="n">dpt</span><span class="o">.</span><span class="n">bool</span><span class="p">,</span>
-            <span class="n">buffer</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span>
-            <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">,</span>
-            <span class="n">buffer_ctor_kwargs</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;queue&quot;</span><span class="p">:</span> <span class="n">sycl_queue</span><span class="p">},</span>
-        <span class="p">)</span>
-        <span class="n">hev_cpy</span><span class="p">,</span> <span class="n">cpy_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">res</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">res_out</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">lin_ev</span><span class="p">]</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">hev_cpy</span><span class="p">,</span> <span class="n">cpy_ev</span><span class="p">)</span>
-        <span class="k">return</span> <span class="n">res_out</span>
-    <span class="k">return</span> <span class="n">res</span></div>
-
-
-<div class="viewcode-block" id="zeros"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.zeros.html#dpctl.tensor.zeros">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">zeros</span><span class="p">(</span>
-    <span class="n">shape</span><span class="p">,</span>
-    <span class="o">*</span><span class="p">,</span>
-    <span class="n">dtype</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-    <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">,</span>
-    <span class="n">device</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-    <span class="n">usm_type</span><span class="o">=</span><span class="s2">&quot;device&quot;</span><span class="p">,</span>
-    <span class="n">sycl_queue</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-<span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Returns a new :class:`dpctl.tensor.usm_ndarray` having a specified</span>
-<span class="sd">    shape and filled with zeros.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        shape (Tuple[int], int):</span>
-<span class="sd">            Dimensions of the array to be created.</span>
-<span class="sd">        dtype (optional):</span>
-<span class="sd">            data type of the array. Can be typestring,</span>
-<span class="sd">            a :class:`numpy.dtype` object, :mod:`numpy` char string,</span>
-<span class="sd">            or a NumPy scalar type. Default: ``None``</span>
-<span class="sd">        order (&quot;C&quot;, or &quot;F&quot;):</span>
-<span class="sd">            memory layout for the array. Default: ``&quot;C&quot;``</span>
-<span class="sd">        device (optional): array API concept of device where the output array</span>
-<span class="sd">            is created. ``device`` can be ``None``, a oneAPI filter selector</span>
-<span class="sd">            string, an instance of :class:`dpctl.SyclDevice` corresponding to</span>
-<span class="sd">            a non-partitioned SYCL device, an instance of</span>
-<span class="sd">            :class:`dpctl.SyclQueue`, or a :class:`dpctl.tensor.Device` object</span>
-<span class="sd">            returned by :attr:`dpctl.tensor.usm_ndarray.device`.</span>
-<span class="sd">            Default: ``None``</span>
-<span class="sd">        usm_type (``&quot;device&quot;``, ``&quot;shared&quot;``, ``&quot;host&quot;``, optional):</span>
-<span class="sd">            The type of SYCL USM allocation for the output array.</span>
-<span class="sd">            Default: ``&quot;device&quot;``</span>
-<span class="sd">        sycl_queue (:class:`dpctl.SyclQueue`, optional):</span>
-<span class="sd">            The SYCL queue to use</span>
-<span class="sd">            for output array allocation and copying. ``sycl_queue`` and</span>
-<span class="sd">            ``device`` are complementary arguments, i.e. use one or another.</span>
-<span class="sd">            If both are specified, a :exc:`TypeError` is raised unless both</span>
-<span class="sd">            imply the same underlying SYCL queue to be used. If both are</span>
-<span class="sd">            ``None``, a cached queue targeting default-selected device is</span>
-<span class="sd">            used for allocation and population. Default: ``None``</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            Constructed array initialized with zeros.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">order</span><span class="p">,</span> <span class="nb">str</span><span class="p">)</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">order</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span> <span class="ow">or</span> <span class="n">order</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="s2">&quot;CcFf&quot;</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-            <span class="s2">&quot;Unrecognized order keyword value, expecting &#39;F&#39; or &#39;C&#39;.&quot;</span>
-        <span class="p">)</span>
-    <span class="n">order</span> <span class="o">=</span> <span class="n">order</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">upper</span><span class="p">()</span>
-    <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">validate_usm_type</span><span class="p">(</span><span class="n">usm_type</span><span class="p">,</span> <span class="n">allow_none</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
-    <span class="n">sycl_queue</span> <span class="o">=</span> <span class="n">normalize_queue_device</span><span class="p">(</span><span class="n">sycl_queue</span><span class="o">=</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="n">device</span><span class="p">)</span>
-    <span class="n">dtype</span> <span class="o">=</span> <span class="n">_get_dtype</span><span class="p">(</span><span class="n">dtype</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="p">)</span>
-    <span class="n">_ensure_native_dtype_device_support</span><span class="p">(</span><span class="n">dtype</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">.</span><span class="n">sycl_device</span><span class="p">)</span>
-    <span class="n">res</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">(</span>
-        <span class="n">shape</span><span class="p">,</span>
-        <span class="n">dtype</span><span class="o">=</span><span class="n">dtype</span><span class="p">,</span>
-        <span class="n">buffer</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span>
-        <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">,</span>
-        <span class="n">buffer_ctor_kwargs</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;queue&quot;</span><span class="p">:</span> <span class="n">sycl_queue</span><span class="p">},</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">sycl_queue</span><span class="p">]</span>
-    <span class="c1"># populating new allocation, no dependent events</span>
-    <span class="n">hev</span><span class="p">,</span> <span class="n">zeros_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_zeros_usm_ndarray</span><span class="p">(</span><span class="n">res</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">hev</span><span class="p">,</span> <span class="n">zeros_ev</span><span class="p">)</span>
-
-    <span class="k">return</span> <span class="n">res</span></div>
-
-
-<div class="viewcode-block" id="ones"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.ones.html#dpctl.tensor.ones">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">ones</span><span class="p">(</span>
-    <span class="n">shape</span><span class="p">,</span>
-    <span class="o">*</span><span class="p">,</span>
-    <span class="n">dtype</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-    <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">,</span>
-    <span class="n">device</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-    <span class="n">usm_type</span><span class="o">=</span><span class="s2">&quot;device&quot;</span><span class="p">,</span>
-    <span class="n">sycl_queue</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-<span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot; ones(shape, dtype=None, order=&quot;C&quot;, \</span>
-<span class="sd">             device=None, usm_type=&quot;device&quot;, sycl_queue=None)</span>
-
-<span class="sd">    Returns a new :class:`dpctl.tensor.usm_ndarray` having a specified</span>
-<span class="sd">    shape and filled with ones.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        shape (Tuple[int], int):</span>
-<span class="sd">            Dimensions of the array to be created.</span>
-<span class="sd">        dtype (optional):</span>
-<span class="sd">            data type of the array. Can be typestring,</span>
-<span class="sd">            a :class:`numpy.dtype` object, :mod:`numpy` char string,</span>
-<span class="sd">            or a NumPy scalar type. Default: ``None``</span>
-<span class="sd">        order (&quot;C&quot;, or &quot;F&quot;): memory layout for the array. Default: ``&quot;C&quot;``</span>
-<span class="sd">        device (optional): array API concept of device where the output array</span>
-<span class="sd">            is created. ``device`` can be ``None``, a oneAPI filter selector</span>
-<span class="sd">            string, an instance of :class:`dpctl.SyclDevice` corresponding to</span>
-<span class="sd">            a non-partitioned SYCL device, an instance of</span>
-<span class="sd">            :class:`dpctl.SyclQueue`, or a :class:`dpctl.tensor.Device` object</span>
-<span class="sd">            returned by :attr:`dpctl.tensor.usm_ndarray.device`.</span>
-<span class="sd">            Default: ``None``</span>
-<span class="sd">        usm_type (``&quot;device&quot;``, ``&quot;shared&quot;``, ``&quot;host&quot;``, optional):</span>
-<span class="sd">            The type of SYCL USM allocation for the output array.</span>
-<span class="sd">            Default: ``&quot;device&quot;``</span>
-<span class="sd">        sycl_queue (:class:`dpctl.SyclQueue`, optional):</span>
-<span class="sd">            The SYCL queue to use</span>
-<span class="sd">            for output array allocation and copying. ``sycl_queue`` and</span>
-<span class="sd">            ``device`` are complementary arguments, i.e. use one or another.</span>
-<span class="sd">            If both are specified, a :exc:`TypeError` is raised unless both</span>
-<span class="sd">            imply the same underlying SYCL queue to be used. If both are</span>
-<span class="sd">            ``None``, a cached queue targeting default-selected device is</span>
-<span class="sd">            used for allocation and population. Default: ``None``</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            Created array initialized with ones.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">order</span><span class="p">,</span> <span class="nb">str</span><span class="p">)</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">order</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span> <span class="ow">or</span> <span class="n">order</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="s2">&quot;CcFf&quot;</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-            <span class="s2">&quot;Unrecognized order keyword value, expecting &#39;F&#39; or &#39;C&#39;.&quot;</span>
-        <span class="p">)</span>
-    <span class="n">order</span> <span class="o">=</span> <span class="n">order</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">upper</span><span class="p">()</span>
-    <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">validate_usm_type</span><span class="p">(</span><span class="n">usm_type</span><span class="p">,</span> <span class="n">allow_none</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
-    <span class="n">sycl_queue</span> <span class="o">=</span> <span class="n">normalize_queue_device</span><span class="p">(</span><span class="n">sycl_queue</span><span class="o">=</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="n">device</span><span class="p">)</span>
-    <span class="n">dtype</span> <span class="o">=</span> <span class="n">_get_dtype</span><span class="p">(</span><span class="n">dtype</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="p">)</span>
-    <span class="n">res</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">(</span>
-        <span class="n">shape</span><span class="p">,</span>
-        <span class="n">dtype</span><span class="o">=</span><span class="n">dtype</span><span class="p">,</span>
-        <span class="n">buffer</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span>
-        <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">,</span>
-        <span class="n">buffer_ctor_kwargs</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;queue&quot;</span><span class="p">:</span> <span class="n">sycl_queue</span><span class="p">},</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">sycl_queue</span><span class="p">]</span>
-    <span class="c1"># populating new allocation, no dependent events</span>
-    <span class="n">hev</span><span class="p">,</span> <span class="n">full_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_full_usm_ndarray</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">res</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">hev</span><span class="p">,</span> <span class="n">full_ev</span><span class="p">)</span>
-    <span class="k">return</span> <span class="n">res</span></div>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_cast_fill_val</span><span class="p">(</span><span class="n">fill_val</span><span class="p">,</span> <span class="n">dt</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Casts the Python scalar `fill_val` to another Python type coercible to the</span>
-<span class="sd">    requested data type `dt`, if necessary.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="n">val_type</span> <span class="o">=</span> <span class="nb">type</span><span class="p">(</span><span class="n">fill_val</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">val_type</span> <span class="ow">in</span> <span class="p">[</span><span class="nb">float</span><span class="p">,</span> <span class="nb">complex</span><span class="p">]</span> <span class="ow">and</span> <span class="n">np</span><span class="o">.</span><span class="n">issubdtype</span><span class="p">(</span><span class="n">dt</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">integer</span><span class="p">):</span>
-        <span class="k">return</span> <span class="nb">int</span><span class="p">(</span><span class="n">fill_val</span><span class="o">.</span><span class="n">real</span><span class="p">)</span>
-    <span class="k">elif</span> <span class="n">val_type</span> <span class="ow">is</span> <span class="nb">complex</span> <span class="ow">and</span> <span class="n">np</span><span class="o">.</span><span class="n">issubdtype</span><span class="p">(</span><span class="n">dt</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">floating</span><span class="p">):</span>
-        <span class="k">return</span> <span class="n">fill_val</span><span class="o">.</span><span class="n">real</span>
-    <span class="k">elif</span> <span class="n">val_type</span> <span class="ow">is</span> <span class="nb">int</span> <span class="ow">and</span> <span class="n">np</span><span class="o">.</span><span class="n">issubdtype</span><span class="p">(</span><span class="n">dt</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">integer</span><span class="p">):</span>
-        <span class="k">return</span> <span class="n">_to_scalar</span><span class="p">(</span><span class="n">fill_val</span><span class="p">,</span> <span class="n">dt</span><span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">fill_val</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_validate_fill_value</span><span class="p">(</span><span class="n">fill_val</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Validates that `fill_val` is a numeric or boolean scalar.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="c1"># TODO: verify if `np.True_` and `np.False_` should be instances of</span>
-    <span class="c1"># Number in NumPy, like other NumPy scalars and like Python bools</span>
-    <span class="c1"># check for `np.bool_` separately as NumPy&lt;2 has no `np.bool`</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">fill_val</span><span class="p">,</span> <span class="n">Number</span><span class="p">)</span> <span class="ow">and</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">fill_val</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">bool_</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="sa">f</span><span class="s2">&quot;array cannot be filled with scalar of type </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">fill_val</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span>
-        <span class="p">)</span>
-
-
-<div class="viewcode-block" id="full"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.full.html#dpctl.tensor.full">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">full</span><span class="p">(</span>
-    <span class="n">shape</span><span class="p">,</span>
-    <span class="n">fill_value</span><span class="p">,</span>
-    <span class="o">*</span><span class="p">,</span>
-    <span class="n">dtype</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-    <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">,</span>
-    <span class="n">device</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-    <span class="n">usm_type</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-    <span class="n">sycl_queue</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-<span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Returns a new :class:`dpctl.tensor.usm_ndarray` having a specified</span>
-<span class="sd">    shape and filled with `fill_value`.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        shape (tuple):</span>
-<span class="sd">            Dimensions of the array to be created.</span>
-<span class="sd">        fill_value (int,float,complex,usm_ndarray):</span>
-<span class="sd">            fill value</span>
-<span class="sd">        dtype (optional): data type of the array. Can be typestring,</span>
-<span class="sd">            a :class:`numpy.dtype` object, :mod:`numpy` char string,</span>
-<span class="sd">            or a NumPy scalar type. Default: ``None``</span>
-<span class="sd">        order (&quot;C&quot;, or &quot;F&quot;):</span>
-<span class="sd">            memory layout for the array. Default: ``&quot;C&quot;``</span>
-<span class="sd">        device (optional): array API concept of device where the output array</span>
-<span class="sd">            is created. ``device`` can be ``None``, a oneAPI filter selector</span>
-<span class="sd">            string, an instance of :class:`dpctl.SyclDevice` corresponding to</span>
-<span class="sd">            a non-partitioned SYCL device, an instance of</span>
-<span class="sd">            :class:`dpctl.SyclQueue`, or a :class:`dpctl.tensor.Device` object</span>
-<span class="sd">            returned by :attr:`dpctl.tensor.usm_ndarray.device`.</span>
-<span class="sd">            Default: ``None``</span>
-<span class="sd">        usm_type (``&quot;device&quot;``, ``&quot;shared&quot;``, ``&quot;host&quot;``, optional):</span>
-<span class="sd">            The type of SYCL USM allocation for the output array.</span>
-<span class="sd">            Default: ``&quot;device&quot;``</span>
-<span class="sd">        sycl_queue (:class:`dpctl.SyclQueue`, optional):</span>
-<span class="sd">            The SYCL queue to use</span>
-<span class="sd">            for output array allocation and copying. ``sycl_queue`` and</span>
-<span class="sd">            ``device`` are complementary arguments, i.e. use one or another.</span>
-<span class="sd">            If both are specified, a :exc:`TypeError` is raised unless both</span>
-<span class="sd">            imply the same underlying SYCL queue to be used. If both are</span>
-<span class="sd">            ``None``, a cached queue targeting default-selected device is</span>
-<span class="sd">            used for allocation and population. Default: ``None``</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            New array initialized with given value.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">order</span><span class="p">,</span> <span class="nb">str</span><span class="p">)</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">order</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span> <span class="ow">or</span> <span class="n">order</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="s2">&quot;CcFf&quot;</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-            <span class="s2">&quot;Unrecognized order keyword value, expecting &#39;F&#39; or &#39;C&#39;.&quot;</span>
-        <span class="p">)</span>
-    <span class="n">order</span> <span class="o">=</span> <span class="n">order</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">upper</span><span class="p">()</span>
-    <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">validate_usm_type</span><span class="p">(</span><span class="n">usm_type</span><span class="p">,</span> <span class="n">allow_none</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
-
-    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">fill_value</span><span class="p">,</span> <span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">,</span> <span class="nb">tuple</span><span class="p">,</span> <span class="nb">list</span><span class="p">)):</span>
-        <span class="k">if</span> <span class="p">(</span>
-            <span class="nb">isinstance</span><span class="p">(</span><span class="n">fill_value</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">)</span>
-            <span class="ow">and</span> <span class="n">sycl_queue</span> <span class="ow">is</span> <span class="kc">None</span>
-            <span class="ow">and</span> <span class="n">device</span> <span class="ow">is</span> <span class="kc">None</span>
-        <span class="p">):</span>
-            <span class="n">sycl_queue</span> <span class="o">=</span> <span class="n">fill_value</span><span class="o">.</span><span class="n">sycl_queue</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">sycl_queue</span> <span class="o">=</span> <span class="n">normalize_queue_device</span><span class="p">(</span>
-                <span class="n">sycl_queue</span><span class="o">=</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="n">device</span>
-            <span class="p">)</span>
-        <span class="n">X</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span>
-            <span class="n">fill_value</span><span class="p">,</span>
-            <span class="n">dtype</span><span class="o">=</span><span class="n">dtype</span><span class="p">,</span>
-            <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">,</span>
-            <span class="n">usm_type</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">sycl_queue</span><span class="p">,</span>
-        <span class="p">)</span>
-        <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">shape</span><span class="p">),</span> <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">_validate_fill_value</span><span class="p">(</span><span class="n">fill_value</span><span class="p">)</span>
-
-    <span class="n">sycl_queue</span> <span class="o">=</span> <span class="n">normalize_queue_device</span><span class="p">(</span><span class="n">sycl_queue</span><span class="o">=</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="n">device</span><span class="p">)</span>
-    <span class="n">usm_type</span> <span class="o">=</span> <span class="n">usm_type</span> <span class="k">if</span> <span class="n">usm_type</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="k">else</span> <span class="s2">&quot;device&quot;</span>
-    <span class="n">dtype</span> <span class="o">=</span> <span class="n">_get_dtype</span><span class="p">(</span><span class="n">dtype</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="p">,</span> <span class="n">ref_type</span><span class="o">=</span><span class="nb">type</span><span class="p">(</span><span class="n">fill_value</span><span class="p">))</span>
-    <span class="n">res</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">(</span>
-        <span class="n">shape</span><span class="p">,</span>
-        <span class="n">dtype</span><span class="o">=</span><span class="n">dtype</span><span class="p">,</span>
-        <span class="n">buffer</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span>
-        <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">,</span>
-        <span class="n">buffer_ctor_kwargs</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;queue&quot;</span><span class="p">:</span> <span class="n">sycl_queue</span><span class="p">},</span>
-    <span class="p">)</span>
-    <span class="n">fill_value</span> <span class="o">=</span> <span class="n">_cast_fill_val</span><span class="p">(</span><span class="n">fill_value</span><span class="p">,</span> <span class="n">dtype</span><span class="p">)</span>
-
-    <span class="n">_manager</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">sycl_queue</span><span class="p">]</span>
-    <span class="c1"># populating new allocation, no dependent events</span>
-    <span class="n">hev</span><span class="p">,</span> <span class="n">full_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_full_usm_ndarray</span><span class="p">(</span><span class="n">fill_value</span><span class="p">,</span> <span class="n">res</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">hev</span><span class="p">,</span> <span class="n">full_ev</span><span class="p">)</span>
-    <span class="k">return</span> <span class="n">res</span></div>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_normalize_order</span><span class="p">(</span><span class="n">order</span><span class="p">,</span> <span class="n">arr</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Utility function for processing the `order` keyword of array-like</span>
-<span class="sd">    constructors, which support `&quot;K&quot;` and `&quot;A&quot;` orders.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="n">arr_flags</span> <span class="o">=</span> <span class="n">arr</span><span class="o">.</span><span class="n">flags</span>
-    <span class="n">f_contig</span> <span class="o">=</span> <span class="n">arr_flags</span><span class="p">[</span><span class="s2">&quot;F&quot;</span><span class="p">]</span>
-    <span class="n">c_contig</span> <span class="o">=</span> <span class="n">arr_flags</span><span class="p">[</span><span class="s2">&quot;C&quot;</span><span class="p">]</span>
-    <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;A&quot;</span><span class="p">:</span>
-        <span class="n">order</span> <span class="o">=</span> <span class="s2">&quot;F&quot;</span> <span class="k">if</span> <span class="n">f_contig</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">c_contig</span> <span class="k">else</span> <span class="s2">&quot;C&quot;</span>
-    <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;K&quot;</span> <span class="ow">and</span> <span class="p">(</span><span class="n">f_contig</span> <span class="ow">or</span> <span class="n">c_contig</span><span class="p">):</span>
-        <span class="n">order</span> <span class="o">=</span> <span class="s2">&quot;C&quot;</span> <span class="k">if</span> <span class="n">c_contig</span> <span class="k">else</span> <span class="s2">&quot;F&quot;</span>
-    <span class="k">return</span> <span class="n">order</span>
-
-
-<div class="viewcode-block" id="empty_like"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.empty_like.html#dpctl.tensor.empty_like">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">empty_like</span><span class="p">(</span>
-    <span class="n">x</span><span class="p">,</span> <span class="o">/</span><span class="p">,</span> <span class="o">*</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;K&quot;</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="kc">None</span>
-<span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Returns an uninitialized :class:`dpctl.tensor.usm_ndarray` with the</span>
-<span class="sd">    same `shape` as the input array `x`.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x (usm_ndarray):</span>
-<span class="sd">            Input array from which to derive the output array shape.</span>
-<span class="sd">        dtype (optional):</span>
-<span class="sd">            data type of the array. Can be a typestring,</span>
-<span class="sd">            a :class:`numpy.dtype` object, NumPy char string,</span>
-<span class="sd">            or a NumPy scalar type. Default: ``None``</span>
-<span class="sd">        order (&quot;C&quot;, &quot;F&quot;, &quot;A&quot;, or &quot;K&quot;):</span>
-<span class="sd">            memory layout for the array. Default: ``&quot;K&quot;``</span>
-<span class="sd">        device (optional): array API concept of device where the output array</span>
-<span class="sd">            is created. ``device`` can be ``None``, a oneAPI filter selector</span>
-<span class="sd">            string, an instance of :class:`dpctl.SyclDevice` corresponding to</span>
-<span class="sd">            a non-partitioned SYCL device, an instance of</span>
-<span class="sd">            :class:`dpctl.SyclQueue`, or a :class:`dpctl.tensor.Device` object</span>
-<span class="sd">            returned by :attr:`dpctl.tensor.usm_ndarray.device`.</span>
-<span class="sd">            Default: ``None``</span>
-<span class="sd">        usm_type (``&quot;device&quot;``, ``&quot;shared&quot;``, ``&quot;host&quot;``, optional):</span>
-<span class="sd">            The type of SYCL USM allocation for the output array.</span>
-<span class="sd">            Default: ``&quot;device&quot;``</span>
-<span class="sd">        sycl_queue (:class:`dpctl.SyclQueue`, optional):</span>
-<span class="sd">            The SYCL queue to use</span>
-<span class="sd">            for output array allocation and copying. ``sycl_queue`` and</span>
-<span class="sd">            ``device`` are complementary arguments, i.e. use one or another.</span>
-<span class="sd">            If both are specified, a :exc:`TypeError` is raised unless both</span>
-<span class="sd">            imply the same underlying SYCL queue to be used. If both are</span>
-<span class="sd">            ``None``, a cached queue targeting default-selected device is</span>
-<span class="sd">            used for allocation. Default: ``None``</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            Created empty array with uninitialized memory.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected instance of dpt.usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="si">}</span><span class="s2">.&quot;</span><span class="p">)</span>
-    <span class="k">if</span> <span class="p">(</span>
-        <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">order</span><span class="p">,</span> <span class="nb">str</span><span class="p">)</span>
-        <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">order</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span>
-        <span class="ow">or</span> <span class="n">order</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="s2">&quot;CcFfAaKk&quot;</span>
-    <span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-            <span class="s2">&quot;Unrecognized order keyword value, expecting &#39;C&#39;, &#39;F&#39;, &#39;A&#39;, or &#39;K&#39;.&quot;</span>
-        <span class="p">)</span>
-    <span class="n">order</span> <span class="o">=</span> <span class="n">order</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">upper</span><span class="p">()</span>
-    <span class="k">if</span> <span class="n">dtype</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">dtype</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">dtype</span>
-    <span class="k">if</span> <span class="n">usm_type</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">usm_type</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">usm_type</span>
-    <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">validate_usm_type</span><span class="p">(</span><span class="n">usm_type</span><span class="p">,</span> <span class="n">allow_none</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">device</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">and</span> <span class="n">sycl_queue</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">device</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">device</span>
-    <span class="n">sycl_queue</span> <span class="o">=</span> <span class="n">normalize_queue_device</span><span class="p">(</span><span class="n">sycl_queue</span><span class="o">=</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="n">device</span><span class="p">)</span>
-    <span class="n">dtype</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">dtype</span><span class="p">)</span>
-    <span class="n">order</span> <span class="o">=</span> <span class="n">_normalize_order</span><span class="p">(</span><span class="n">order</span><span class="p">,</span> <span class="n">x</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;K&quot;</span><span class="p">:</span>
-        <span class="n">_ensure_native_dtype_device_support</span><span class="p">(</span><span class="n">dtype</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">.</span><span class="n">sycl_device</span><span class="p">)</span>
-        <span class="k">return</span> <span class="n">_empty_like_orderK</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">dtype</span><span class="p">,</span> <span class="n">usm_type</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">shape</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">shape</span>
-        <span class="n">_ensure_native_dtype_device_support</span><span class="p">(</span><span class="n">dtype</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">.</span><span class="n">sycl_device</span><span class="p">)</span>
-        <span class="n">res</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">(</span>
-            <span class="n">shape</span><span class="p">,</span>
-            <span class="n">dtype</span><span class="o">=</span><span class="n">dtype</span><span class="p">,</span>
-            <span class="n">buffer</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span>
-            <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">,</span>
-            <span class="n">buffer_ctor_kwargs</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;queue&quot;</span><span class="p">:</span> <span class="n">sycl_queue</span><span class="p">},</span>
-        <span class="p">)</span>
-        <span class="k">return</span> <span class="n">res</span></div>
-
-
-<div class="viewcode-block" id="zeros_like"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.zeros_like.html#dpctl.tensor.zeros_like">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">zeros_like</span><span class="p">(</span>
-    <span class="n">x</span><span class="p">,</span> <span class="o">/</span><span class="p">,</span> <span class="o">*</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;K&quot;</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="kc">None</span>
-<span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Creates :class:`dpctl.tensor.usm_ndarray` from USM allocation</span>
-<span class="sd">    initialized with zeros.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x (usm_ndarray):</span>
-<span class="sd">            Input array from which to derive the shape of the</span>
-<span class="sd">            output array.</span>
-<span class="sd">        dtype (optional):</span>
-<span class="sd">            data type of the array. Can be typestring,</span>
-<span class="sd">            a :class:`numpy.dtype` object, :mod:`numpy` char string, or a</span>
-<span class="sd">            NumPy scalar type. If `None`, output array has the same data</span>
-<span class="sd">            type as the input array. Default: ``None``</span>
-<span class="sd">        order (&quot;C&quot;, or &quot;F&quot;):</span>
-<span class="sd">            memory layout for the array. Default: ``&quot;C&quot;``</span>
-<span class="sd">        device (optional):</span>
-<span class="sd">            array API concept of device where the output array</span>
-<span class="sd">            is created. ``device`` can be ``None``, a oneAPI filter selector</span>
-<span class="sd">            string, an instance of :class:`dpctl.SyclDevice` corresponding to</span>
-<span class="sd">            a non-partitioned SYCL device, an instance of</span>
-<span class="sd">            :class:`dpctl.SyclQueue`, or a :class:`dpctl.tensor.Device` object</span>
-<span class="sd">            returned by :attr:`dpctl.tensor.usm_ndarray.device`.</span>
-<span class="sd">            Default: ``None``</span>
-<span class="sd">        usm_type (``&quot;device&quot;``, ``&quot;shared&quot;``, ``&quot;host&quot;``, optional):</span>
-<span class="sd">            The type of SYCL USM allocation for the output array.</span>
-<span class="sd">            Default: ``&quot;device&quot;``</span>
-<span class="sd">        sycl_queue (:class:`dpctl.SyclQueue`, optional):</span>
-<span class="sd">            The SYCL queue to use</span>
-<span class="sd">            for output array allocation and copying. ``sycl_queue`` and</span>
-<span class="sd">            ``device`` are complementary arguments, i.e. use one or another.</span>
-<span class="sd">            If both are specified, a :exc:`TypeError` is raised unless both</span>
-<span class="sd">            imply the same underlying SYCL queue to be used. If both are</span>
-<span class="sd">            ``None``, a cached queue targeting default-selected device is</span>
-<span class="sd">            used for allocation and population. Default: ``None``</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            New array initialized with zeros.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected instance of dpt.usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="si">}</span><span class="s2">.&quot;</span><span class="p">)</span>
-    <span class="k">if</span> <span class="p">(</span>
-        <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">order</span><span class="p">,</span> <span class="nb">str</span><span class="p">)</span>
-        <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">order</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span>
-        <span class="ow">or</span> <span class="n">order</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="s2">&quot;CcFfAaKk&quot;</span>
-    <span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-            <span class="s2">&quot;Unrecognized order keyword value, expecting &#39;C&#39;, &#39;F&#39;, &#39;A&#39;, or &#39;K&#39;.&quot;</span>
-        <span class="p">)</span>
-    <span class="n">order</span> <span class="o">=</span> <span class="n">order</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">upper</span><span class="p">()</span>
-    <span class="k">if</span> <span class="n">dtype</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">dtype</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">dtype</span>
-    <span class="k">if</span> <span class="n">usm_type</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">usm_type</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">usm_type</span>
-    <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">validate_usm_type</span><span class="p">(</span><span class="n">usm_type</span><span class="p">,</span> <span class="n">allow_none</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">device</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">and</span> <span class="n">sycl_queue</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">device</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">device</span>
-    <span class="n">sycl_queue</span> <span class="o">=</span> <span class="n">normalize_queue_device</span><span class="p">(</span><span class="n">sycl_queue</span><span class="o">=</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="n">device</span><span class="p">)</span>
-    <span class="n">dtype</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">dtype</span><span class="p">)</span>
-    <span class="n">order</span> <span class="o">=</span> <span class="n">_normalize_order</span><span class="p">(</span><span class="n">order</span><span class="p">,</span> <span class="n">x</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;K&quot;</span><span class="p">:</span>
-        <span class="n">_ensure_native_dtype_device_support</span><span class="p">(</span><span class="n">dtype</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">.</span><span class="n">sycl_device</span><span class="p">)</span>
-        <span class="n">res</span> <span class="o">=</span> <span class="n">_empty_like_orderK</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">dtype</span><span class="p">,</span> <span class="n">usm_type</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="p">)</span>
-        <span class="n">_manager</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">sycl_queue</span><span class="p">]</span>
-        <span class="c1"># populating new allocation, no dependent events</span>
-        <span class="n">hev</span><span class="p">,</span> <span class="n">full_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_full_usm_ndarray</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">res</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">hev</span><span class="p">,</span> <span class="n">full_ev</span><span class="p">)</span>
-        <span class="k">return</span> <span class="n">res</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">_ensure_native_dtype_device_support</span><span class="p">(</span><span class="n">dtype</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">.</span><span class="n">sycl_device</span><span class="p">)</span>
-        <span class="n">sh</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">shape</span>
-        <span class="k">return</span> <span class="n">zeros</span><span class="p">(</span>
-            <span class="n">sh</span><span class="p">,</span>
-            <span class="n">dtype</span><span class="o">=</span><span class="n">dtype</span><span class="p">,</span>
-            <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">,</span>
-            <span class="n">device</span><span class="o">=</span><span class="n">device</span><span class="p">,</span>
-            <span class="n">usm_type</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">sycl_queue</span><span class="p">,</span>
-        <span class="p">)</span></div>
-
-
-<div class="viewcode-block" id="ones_like"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.ones_like.html#dpctl.tensor.ones_like">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">ones_like</span><span class="p">(</span>
-    <span class="n">x</span><span class="p">,</span> <span class="o">/</span><span class="p">,</span> <span class="o">*</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;K&quot;</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="kc">None</span>
-<span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Returns a new :class:`dpctl.tensor.usm_ndarray` filled with ones and</span>
-<span class="sd">    having the same `shape` as the input array `x`.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x (usm_ndarray):</span>
-<span class="sd">            Input array from which to derive the output array shape</span>
-<span class="sd">        dtype (optional):</span>
-<span class="sd">            data type of the array. Can be typestring,</span>
-<span class="sd">            a :class:`numpy.dtype` object, :mod:`numpy` char string,</span>
-<span class="sd">            or a NumPy scalar type. Default: `None`</span>
-<span class="sd">        order (&quot;C&quot;, &quot;F&quot;, &quot;A&quot;, or &quot;K&quot;):</span>
-<span class="sd">            memory layout for the array. Default: ``&quot;C&quot;``</span>
-<span class="sd">        device (optional):</span>
-<span class="sd">            array API concept of device where the output array</span>
-<span class="sd">            is created. ``device`` can be ``None``, a oneAPI filter selector</span>
-<span class="sd">            string, an instance of :class:`dpctl.SyclDevice` corresponding to</span>
-<span class="sd">            a non-partitioned SYCL device, an instance of</span>
-<span class="sd">            :class:`dpctl.SyclQueue`, or a :class:`dpctl.tensor.Device` object</span>
-<span class="sd">            returned by :attr:`dpctl.tensor.usm_ndarray.device`.</span>
-<span class="sd">            Default: ``None``</span>
-<span class="sd">        usm_type (``&quot;device&quot;``, ``&quot;shared&quot;``, ``&quot;host&quot;``, optional):</span>
-<span class="sd">            The type of SYCL USM allocation for the output array.</span>
-<span class="sd">            Default: ``&quot;device&quot;``</span>
-<span class="sd">        sycl_queue (:class:`dpctl.SyclQueue`, optional):</span>
-<span class="sd">            The SYCL queue to use</span>
-<span class="sd">            for output array allocation and copying. ``sycl_queue`` and</span>
-<span class="sd">            ``device`` are complementary arguments, i.e. use one or another.</span>
-<span class="sd">            If both are specified, a :exc:`TypeError` is raised unless both</span>
-<span class="sd">            imply the same underlying SYCL queue to be used. If both are</span>
-<span class="sd">            ``None``, a cached queue targeting default-selected device is</span>
-<span class="sd">            used for allocation and population. Default: ``None``</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            New array initialized with ones.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected instance of dpt.usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="si">}</span><span class="s2">.&quot;</span><span class="p">)</span>
-    <span class="k">if</span> <span class="p">(</span>
-        <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">order</span><span class="p">,</span> <span class="nb">str</span><span class="p">)</span>
-        <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">order</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span>
-        <span class="ow">or</span> <span class="n">order</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="s2">&quot;CcFfAaKk&quot;</span>
-    <span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-            <span class="s2">&quot;Unrecognized order keyword value, expecting &#39;C&#39;, &#39;F&#39;, &#39;A&#39;, or &#39;K&#39;.&quot;</span>
-        <span class="p">)</span>
-    <span class="n">order</span> <span class="o">=</span> <span class="n">order</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">upper</span><span class="p">()</span>
-    <span class="k">if</span> <span class="n">dtype</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">dtype</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">dtype</span>
-    <span class="k">if</span> <span class="n">usm_type</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">usm_type</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">usm_type</span>
-    <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">validate_usm_type</span><span class="p">(</span><span class="n">usm_type</span><span class="p">,</span> <span class="n">allow_none</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">device</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">and</span> <span class="n">sycl_queue</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">device</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">device</span>
-    <span class="n">sycl_queue</span> <span class="o">=</span> <span class="n">normalize_queue_device</span><span class="p">(</span><span class="n">sycl_queue</span><span class="o">=</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="n">device</span><span class="p">)</span>
-    <span class="n">dtype</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">dtype</span><span class="p">)</span>
-    <span class="n">order</span> <span class="o">=</span> <span class="n">_normalize_order</span><span class="p">(</span><span class="n">order</span><span class="p">,</span> <span class="n">x</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;K&quot;</span><span class="p">:</span>
-        <span class="n">_ensure_native_dtype_device_support</span><span class="p">(</span><span class="n">dtype</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">.</span><span class="n">sycl_device</span><span class="p">)</span>
-        <span class="n">res</span> <span class="o">=</span> <span class="n">_empty_like_orderK</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">dtype</span><span class="p">,</span> <span class="n">usm_type</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="p">)</span>
-        <span class="n">_manager</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">sycl_queue</span><span class="p">]</span>
-        <span class="c1"># populating new allocation, no dependent events</span>
-        <span class="n">hev</span><span class="p">,</span> <span class="n">full_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_full_usm_ndarray</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">res</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">hev</span><span class="p">,</span> <span class="n">full_ev</span><span class="p">)</span>
-        <span class="k">return</span> <span class="n">res</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">sh</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">shape</span>
-        <span class="k">return</span> <span class="n">ones</span><span class="p">(</span>
-            <span class="n">sh</span><span class="p">,</span>
-            <span class="n">dtype</span><span class="o">=</span><span class="n">dtype</span><span class="p">,</span>
-            <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">,</span>
-            <span class="n">device</span><span class="o">=</span><span class="n">device</span><span class="p">,</span>
-            <span class="n">usm_type</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">sycl_queue</span><span class="p">,</span>
-        <span class="p">)</span></div>
-
-
-<div class="viewcode-block" id="full_like"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.full_like.html#dpctl.tensor.full_like">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">full_like</span><span class="p">(</span>
-    <span class="n">x</span><span class="p">,</span>
-    <span class="o">/</span><span class="p">,</span>
-    <span class="n">fill_value</span><span class="p">,</span>
-    <span class="o">*</span><span class="p">,</span>
-    <span class="n">dtype</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-    <span class="n">order</span><span class="o">=</span><span class="s2">&quot;K&quot;</span><span class="p">,</span>
-    <span class="n">device</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-    <span class="n">usm_type</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-    <span class="n">sycl_queue</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-<span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot; full_like(x, fill_value, dtype=None, order=&quot;K&quot;, \</span>
-<span class="sd">                  device=None, usm_type=None, sycl_queue=None)</span>
-
-<span class="sd">    Returns a new :class:`dpctl.tensor.usm_ndarray` filled with `fill_value`</span>
-<span class="sd">    and having the same `shape` as the input array `x`.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x (usm_ndarray): Input array from which to derive the output array</span>
-<span class="sd">            shape.</span>
-<span class="sd">        fill_value: the value to fill output array with</span>
-<span class="sd">        dtype (optional):</span>
-<span class="sd">            data type of the array. Can be typestring,</span>
-<span class="sd">            a :class:`numpy.dtype` object, :mod:`numpy` char string, or a</span>
-<span class="sd">            NumPy scalar type. If ``dtype`` is ``None``, the output array data</span>
-<span class="sd">            type is inferred from ``x``. Default: ``None``</span>
-<span class="sd">        order (&quot;C&quot;, &quot;F&quot;, &quot;A&quot;, or &quot;K&quot;):</span>
-<span class="sd">            memory layout for the array. Default: ``&quot;K&quot;``</span>
-<span class="sd">        device (optional):</span>
-<span class="sd">            array API concept of device where the output array</span>
-<span class="sd">            is created. ``device`` can be ``None``, a oneAPI filter selector</span>
-<span class="sd">            string, an instance of :class:`dpctl.SyclDevice` corresponding to</span>
-<span class="sd">            a non-partitioned SYCL device, an instance of</span>
-<span class="sd">            :class:`dpctl.SyclQueue`, or a :class:`dpctl.tensor.Device` object</span>
-<span class="sd">            returned by :attr:`dpctl.tensor.usm_ndarray.device`.</span>
-<span class="sd">            Default: ``None``</span>
-<span class="sd">        usm_type (``&quot;device&quot;``, ``&quot;shared&quot;``, ``&quot;host&quot;``, optional):</span>
-<span class="sd">            The type of SYCL USM allocation for the output array.</span>
-<span class="sd">            Default: ``&quot;device&quot;``</span>
-<span class="sd">        sycl_queue (:class:`dpctl.SyclQueue`, optional):</span>
-<span class="sd">            The SYCL queue to use</span>
-<span class="sd">            for output array allocation and copying. ``sycl_queue`` and</span>
-<span class="sd">            ``device`` are complementary arguments, i.e. use one or another.</span>
-<span class="sd">            If both are specified, a :exc:`TypeError` is raised unless both</span>
-<span class="sd">            imply the same underlying SYCL queue to be used. If both are</span>
-<span class="sd">            ``None``, a cached queue targeting default-selected device is</span>
-<span class="sd">            used for allocation and population. Default: ``None``</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            New array initialized with given value.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected instance of dpt.usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="si">}</span><span class="s2">.&quot;</span><span class="p">)</span>
-    <span class="k">if</span> <span class="p">(</span>
-        <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">order</span><span class="p">,</span> <span class="nb">str</span><span class="p">)</span>
-        <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">order</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span>
-        <span class="ow">or</span> <span class="n">order</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="s2">&quot;CcFfAaKk&quot;</span>
-    <span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-            <span class="s2">&quot;Unrecognized order keyword value, expecting &#39;C&#39;, &#39;F&#39;, &#39;A&#39;, or &#39;K&#39;.&quot;</span>
-        <span class="p">)</span>
-    <span class="n">order</span> <span class="o">=</span> <span class="n">order</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">upper</span><span class="p">()</span>
-    <span class="k">if</span> <span class="n">dtype</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">dtype</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">dtype</span>
-    <span class="k">if</span> <span class="n">usm_type</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">usm_type</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">usm_type</span>
-    <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">validate_usm_type</span><span class="p">(</span><span class="n">usm_type</span><span class="p">,</span> <span class="n">allow_none</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">device</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">and</span> <span class="n">sycl_queue</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">device</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">device</span>
-    <span class="n">sycl_queue</span> <span class="o">=</span> <span class="n">normalize_queue_device</span><span class="p">(</span><span class="n">sycl_queue</span><span class="o">=</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="n">device</span><span class="p">)</span>
-    <span class="n">sh</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">shape</span>
-    <span class="n">dtype</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">dtype</span><span class="p">)</span>
-    <span class="n">order</span> <span class="o">=</span> <span class="n">_normalize_order</span><span class="p">(</span><span class="n">order</span><span class="p">,</span> <span class="n">x</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;K&quot;</span><span class="p">:</span>
-        <span class="n">_ensure_native_dtype_device_support</span><span class="p">(</span><span class="n">dtype</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">.</span><span class="n">sycl_device</span><span class="p">)</span>
-        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">fill_value</span><span class="p">,</span> <span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">,</span> <span class="nb">tuple</span><span class="p">,</span> <span class="nb">list</span><span class="p">)):</span>
-            <span class="n">X</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span>
-                <span class="n">fill_value</span><span class="p">,</span>
-                <span class="n">dtype</span><span class="o">=</span><span class="n">dtype</span><span class="p">,</span>
-                <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">,</span>
-                <span class="n">usm_type</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span>
-                <span class="n">sycl_queue</span><span class="o">=</span><span class="n">sycl_queue</span><span class="p">,</span>
-            <span class="p">)</span>
-            <span class="n">X</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">sh</span><span class="p">)</span>
-            <span class="n">res</span> <span class="o">=</span> <span class="n">_empty_like_orderK</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">dtype</span><span class="p">,</span> <span class="n">usm_type</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="p">)</span>
-            <span class="n">_manager</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">sycl_queue</span><span class="p">]</span>
-            <span class="c1"># order copy after tasks populating X</span>
-            <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-            <span class="n">hev</span><span class="p">,</span> <span class="n">copy_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-                <span class="n">src</span><span class="o">=</span><span class="n">X</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">res</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-            <span class="p">)</span>
-            <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">hev</span><span class="p">,</span> <span class="n">copy_ev</span><span class="p">)</span>
-            <span class="k">return</span> <span class="n">res</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">_validate_fill_value</span><span class="p">(</span><span class="n">fill_value</span><span class="p">)</span>
-
-        <span class="n">dtype</span> <span class="o">=</span> <span class="n">_get_dtype</span><span class="p">(</span><span class="n">dtype</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="p">,</span> <span class="n">ref_type</span><span class="o">=</span><span class="nb">type</span><span class="p">(</span><span class="n">fill_value</span><span class="p">))</span>
-        <span class="n">res</span> <span class="o">=</span> <span class="n">_empty_like_orderK</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">dtype</span><span class="p">,</span> <span class="n">usm_type</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="p">)</span>
-        <span class="n">fill_value</span> <span class="o">=</span> <span class="n">_cast_fill_val</span><span class="p">(</span><span class="n">fill_value</span><span class="p">,</span> <span class="n">dtype</span><span class="p">)</span>
-        <span class="n">_manager</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">sycl_queue</span><span class="p">]</span>
-        <span class="c1"># populating new allocation, no dependent events</span>
-        <span class="n">hev</span><span class="p">,</span> <span class="n">full_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_full_usm_ndarray</span><span class="p">(</span><span class="n">fill_value</span><span class="p">,</span> <span class="n">res</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">hev</span><span class="p">,</span> <span class="n">full_ev</span><span class="p">)</span>
-        <span class="k">return</span> <span class="n">res</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">full</span><span class="p">(</span>
-            <span class="n">sh</span><span class="p">,</span>
-            <span class="n">fill_value</span><span class="p">,</span>
-            <span class="n">dtype</span><span class="o">=</span><span class="n">dtype</span><span class="p">,</span>
-            <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">,</span>
-            <span class="n">device</span><span class="o">=</span><span class="n">device</span><span class="p">,</span>
-            <span class="n">usm_type</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">sycl_queue</span><span class="p">,</span>
-        <span class="p">)</span></div>
-
-
-<div class="viewcode-block" id="linspace"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.linspace.html#dpctl.tensor.linspace">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">linspace</span><span class="p">(</span>
-    <span class="n">start</span><span class="p">,</span>
-    <span class="n">stop</span><span class="p">,</span>
-    <span class="o">/</span><span class="p">,</span>
-    <span class="n">num</span><span class="p">,</span>
-    <span class="o">*</span><span class="p">,</span>
-    <span class="n">dtype</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-    <span class="n">device</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-    <span class="n">endpoint</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
-    <span class="n">sycl_queue</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-    <span class="n">usm_type</span><span class="o">=</span><span class="s2">&quot;device&quot;</span><span class="p">,</span>
-<span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    linspace(start, stop, num, dtype=None, device=None, endpoint=True, \</span>
-<span class="sd">        sycl_queue=None, usm_type=&quot;device&quot;)</span>
-
-<span class="sd">    Returns :class:`dpctl.tensor.usm_ndarray` array populated with</span>
-<span class="sd">    evenly spaced numbers of specified interval.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        start:</span>
-<span class="sd">            the start of the interval.</span>
-<span class="sd">        stop:</span>
-<span class="sd">            the end of the interval. If the ``endpoint`` is ``False``, the</span>
-<span class="sd">            function generates ``num+1`` evenly spaced points starting</span>
-<span class="sd">            with ``start`` and ending with ``stop`` and exclude the</span>
-<span class="sd">            ``stop`` from the returned array such that the returned array</span>
-<span class="sd">            consists of evenly spaced numbers over the half-open interval</span>
-<span class="sd">            ``[start, stop)``. If ``endpoint`` is ``True``, the output</span>
-<span class="sd">            array consists of evenly spaced numbers over the closed</span>
-<span class="sd">            interval ``[start, stop]``. Default: ``True``</span>
-<span class="sd">        num (int):</span>
-<span class="sd">            number of samples. Must be a non-negative integer; otherwise,</span>
-<span class="sd">            the function raises ``ValueError`` exception.</span>
-<span class="sd">        dtype:</span>
-<span class="sd">            output array data type. Should be a floating data type.</span>
-<span class="sd">            If ``dtype`` is ``None``, the output array must be the default</span>
-<span class="sd">            floating point data type for target device.</span>
-<span class="sd">            Default: ``None``</span>
-<span class="sd">        device (optional):</span>
-<span class="sd">            array API concept of device where the output array</span>
-<span class="sd">            is created. ``device`` can be ``None``, a oneAPI filter selector</span>
-<span class="sd">            string, an instance of :class:`dpctl.SyclDevice` corresponding to</span>
-<span class="sd">            a non-partitioned SYCL device, an instance of</span>
-<span class="sd">            :class:`dpctl.SyclQueue`, or a :class:`dpctl.tensor.Device` object</span>
-<span class="sd">            returned by :attr:`dpctl.tensor.usm_ndarray.device`.</span>
-<span class="sd">            Default: ``None``</span>
-<span class="sd">        usm_type (``&quot;device&quot;``, ``&quot;shared&quot;``, ``&quot;host&quot;``, optional):</span>
-<span class="sd">            The type of SYCL USM allocation for the output array.</span>
-<span class="sd">            Default: ``&quot;device&quot;``</span>
-<span class="sd">        sycl_queue (:class:`dpctl.SyclQueue`, optional):</span>
-<span class="sd">            The SYCL queue to use</span>
-<span class="sd">            for output array allocation and copying. ``sycl_queue`` and</span>
-<span class="sd">            ``device`` are complementary arguments, i.e. use one or another.</span>
-<span class="sd">            If both are specified, a :exc:`TypeError` is raised unless both</span>
-<span class="sd">            imply the same underlying SYCL queue to be used. If both are</span>
-<span class="sd">            ``None``, a cached queue targeting default-selected device is</span>
-<span class="sd">            used for allocation and population. Default: ``None``</span>
-<span class="sd">        endpoint: boolean indicating whether to include ``stop`` in the</span>
-<span class="sd">            interval. Default: ``True``</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            Array populated with evenly spaced numbers in the requested</span>
-<span class="sd">            interval.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="n">sycl_queue</span> <span class="o">=</span> <span class="n">normalize_queue_device</span><span class="p">(</span><span class="n">sycl_queue</span><span class="o">=</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="n">device</span><span class="p">)</span>
-    <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">validate_usm_type</span><span class="p">(</span><span class="n">usm_type</span><span class="p">,</span> <span class="n">allow_none</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">endpoint</span> <span class="ow">not</span> <span class="ow">in</span> <span class="p">[</span><span class="kc">True</span><span class="p">,</span> <span class="kc">False</span><span class="p">]:</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="s2">&quot;endpoint keyword argument must be of boolean type&quot;</span><span class="p">)</span>
-    <span class="n">num</span> <span class="o">=</span> <span class="n">operator</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">num</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">num</span> <span class="o">&lt;</span> <span class="mi">0</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;Number of points must be non-negative&quot;</span><span class="p">)</span>
-    <span class="n">_</span><span class="p">,</span> <span class="n">dt</span> <span class="o">=</span> <span class="n">_coerce_and_infer_dt</span><span class="p">(</span>
-        <span class="n">start</span><span class="p">,</span>
-        <span class="n">stop</span><span class="p">,</span>
-        <span class="n">dt</span><span class="o">=</span><span class="n">dtype</span><span class="p">,</span>
-        <span class="n">sycl_queue</span><span class="o">=</span><span class="n">sycl_queue</span><span class="p">,</span>
-        <span class="n">err_msg</span><span class="o">=</span><span class="s2">&quot;start and stop must be Python scalars.&quot;</span><span class="p">,</span>
-        <span class="n">allow_bool</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
-    <span class="p">)</span>
-    <span class="n">int_dt</span> <span class="o">=</span> <span class="kc">None</span>
-    <span class="k">if</span> <span class="n">np</span><span class="o">.</span><span class="n">issubdtype</span><span class="p">(</span><span class="n">dt</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">integer</span><span class="p">):</span>
-        <span class="k">if</span> <span class="n">dtype</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="n">int_dt</span> <span class="o">=</span> <span class="n">dt</span>
-        <span class="n">dt</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">default_device_fp_type</span><span class="p">(</span><span class="n">sycl_queue</span><span class="p">)</span>
-        <span class="n">dt</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">dt</span><span class="p">)</span>
-        <span class="n">start</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">start</span><span class="p">)</span>
-        <span class="n">stop</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">stop</span><span class="p">)</span>
-    <span class="n">res</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span><span class="n">num</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">dt</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">sycl_queue</span><span class="p">)</span>
-    <span class="n">_manager</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">sycl_queue</span><span class="p">]</span>
-    <span class="n">hev</span><span class="p">,</span> <span class="n">la_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_linspace_affine</span><span class="p">(</span>
-        <span class="n">start</span><span class="p">,</span> <span class="n">stop</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">res</span><span class="p">,</span> <span class="n">include_endpoint</span><span class="o">=</span><span class="n">endpoint</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">sycl_queue</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">hev</span><span class="p">,</span> <span class="n">la_ev</span><span class="p">)</span>
-    <span class="k">return</span> <span class="n">res</span> <span class="k">if</span> <span class="n">int_dt</span> <span class="ow">is</span> <span class="kc">None</span> <span class="k">else</span> <span class="n">dpt</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="n">res</span><span class="p">,</span> <span class="n">int_dt</span><span class="p">)</span></div>
-
-
-<div class="viewcode-block" id="eye"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.eye.html#dpctl.tensor.eye">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">eye</span><span class="p">(</span>
-    <span class="n">n_rows</span><span class="p">,</span>
-    <span class="n">n_cols</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-    <span class="o">/</span><span class="p">,</span>
-    <span class="o">*</span><span class="p">,</span>
-    <span class="n">k</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span>
-    <span class="n">dtype</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-    <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">,</span>
-    <span class="n">device</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-    <span class="n">usm_type</span><span class="o">=</span><span class="s2">&quot;device&quot;</span><span class="p">,</span>
-    <span class="n">sycl_queue</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
-<span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    eye(n_rows, n_cols=None, /, *, k=0, dtype=None, \</span>
-<span class="sd">        device=None, usm_type=&quot;device&quot;, sycl_queue=None)</span>
-
-<span class="sd">    Creates :class:`dpctl.tensor.usm_ndarray` with ones on the `k`-th</span>
-<span class="sd">    diagonal.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        n_rows (int):</span>
-<span class="sd">            number of rows in the output array.</span>
-<span class="sd">        n_cols (int, optional):</span>
-<span class="sd">            number of columns in the output array. If ``None``,</span>
-<span class="sd">            ``n_cols = n_rows``. Default: ``None``</span>
-<span class="sd">        k (int):</span>
-<span class="sd">            index of the diagonal, with ``0`` as the main diagonal.</span>
-<span class="sd">            A positive value of ``k`` is a superdiagonal, a negative value</span>
-<span class="sd">            is a subdiagonal.</span>
-<span class="sd">            Raises :exc:`TypeError` if ``k`` is not an integer.</span>
-<span class="sd">            Default: ``0``</span>
-<span class="sd">        dtype (optional):</span>
-<span class="sd">            data type of the array. Can be typestring,</span>
-<span class="sd">            a :class:`numpy.dtype` object, :mod:`numpy` char string, or</span>
-<span class="sd">            a NumPy scalar type. Default: ``None``</span>
-<span class="sd">        order (&quot;C&quot; or &quot;F&quot;):</span>
-<span class="sd">            memory layout for the array. Default: ``&quot;C&quot;``</span>
-<span class="sd">        device (optional):</span>
-<span class="sd">            array API concept of device where the output array</span>
-<span class="sd">            is created. ``device`` can be ``None``, a oneAPI filter selector</span>
-<span class="sd">            string, an instance of :class:`dpctl.SyclDevice` corresponding to</span>
-<span class="sd">            a non-partitioned SYCL device, an instance of</span>
-<span class="sd">            :class:`dpctl.SyclQueue`, or a :class:`dpctl.tensor.Device` object</span>
-<span class="sd">            returned by :attr:`dpctl.tensor.usm_ndarray.device`.</span>
-<span class="sd">            Default: ``None``</span>
-<span class="sd">        usm_type (``&quot;device&quot;``, ``&quot;shared&quot;``, ``&quot;host&quot;``, optional):</span>
-<span class="sd">            The type of SYCL USM allocation for the output array.</span>
-<span class="sd">            Default: ``&quot;device&quot;``</span>
-<span class="sd">        sycl_queue (:class:`dpctl.SyclQueue`, optional):</span>
-<span class="sd">            The SYCL queue to use</span>
-<span class="sd">            for output array allocation and copying. ``sycl_queue`` and</span>
-<span class="sd">            ``device`` are complementary arguments, i.e. use one or another.</span>
-<span class="sd">            If both are specified, a :exc:`TypeError` is raised unless both</span>
-<span class="sd">            imply the same underlying SYCL queue to be used. If both are</span>
-<span class="sd">            ``None``, a cached queue targeting default-selected device is</span>
-<span class="sd">            used for allocation and population. Default: ``None``</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            A diagonal matrix.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">order</span><span class="p">,</span> <span class="nb">str</span><span class="p">)</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">order</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span> <span class="ow">or</span> <span class="n">order</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="ow">not</span> <span class="ow">in</span> <span class="s2">&quot;CcFf&quot;</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-            <span class="s2">&quot;Unrecognized order keyword value, expecting &#39;F&#39; or &#39;C&#39;.&quot;</span>
-        <span class="p">)</span>
-    <span class="n">order</span> <span class="o">=</span> <span class="n">order</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">upper</span><span class="p">()</span>
-    <span class="n">n_rows</span> <span class="o">=</span> <span class="n">operator</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">n_rows</span><span class="p">)</span>
-    <span class="n">n_cols</span> <span class="o">=</span> <span class="n">n_rows</span> <span class="k">if</span> <span class="n">n_cols</span> <span class="ow">is</span> <span class="kc">None</span> <span class="k">else</span> <span class="n">operator</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">n_cols</span><span class="p">)</span>
-    <span class="n">k</span> <span class="o">=</span> <span class="n">operator</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">k</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">k</span> <span class="o">&gt;=</span> <span class="n">n_cols</span> <span class="ow">or</span> <span class="o">-</span><span class="n">k</span> <span class="o">&gt;=</span> <span class="n">n_rows</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span>
-            <span class="p">(</span><span class="n">n_rows</span><span class="p">,</span> <span class="n">n_cols</span><span class="p">),</span>
-            <span class="n">dtype</span><span class="o">=</span><span class="n">dtype</span><span class="p">,</span>
-            <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">,</span>
-            <span class="n">device</span><span class="o">=</span><span class="n">device</span><span class="p">,</span>
-            <span class="n">usm_type</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">sycl_queue</span><span class="p">,</span>
-        <span class="p">)</span>
-    <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">validate_usm_type</span><span class="p">(</span><span class="n">usm_type</span><span class="p">,</span> <span class="n">allow_none</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
-    <span class="n">sycl_queue</span> <span class="o">=</span> <span class="n">normalize_queue_device</span><span class="p">(</span><span class="n">sycl_queue</span><span class="o">=</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="n">device</span><span class="p">)</span>
-    <span class="n">dtype</span> <span class="o">=</span> <span class="n">_get_dtype</span><span class="p">(</span><span class="n">dtype</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="p">)</span>
-    <span class="n">_ensure_native_dtype_device_support</span><span class="p">(</span><span class="n">dtype</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">.</span><span class="n">sycl_device</span><span class="p">)</span>
-    <span class="n">res</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">(</span>
-        <span class="p">(</span><span class="n">n_rows</span><span class="p">,</span> <span class="n">n_cols</span><span class="p">),</span>
-        <span class="n">dtype</span><span class="o">=</span><span class="n">dtype</span><span class="p">,</span>
-        <span class="n">buffer</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span>
-        <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">,</span>
-        <span class="n">buffer_ctor_kwargs</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;queue&quot;</span><span class="p">:</span> <span class="n">sycl_queue</span><span class="p">},</span>
-    <span class="p">)</span>
-    <span class="k">if</span> <span class="n">n_rows</span> <span class="o">!=</span> <span class="mi">0</span> <span class="ow">and</span> <span class="n">n_cols</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
-        <span class="n">_manager</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">sycl_queue</span><span class="p">]</span>
-        <span class="n">hev</span><span class="p">,</span> <span class="n">eye_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_eye</span><span class="p">(</span><span class="n">k</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">res</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">sycl_queue</span><span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">hev</span><span class="p">,</span> <span class="n">eye_ev</span><span class="p">)</span>
-    <span class="k">return</span> <span class="n">res</span></div>
-
-
-<div class="viewcode-block" id="tril"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.tril.html#dpctl.tensor.tril">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">tril</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="o">/</span><span class="p">,</span> <span class="o">*</span><span class="p">,</span> <span class="n">k</span><span class="o">=</span><span class="mi">0</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Returns the lower triangular part of a matrix (or a stack of matrices)</span>
-<span class="sd">    ``x``.</span>
-
-<span class="sd">    The lower triangular part of the matrix is defined as the elements on and</span>
-<span class="sd">    below the specified diagonal ``k``.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x (usm_ndarray):</span>
-<span class="sd">            Input array</span>
-<span class="sd">        k (int, optional):</span>
-<span class="sd">            Specifies the diagonal above which to set</span>
-<span class="sd">            elements to zero. If ``k = 0``, the diagonal is the main diagonal.</span>
-<span class="sd">            If ``k &lt; 0``, the diagonal is below the main diagonal.</span>
-<span class="sd">            If ``k &gt; 0``, the diagonal is above the main diagonal.</span>
-<span class="sd">            Default: ``0``</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            A lower-triangular array or a stack of lower-triangular arrays.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="s2">&quot;Expected argument of type dpctl.tensor.usm_ndarray, &quot;</span>
-            <span class="sa">f</span><span class="s2">&quot;got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="si">}</span><span class="s2">.&quot;</span>
-        <span class="p">)</span>
-
-    <span class="n">k</span> <span class="o">=</span> <span class="n">operator</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">k</span><span class="p">)</span>
-
-    <span class="n">order</span> <span class="o">=</span> <span class="s2">&quot;F&quot;</span> <span class="k">if</span> <span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">flags</span><span class="o">.</span><span class="n">f_contiguous</span><span class="p">)</span> <span class="k">else</span> <span class="s2">&quot;C&quot;</span>
-
-    <span class="n">shape</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">shape</span>
-    <span class="n">nd</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">ndim</span>
-    <span class="k">if</span> <span class="n">nd</span> <span class="o">&lt;</span> <span class="mi">2</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;Array dimensions less than 2.&quot;</span><span class="p">)</span>
-
-    <span class="n">q</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">sycl_queue</span>
-    <span class="k">if</span> <span class="n">k</span> <span class="o">&gt;=</span> <span class="n">shape</span><span class="p">[</span><span class="n">nd</span> <span class="o">-</span> <span class="mi">1</span><span class="p">]</span> <span class="o">-</span> <span class="mi">1</span><span class="p">:</span>
-        <span class="n">res</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-            <span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span>
-            <span class="n">dtype</span><span class="o">=</span><span class="n">x</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span>
-            <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">,</span>
-            <span class="n">usm_type</span><span class="o">=</span><span class="n">x</span><span class="o">.</span><span class="n">usm_type</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span><span class="p">,</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">q</span><span class="p">]</span>
-        <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-        <span class="n">hev</span><span class="p">,</span> <span class="n">cpy_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">x</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">res</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">hev</span><span class="p">,</span> <span class="n">cpy_ev</span><span class="p">)</span>
-    <span class="k">elif</span> <span class="n">k</span> <span class="o">&lt;</span> <span class="o">-</span><span class="n">shape</span><span class="p">[</span><span class="n">nd</span> <span class="o">-</span> <span class="mi">2</span><span class="p">]:</span>
-        <span class="n">res</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span>
-            <span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span>
-            <span class="n">dtype</span><span class="o">=</span><span class="n">x</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span>
-            <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">,</span>
-            <span class="n">usm_type</span><span class="o">=</span><span class="n">x</span><span class="o">.</span><span class="n">usm_type</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span><span class="p">,</span>
-        <span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">res</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-            <span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span>
-            <span class="n">dtype</span><span class="o">=</span><span class="n">x</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span>
-            <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">,</span>
-            <span class="n">usm_type</span><span class="o">=</span><span class="n">x</span><span class="o">.</span><span class="n">usm_type</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span><span class="p">,</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">q</span><span class="p">]</span>
-        <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-        <span class="n">hev</span><span class="p">,</span> <span class="n">tril_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_tril</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">x</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">res</span><span class="p">,</span> <span class="n">k</span><span class="o">=</span><span class="n">k</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">hev</span><span class="p">,</span> <span class="n">tril_ev</span><span class="p">)</span>
-
-    <span class="k">return</span> <span class="n">res</span></div>
-
-
-<div class="viewcode-block" id="triu"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.triu.html#dpctl.tensor.triu">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">triu</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="o">/</span><span class="p">,</span> <span class="o">*</span><span class="p">,</span> <span class="n">k</span><span class="o">=</span><span class="mi">0</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Returns the upper triangular part of a matrix (or a stack of matrices)</span>
-<span class="sd">    ``x``.</span>
-
-<span class="sd">    The upper triangular part of the matrix is defined as the elements on and</span>
-<span class="sd">    above the specified diagonal ``k``.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x (usm_ndarray):</span>
-<span class="sd">            Input array</span>
-<span class="sd">        k (int, optional):</span>
-<span class="sd">            Specifies the diagonal below which to set</span>
-<span class="sd">            elements to zero. If ``k = 0``, the diagonal is the main diagonal.</span>
-<span class="sd">            If ``k &lt; 0``, the diagonal is below the main diagonal.</span>
-<span class="sd">            If ``k &gt; 0``, the diagonal is above the main diagonal.</span>
-<span class="sd">            Default: ``0``</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            An upper-triangular array or a stack of upper-triangular arrays.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="s2">&quot;Expected argument of type dpctl.tensor.usm_ndarray, &quot;</span>
-            <span class="sa">f</span><span class="s2">&quot;got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="si">}</span><span class="s2">.&quot;</span>
-        <span class="p">)</span>
-
-    <span class="n">k</span> <span class="o">=</span> <span class="n">operator</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">k</span><span class="p">)</span>
-
-    <span class="n">order</span> <span class="o">=</span> <span class="s2">&quot;F&quot;</span> <span class="k">if</span> <span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">flags</span><span class="o">.</span><span class="n">f_contiguous</span><span class="p">)</span> <span class="k">else</span> <span class="s2">&quot;C&quot;</span>
-
-    <span class="n">shape</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">shape</span>
-    <span class="n">nd</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">ndim</span>
-    <span class="k">if</span> <span class="n">nd</span> <span class="o">&lt;</span> <span class="mi">2</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;Array dimensions less than 2.&quot;</span><span class="p">)</span>
-
-    <span class="n">q</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">sycl_queue</span>
-    <span class="k">if</span> <span class="n">k</span> <span class="o">&gt;</span> <span class="n">shape</span><span class="p">[</span><span class="n">nd</span> <span class="o">-</span> <span class="mi">1</span><span class="p">]:</span>
-        <span class="n">res</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span>
-            <span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span>
-            <span class="n">dtype</span><span class="o">=</span><span class="n">x</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span>
-            <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">,</span>
-            <span class="n">usm_type</span><span class="o">=</span><span class="n">x</span><span class="o">.</span><span class="n">usm_type</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span><span class="p">,</span>
-        <span class="p">)</span>
-    <span class="k">elif</span> <span class="n">k</span> <span class="o">&lt;=</span> <span class="o">-</span><span class="n">shape</span><span class="p">[</span><span class="n">nd</span> <span class="o">-</span> <span class="mi">2</span><span class="p">]</span> <span class="o">+</span> <span class="mi">1</span><span class="p">:</span>
-        <span class="n">res</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-            <span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span>
-            <span class="n">dtype</span><span class="o">=</span><span class="n">x</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span>
-            <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">,</span>
-            <span class="n">usm_type</span><span class="o">=</span><span class="n">x</span><span class="o">.</span><span class="n">usm_type</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span><span class="p">,</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">q</span><span class="p">]</span>
-        <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-        <span class="n">hev</span><span class="p">,</span> <span class="n">cpy_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">x</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">res</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">hev</span><span class="p">,</span> <span class="n">cpy_ev</span><span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">res</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-            <span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span>
-            <span class="n">dtype</span><span class="o">=</span><span class="n">x</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span>
-            <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">,</span>
-            <span class="n">usm_type</span><span class="o">=</span><span class="n">x</span><span class="o">.</span><span class="n">usm_type</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span><span class="p">,</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">q</span><span class="p">]</span>
-        <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-        <span class="n">hev</span><span class="p">,</span> <span class="n">triu_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_triu</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">x</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">res</span><span class="p">,</span> <span class="n">k</span><span class="o">=</span><span class="n">k</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">hev</span><span class="p">,</span> <span class="n">triu_ev</span><span class="p">)</span>
-
-    <span class="k">return</span> <span class="n">res</span></div>
-
-
-<div class="viewcode-block" id="meshgrid"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.meshgrid.html#dpctl.tensor.meshgrid">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">meshgrid</span><span class="p">(</span><span class="o">*</span><span class="n">arrays</span><span class="p">,</span> <span class="n">indexing</span><span class="o">=</span><span class="s2">&quot;xy&quot;</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Creates list of :class:`dpctl.tensor.usm_ndarray` coordinate matrices</span>
-<span class="sd">    from vectors.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        arrays (usm_ndarray):</span>
-<span class="sd">            an arbitrary number of one-dimensional arrays</span>
-<span class="sd">            representing grid coordinates. Each array should have the same</span>
-<span class="sd">            numeric data type.</span>
-<span class="sd">        indexing (``&quot;xy&quot;``, or ``&quot;ij&quot;``):</span>
-<span class="sd">            Cartesian (``&quot;xy&quot;``) or matrix (``&quot;ij&quot;``) indexing of output.</span>
-<span class="sd">            If provided zero or one one-dimensional vector(s) (i.e., the</span>
-<span class="sd">            zero- and one-dimensional cases, respectively), the ``indexing``</span>
-<span class="sd">            keyword has no effect and should be ignored. Default: ``&quot;xy&quot;``</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        List[array]:</span>
-<span class="sd">            list of ``N`` arrays, where ``N`` is the number of</span>
-<span class="sd">            provided one-dimensional input arrays. Each returned array must</span>
-<span class="sd">            have rank ``N``.</span>
-<span class="sd">            For a set of ``n`` vectors with lengths ``N0``, ``N1``, ``N2``, ...</span>
-<span class="sd">            The cartesian indexing results in arrays of shape</span>
-<span class="sd">            ``(N1, N0, N2, ...)``, while the</span>
-<span class="sd">            matrix indexing results in arrays of shape</span>
-<span class="sd">            ``(N0, N1, N2, ...)``.</span>
-<span class="sd">            Default: ``&quot;xy&quot;``.</span>
-
-<span class="sd">    Raises:</span>
-<span class="sd">        ValueError: If vectors are not of the same data type, or are not</span>
-<span class="sd">            one-dimensional.</span>
-
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="n">ref_dt</span> <span class="o">=</span> <span class="kc">None</span>
-    <span class="n">ref_unset</span> <span class="o">=</span> <span class="kc">True</span>
-    <span class="k">for</span> <span class="n">array</span> <span class="ow">in</span> <span class="n">arrays</span><span class="p">:</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">array</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-            <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-                <span class="sa">f</span><span class="s2">&quot;Expected instance of dpt.usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">array</span><span class="p">)</span><span class="si">}</span><span class="s2">.&quot;</span>
-            <span class="p">)</span>
-        <span class="k">if</span> <span class="n">array</span><span class="o">.</span><span class="n">ndim</span> <span class="o">!=</span> <span class="mi">1</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;All arrays must be one-dimensional.&quot;</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">ref_unset</span><span class="p">:</span>
-            <span class="n">ref_unset</span> <span class="o">=</span> <span class="kc">False</span>
-            <span class="n">ref_dt</span> <span class="o">=</span> <span class="n">array</span><span class="o">.</span><span class="n">dtype</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="k">if</span> <span class="ow">not</span> <span class="n">ref_dt</span> <span class="o">==</span> <span class="n">array</span><span class="o">.</span><span class="n">dtype</span><span class="p">:</span>
-                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                    <span class="s2">&quot;All arrays must be of the same numeric data type.&quot;</span>
-                <span class="p">)</span>
-    <span class="k">if</span> <span class="n">indexing</span> <span class="ow">not</span> <span class="ow">in</span> <span class="p">[</span><span class="s2">&quot;xy&quot;</span><span class="p">,</span> <span class="s2">&quot;ij&quot;</span><span class="p">]:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-            <span class="s2">&quot;Unrecognized indexing keyword value, expecting &#39;xy&#39; or &#39;ij.&#39;&quot;</span>
-        <span class="p">)</span>
-    <span class="n">n</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">arrays</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">n</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
-        <span class="k">return</span> <span class="p">[]</span>
-
-    <span class="n">sh</span> <span class="o">=</span> <span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,)</span> <span class="o">+</span> <span class="p">(</span><span class="mi">1</span><span class="p">,)</span> <span class="o">*</span> <span class="p">(</span><span class="n">n</span> <span class="o">-</span> <span class="mi">1</span><span class="p">)</span>
-
-    <span class="n">res</span> <span class="o">=</span> <span class="p">[]</span>
-    <span class="k">if</span> <span class="n">n</span> <span class="o">&gt;</span> <span class="mi">1</span> <span class="ow">and</span> <span class="n">indexing</span> <span class="o">==</span> <span class="s2">&quot;xy&quot;</span><span class="p">:</span>
-        <span class="n">res</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">arrays</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">)</span> <span class="o">+</span> <span class="n">sh</span><span class="p">[</span><span class="mi">2</span><span class="p">:],</span> <span class="n">copy</span><span class="o">=</span><span class="kc">True</span><span class="p">))</span>
-        <span class="n">res</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">arrays</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">sh</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">True</span><span class="p">))</span>
-        <span class="n">arrays</span><span class="p">,</span> <span class="n">sh</span> <span class="o">=</span> <span class="n">arrays</span><span class="p">[</span><span class="mi">2</span><span class="p">:],</span> <span class="n">sh</span><span class="p">[</span><span class="o">-</span><span class="mi">2</span><span class="p">:]</span> <span class="o">+</span> <span class="n">sh</span><span class="p">[:</span><span class="o">-</span><span class="mi">2</span><span class="p">]</span>
-
-    <span class="k">for</span> <span class="n">array</span> <span class="ow">in</span> <span class="n">arrays</span><span class="p">:</span>
-        <span class="n">res</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">array</span><span class="p">,</span> <span class="n">sh</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">True</span><span class="p">))</span>
-        <span class="n">sh</span> <span class="o">=</span> <span class="n">sh</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">:]</span> <span class="o">+</span> <span class="n">sh</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
-
-    <span class="n">output</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_arrays</span><span class="p">(</span><span class="o">*</span><span class="n">res</span><span class="p">)</span>
-
-    <span class="k">return</span> <span class="n">output</span></div>
-</pre></div>
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-          <h1>Source code for dpctl.tensor._device</h1><div class="highlight"><pre>
-<span></span><span class="c1">#                       Data Parallel Control (dpctl)</span>
-<span class="c1">#</span>
-<span class="c1">#  Copyright 2020-2025 Intel Corporation</span>
-<span class="c1">#</span>
-<span class="c1">#  Licensed under the Apache License, Version 2.0 (the &quot;License&quot;);</span>
-<span class="c1">#  you may not use this file except in compliance with the License.</span>
-<span class="c1">#  You may obtain a copy of the License at</span>
-<span class="c1">#</span>
-<span class="c1">#     http://www.apache.org/licenses/LICENSE-2.0</span>
-<span class="c1">#</span>
-<span class="c1">#  Unless required by applicable law or agreed to in writing, software</span>
-<span class="c1">#  distributed under the License is distributed on an &quot;AS IS&quot; BASIS,</span>
-<span class="c1">#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.</span>
-<span class="c1">#  See the License for the specific language governing permissions and</span>
-<span class="c1">#  limitations under the License.</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">dpctl._sycl_device_factory</span><span class="w"> </span><span class="kn">import</span> <span class="n">_cached_default_device</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">dpctl._sycl_queue_manager</span><span class="w"> </span><span class="kn">import</span> <span class="n">get_device_cached_queue</span>
-
-<span class="vm">__doc__</span> <span class="o">=</span> <span class="s2">&quot;Implementation of array API mandated Device class&quot;</span>
-
-
-<div class="viewcode-block" id="Device"><a class="viewcode-back" href="../../../api_reference/dpctl/tensor.utility_functions.html#dpctl.tensor.Device">[docs]</a><span class="k">class</span><span class="w"> </span><span class="nc">Device</span><span class="p">:</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    An object representing Data-API concept of device.</span>
-
-<span class="sd">    This is a wrapper around :class:`dpctl.SyclQueue` with custom</span>
-<span class="sd">    formatting. The class does not have public constructor,</span>
-<span class="sd">    but a class method :meth:`dpctl.tensor.Device.create_device` to construct</span>
-<span class="sd">    it from `device` keyword argument in Array-API functions.</span>
-
-<span class="sd">    Instance can be queried for ``sycl_queue``, ``sycl_context``,</span>
-<span class="sd">    or ``sycl_device``.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-
-    <span class="n">__device_queue_map__</span> <span class="o">=</span> <span class="p">{}</span>
-    <span class="n">sycl_queue_</span> <span class="o">=</span> <span class="kc">None</span>
-
-    <span class="k">def</span><span class="w"> </span><span class="fm">__new__</span><span class="p">(</span><span class="bp">cls</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="s2">&quot;No public constructor&quot;</span><span class="p">)</span>
-
-    <span class="nd">@classmethod</span>
-    <span class="k">def</span><span class="w"> </span><span class="nf">create_device</span><span class="p">(</span><span class="bp">cls</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&quot;&quot;&quot;Device.create_device(device=None)</span>
-
-<span class="sd">        Creates instance of Device from argument.</span>
-
-<span class="sd">        Args:</span>
-<span class="sd">            device:</span>
-<span class="sd">                Device specification, i.e. `None`, :class:`.Device`,</span>
-<span class="sd">                :class:`dpctl.SyclQueue`, or a :class:`dpctl.SyclDevice`</span>
-<span class="sd">                corresponding to a root SYCL device.</span>
-<span class="sd">        Raises:</span>
-<span class="sd">            ValueError: if an instance of :class:`dpctl.SycDevice` corresponding</span>
-<span class="sd">                        to a sub-device was specified as the argument</span>
-<span class="sd">            SyclQueueCreationError: if :class:`dpctl.SyclQueue` could not be</span>
-<span class="sd">                                    created from the argument</span>
-<span class="sd">        &quot;&quot;&quot;</span>
-        <span class="n">dev</span> <span class="o">=</span> <span class="n">device</span>
-        <span class="n">obj</span> <span class="o">=</span> <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__new__</span><span class="p">(</span><span class="bp">cls</span><span class="p">)</span>
-        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">dev</span><span class="p">,</span> <span class="n">Device</span><span class="p">):</span>
-            <span class="n">obj</span><span class="o">.</span><span class="n">sycl_queue_</span> <span class="o">=</span> <span class="n">dev</span><span class="o">.</span><span class="n">sycl_queue</span>
-        <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">dev</span><span class="p">,</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclQueue</span><span class="p">):</span>
-            <span class="n">obj</span><span class="o">.</span><span class="n">sycl_queue_</span> <span class="o">=</span> <span class="n">dev</span>
-        <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">dev</span><span class="p">,</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclDevice</span><span class="p">):</span>
-            <span class="n">par</span> <span class="o">=</span> <span class="n">dev</span><span class="o">.</span><span class="n">parent_device</span>
-            <span class="k">if</span> <span class="n">par</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-                <span class="n">obj</span><span class="o">.</span><span class="n">sycl_queue_</span> <span class="o">=</span> <span class="n">get_device_cached_queue</span><span class="p">(</span><span class="n">dev</span><span class="p">)</span>
-            <span class="k">else</span><span class="p">:</span>
-                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                    <span class="sa">f</span><span class="s2">&quot;Using non-root device </span><span class="si">{</span><span class="n">dev</span><span class="si">}</span><span class="s2"> to specify offloading &quot;</span>
-                    <span class="s2">&quot;target is ambiguous. Please use dpctl.SyclQueue &quot;</span>
-                    <span class="s2">&quot;targeting this device&quot;</span>
-                <span class="p">)</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="k">if</span> <span class="n">dev</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-                <span class="n">_dev</span> <span class="o">=</span> <span class="n">_cached_default_device</span><span class="p">()</span>
-            <span class="k">else</span><span class="p">:</span>
-                <span class="n">_dev</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclDevice</span><span class="p">(</span><span class="n">dev</span><span class="p">)</span>
-            <span class="n">obj</span><span class="o">.</span><span class="n">sycl_queue_</span> <span class="o">=</span> <span class="n">get_device_cached_queue</span><span class="p">(</span><span class="n">_dev</span><span class="p">)</span>
-        <span class="k">return</span> <span class="n">obj</span>
-
-    <span class="nd">@property</span>
-    <span class="k">def</span><span class="w"> </span><span class="nf">sycl_queue</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">        :class:`dpctl.SyclQueue` used to offload to this :class:`.Device`.</span>
-<span class="sd">        &quot;&quot;&quot;</span>
-        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">sycl_queue_</span>
-
-    <span class="nd">@property</span>
-    <span class="k">def</span><span class="w"> </span><span class="nf">sycl_context</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">        :class:`dpctl.SyclContext` associated with this :class:`.Device`.</span>
-<span class="sd">        &quot;&quot;&quot;</span>
-        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">sycl_queue_</span><span class="o">.</span><span class="n">sycl_context</span>
-
-    <span class="nd">@property</span>
-    <span class="k">def</span><span class="w"> </span><span class="nf">sycl_device</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">        :class:`dpctl.SyclDevice` targeted by this :class:`.Device`.</span>
-<span class="sd">        &quot;&quot;&quot;</span>
-        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">sycl_queue_</span><span class="o">.</span><span class="n">sycl_device</span>
-
-    <span class="k">def</span><span class="w"> </span><span class="fm">__repr__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-        <span class="k">try</span><span class="p">:</span>
-            <span class="n">sd</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">sycl_device</span>
-        <span class="k">except</span> <span class="ne">AttributeError</span> <span class="k">as</span> <span class="n">exc</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                <span class="sa">f</span><span class="s2">&quot;Instance of </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="vm">__class__</span><span class="si">}</span><span class="s2"> is not initialized&quot;</span>
-            <span class="p">)</span> <span class="kn">from</span><span class="w"> </span><span class="nn">exc</span>
-        <span class="k">try</span><span class="p">:</span>
-            <span class="n">fs</span> <span class="o">=</span> <span class="n">sd</span><span class="o">.</span><span class="n">filter_string</span>
-            <span class="k">return</span> <span class="sa">f</span><span class="s2">&quot;Device(</span><span class="si">{</span><span class="n">fs</span><span class="si">}</span><span class="s2">)&quot;</span>
-        <span class="k">except</span> <span class="ne">TypeError</span><span class="p">:</span>
-            <span class="c1"># This is a sub-device</span>
-            <span class="k">return</span> <span class="nb">repr</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">)</span>
-
-    <span class="k">def</span><span class="w"> </span><span class="nf">print_device_info</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-        <span class="s2">&quot;Outputs information about targeted SYCL device&quot;</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">sycl_device</span><span class="o">.</span><span class="n">print_device_info</span><span class="p">()</span>
-
-    <span class="k">def</span><span class="w"> </span><span class="nf">wait</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">        Call ``wait`` method of the underlying ``sycl_queue``.</span>
-<span class="sd">        &quot;&quot;&quot;</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">sycl_queue_</span><span class="o">.</span><span class="n">wait</span><span class="p">()</span>
-
-    <span class="k">def</span><span class="w"> </span><span class="fm">__eq__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&quot;&quot;&quot;Equality comparison based on underlying ``sycl_queue``.&quot;&quot;&quot;</span>
-        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">other</span><span class="p">,</span> <span class="n">Device</span><span class="p">):</span>
-            <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">sycl_queue</span><span class="o">.</span><span class="fm">__eq__</span><span class="p">(</span><span class="n">other</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">)</span>
-        <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">other</span><span class="p">,</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclQueue</span><span class="p">):</span>
-            <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">sycl_queue</span><span class="o">.</span><span class="fm">__eq__</span><span class="p">(</span><span class="n">other</span><span class="p">)</span>
-        <span class="k">return</span> <span class="kc">False</span>
-
-    <span class="k">def</span><span class="w"> </span><span class="fm">__hash__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&quot;&quot;&quot;Compute object&#39;s hash value.&quot;&quot;&quot;</span>
-        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">sycl_queue</span><span class="o">.</span><span class="fm">__hash__</span><span class="p">()</span></div>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">normalize_queue_device</span><span class="p">(</span><span class="n">sycl_queue</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;normalize_queue_device(sycl_queue=None, device=None)</span>
-
-<span class="sd">    Utility to process exclusive keyword arguments &#39;device&#39;</span>
-<span class="sd">    and &#39;sycl_queue&#39; in functions of `dpctl.tensor`.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        sycl_queue (:class:`dpctl.SyclQueue`, optional):</span>
-<span class="sd">            explicitly indicates where USM allocation is done</span>
-<span class="sd">            and the population code (if any) is executed.</span>
-<span class="sd">            Value `None` is interpreted as get the SYCL queue</span>
-<span class="sd">            from `device` keyword, or use default queue.</span>
-<span class="sd">            Default: None</span>
-<span class="sd">        device (string, :class:`dpctl.SyclDevice`, :class:`dpctl.SyclQueue,</span>
-<span class="sd">            :class:`dpctl.tensor.Device`, optional):</span>
-<span class="sd">            array-API keyword indicating non-partitioned SYCL device</span>
-<span class="sd">            where array is allocated.</span>
-
-<span class="sd">    Returns</span>
-<span class="sd">        :class:`dpctl.SyclQueue` object implied by either of provided</span>
-<span class="sd">        keywords. If both are None, `dpctl.SyclQueue()` is returned.</span>
-<span class="sd">        If both are specified and imply the same queue, `sycl_queue`</span>
-<span class="sd">        is returned.</span>
-
-<span class="sd">    Raises:</span>
-<span class="sd">        TypeError: if argument is not of the expected type, or keywords</span>
-<span class="sd">            imply incompatible queues.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="n">q</span> <span class="o">=</span> <span class="n">sycl_queue</span>
-    <span class="n">d</span> <span class="o">=</span> <span class="n">device</span>
-    <span class="k">if</span> <span class="n">q</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">d</span> <span class="o">=</span> <span class="n">Device</span><span class="o">.</span><span class="n">create_device</span><span class="p">(</span><span class="n">d</span><span class="p">)</span>
-        <span class="k">return</span> <span class="n">d</span><span class="o">.</span><span class="n">sycl_queue</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">q</span><span class="p">,</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclQueue</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected dpctl.SyclQueue, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">q</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">d</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">q</span>
-    <span class="n">d</span> <span class="o">=</span> <span class="n">Device</span><span class="o">.</span><span class="n">create_device</span><span class="p">(</span><span class="n">d</span><span class="p">)</span>
-    <span class="n">qq</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_execution_queue</span><span class="p">(</span>
-        <span class="p">(</span>
-            <span class="n">q</span><span class="p">,</span>
-            <span class="n">d</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span>
-        <span class="p">)</span>
-    <span class="p">)</span>
-    <span class="k">if</span> <span class="n">qq</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="s2">&quot;sycl_queue and device keywords can not be both specified&quot;</span>
-        <span class="p">)</span>
-    <span class="k">return</span> <span class="n">qq</span>
-</pre></div>
-        </article>
-      </div>
-      <footer>
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-          
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-            </div>
-            Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
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diff --git a/pulls/1961/_modules/dpctl/tensor/_indexing_functions.html b/pulls/1961/_modules/dpctl/tensor/_indexing_functions.html
deleted file mode 100644
index 294fa4d4be..0000000000
--- a/pulls/1961/_modules/dpctl/tensor/_indexing_functions.html
+++ /dev/null
@@ -1,1406 +0,0 @@
-<!doctype html>
-<html class="no-js" lang="en" data-content_root="">
-  <head><meta charset="utf-8"/>
-    <meta name="viewport" content="width=device-width,initial-scale=1"/>
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-<li class="toctree-l5 has-children"><a class="reference internal" href="../../../api_reference/libsyclinterface/generated/struct_MDLocalAccessorTy.html">struct MDLocalAccessorTy</a><input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" role="switch" type="checkbox"/><label for="toctree-checkbox-45"><div class="visually-hidden">Toggle navigation of struct MDLocalAccessorTy</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
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-        <article role="main" id="furo-main-content">
-          <h1>Source code for dpctl.tensor._indexing_functions</h1><div class="highlight"><pre>
-<span></span><span class="c1">#                       Data Parallel Control (dpctl)</span>
-<span class="c1">#</span>
-<span class="c1">#  Copyright 2020-2025 Intel Corporation</span>
-<span class="c1">#</span>
-<span class="c1">#  Licensed under the Apache License, Version 2.0 (the &quot;License&quot;);</span>
-<span class="c1">#  you may not use this file except in compliance with the License.</span>
-<span class="c1">#  You may obtain a copy of the License at</span>
-<span class="c1">#</span>
-<span class="c1">#     http://www.apache.org/licenses/LICENSE-2.0</span>
-<span class="c1">#</span>
-<span class="c1">#  Unless required by applicable law or agreed to in writing, software</span>
-<span class="c1">#  distributed under the License is distributed on an &quot;AS IS&quot; BASIS,</span>
-<span class="c1">#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.</span>
-<span class="c1">#  See the License for the specific language governing permissions and</span>
-<span class="c1">#  limitations under the License.</span>
-
-<span class="kn">import</span><span class="w"> </span><span class="nn">operator</span>
-
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.tensor</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">dpt</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.tensor._tensor_impl</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">ti</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.utils</span>
-
-<span class="kn">from</span><span class="w"> </span><span class="nn">._copy_utils</span><span class="w"> </span><span class="kn">import</span> <span class="p">(</span>
-    <span class="n">_extract_impl</span><span class="p">,</span>
-    <span class="n">_nonzero_impl</span><span class="p">,</span>
-    <span class="n">_put_multi_index</span><span class="p">,</span>
-    <span class="n">_take_multi_index</span><span class="p">,</span>
-<span class="p">)</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">._numpy_helper</span><span class="w"> </span><span class="kn">import</span> <span class="n">normalize_axis_index</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_get_indexing_mode</span><span class="p">(</span><span class="n">name</span><span class="p">):</span>
-    <span class="n">modes</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;wrap&quot;</span><span class="p">:</span> <span class="mi">0</span><span class="p">,</span> <span class="s2">&quot;clip&quot;</span><span class="p">:</span> <span class="mi">1</span><span class="p">}</span>
-    <span class="k">try</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">modes</span><span class="p">[</span><span class="n">name</span><span class="p">]</span>
-    <span class="k">except</span> <span class="ne">KeyError</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-            <span class="s2">&quot;`mode` must be `wrap` or `clip`.&quot;</span> <span class="s2">&quot;Got `</span><span class="si">{}</span><span class="s2">`.&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">name</span><span class="p">)</span>
-        <span class="p">)</span>
-
-
-<div class="viewcode-block" id="take"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.take.html#dpctl.tensor.take">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">take</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">indices</span><span class="p">,</span> <span class="o">/</span><span class="p">,</span> <span class="o">*</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">mode</span><span class="o">=</span><span class="s2">&quot;wrap&quot;</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;take(x, indices, axis=None, mode=&quot;wrap&quot;)</span>
-
-<span class="sd">    Takes elements from an array along a given axis at given indices.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x (usm_ndarray):</span>
-<span class="sd">            The array that elements will be taken from.</span>
-<span class="sd">        indices (usm_ndarray):</span>
-<span class="sd">            One-dimensional array of indices.</span>
-<span class="sd">        axis (int, optional):</span>
-<span class="sd">            The axis along which the values will be selected.</span>
-<span class="sd">            If ``x`` is one-dimensional, this argument is optional.</span>
-<span class="sd">            Default: ``None``.</span>
-<span class="sd">        mode (str, optional):</span>
-<span class="sd">            How out-of-bounds indices will be handled. Possible values</span>
-<span class="sd">            are:</span>
-
-<span class="sd">            - ``&quot;wrap&quot;``: clamps indices to (``-n &lt;= i &lt; n``), then wraps</span>
-<span class="sd">              negative indices.</span>
-<span class="sd">            - ``&quot;clip&quot;``: clips indices to (``0 &lt;= i &lt; n``).</span>
-
-<span class="sd">            Default: ``&quot;wrap&quot;``.</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">       usm_ndarray:</span>
-<span class="sd">          Array with shape</span>
-<span class="sd">          ``x.shape[:axis] + indices.shape + x.shape[axis + 1:]``</span>
-<span class="sd">          filled with elements from ``x``.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="s2">&quot;Expected instance of `dpt.usm_ndarray`, got `</span><span class="si">{}</span><span class="s2">`.&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="p">))</span>
-        <span class="p">)</span>
-
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">indices</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="s2">&quot;`indices` expected `dpt.usm_ndarray`, got `</span><span class="si">{}</span><span class="s2">`.&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
-                <span class="nb">type</span><span class="p">(</span><span class="n">indices</span><span class="p">)</span>
-            <span class="p">)</span>
-        <span class="p">)</span>
-    <span class="k">if</span> <span class="n">indices</span><span class="o">.</span><span class="n">dtype</span><span class="o">.</span><span class="n">kind</span> <span class="ow">not</span> <span class="ow">in</span> <span class="s2">&quot;ui&quot;</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">IndexError</span><span class="p">(</span>
-            <span class="s2">&quot;`indices` expected integer data type, got `</span><span class="si">{}</span><span class="s2">`&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
-                <span class="n">indices</span><span class="o">.</span><span class="n">dtype</span>
-            <span class="p">)</span>
-        <span class="p">)</span>
-    <span class="k">if</span> <span class="n">indices</span><span class="o">.</span><span class="n">ndim</span> <span class="o">!=</span> <span class="mi">1</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-            <span class="s2">&quot;`indices` expected a 1D array, got `</span><span class="si">{}</span><span class="s2">`&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">indices</span><span class="o">.</span><span class="n">ndim</span><span class="p">)</span>
-        <span class="p">)</span>
-    <span class="n">exec_q</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_execution_queue</span><span class="p">([</span><span class="n">x</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">indices</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">])</span>
-    <span class="k">if</span> <span class="n">exec_q</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">ExecutionPlacementError</span>
-    <span class="n">res_usm_type</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_coerced_usm_type</span><span class="p">(</span>
-        <span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">usm_type</span><span class="p">,</span> <span class="n">indices</span><span class="o">.</span><span class="n">usm_type</span><span class="p">]</span>
-    <span class="p">)</span>
-
-    <span class="n">mode</span> <span class="o">=</span> <span class="n">_get_indexing_mode</span><span class="p">(</span><span class="n">mode</span><span class="p">)</span>
-
-    <span class="n">x_ndim</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">ndim</span>
-    <span class="k">if</span> <span class="n">axis</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="k">if</span> <span class="n">x_ndim</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                <span class="s2">&quot;`axis` cannot be `None` for array of dimension `</span><span class="si">{}</span><span class="s2">`&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
-                    <span class="n">x_ndim</span>
-                <span class="p">)</span>
-            <span class="p">)</span>
-        <span class="n">axis</span> <span class="o">=</span> <span class="mi">0</span>
-
-    <span class="k">if</span> <span class="n">x_ndim</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
-        <span class="n">axis</span> <span class="o">=</span> <span class="n">normalize_axis_index</span><span class="p">(</span><span class="n">operator</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">axis</span><span class="p">),</span> <span class="n">x_ndim</span><span class="p">)</span>
-        <span class="n">x_sh</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">shape</span>
-        <span class="k">if</span> <span class="n">x_sh</span><span class="p">[</span><span class="n">axis</span><span class="p">]</span> <span class="o">==</span> <span class="mi">0</span> <span class="ow">and</span> <span class="n">indices</span><span class="o">.</span><span class="n">size</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">IndexError</span><span class="p">(</span><span class="s2">&quot;cannot take non-empty indices from an empty axis&quot;</span><span class="p">)</span>
-        <span class="n">res_shape</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">[:</span><span class="n">axis</span><span class="p">]</span> <span class="o">+</span> <span class="n">indices</span><span class="o">.</span><span class="n">shape</span> <span class="o">+</span> <span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="n">axis</span> <span class="o">+</span> <span class="mi">1</span> <span class="p">:]</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="k">if</span> <span class="n">axis</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;`axis` must be 0 for an array of dimension 0.&quot;</span><span class="p">)</span>
-        <span class="n">res_shape</span> <span class="o">=</span> <span class="n">indices</span><span class="o">.</span><span class="n">shape</span>
-
-    <span class="n">res</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-        <span class="n">res_shape</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">x</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="n">res_usm_type</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span>
-    <span class="p">)</span>
-
-    <span class="n">_manager</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">exec_q</span><span class="p">]</span>
-    <span class="n">deps_ev</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-    <span class="n">hev</span><span class="p">,</span> <span class="n">take_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_take</span><span class="p">(</span>
-        <span class="n">x</span><span class="p">,</span> <span class="p">(</span><span class="n">indices</span><span class="p">,),</span> <span class="n">res</span><span class="p">,</span> <span class="n">axis</span><span class="p">,</span> <span class="n">mode</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">deps_ev</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">hev</span><span class="p">,</span> <span class="n">take_ev</span><span class="p">)</span>
-
-    <span class="k">return</span> <span class="n">res</span></div>
-
-
-<div class="viewcode-block" id="put"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.put.html#dpctl.tensor.put">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">put</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">indices</span><span class="p">,</span> <span class="n">vals</span><span class="p">,</span> <span class="o">/</span><span class="p">,</span> <span class="o">*</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">mode</span><span class="o">=</span><span class="s2">&quot;wrap&quot;</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;put(x, indices, vals, axis=None, mode=&quot;wrap&quot;)</span>
-
-<span class="sd">    Puts values into an array along a given axis at given indices.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x (usm_ndarray):</span>
-<span class="sd">            The array the values will be put into.</span>
-<span class="sd">        indices (usm_ndarray):</span>
-<span class="sd">            One-dimensional array of indices.</span>
-<span class="sd">        vals (usm_ndarray):</span>
-<span class="sd">            Array of values to be put into ``x``.</span>
-<span class="sd">            Must be broadcastable to the result shape</span>
-<span class="sd">            ``x.shape[:axis] + indices.shape + x.shape[axis+1:]``.</span>
-<span class="sd">        axis (int, optional):</span>
-<span class="sd">            The axis along which the values will be placed.</span>
-<span class="sd">            If ``x`` is one-dimensional, this argument is optional.</span>
-<span class="sd">            Default: ``None``.</span>
-<span class="sd">        mode (str, optional):</span>
-<span class="sd">            How out-of-bounds indices will be handled. Possible values</span>
-<span class="sd">            are:</span>
-
-<span class="sd">            - ``&quot;wrap&quot;``: clamps indices to (``-n &lt;= i &lt; n``), then wraps</span>
-<span class="sd">              negative indices.</span>
-<span class="sd">            - ``&quot;clip&quot;``: clips indices to (``0 &lt;= i &lt; n``).</span>
-
-<span class="sd">            Default: ``&quot;wrap&quot;``.</span>
-
-<span class="sd">    .. note::</span>
-
-<span class="sd">        If input array ``indices`` contains duplicates, a race condition</span>
-<span class="sd">        occurs, and the value written into corresponding positions in ``x``</span>
-<span class="sd">        may vary from run to run. Preserving sequential semantics in handing</span>
-<span class="sd">        the duplicates to achieve deterministic behavior requires additional</span>
-<span class="sd">        work, e.g.</span>
-
-<span class="sd">        :Example:</span>
-
-<span class="sd">            .. code-block:: python</span>
-
-<span class="sd">                from dpctl import tensor as dpt</span>
-
-<span class="sd">                def put_vec_duplicates(vec, ind, vals):</span>
-<span class="sd">                    &quot;Put values into vec, handling possible duplicates in ind&quot;</span>
-<span class="sd">                    assert vec.ndim, ind.ndim, vals.ndim == 1, 1, 1</span>
-
-<span class="sd">                    # find positions of last occurences of each</span>
-<span class="sd">                    # unique index</span>
-<span class="sd">                    ind_flipped = dpt.flip(ind)</span>
-<span class="sd">                    ind_uniq = dpt.unique_all(ind_flipped).indices</span>
-<span class="sd">                    has_dups = len(ind) != len(ind_uniq)</span>
-
-<span class="sd">                    if has_dups:</span>
-<span class="sd">                        ind_uniq = dpt.subtract(vec.size - 1, ind_uniq)</span>
-<span class="sd">                        ind = dpt.take(ind, ind_uniq)</span>
-<span class="sd">                        vals = dpt.take(vals, ind_uniq)</span>
-
-<span class="sd">                    dpt.put(vec, ind, vals)</span>
-
-<span class="sd">                n = 512</span>
-<span class="sd">                ind = dpt.concat((dpt.arange(n), dpt.arange(n, -1, step=-1)))</span>
-<span class="sd">                x = dpt.zeros(ind.size, dtype=&quot;int32&quot;)</span>
-<span class="sd">                vals = dpt.arange(ind.size, dtype=x.dtype)</span>
-
-<span class="sd">                # Values corresponding to last positions of</span>
-<span class="sd">                # duplicate indices are written into the vector x</span>
-<span class="sd">                put_vec_duplicates(x, ind, vals)</span>
-
-<span class="sd">                parts = (vals[-1:-n-2:-1], dpt.zeros(n, dtype=x.dtype))</span>
-<span class="sd">                expected = dpt.concat(parts)</span>
-<span class="sd">                assert dpt.all(x == expected)</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="s2">&quot;Expected instance of `dpt.usm_ndarray`, got `</span><span class="si">{}</span><span class="s2">`.&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="p">))</span>
-        <span class="p">)</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">indices</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="s2">&quot;`indices` expected `dpt.usm_ndarray`, got `</span><span class="si">{}</span><span class="s2">`.&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
-                <span class="nb">type</span><span class="p">(</span><span class="n">indices</span><span class="p">)</span>
-            <span class="p">)</span>
-        <span class="p">)</span>
-    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">vals</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="n">queues_</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">indices</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">vals</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">]</span>
-        <span class="n">usm_types_</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">usm_type</span><span class="p">,</span> <span class="n">indices</span><span class="o">.</span><span class="n">usm_type</span><span class="p">,</span> <span class="n">vals</span><span class="o">.</span><span class="n">usm_type</span><span class="p">]</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">queues_</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">indices</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">]</span>
-        <span class="n">usm_types_</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">usm_type</span><span class="p">,</span> <span class="n">indices</span><span class="o">.</span><span class="n">usm_type</span><span class="p">]</span>
-    <span class="k">if</span> <span class="n">indices</span><span class="o">.</span><span class="n">ndim</span> <span class="o">!=</span> <span class="mi">1</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-            <span class="s2">&quot;`indices` expected a 1D array, got `</span><span class="si">{}</span><span class="s2">`&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">indices</span><span class="o">.</span><span class="n">ndim</span><span class="p">)</span>
-        <span class="p">)</span>
-    <span class="k">if</span> <span class="n">indices</span><span class="o">.</span><span class="n">dtype</span><span class="o">.</span><span class="n">kind</span> <span class="ow">not</span> <span class="ow">in</span> <span class="s2">&quot;ui&quot;</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">IndexError</span><span class="p">(</span>
-            <span class="s2">&quot;`indices` expected integer data type, got `</span><span class="si">{}</span><span class="s2">`&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
-                <span class="n">indices</span><span class="o">.</span><span class="n">dtype</span>
-            <span class="p">)</span>
-        <span class="p">)</span>
-    <span class="n">exec_q</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_execution_queue</span><span class="p">(</span><span class="n">queues_</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">exec_q</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">ExecutionPlacementError</span>
-    <span class="n">vals_usm_type</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_coerced_usm_type</span><span class="p">(</span><span class="n">usm_types_</span><span class="p">)</span>
-
-    <span class="n">mode</span> <span class="o">=</span> <span class="n">_get_indexing_mode</span><span class="p">(</span><span class="n">mode</span><span class="p">)</span>
-
-    <span class="n">x_ndim</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">ndim</span>
-    <span class="k">if</span> <span class="n">axis</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="k">if</span> <span class="n">x_ndim</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                <span class="s2">&quot;`axis` cannot be `None` for array of dimension `</span><span class="si">{}</span><span class="s2">`&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
-                    <span class="n">x_ndim</span>
-                <span class="p">)</span>
-            <span class="p">)</span>
-        <span class="n">axis</span> <span class="o">=</span> <span class="mi">0</span>
-
-    <span class="k">if</span> <span class="n">x_ndim</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
-        <span class="n">axis</span> <span class="o">=</span> <span class="n">normalize_axis_index</span><span class="p">(</span><span class="n">operator</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">axis</span><span class="p">),</span> <span class="n">x_ndim</span><span class="p">)</span>
-        <span class="n">x_sh</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">shape</span>
-        <span class="k">if</span> <span class="n">x_sh</span><span class="p">[</span><span class="n">axis</span><span class="p">]</span> <span class="o">==</span> <span class="mi">0</span> <span class="ow">and</span> <span class="n">indices</span><span class="o">.</span><span class="n">size</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">IndexError</span><span class="p">(</span><span class="s2">&quot;cannot take non-empty indices from an empty axis&quot;</span><span class="p">)</span>
-        <span class="n">val_shape</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">[:</span><span class="n">axis</span><span class="p">]</span> <span class="o">+</span> <span class="n">indices</span><span class="o">.</span><span class="n">shape</span> <span class="o">+</span> <span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="n">axis</span> <span class="o">+</span> <span class="mi">1</span> <span class="p">:]</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="k">if</span> <span class="n">axis</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;`axis` must be 0 for an array of dimension 0.&quot;</span><span class="p">)</span>
-        <span class="n">val_shape</span> <span class="o">=</span> <span class="n">indices</span><span class="o">.</span><span class="n">shape</span>
-
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">vals</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="n">vals</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span>
-            <span class="n">vals</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">x</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="n">vals_usm_type</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span>
-        <span class="p">)</span>
-    <span class="c1"># choose to throw here for consistency with `place`</span>
-    <span class="k">if</span> <span class="n">vals</span><span class="o">.</span><span class="n">size</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-            <span class="s2">&quot;cannot put into non-empty indices along an empty axis&quot;</span>
-        <span class="p">)</span>
-    <span class="k">if</span> <span class="n">vals</span><span class="o">.</span><span class="n">dtype</span> <span class="o">==</span> <span class="n">x</span><span class="o">.</span><span class="n">dtype</span><span class="p">:</span>
-        <span class="n">rhs</span> <span class="o">=</span> <span class="n">vals</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">rhs</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="n">vals</span><span class="p">,</span> <span class="n">x</span><span class="o">.</span><span class="n">dtype</span><span class="p">)</span>
-    <span class="n">rhs</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">rhs</span><span class="p">,</span> <span class="n">val_shape</span><span class="p">)</span>
-
-    <span class="n">_manager</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">exec_q</span><span class="p">]</span>
-    <span class="n">deps_ev</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-    <span class="n">hev</span><span class="p">,</span> <span class="n">put_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_put</span><span class="p">(</span>
-        <span class="n">x</span><span class="p">,</span> <span class="p">(</span><span class="n">indices</span><span class="p">,),</span> <span class="n">rhs</span><span class="p">,</span> <span class="n">axis</span><span class="p">,</span> <span class="n">mode</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">deps_ev</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">hev</span><span class="p">,</span> <span class="n">put_ev</span><span class="p">)</span></div>
-
-
-<div class="viewcode-block" id="extract"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.extract.html#dpctl.tensor.extract">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">extract</span><span class="p">(</span><span class="n">condition</span><span class="p">,</span> <span class="n">arr</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;extract(condition, arr)</span>
-
-<span class="sd">    Returns the elements of an array that satisfies the condition.</span>
-
-<span class="sd">    If ``condition`` is boolean ``dpctl.tensor.extract`` is</span>
-<span class="sd">    equivalent to ``arr[condition]``.</span>
-
-<span class="sd">    Note that ``dpctl.tensor.place`` does the opposite of</span>
-<span class="sd">    ``dpctl.tensor.extract``.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">       conditions (usm_ndarray):</span>
-<span class="sd">            An array whose non-zero or ``True`` entries indicate the element</span>
-<span class="sd">            of ``arr`` to extract.</span>
-
-<span class="sd">       arr (usm_ndarray):</span>
-<span class="sd">            Input array of the same size as ``condition``.</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            Rank 1 array of values from ``arr`` where ``condition`` is</span>
-<span class="sd">            ``True``.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">condition</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="s2">&quot;Expecting dpctl.tensor.usm_ndarray type, &quot;</span> <span class="sa">f</span><span class="s2">&quot;got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">condition</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span>
-        <span class="p">)</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">arr</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="s2">&quot;Expecting dpctl.tensor.usm_ndarray type, &quot;</span> <span class="sa">f</span><span class="s2">&quot;got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">arr</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span>
-        <span class="p">)</span>
-    <span class="n">exec_q</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_execution_queue</span><span class="p">(</span>
-        <span class="p">(</span>
-            <span class="n">condition</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span>
-            <span class="n">arr</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span>
-        <span class="p">)</span>
-    <span class="p">)</span>
-    <span class="k">if</span> <span class="n">exec_q</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">ExecutionPlacementError</span>
-    <span class="k">if</span> <span class="n">condition</span><span class="o">.</span><span class="n">shape</span> <span class="o">!=</span> <span class="n">arr</span><span class="o">.</span><span class="n">shape</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;Arrays are not of the same size&quot;</span><span class="p">)</span>
-    <span class="k">return</span> <span class="n">_extract_impl</span><span class="p">(</span><span class="n">arr</span><span class="p">,</span> <span class="n">condition</span><span class="p">)</span></div>
-
-
-<div class="viewcode-block" id="place"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.place.html#dpctl.tensor.place">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">place</span><span class="p">(</span><span class="n">arr</span><span class="p">,</span> <span class="n">mask</span><span class="p">,</span> <span class="n">vals</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;place(arr, mask, vals)</span>
-
-<span class="sd">    Change elements of an array based on conditional and input values.</span>
-
-<span class="sd">    If ``mask`` is boolean ``dpctl.tensor.place`` is</span>
-<span class="sd">    equivalent to ``arr[condition] = vals``.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        arr (usm_ndarray):</span>
-<span class="sd">            Array to put data into.</span>
-<span class="sd">        mask (usm_ndarray):</span>
-<span class="sd">            Boolean mask array. Must have the same size as ``arr``.</span>
-<span class="sd">        vals (usm_ndarray, sequence):</span>
-<span class="sd">            Values to put into ``arr``. Only the first N elements are</span>
-<span class="sd">            used, where N is the number of True values in ``mask``. If</span>
-<span class="sd">            ``vals`` is smaller than N, it will be repeated, and if</span>
-<span class="sd">            elements of ``arr`` are to be masked, this sequence must be</span>
-<span class="sd">            non-empty. Array ``vals`` must be one dimensional.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">arr</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="s2">&quot;Expecting dpctl.tensor.usm_ndarray type, &quot;</span> <span class="sa">f</span><span class="s2">&quot;got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">arr</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span>
-        <span class="p">)</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">mask</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="s2">&quot;Expecting dpctl.tensor.usm_ndarray type, &quot;</span> <span class="sa">f</span><span class="s2">&quot;got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">mask</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span>
-        <span class="p">)</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">vals</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="s2">&quot;Expecting dpctl.tensor.usm_ndarray type, &quot;</span> <span class="sa">f</span><span class="s2">&quot;got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">vals</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span>
-        <span class="p">)</span>
-    <span class="n">exec_q</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_execution_queue</span><span class="p">(</span>
-        <span class="p">(</span>
-            <span class="n">arr</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span>
-            <span class="n">mask</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span>
-            <span class="n">vals</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span>
-        <span class="p">)</span>
-    <span class="p">)</span>
-    <span class="k">if</span> <span class="n">exec_q</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">ExecutionPlacementError</span>
-    <span class="k">if</span> <span class="n">arr</span><span class="o">.</span><span class="n">shape</span> <span class="o">!=</span> <span class="n">mask</span><span class="o">.</span><span class="n">shape</span> <span class="ow">or</span> <span class="n">vals</span><span class="o">.</span><span class="n">ndim</span> <span class="o">!=</span> <span class="mi">1</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;Array sizes are not as required&quot;</span><span class="p">)</span>
-    <span class="n">cumsum</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span><span class="n">mask</span><span class="o">.</span><span class="n">size</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="s2">&quot;i8&quot;</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">)</span>
-    <span class="n">_manager</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">exec_q</span><span class="p">]</span>
-    <span class="n">deps_ev</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-    <span class="n">nz_count</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">mask_positions</span><span class="p">(</span>
-        <span class="n">mask</span><span class="p">,</span> <span class="n">cumsum</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">deps_ev</span>
-    <span class="p">)</span>
-    <span class="k">if</span> <span class="n">nz_count</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
-        <span class="k">return</span>
-    <span class="k">if</span> <span class="n">vals</span><span class="o">.</span><span class="n">size</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;Cannot insert from an empty array!&quot;</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">vals</span><span class="o">.</span><span class="n">dtype</span> <span class="o">==</span> <span class="n">arr</span><span class="o">.</span><span class="n">dtype</span><span class="p">:</span>
-        <span class="n">rhs</span> <span class="o">=</span> <span class="n">vals</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">rhs</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="n">vals</span><span class="p">,</span> <span class="n">arr</span><span class="o">.</span><span class="n">dtype</span><span class="p">)</span>
-    <span class="n">hev</span><span class="p">,</span> <span class="n">pl_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_place</span><span class="p">(</span>
-        <span class="n">dst</span><span class="o">=</span><span class="n">arr</span><span class="p">,</span>
-        <span class="n">cumsum</span><span class="o">=</span><span class="n">cumsum</span><span class="p">,</span>
-        <span class="n">axis_start</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span>
-        <span class="n">axis_end</span><span class="o">=</span><span class="n">mask</span><span class="o">.</span><span class="n">ndim</span><span class="p">,</span>
-        <span class="n">rhs</span><span class="o">=</span><span class="n">rhs</span><span class="p">,</span>
-        <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">hev</span><span class="p">,</span> <span class="n">pl_ev</span><span class="p">)</span></div>
-
-
-<div class="viewcode-block" id="nonzero"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.nonzero.html#dpctl.tensor.nonzero">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">nonzero</span><span class="p">(</span><span class="n">arr</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;nonzero(arr)</span>
-
-<span class="sd">    Return the indices of non-zero elements.</span>
-
-<span class="sd">    Returns a tuple of usm_ndarrays, one for each dimension</span>
-<span class="sd">    of ``arr``, containing the indices of the non-zero elements</span>
-<span class="sd">    in that dimension. The values of ``arr`` are always tested in</span>
-<span class="sd">    row-major, C-style order.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        arr (usm_ndarray):</span>
-<span class="sd">            Input array, which has non-zero array rank.</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        Tuple[usm_ndarray, ...]:</span>
-<span class="sd">            Indices of non-zero array elements.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">arr</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="s2">&quot;Expecting dpctl.tensor.usm_ndarray type, &quot;</span> <span class="sa">f</span><span class="s2">&quot;got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">arr</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span>
-        <span class="p">)</span>
-    <span class="k">if</span> <span class="n">arr</span><span class="o">.</span><span class="n">ndim</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;Array of positive rank is expected&quot;</span><span class="p">)</span>
-    <span class="k">return</span> <span class="n">_nonzero_impl</span><span class="p">(</span><span class="n">arr</span><span class="p">)</span></div>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_range</span><span class="p">(</span><span class="n">sh_i</span><span class="p">,</span> <span class="n">i</span><span class="p">,</span> <span class="n">nd</span><span class="p">,</span> <span class="n">q</span><span class="p">,</span> <span class="n">usm_t</span><span class="p">,</span> <span class="n">dt</span><span class="p">):</span>
-    <span class="n">ind</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="n">sh_i</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">dt</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="n">usm_t</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span><span class="p">)</span>
-    <span class="n">ind</span><span class="o">.</span><span class="n">shape</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">sh_i</span> <span class="k">if</span> <span class="n">i</span> <span class="o">==</span> <span class="n">j</span> <span class="k">else</span> <span class="mi">1</span> <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">nd</span><span class="p">))</span>
-    <span class="k">return</span> <span class="n">ind</span>
-
-
-<div class="viewcode-block" id="take_along_axis"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.take_along_axis.html#dpctl.tensor.take_along_axis">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">take_along_axis</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">indices</span><span class="p">,</span> <span class="o">/</span><span class="p">,</span> <span class="o">*</span><span class="p">,</span> <span class="n">axis</span><span class="o">=-</span><span class="mi">1</span><span class="p">,</span> <span class="n">mode</span><span class="o">=</span><span class="s2">&quot;wrap&quot;</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Returns elements from an array at the one-dimensional indices specified</span>
-<span class="sd">    by ``indices`` along a provided ``axis``.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x (usm_ndarray):</span>
-<span class="sd">            input array. Must be compatible with ``indices``, except for the</span>
-<span class="sd">            axis (dimension) specified by ``axis``.</span>
-<span class="sd">        indices (usm_ndarray):</span>
-<span class="sd">            array indices. Must have the same rank (i.e., number of dimensions)</span>
-<span class="sd">            as ``x``.</span>
-<span class="sd">        axis: int</span>
-<span class="sd">            axis along which to select values. If ``axis`` is negative, the</span>
-<span class="sd">            function determines the axis along which to select values by</span>
-<span class="sd">            counting from the last dimension. Default: ``-1``.</span>
-<span class="sd">        mode (str, optional):</span>
-<span class="sd">            How out-of-bounds indices will be handled. Possible values</span>
-<span class="sd">            are:</span>
-
-<span class="sd">            - ``&quot;wrap&quot;``: clamps indices to (``-n &lt;= i &lt; n``), then wraps</span>
-<span class="sd">              negative indices.</span>
-<span class="sd">            - ``&quot;clip&quot;``: clips indices to (``0 &lt;= i &lt; n``).</span>
-
-<span class="sd">            Default: ``&quot;wrap&quot;``.</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            an array having the same data type as ``x``. The returned array has</span>
-<span class="sd">            the same rank (i.e., number of dimensions) as ``x`` and a shape</span>
-<span class="sd">            determined according to broadcasting rules, except for the axis</span>
-<span class="sd">            (dimension) specified by ``axis`` whose size must equal the size</span>
-<span class="sd">            of the corresponding axis (dimension) in ``indices``.</span>
-
-<span class="sd">    Note:</span>
-<span class="sd">        Treatment of the out-of-bound indices in ``indices`` array is controlled</span>
-<span class="sd">        by the value of ``mode`` keyword.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected dpctl.tensor.usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">indices</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="sa">f</span><span class="s2">&quot;Expected dpctl.tensor.usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">indices</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span>
-        <span class="p">)</span>
-    <span class="n">x_nd</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">ndim</span>
-    <span class="k">if</span> <span class="n">x_nd</span> <span class="o">!=</span> <span class="n">indices</span><span class="o">.</span><span class="n">ndim</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-            <span class="s2">&quot;Number of dimensions in the first and the second &quot;</span>
-            <span class="s2">&quot;argument arrays must be equal&quot;</span>
-        <span class="p">)</span>
-    <span class="n">pp</span> <span class="o">=</span> <span class="n">normalize_axis_index</span><span class="p">(</span><span class="n">operator</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">axis</span><span class="p">),</span> <span class="n">x_nd</span><span class="p">)</span>
-    <span class="n">out_usm_type</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_coerced_usm_type</span><span class="p">(</span>
-        <span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">usm_type</span><span class="p">,</span> <span class="n">indices</span><span class="o">.</span><span class="n">usm_type</span><span class="p">)</span>
-    <span class="p">)</span>
-    <span class="n">exec_q</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_execution_queue</span><span class="p">((</span><span class="n">x</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">indices</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">))</span>
-    <span class="k">if</span> <span class="n">exec_q</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">ExecutionPlacementError</span><span class="p">(</span>
-            <span class="s2">&quot;Execution placement can not be unambiguously inferred &quot;</span>
-            <span class="s2">&quot;from input arguments. &quot;</span>
-        <span class="p">)</span>
-    <span class="n">mode_i</span> <span class="o">=</span> <span class="n">_get_indexing_mode</span><span class="p">(</span><span class="n">mode</span><span class="p">)</span>
-    <span class="n">indexes_dt</span> <span class="o">=</span> <span class="p">(</span>
-        <span class="n">dpt</span><span class="o">.</span><span class="n">uint64</span>
-        <span class="k">if</span> <span class="n">indices</span><span class="o">.</span><span class="n">dtype</span> <span class="o">==</span> <span class="n">dpt</span><span class="o">.</span><span class="n">uint64</span>
-        <span class="k">else</span> <span class="n">ti</span><span class="o">.</span><span class="n">default_device_index_type</span><span class="p">(</span><span class="n">exec_q</span><span class="o">.</span><span class="n">sycl_device</span><span class="p">)</span>
-    <span class="p">)</span>
-    <span class="n">_ind</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span>
-        <span class="p">(</span>
-            <span class="n">indices</span>
-            <span class="k">if</span> <span class="n">i</span> <span class="o">==</span> <span class="n">pp</span>
-            <span class="k">else</span> <span class="n">_range</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">i</span><span class="p">,</span> <span class="n">x_nd</span><span class="p">,</span> <span class="n">exec_q</span><span class="p">,</span> <span class="n">out_usm_type</span><span class="p">,</span> <span class="n">indexes_dt</span><span class="p">)</span>
-        <span class="p">)</span>
-        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">x_nd</span><span class="p">)</span>
-    <span class="p">)</span>
-    <span class="k">return</span> <span class="n">_take_multi_index</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">_ind</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="n">mode</span><span class="o">=</span><span class="n">mode_i</span><span class="p">)</span></div>
-
-
-<div class="viewcode-block" id="put_along_axis"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.put_along_axis.html#dpctl.tensor.put_along_axis">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">put_along_axis</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">indices</span><span class="p">,</span> <span class="n">vals</span><span class="p">,</span> <span class="o">/</span><span class="p">,</span> <span class="o">*</span><span class="p">,</span> <span class="n">axis</span><span class="o">=-</span><span class="mi">1</span><span class="p">,</span> <span class="n">mode</span><span class="o">=</span><span class="s2">&quot;wrap&quot;</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Puts elements into an array at the one-dimensional indices specified by</span>
-<span class="sd">    ``indices`` along a provided ``axis``.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x (usm_ndarray):</span>
-<span class="sd">            input array. Must be compatible with ``indices``, except for the</span>
-<span class="sd">            axis (dimension) specified by ``axis``.</span>
-<span class="sd">        indices (usm_ndarray):</span>
-<span class="sd">            array indices. Must have the same rank (i.e., number of dimensions)</span>
-<span class="sd">            as ``x``.</span>
-<span class="sd">        vals (usm_ndarray):</span>
-<span class="sd">            Array of values to be put into ``x``.</span>
-<span class="sd">            Must be broadcastable to the shape of ``indices``.</span>
-<span class="sd">        axis: int</span>
-<span class="sd">            axis along which to select values. If ``axis`` is negative, the</span>
-<span class="sd">            function determines the axis along which to select values by</span>
-<span class="sd">            counting from the last dimension. Default: ``-1``.</span>
-<span class="sd">        mode (str, optional):</span>
-<span class="sd">            How out-of-bounds indices will be handled. Possible values</span>
-<span class="sd">            are:</span>
-
-<span class="sd">            - ``&quot;wrap&quot;``: clamps indices to (``-n &lt;= i &lt; n``), then wraps</span>
-<span class="sd">              negative indices.</span>
-<span class="sd">            - ``&quot;clip&quot;``: clips indices to (``0 &lt;= i &lt; n``).</span>
-
-<span class="sd">            Default: ``&quot;wrap&quot;``.</span>
-
-<span class="sd">    .. note::</span>
-
-<span class="sd">        If input array ``indices`` contains duplicates, a race condition</span>
-<span class="sd">        occurs, and the value written into corresponding positions in ``x``</span>
-<span class="sd">        may vary from run to run. Preserving sequential semantics in handing</span>
-<span class="sd">        the duplicates to achieve deterministic behavior requires additional</span>
-<span class="sd">        work.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected dpctl.tensor.usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">indices</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="sa">f</span><span class="s2">&quot;Expected dpctl.tensor.usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">indices</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span>
-        <span class="p">)</span>
-    <span class="n">x_nd</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">ndim</span>
-    <span class="k">if</span> <span class="n">x_nd</span> <span class="o">!=</span> <span class="n">indices</span><span class="o">.</span><span class="n">ndim</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-            <span class="s2">&quot;Number of dimensions in the first and the second &quot;</span>
-            <span class="s2">&quot;argument arrays must be equal&quot;</span>
-        <span class="p">)</span>
-    <span class="n">pp</span> <span class="o">=</span> <span class="n">normalize_axis_index</span><span class="p">(</span><span class="n">operator</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">axis</span><span class="p">),</span> <span class="n">x_nd</span><span class="p">)</span>
-    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">vals</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="n">queues_</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">indices</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">vals</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">]</span>
-        <span class="n">usm_types_</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">usm_type</span><span class="p">,</span> <span class="n">indices</span><span class="o">.</span><span class="n">usm_type</span><span class="p">,</span> <span class="n">vals</span><span class="o">.</span><span class="n">usm_type</span><span class="p">]</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">queues_</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">indices</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">]</span>
-        <span class="n">usm_types_</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">usm_type</span><span class="p">,</span> <span class="n">indices</span><span class="o">.</span><span class="n">usm_type</span><span class="p">]</span>
-    <span class="n">exec_q</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_execution_queue</span><span class="p">(</span><span class="n">queues_</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">exec_q</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">ExecutionPlacementError</span><span class="p">(</span>
-            <span class="s2">&quot;Execution placement can not be unambiguously inferred &quot;</span>
-            <span class="s2">&quot;from input arguments. &quot;</span>
-        <span class="p">)</span>
-    <span class="n">out_usm_type</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_coerced_usm_type</span><span class="p">(</span><span class="n">usm_types_</span><span class="p">)</span>
-    <span class="n">mode_i</span> <span class="o">=</span> <span class="n">_get_indexing_mode</span><span class="p">(</span><span class="n">mode</span><span class="p">)</span>
-    <span class="n">indexes_dt</span> <span class="o">=</span> <span class="p">(</span>
-        <span class="n">dpt</span><span class="o">.</span><span class="n">uint64</span>
-        <span class="k">if</span> <span class="n">indices</span><span class="o">.</span><span class="n">dtype</span> <span class="o">==</span> <span class="n">dpt</span><span class="o">.</span><span class="n">uint64</span>
-        <span class="k">else</span> <span class="n">ti</span><span class="o">.</span><span class="n">default_device_index_type</span><span class="p">(</span><span class="n">exec_q</span><span class="o">.</span><span class="n">sycl_device</span><span class="p">)</span>
-    <span class="p">)</span>
-    <span class="n">_ind</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span>
-        <span class="p">(</span>
-            <span class="n">indices</span>
-            <span class="k">if</span> <span class="n">i</span> <span class="o">==</span> <span class="n">pp</span>
-            <span class="k">else</span> <span class="n">_range</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">i</span><span class="p">,</span> <span class="n">x_nd</span><span class="p">,</span> <span class="n">exec_q</span><span class="p">,</span> <span class="n">out_usm_type</span><span class="p">,</span> <span class="n">indexes_dt</span><span class="p">)</span>
-        <span class="p">)</span>
-        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">x_nd</span><span class="p">)</span>
-    <span class="p">)</span>
-    <span class="k">return</span> <span class="n">_put_multi_index</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">_ind</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="n">vals</span><span class="p">,</span> <span class="n">mode</span><span class="o">=</span><span class="n">mode_i</span><span class="p">)</span></div>
-</pre></div>
-        </article>
-      </div>
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diff --git a/pulls/1961/_modules/dpctl/tensor/_linear_algebra_functions.html b/pulls/1961/_modules/dpctl/tensor/_linear_algebra_functions.html
deleted file mode 100644
index 080c67d581..0000000000
--- a/pulls/1961/_modules/dpctl/tensor/_linear_algebra_functions.html
+++ /dev/null
@@ -1,1822 +0,0 @@
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-<html class="no-js" lang="en" data-content_root="">
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-          <h1>Source code for dpctl.tensor._linear_algebra_functions</h1><div class="highlight"><pre>
-<span></span><span class="c1">#                       Data Parallel Control (dpctl)</span>
-<span class="c1">#</span>
-<span class="c1">#  Copyright 2020-2025 Intel Corporation</span>
-<span class="c1">#</span>
-<span class="c1">#  Licensed under the Apache License, Version 2.0 (the &quot;License&quot;);</span>
-<span class="c1">#  you may not use this file except in compliance with the License.</span>
-<span class="c1">#  You may obtain a copy of the License at</span>
-<span class="c1">#</span>
-<span class="c1">#     http://www.apache.org/licenses/LICENSE-2.0</span>
-<span class="c1">#</span>
-<span class="c1">#  Unless required by applicable law or agreed to in writing, software</span>
-<span class="c1">#  distributed under the License is distributed on an &quot;AS IS&quot; BASIS,</span>
-<span class="c1">#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.</span>
-<span class="c1">#  See the License for the specific language governing permissions and</span>
-<span class="c1">#  limitations under the License.</span>
-
-<span class="kn">import</span><span class="w"> </span><span class="nn">operator</span>
-
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.tensor</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">dpt</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.tensor._tensor_elementwise_impl</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">tei</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.tensor._tensor_impl</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">ti</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.tensor._tensor_linalg_impl</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">tli</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">dpctl.tensor._copy_utils</span><span class="w"> </span><span class="kn">import</span> <span class="n">_empty_like_orderK</span><span class="p">,</span> <span class="n">_empty_like_pair_orderK</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">dpctl.tensor._manipulation_functions</span><span class="w"> </span><span class="kn">import</span> <span class="n">_broadcast_shape_impl</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">dpctl.tensor._type_utils</span><span class="w"> </span><span class="kn">import</span> <span class="p">(</span>
-    <span class="n">_acceptance_fn_default_binary</span><span class="p">,</span>
-    <span class="n">_find_buf_dtype2</span><span class="p">,</span>
-    <span class="n">_to_device_supported_dtype</span><span class="p">,</span>
-<span class="p">)</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">dpctl.utils</span><span class="w"> </span><span class="kn">import</span> <span class="n">ExecutionPlacementError</span><span class="p">,</span> <span class="n">SequentialOrderManager</span>
-
-<span class="kn">from</span><span class="w"> </span><span class="nn">._numpy_helper</span><span class="w"> </span><span class="kn">import</span> <span class="n">normalize_axis_index</span><span class="p">,</span> <span class="n">normalize_axis_tuple</span>
-
-
-<div class="viewcode-block" id="matrix_transpose"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.matrix_transpose.html#dpctl.tensor.matrix_transpose">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">matrix_transpose</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
-<span class="w">    </span><span class="sa">r</span><span class="sd">&quot;&quot;&quot;matrix_transpose(x)</span>
-
-<span class="sd">    Transposes the innermost two dimensions of `x`, where `x` is a</span>
-<span class="sd">    2-dimensional matrix or a stack of 2-dimensional matrices.</span>
-
-<span class="sd">    To convert from a 1-dimensional array to a 2-dimensional column</span>
-<span class="sd">    vector, use x[:, dpt.newaxis].</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">       x (usm_ndarray):</span>
-<span class="sd">          Input array with shape (..., m, n).</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">       usm_ndarray:</span>
-<span class="sd">          Array with shape (..., n, m).</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="s2">&quot;Expected instance of `dpt.usm_ndarray`, got `</span><span class="si">{}</span><span class="s2">`.&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="p">))</span>
-        <span class="p">)</span>
-    <span class="k">if</span> <span class="n">x</span><span class="o">.</span><span class="n">ndim</span> <span class="o">&lt;</span> <span class="mi">2</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-            <span class="s2">&quot;dpctl.tensor.matrix_transpose requires array to have&quot;</span>
-            <span class="s2">&quot;at least 2 dimensions&quot;</span>
-        <span class="p">)</span>
-
-    <span class="k">return</span> <span class="n">x</span><span class="o">.</span><span class="n">mT</span></div>
-
-
-<div class="viewcode-block" id="tensordot"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.tensordot.html#dpctl.tensor.tensordot">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">tensordot</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">axes</span><span class="o">=</span><span class="mi">2</span><span class="p">):</span>
-<span class="w">    </span><span class="sa">r</span><span class="sd">&quot;&quot;&quot;tensordot(x1, x2, axes=2)</span>
-
-<span class="sd">    Returns a tensor contraction of `x1` and `x2` over specific axes.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x1 (usm_ndarray):</span>
-<span class="sd">            first input array, expected to have numeric data type.</span>
-<span class="sd">        x2 (usm_ndarray):</span>
-<span class="sd">            second input array, expected to have numeric data type.</span>
-<span class="sd">            Corresponding contracted axes of `x1` and `x2` must be equal.</span>
-<span class="sd">        axes (Union[int, Tuple[Sequence[int], Sequence[int]]):</span>
-<span class="sd">            number of axes to contract or explicit sequences of axes for</span>
-<span class="sd">            `x1` and `x2`, respectively. If `axes` is an integer equal to `N`,</span>
-<span class="sd">            then the contraction is performed over last `N` axes of `x1` and</span>
-<span class="sd">            the first `N` axis of `x2` in order. The size of each corresponding</span>
-<span class="sd">            axis must match and must be non-negative.</span>
-
-<span class="sd">                * if `N` equals `0`, the result is the tensor outer product</span>
-<span class="sd">                * if `N` equals `1`, the result is the tensor dot product</span>
-<span class="sd">                * if `N` equals `2`, the result is the tensor double</span>
-<span class="sd">                  contraction (default).</span>
-
-<span class="sd">            If `axes` is a tuple of two sequences `(x1_axes, x2_axes)`, the</span>
-<span class="sd">            first sequence applies to `x1` and the second sequence applies</span>
-<span class="sd">            to `x2`. Both sequences must have equal length, and each axis</span>
-<span class="sd">            `x1_axes[i]` for `x1` must have the same size as the respective</span>
-<span class="sd">            axis `x2_axes[i]` for `x2`. Each sequence must consist of unique</span>
-<span class="sd">            integers that specify valid axes for each respective array.</span>
-<span class="sd">            For example, if `x1` has rank `N`, a valid axis must reside on the</span>
-<span class="sd">            half-open interval `[-N, N)`.</span>
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            an array containing the tensor contraction whose shape consists of</span>
-<span class="sd">            the non-contracted axes of the first array `x1`, followed by the</span>
-<span class="sd">            non-contracted axes of the second array `x2`. The returned array</span>
-<span class="sd">            must have a data type determined by Type Promotion Rules.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected dpctl.tensor.usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">x1</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x2</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected dpctl.tensor.usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">x2</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-    <span class="n">q1</span><span class="p">,</span> <span class="n">x1_usm_type</span> <span class="o">=</span> <span class="n">x1</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">x1</span><span class="o">.</span><span class="n">usm_type</span>
-    <span class="n">q2</span><span class="p">,</span> <span class="n">x2_usm_type</span> <span class="o">=</span> <span class="n">x2</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">x2</span><span class="o">.</span><span class="n">usm_type</span>
-    <span class="n">exec_q</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_execution_queue</span><span class="p">((</span><span class="n">q1</span><span class="p">,</span> <span class="n">q2</span><span class="p">))</span>
-    <span class="k">if</span> <span class="n">exec_q</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="n">ExecutionPlacementError</span><span class="p">(</span>
-            <span class="s2">&quot;Execution placement can not be unambiguously inferred &quot;</span>
-            <span class="s2">&quot;from input arguments.&quot;</span>
-        <span class="p">)</span>
-    <span class="n">res_usm_type</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_coerced_usm_type</span><span class="p">(</span>
-        <span class="p">(</span>
-            <span class="n">x1_usm_type</span><span class="p">,</span>
-            <span class="n">x2_usm_type</span><span class="p">,</span>
-        <span class="p">)</span>
-    <span class="p">)</span>
-    <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">validate_usm_type</span><span class="p">(</span><span class="n">res_usm_type</span><span class="p">,</span> <span class="n">allow_none</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
-    <span class="c1"># handle axes and shapes validation</span>
-    <span class="n">x1_nd</span> <span class="o">=</span> <span class="n">x1</span><span class="o">.</span><span class="n">ndim</span>
-    <span class="n">x2_nd</span> <span class="o">=</span> <span class="n">x2</span><span class="o">.</span><span class="n">ndim</span>
-    <span class="n">x1_shape</span> <span class="o">=</span> <span class="n">x1</span><span class="o">.</span><span class="n">shape</span>
-    <span class="n">x2_shape</span> <span class="o">=</span> <span class="n">x2</span><span class="o">.</span><span class="n">shape</span>
-    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">axes</span><span class="p">,</span> <span class="nb">int</span><span class="p">):</span>
-        <span class="k">if</span> <span class="n">axes</span> <span class="o">&lt;</span> <span class="mi">0</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;`axes` integer is expected to be non-negative&quot;</span><span class="p">)</span>
-        <span class="n">n_axes1</span> <span class="o">=</span> <span class="n">axes</span>
-        <span class="n">n_axes2</span> <span class="o">=</span> <span class="n">axes</span>
-        <span class="n">axes1</span> <span class="o">=</span> <span class="n">normalize_axis_tuple</span><span class="p">(</span><span class="nb">tuple</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="o">-</span><span class="n">axes</span><span class="p">,</span> <span class="mi">0</span><span class="p">)),</span> <span class="n">x1_nd</span><span class="p">)</span>
-        <span class="n">axes2</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">axes</span><span class="p">))</span>
-    <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">axes</span><span class="p">,</span> <span class="nb">tuple</span><span class="p">):</span>
-        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">axes</span><span class="p">)</span> <span class="o">!=</span> <span class="mi">2</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                <span class="s2">&quot;`axes` tuple is expected to contain two sequences&quot;</span>
-            <span class="p">)</span>
-        <span class="n">axes1</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">axes</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
-        <span class="n">axes2</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">axes</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
-        <span class="n">n_axes1</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">axes1</span><span class="p">)</span>
-        <span class="n">n_axes2</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">axes2</span><span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="s2">&quot;`axes` must be an integer or a tuple of sequences&quot;</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">n_axes1</span> <span class="o">!=</span> <span class="n">n_axes2</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-            <span class="s2">&quot;number of axes contracted must be the same for each array&quot;</span>
-        <span class="p">)</span>
-    <span class="k">if</span> <span class="n">n_axes1</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
-        <span class="n">arr1</span> <span class="o">=</span> <span class="n">x1</span><span class="p">[</span><span class="o">...</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">newaxis</span><span class="p">]</span>
-        <span class="n">arr2</span> <span class="o">=</span> <span class="n">x2</span><span class="p">[</span><span class="n">dpt</span><span class="o">.</span><span class="n">newaxis</span><span class="p">,</span> <span class="o">...</span><span class="p">]</span>
-        <span class="n">n_axes1</span> <span class="o">=</span> <span class="mi">1</span>
-        <span class="n">n_axes2</span> <span class="o">=</span> <span class="mi">1</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">same_shapes</span> <span class="o">=</span> <span class="kc">True</span>
-        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">n_axes1</span><span class="p">):</span>
-            <span class="n">axis1</span> <span class="o">=</span> <span class="n">axes1</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
-            <span class="n">axis2</span> <span class="o">=</span> <span class="n">axes2</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
-            <span class="n">same_shapes</span> <span class="o">=</span> <span class="n">same_shapes</span> <span class="ow">and</span> <span class="p">(</span><span class="n">x1_shape</span><span class="p">[</span><span class="n">axis1</span><span class="p">]</span> <span class="o">==</span> <span class="n">x2_shape</span><span class="p">[</span><span class="n">axis2</span><span class="p">])</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="n">same_shapes</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;shape mismatch in contracted `tensordot` axes&quot;</span><span class="p">)</span>
-        <span class="n">axes1</span> <span class="o">=</span> <span class="n">normalize_axis_tuple</span><span class="p">(</span><span class="n">axes1</span><span class="p">,</span> <span class="n">x1_nd</span><span class="p">)</span>
-        <span class="n">axes2</span> <span class="o">=</span> <span class="n">normalize_axis_tuple</span><span class="p">(</span><span class="n">axes2</span><span class="p">,</span> <span class="n">x2_nd</span><span class="p">)</span>
-        <span class="n">perm1</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">x1_nd</span><span class="p">)</span> <span class="k">if</span> <span class="n">i</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">axes1</span><span class="p">]</span> <span class="o">+</span> <span class="nb">list</span><span class="p">(</span><span class="n">axes1</span><span class="p">)</span>
-        <span class="n">perm2</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">axes2</span><span class="p">)</span> <span class="o">+</span> <span class="p">[</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">x2_nd</span><span class="p">)</span> <span class="k">if</span> <span class="n">i</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">axes2</span><span class="p">]</span>
-        <span class="n">arr1</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">permute_dims</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">perm1</span><span class="p">)</span>
-        <span class="n">arr2</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">permute_dims</span><span class="p">(</span><span class="n">x2</span><span class="p">,</span> <span class="n">perm2</span><span class="p">)</span>
-    <span class="n">arr1_outer_nd</span> <span class="o">=</span> <span class="n">arr1</span><span class="o">.</span><span class="n">ndim</span> <span class="o">-</span> <span class="n">n_axes1</span>
-    <span class="n">arr2_outer_nd</span> <span class="o">=</span> <span class="n">arr2</span><span class="o">.</span><span class="n">ndim</span> <span class="o">-</span> <span class="n">n_axes2</span>
-    <span class="n">res_shape</span> <span class="o">=</span> <span class="n">arr1</span><span class="o">.</span><span class="n">shape</span><span class="p">[:</span><span class="n">arr1_outer_nd</span><span class="p">]</span> <span class="o">+</span> <span class="n">arr2</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="n">n_axes2</span><span class="p">:]</span>
-    <span class="c1"># type validation</span>
-    <span class="n">sycl_dev</span> <span class="o">=</span> <span class="n">exec_q</span><span class="o">.</span><span class="n">sycl_device</span>
-    <span class="n">x1_dtype</span> <span class="o">=</span> <span class="n">x1</span><span class="o">.</span><span class="n">dtype</span>
-    <span class="n">x2_dtype</span> <span class="o">=</span> <span class="n">x2</span><span class="o">.</span><span class="n">dtype</span>
-    <span class="n">buf1_dt</span><span class="p">,</span> <span class="n">buf2_dt</span><span class="p">,</span> <span class="n">res_dt</span> <span class="o">=</span> <span class="n">_find_buf_dtype2</span><span class="p">(</span>
-        <span class="n">x1_dtype</span><span class="p">,</span>
-        <span class="n">x2_dtype</span><span class="p">,</span>
-        <span class="n">tli</span><span class="o">.</span><span class="n">_dot_result_type</span><span class="p">,</span>
-        <span class="n">sycl_dev</span><span class="p">,</span>
-        <span class="n">acceptance_fn</span><span class="o">=</span><span class="n">_acceptance_fn_default_binary</span><span class="p">,</span>
-    <span class="p">)</span>
-    <span class="k">if</span> <span class="n">res_dt</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="s2">&quot;function &#39;tensordot&#39; does not support input types &quot;</span>
-            <span class="sa">f</span><span class="s2">&quot;(</span><span class="si">{</span><span class="n">x1_dtype</span><span class="si">}</span><span class="s2">, </span><span class="si">{</span><span class="n">x2_dtype</span><span class="si">}</span><span class="s2">), &quot;</span>
-            <span class="s2">&quot;and the inputs could not be safely coerced to any &quot;</span>
-            <span class="s2">&quot;supported types according to the casting rule &#39;&#39;safe&#39;&#39;.&quot;</span>
-        <span class="p">)</span>
-
-    <span class="n">_manager</span> <span class="o">=</span> <span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">exec_q</span><span class="p">]</span>
-    <span class="k">if</span> <span class="n">buf1_dt</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">and</span> <span class="n">buf2_dt</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-            <span class="n">res_shape</span><span class="p">,</span>
-            <span class="n">dtype</span><span class="o">=</span><span class="n">res_dt</span><span class="p">,</span>
-            <span class="n">usm_type</span><span class="o">=</span><span class="n">res_usm_type</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-            <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">,</span>
-        <span class="p">)</span>
-        <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-        <span class="n">ht_dot_ev</span><span class="p">,</span> <span class="n">dot_ev</span> <span class="o">=</span> <span class="n">tli</span><span class="o">.</span><span class="n">_dot</span><span class="p">(</span>
-            <span class="n">x1</span><span class="o">=</span><span class="n">arr1</span><span class="p">,</span>
-            <span class="n">x2</span><span class="o">=</span><span class="n">arr2</span><span class="p">,</span>
-            <span class="n">batch_dims</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span>
-            <span class="n">x1_outer_dims</span><span class="o">=</span><span class="n">arr1_outer_nd</span><span class="p">,</span>
-            <span class="n">x2_outer_dims</span><span class="o">=</span><span class="n">arr2_outer_nd</span><span class="p">,</span>
-            <span class="n">inner_dims</span><span class="o">=</span><span class="n">n_axes1</span><span class="p">,</span>
-            <span class="n">dst</span><span class="o">=</span><span class="n">out</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-            <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span><span class="p">,</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_dot_ev</span><span class="p">,</span> <span class="n">dot_ev</span><span class="p">)</span>
-
-        <span class="k">return</span> <span class="n">out</span>
-
-    <span class="k">elif</span> <span class="n">buf1_dt</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">buf2</span> <span class="o">=</span> <span class="n">_empty_like_orderK</span><span class="p">(</span><span class="n">arr2</span><span class="p">,</span> <span class="n">buf2_dt</span><span class="p">)</span>
-
-        <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-        <span class="n">ht_copy_ev</span><span class="p">,</span> <span class="n">copy_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">arr2</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">buf2</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_copy_ev</span><span class="p">,</span> <span class="n">copy_ev</span><span class="p">)</span>
-        <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-            <span class="n">res_shape</span><span class="p">,</span>
-            <span class="n">dtype</span><span class="o">=</span><span class="n">res_dt</span><span class="p">,</span>
-            <span class="n">usm_type</span><span class="o">=</span><span class="n">res_usm_type</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-            <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">,</span>
-        <span class="p">)</span>
-        <span class="n">ht_dot_ev</span><span class="p">,</span> <span class="n">dot_ev</span> <span class="o">=</span> <span class="n">tli</span><span class="o">.</span><span class="n">_dot</span><span class="p">(</span>
-            <span class="n">x1</span><span class="o">=</span><span class="n">arr1</span><span class="p">,</span>
-            <span class="n">x2</span><span class="o">=</span><span class="n">buf2</span><span class="p">,</span>
-            <span class="n">batch_dims</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span>
-            <span class="n">x1_outer_dims</span><span class="o">=</span><span class="n">arr1_outer_nd</span><span class="p">,</span>
-            <span class="n">x2_outer_dims</span><span class="o">=</span><span class="n">arr2_outer_nd</span><span class="p">,</span>
-            <span class="n">inner_dims</span><span class="o">=</span><span class="n">n_axes1</span><span class="p">,</span>
-            <span class="n">dst</span><span class="o">=</span><span class="n">out</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-            <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">copy_ev</span><span class="p">],</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_dot_ev</span><span class="p">,</span> <span class="n">dot_ev</span><span class="p">)</span>
-
-        <span class="k">return</span> <span class="n">out</span>
-
-    <span class="k">elif</span> <span class="n">buf2_dt</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">buf1</span> <span class="o">=</span> <span class="n">_empty_like_orderK</span><span class="p">(</span><span class="n">arr1</span><span class="p">,</span> <span class="n">buf1_dt</span><span class="p">)</span>
-        <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-        <span class="n">ht_copy_ev</span><span class="p">,</span> <span class="n">copy_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">arr1</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">buf1</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_copy_ev</span><span class="p">,</span> <span class="n">copy_ev</span><span class="p">)</span>
-        <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-            <span class="n">res_shape</span><span class="p">,</span>
-            <span class="n">dtype</span><span class="o">=</span><span class="n">res_dt</span><span class="p">,</span>
-            <span class="n">usm_type</span><span class="o">=</span><span class="n">res_usm_type</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-            <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">,</span>
-        <span class="p">)</span>
-        <span class="n">ht_dot_ev</span><span class="p">,</span> <span class="n">dot_ev</span> <span class="o">=</span> <span class="n">tli</span><span class="o">.</span><span class="n">_dot</span><span class="p">(</span>
-            <span class="n">x1</span><span class="o">=</span><span class="n">buf1</span><span class="p">,</span>
-            <span class="n">x2</span><span class="o">=</span><span class="n">arr2</span><span class="p">,</span>
-            <span class="n">batch_dims</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span>
-            <span class="n">x1_outer_dims</span><span class="o">=</span><span class="n">arr1_outer_nd</span><span class="p">,</span>
-            <span class="n">x2_outer_dims</span><span class="o">=</span><span class="n">arr2_outer_nd</span><span class="p">,</span>
-            <span class="n">inner_dims</span><span class="o">=</span><span class="n">n_axes1</span><span class="p">,</span>
-            <span class="n">dst</span><span class="o">=</span><span class="n">out</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-            <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">copy_ev</span><span class="p">],</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_dot_ev</span><span class="p">,</span> <span class="n">dot_ev</span><span class="p">)</span>
-
-        <span class="k">return</span> <span class="n">out</span>
-
-    <span class="n">buf1</span> <span class="o">=</span> <span class="n">_empty_like_orderK</span><span class="p">(</span><span class="n">arr1</span><span class="p">,</span> <span class="n">buf1_dt</span><span class="p">)</span>
-    <span class="n">deps_ev</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-    <span class="n">ht_copy1_ev</span><span class="p">,</span> <span class="n">copy1_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-        <span class="n">src</span><span class="o">=</span><span class="n">arr1</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">buf1</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">deps_ev</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_copy1_ev</span><span class="p">,</span> <span class="n">copy1_ev</span><span class="p">)</span>
-    <span class="n">buf2</span> <span class="o">=</span> <span class="n">_empty_like_orderK</span><span class="p">(</span><span class="n">arr2</span><span class="p">,</span> <span class="n">buf2_dt</span><span class="p">)</span>
-    <span class="n">ht_copy2_ev</span><span class="p">,</span> <span class="n">copy2_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-        <span class="n">src</span><span class="o">=</span><span class="n">arr2</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">buf2</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">deps_ev</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_copy2_ev</span><span class="p">,</span> <span class="n">copy2_ev</span><span class="p">)</span>
-    <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-        <span class="n">res_shape</span><span class="p">,</span>
-        <span class="n">dtype</span><span class="o">=</span><span class="n">res_dt</span><span class="p">,</span>
-        <span class="n">usm_type</span><span class="o">=</span><span class="n">res_usm_type</span><span class="p">,</span>
-        <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-        <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">,</span>
-    <span class="p">)</span>
-    <span class="n">ht_</span><span class="p">,</span> <span class="n">dot_ev</span> <span class="o">=</span> <span class="n">tli</span><span class="o">.</span><span class="n">_dot</span><span class="p">(</span>
-        <span class="n">x1</span><span class="o">=</span><span class="n">buf1</span><span class="p">,</span>
-        <span class="n">x2</span><span class="o">=</span><span class="n">buf2</span><span class="p">,</span>
-        <span class="n">batch_dims</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span>
-        <span class="n">x1_outer_dims</span><span class="o">=</span><span class="n">arr1_outer_nd</span><span class="p">,</span>
-        <span class="n">x2_outer_dims</span><span class="o">=</span><span class="n">arr2_outer_nd</span><span class="p">,</span>
-        <span class="n">inner_dims</span><span class="o">=</span><span class="n">n_axes1</span><span class="p">,</span>
-        <span class="n">dst</span><span class="o">=</span><span class="n">out</span><span class="p">,</span>
-        <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-        <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">copy1_ev</span><span class="p">,</span> <span class="n">copy2_ev</span><span class="p">],</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_</span><span class="p">,</span> <span class="n">dot_ev</span><span class="p">)</span>
-
-    <span class="k">return</span> <span class="n">out</span></div>
-
-
-<div class="viewcode-block" id="vecdot"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.vecdot.html#dpctl.tensor.vecdot">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">vecdot</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">axis</span><span class="o">=-</span><span class="mi">1</span><span class="p">):</span>
-<span class="w">    </span><span class="sa">r</span><span class="sd">&quot;&quot;&quot;vecdot(x1, x2, axis=-1)</span>
-
-<span class="sd">    Computes the (vector) dot product of two arrays.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x1 (usm_ndarray):</span>
-<span class="sd">            first input array.</span>
-<span class="sd">        x2 (usm_ndarray):</span>
-<span class="sd">            second input array. Input arrays must have compatible</span>
-<span class="sd">            shapes along non-contract axes according to broadcasting</span>
-<span class="sd">            rules, and must have the same size along the contracted</span>
-<span class="sd">            axis. Input arrays should be of numeric type.</span>
-<span class="sd">        axis (Optional[int]):</span>
-<span class="sd">            axis over which to compute the dot product. The axis must</span>
-<span class="sd">            be an integer on the interval `[-N, -1]`, where `N` is</span>
-<span class="sd">            ``min(x1.ndim, x2.ndim)``. The axis along which dot product</span>
-<span class="sd">            is performed is counted backward from the last axes</span>
-<span class="sd">            (that is, `-1` refers to the last axis). By default,</span>
-<span class="sd">            dot product is computed over the last axis.</span>
-<span class="sd">            Default: `-1`.</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            if `x1` and `x2` are both one-dimensional arrays, a</span>
-<span class="sd">            zero-dimensional array containing the dot product value</span>
-<span class="sd">            is returned; otherwise, a non-zero-dimensional array containing</span>
-<span class="sd">            the dot products and having rank `N-1`, where `N` is the rank</span>
-<span class="sd">            of the shape of input arrays after broadcasting rules are applied</span>
-<span class="sd">            to non-contracted axes.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected dpctl.tensor.usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">x1</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x2</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected dpctl.tensor.usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">x2</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-    <span class="n">q1</span><span class="p">,</span> <span class="n">x1_usm_type</span> <span class="o">=</span> <span class="n">x1</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">x1</span><span class="o">.</span><span class="n">usm_type</span>
-    <span class="n">q2</span><span class="p">,</span> <span class="n">x2_usm_type</span> <span class="o">=</span> <span class="n">x2</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">x2</span><span class="o">.</span><span class="n">usm_type</span>
-    <span class="n">exec_q</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_execution_queue</span><span class="p">((</span><span class="n">q1</span><span class="p">,</span> <span class="n">q2</span><span class="p">))</span>
-    <span class="k">if</span> <span class="n">exec_q</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="n">ExecutionPlacementError</span><span class="p">(</span>
-            <span class="s2">&quot;Execution placement can not be unambiguously inferred &quot;</span>
-            <span class="s2">&quot;from input arguments.&quot;</span>
-        <span class="p">)</span>
-    <span class="n">res_usm_type</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_coerced_usm_type</span><span class="p">(</span>
-        <span class="p">(</span>
-            <span class="n">x1_usm_type</span><span class="p">,</span>
-            <span class="n">x2_usm_type</span><span class="p">,</span>
-        <span class="p">)</span>
-    <span class="p">)</span>
-    <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">validate_usm_type</span><span class="p">(</span><span class="n">res_usm_type</span><span class="p">,</span> <span class="n">allow_none</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
-    <span class="c1"># axis and shape validation</span>
-    <span class="n">x1_nd</span> <span class="o">=</span> <span class="n">x1</span><span class="o">.</span><span class="n">ndim</span>
-    <span class="n">x2_nd</span> <span class="o">=</span> <span class="n">x2</span><span class="o">.</span><span class="n">ndim</span>
-    <span class="n">x1_shape</span> <span class="o">=</span> <span class="n">x1</span><span class="o">.</span><span class="n">shape</span>
-    <span class="n">x2_shape</span> <span class="o">=</span> <span class="n">x2</span><span class="o">.</span><span class="n">shape</span>
-    <span class="k">if</span> <span class="n">axis</span> <span class="o">&gt;=</span> <span class="mi">0</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;`axis` must be negative&quot;</span><span class="p">)</span>
-    <span class="n">axis</span> <span class="o">=</span> <span class="n">operator</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">axis</span><span class="p">)</span>
-    <span class="n">x1_axis</span> <span class="o">=</span> <span class="n">normalize_axis_index</span><span class="p">(</span><span class="n">axis</span><span class="p">,</span> <span class="n">x1_nd</span><span class="p">)</span>
-    <span class="n">x2_axis</span> <span class="o">=</span> <span class="n">normalize_axis_index</span><span class="p">(</span><span class="n">axis</span><span class="p">,</span> <span class="n">x2_nd</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">x1_shape</span><span class="p">[</span><span class="n">x1_axis</span><span class="p">]</span> <span class="o">!=</span> <span class="n">x2_shape</span><span class="p">[</span><span class="n">x2_axis</span><span class="p">]:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-            <span class="s2">&quot;given axis must have the same shape for `x1` and `x2`&quot;</span>
-        <span class="p">)</span>
-    <span class="k">if</span> <span class="n">x1_nd</span> <span class="o">&gt;</span> <span class="n">x2_nd</span><span class="p">:</span>
-        <span class="n">x2_shape</span> <span class="o">=</span> <span class="p">(</span><span class="mi">1</span><span class="p">,)</span> <span class="o">*</span> <span class="p">(</span><span class="n">x1_nd</span> <span class="o">-</span> <span class="n">x2_nd</span><span class="p">)</span> <span class="o">+</span> <span class="n">x2_shape</span>
-    <span class="k">elif</span> <span class="n">x2_nd</span> <span class="o">&gt;</span> <span class="n">x1_nd</span><span class="p">:</span>
-        <span class="n">x1_shape</span> <span class="o">=</span> <span class="p">(</span><span class="mi">1</span><span class="p">,)</span> <span class="o">*</span> <span class="p">(</span><span class="n">x2_nd</span> <span class="o">-</span> <span class="n">x1_nd</span><span class="p">)</span> <span class="o">+</span> <span class="n">x1_shape</span>
-    <span class="k">try</span><span class="p">:</span>
-        <span class="n">broadcast_sh</span> <span class="o">=</span> <span class="n">_broadcast_shape_impl</span><span class="p">(</span>
-            <span class="p">[</span>
-                <span class="n">x1_shape</span><span class="p">,</span>
-                <span class="n">x2_shape</span><span class="p">,</span>
-            <span class="p">]</span>
-        <span class="p">)</span>
-    <span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;mismatch in `vecdot` dimensions&quot;</span><span class="p">)</span>
-    <span class="n">broadcast_nd</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">broadcast_sh</span><span class="p">)</span>
-    <span class="n">contracted_axis</span> <span class="o">=</span> <span class="n">normalize_axis_index</span><span class="p">(</span><span class="n">axis</span><span class="p">,</span> <span class="n">broadcast_nd</span><span class="p">)</span>
-    <span class="n">res_sh</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span>
-        <span class="p">[</span><span class="n">broadcast_sh</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">broadcast_nd</span><span class="p">)</span> <span class="k">if</span> <span class="n">i</span> <span class="o">!=</span> <span class="n">contracted_axis</span><span class="p">]</span>
-    <span class="p">)</span>
-    <span class="c1"># type validation</span>
-    <span class="n">sycl_dev</span> <span class="o">=</span> <span class="n">exec_q</span><span class="o">.</span><span class="n">sycl_device</span>
-    <span class="n">x1_dtype</span> <span class="o">=</span> <span class="n">x1</span><span class="o">.</span><span class="n">dtype</span>
-    <span class="n">x2_dtype</span> <span class="o">=</span> <span class="n">x2</span><span class="o">.</span><span class="n">dtype</span>
-    <span class="n">buf1_dt</span><span class="p">,</span> <span class="n">buf2_dt</span><span class="p">,</span> <span class="n">res_dt</span> <span class="o">=</span> <span class="n">_find_buf_dtype2</span><span class="p">(</span>
-        <span class="n">x1_dtype</span><span class="p">,</span>
-        <span class="n">x2_dtype</span><span class="p">,</span>
-        <span class="n">tli</span><span class="o">.</span><span class="n">_dot_result_type</span><span class="p">,</span>
-        <span class="n">sycl_dev</span><span class="p">,</span>
-        <span class="n">acceptance_fn</span><span class="o">=</span><span class="n">_acceptance_fn_default_binary</span><span class="p">,</span>
-    <span class="p">)</span>
-    <span class="k">if</span> <span class="n">res_dt</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="s2">&quot;function &#39;vecdot&#39; does not support input types &quot;</span>
-            <span class="sa">f</span><span class="s2">&quot;(</span><span class="si">{</span><span class="n">x1_dtype</span><span class="si">}</span><span class="s2">, </span><span class="si">{</span><span class="n">x2_dtype</span><span class="si">}</span><span class="s2">), &quot;</span>
-            <span class="s2">&quot;and the inputs could not be safely coerced to any &quot;</span>
-            <span class="s2">&quot;supported types according to the casting rule &#39;&#39;safe&#39;&#39;.&quot;</span>
-        <span class="p">)</span>
-
-    <span class="n">_manager</span> <span class="o">=</span> <span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">exec_q</span><span class="p">]</span>
-    <span class="k">if</span> <span class="n">buf1_dt</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">and</span> <span class="n">buf2_dt</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="k">if</span> <span class="n">x1</span><span class="o">.</span><span class="n">dtype</span><span class="o">.</span><span class="n">kind</span> <span class="o">==</span> <span class="s2">&quot;c&quot;</span><span class="p">:</span>
-            <span class="n">x1_tmp</span> <span class="o">=</span> <span class="n">_empty_like_orderK</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">x1</span><span class="o">.</span><span class="n">dtype</span><span class="p">)</span>
-            <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-            <span class="n">ht_conj_ev</span><span class="p">,</span> <span class="n">conj_ev</span> <span class="o">=</span> <span class="n">tei</span><span class="o">.</span><span class="n">_conj</span><span class="p">(</span>
-                <span class="n">src</span><span class="o">=</span><span class="n">x1</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">x1_tmp</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-            <span class="p">)</span>
-            <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_conj_ev</span><span class="p">,</span> <span class="n">conj_ev</span><span class="p">)</span>
-            <span class="n">x1</span> <span class="o">=</span> <span class="n">x1_tmp</span>
-        <span class="k">if</span> <span class="n">x1</span><span class="o">.</span><span class="n">shape</span> <span class="o">!=</span> <span class="n">broadcast_sh</span><span class="p">:</span>
-            <span class="n">x1</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">broadcast_sh</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">x2</span><span class="o">.</span><span class="n">shape</span> <span class="o">!=</span> <span class="n">broadcast_sh</span><span class="p">:</span>
-            <span class="n">x2</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">x2</span><span class="p">,</span> <span class="n">broadcast_sh</span><span class="p">)</span>
-        <span class="n">x1</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">moveaxis</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">contracted_axis</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">)</span>
-        <span class="n">x2</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">moveaxis</span><span class="p">(</span><span class="n">x2</span><span class="p">,</span> <span class="n">contracted_axis</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">)</span>
-        <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-            <span class="n">res_sh</span><span class="p">,</span>
-            <span class="n">dtype</span><span class="o">=</span><span class="n">res_dt</span><span class="p">,</span>
-            <span class="n">usm_type</span><span class="o">=</span><span class="n">res_usm_type</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-            <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">,</span>
-        <span class="p">)</span>
-        <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-        <span class="n">ht_dot_ev</span><span class="p">,</span> <span class="n">dot_ev</span> <span class="o">=</span> <span class="n">tli</span><span class="o">.</span><span class="n">_dot</span><span class="p">(</span>
-            <span class="n">x1</span><span class="o">=</span><span class="n">x1</span><span class="p">,</span>
-            <span class="n">x2</span><span class="o">=</span><span class="n">x2</span><span class="p">,</span>
-            <span class="n">batch_dims</span><span class="o">=</span><span class="nb">len</span><span class="p">(</span><span class="n">res_sh</span><span class="p">),</span>
-            <span class="n">x1_outer_dims</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span>
-            <span class="n">x2_outer_dims</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span>
-            <span class="n">inner_dims</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
-            <span class="n">dst</span><span class="o">=</span><span class="n">out</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-            <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span><span class="p">,</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_dot_ev</span><span class="p">,</span> <span class="n">dot_ev</span><span class="p">)</span>
-        <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">out</span><span class="p">,</span> <span class="n">res_sh</span><span class="p">)</span>
-
-    <span class="k">elif</span> <span class="n">buf1_dt</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="k">if</span> <span class="n">x1</span><span class="o">.</span><span class="n">dtype</span><span class="o">.</span><span class="n">kind</span> <span class="o">==</span> <span class="s2">&quot;c&quot;</span><span class="p">:</span>
-            <span class="n">x1_tmp</span> <span class="o">=</span> <span class="n">_empty_like_orderK</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">x1</span><span class="o">.</span><span class="n">dtype</span><span class="p">)</span>
-            <span class="n">deps_ev</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-            <span class="n">ht_conj_ev</span><span class="p">,</span> <span class="n">conj_e</span> <span class="o">=</span> <span class="n">tei</span><span class="o">.</span><span class="n">_conj</span><span class="p">(</span>
-                <span class="n">src</span><span class="o">=</span><span class="n">x1</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">x1_tmp</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">deps_ev</span>
-            <span class="p">)</span>
-            <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_conj_ev</span><span class="p">,</span> <span class="n">conj_e</span><span class="p">)</span>
-            <span class="n">x1</span> <span class="o">=</span> <span class="n">x1_tmp</span>
-        <span class="n">buf2</span> <span class="o">=</span> <span class="n">_empty_like_orderK</span><span class="p">(</span><span class="n">x2</span><span class="p">,</span> <span class="n">buf2_dt</span><span class="p">)</span>
-        <span class="n">deps_ev</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-        <span class="n">ht_copy_ev</span><span class="p">,</span> <span class="n">copy_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">x2</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">buf2</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">deps_ev</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_copy_ev</span><span class="p">,</span> <span class="n">copy_ev</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">x1</span><span class="o">.</span><span class="n">shape</span> <span class="o">!=</span> <span class="n">broadcast_sh</span><span class="p">:</span>
-            <span class="n">x1</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">broadcast_sh</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">buf2</span><span class="o">.</span><span class="n">shape</span> <span class="o">!=</span> <span class="n">broadcast_sh</span><span class="p">:</span>
-            <span class="n">buf2</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">buf2</span><span class="p">,</span> <span class="n">broadcast_sh</span><span class="p">)</span>
-        <span class="n">x1</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">moveaxis</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">contracted_axis</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">)</span>
-        <span class="n">buf2</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">moveaxis</span><span class="p">(</span><span class="n">buf2</span><span class="p">,</span> <span class="n">contracted_axis</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">)</span>
-        <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-            <span class="n">res_sh</span><span class="p">,</span>
-            <span class="n">dtype</span><span class="o">=</span><span class="n">res_dt</span><span class="p">,</span>
-            <span class="n">usm_type</span><span class="o">=</span><span class="n">res_usm_type</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-            <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">,</span>
-        <span class="p">)</span>
-        <span class="n">ht_dot_ev</span><span class="p">,</span> <span class="n">dot_ev</span> <span class="o">=</span> <span class="n">tli</span><span class="o">.</span><span class="n">_dot</span><span class="p">(</span>
-            <span class="n">x1</span><span class="o">=</span><span class="n">x1</span><span class="p">,</span>
-            <span class="n">x2</span><span class="o">=</span><span class="n">buf2</span><span class="p">,</span>
-            <span class="n">batch_dims</span><span class="o">=</span><span class="nb">len</span><span class="p">(</span><span class="n">res_sh</span><span class="p">),</span>
-            <span class="n">x1_outer_dims</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span>
-            <span class="n">x2_outer_dims</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span>
-            <span class="n">inner_dims</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
-            <span class="n">dst</span><span class="o">=</span><span class="n">out</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-            <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">copy_ev</span><span class="p">],</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_dot_ev</span><span class="p">,</span> <span class="n">dot_ev</span><span class="p">)</span>
-        <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">out</span><span class="p">,</span> <span class="n">res_sh</span><span class="p">)</span>
-
-    <span class="k">elif</span> <span class="n">buf2_dt</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">buf1</span> <span class="o">=</span> <span class="n">_empty_like_orderK</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">buf1_dt</span><span class="p">)</span>
-        <span class="n">deps_ev</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-        <span class="n">ht_copy_ev</span><span class="p">,</span> <span class="n">copy_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">x1</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">buf1</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">deps_ev</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_copy_ev</span><span class="p">,</span> <span class="n">copy_ev</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">buf1</span><span class="o">.</span><span class="n">dtype</span><span class="o">.</span><span class="n">kind</span> <span class="o">==</span> <span class="s2">&quot;c&quot;</span><span class="p">:</span>
-            <span class="n">ht_conj_ev</span><span class="p">,</span> <span class="n">conj_ev</span> <span class="o">=</span> <span class="n">tei</span><span class="o">.</span><span class="n">_conj</span><span class="p">(</span>
-                <span class="n">src</span><span class="o">=</span><span class="n">buf1</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">buf1</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">copy_ev</span><span class="p">]</span>
-            <span class="p">)</span>
-            <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_conj_ev</span><span class="p">,</span> <span class="n">conj_ev</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">buf1</span><span class="o">.</span><span class="n">shape</span> <span class="o">!=</span> <span class="n">broadcast_sh</span><span class="p">:</span>
-            <span class="n">buf1</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">buf1</span><span class="p">,</span> <span class="n">broadcast_sh</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">x2</span><span class="o">.</span><span class="n">shape</span> <span class="o">!=</span> <span class="n">broadcast_sh</span><span class="p">:</span>
-            <span class="n">x2</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">x2</span><span class="p">,</span> <span class="n">broadcast_sh</span><span class="p">)</span>
-        <span class="n">buf1</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">moveaxis</span><span class="p">(</span><span class="n">buf1</span><span class="p">,</span> <span class="n">contracted_axis</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">)</span>
-        <span class="n">x2</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">moveaxis</span><span class="p">(</span><span class="n">x2</span><span class="p">,</span> <span class="n">contracted_axis</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">)</span>
-        <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-            <span class="n">res_sh</span><span class="p">,</span>
-            <span class="n">dtype</span><span class="o">=</span><span class="n">res_dt</span><span class="p">,</span>
-            <span class="n">usm_type</span><span class="o">=</span><span class="n">res_usm_type</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-            <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">,</span>
-        <span class="p">)</span>
-        <span class="n">deps_ev</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-        <span class="n">ht_dot_ev</span><span class="p">,</span> <span class="n">dot_ev</span> <span class="o">=</span> <span class="n">tli</span><span class="o">.</span><span class="n">_dot</span><span class="p">(</span>
-            <span class="n">x1</span><span class="o">=</span><span class="n">buf1</span><span class="p">,</span>
-            <span class="n">x2</span><span class="o">=</span><span class="n">x2</span><span class="p">,</span>
-            <span class="n">batch_dims</span><span class="o">=</span><span class="nb">len</span><span class="p">(</span><span class="n">res_sh</span><span class="p">),</span>
-            <span class="n">x1_outer_dims</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span>
-            <span class="n">x2_outer_dims</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span>
-            <span class="n">inner_dims</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
-            <span class="n">dst</span><span class="o">=</span><span class="n">out</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-            <span class="n">depends</span><span class="o">=</span><span class="n">deps_ev</span><span class="p">,</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_dot_ev</span><span class="p">,</span> <span class="n">dot_ev</span><span class="p">)</span>
-        <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">out</span><span class="p">,</span> <span class="n">res_sh</span><span class="p">)</span>
-
-    <span class="n">buf1</span> <span class="o">=</span> <span class="n">_empty_like_orderK</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">buf1_dt</span><span class="p">)</span>
-    <span class="n">deps_ev</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-    <span class="n">ht_copy1_ev</span><span class="p">,</span> <span class="n">copy1_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-        <span class="n">src</span><span class="o">=</span><span class="n">x1</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">buf1</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">deps_ev</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_copy1_ev</span><span class="p">,</span> <span class="n">copy1_ev</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">buf1</span><span class="o">.</span><span class="n">dtype</span><span class="o">.</span><span class="n">kind</span> <span class="o">==</span> <span class="s2">&quot;c&quot;</span><span class="p">:</span>
-        <span class="n">ht_conj_ev</span><span class="p">,</span> <span class="n">conj_ev</span> <span class="o">=</span> <span class="n">tei</span><span class="o">.</span><span class="n">_conj</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">buf1</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">buf1</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">copy1_ev</span><span class="p">]</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_conj_ev</span><span class="p">,</span> <span class="n">conj_ev</span><span class="p">)</span>
-    <span class="n">buf2</span> <span class="o">=</span> <span class="n">_empty_like_orderK</span><span class="p">(</span><span class="n">x2</span><span class="p">,</span> <span class="n">buf2_dt</span><span class="p">)</span>
-    <span class="n">ht_copy2_ev</span><span class="p">,</span> <span class="n">copy2_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-        <span class="n">src</span><span class="o">=</span><span class="n">x2</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">buf2</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">deps_ev</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_copy2_ev</span><span class="p">,</span> <span class="n">copy2_ev</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">buf1</span><span class="o">.</span><span class="n">shape</span> <span class="o">!=</span> <span class="n">broadcast_sh</span><span class="p">:</span>
-        <span class="n">buf1</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">buf1</span><span class="p">,</span> <span class="n">broadcast_sh</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">buf2</span><span class="o">.</span><span class="n">shape</span> <span class="o">!=</span> <span class="n">broadcast_sh</span><span class="p">:</span>
-        <span class="n">buf2</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">buf2</span><span class="p">,</span> <span class="n">broadcast_sh</span><span class="p">)</span>
-    <span class="n">buf1</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">moveaxis</span><span class="p">(</span><span class="n">buf1</span><span class="p">,</span> <span class="n">contracted_axis</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">)</span>
-    <span class="n">buf2</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">moveaxis</span><span class="p">(</span><span class="n">buf2</span><span class="p">,</span> <span class="n">contracted_axis</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">)</span>
-    <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-        <span class="n">res_sh</span><span class="p">,</span>
-        <span class="n">dtype</span><span class="o">=</span><span class="n">res_dt</span><span class="p">,</span>
-        <span class="n">usm_type</span><span class="o">=</span><span class="n">res_usm_type</span><span class="p">,</span>
-        <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-        <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">,</span>
-    <span class="p">)</span>
-    <span class="n">deps_ev</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-    <span class="n">ht_dot_ev</span><span class="p">,</span> <span class="n">dot_ev</span> <span class="o">=</span> <span class="n">tli</span><span class="o">.</span><span class="n">_dot</span><span class="p">(</span>
-        <span class="n">x1</span><span class="o">=</span><span class="n">buf1</span><span class="p">,</span>
-        <span class="n">x2</span><span class="o">=</span><span class="n">buf2</span><span class="p">,</span>
-        <span class="n">batch_dims</span><span class="o">=</span><span class="nb">len</span><span class="p">(</span><span class="n">res_sh</span><span class="p">),</span>
-        <span class="n">x1_outer_dims</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span>
-        <span class="n">x2_outer_dims</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span>
-        <span class="n">inner_dims</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
-        <span class="n">dst</span><span class="o">=</span><span class="n">out</span><span class="p">,</span>
-        <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-        <span class="n">depends</span><span class="o">=</span><span class="n">deps_ev</span><span class="p">,</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_dot_ev</span><span class="p">,</span> <span class="n">dot_ev</span><span class="p">)</span>
-    <span class="k">return</span> <span class="n">out</span></div>
-
-
-<div class="viewcode-block" id="matmul"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.matmul.html#dpctl.tensor.matmul">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">matmul</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">out</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;K&quot;</span><span class="p">):</span>
-<span class="w">    </span><span class="sa">r</span><span class="sd">&quot;&quot;&quot;matmul(x1, x2, out=None, order=&quot;K&quot;)</span>
-
-<span class="sd">    Computes the matrix product. Implements the same semantics</span>
-<span class="sd">    as the built-in operator `@`.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x1 (usm_ndarray):</span>
-<span class="sd">            first input array. Expected to have numeric data type, and</span>
-<span class="sd">            at least one dimension. If `x1` is one-dimensional having</span>
-<span class="sd">            shape `(M,)`, and `x2` has more than one dimension, `x1` is</span>
-<span class="sd">            effectively treated as a two-dimensional array with shape `(1, M)`,</span>
-<span class="sd">            although the prepended dimension is removed from the output array.</span>
-<span class="sd">            If `x1` has shape `(..., M, K)`, the innermost two dimensions form</span>
-<span class="sd">            matrices on which to perform matrix multiplication.</span>
-<span class="sd">        x2 (usm_ndarray):</span>
-<span class="sd">            second input array. Expected to have numeric data type, and</span>
-<span class="sd">            at least one dimension. If `x2` is one-dimensional having</span>
-<span class="sd">            shape `(N,)`, and `x1` has more than one dimension, `x2` is</span>
-<span class="sd">            effectively treated as a two-dimensional array with shape `(N, 1)`,</span>
-<span class="sd">            although the appended dimension is removed from the output array.</span>
-<span class="sd">            If `x2` has shape `(..., K, N)`, the innermost two dimensions form</span>
-<span class="sd">            matrices on which to perform matrix multiplication.</span>
-<span class="sd">        out (Optional[usm_ndarray]):</span>
-<span class="sd">            the array into which the result of the matrix product is written.</span>
-<span class="sd">            The data type of `out` must match the expected data type of the</span>
-<span class="sd">            result or (if provided) `dtype`.</span>
-<span class="sd">            If `None` then a new array is returned. Default: `None`.</span>
-<span class="sd">        dtype (Optional[dtype]):</span>
-<span class="sd">            data type of the returned array. If `None`, the data type of the</span>
-<span class="sd">            returned array is determined by the Type Promotion Rules.</span>
-<span class="sd">            Default: `None`.</span>
-<span class="sd">        order ([&quot;K&quot;, &quot;C&quot;, &quot;F&quot;, &quot;A&quot;]):</span>
-<span class="sd">            memory layout of the output array, if `out` is `None`, otherwise</span>
-<span class="sd">            the `order` parameter value is not used. Default: `K`.</span>
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            * if both `x1` and `x2` are one-dimensional arrays with shape</span>
-<span class="sd">              `(N,)`, returned array is a zero-dimensional array containing</span>
-<span class="sd">              inner product as its only element.</span>
-<span class="sd">            * if `x1` is two-dimensional array with shape `(M, K)` and `x2` is</span>
-<span class="sd">              a two-dimensional array with shape `(K, N)`, returned array is a</span>
-<span class="sd">              two-dimensional array with shape `(M, N)` and contains the</span>
-<span class="sd">              conventional matrix product.</span>
-<span class="sd">            * if `x1` is a one-dimensional array with shape `(K,)` and `x2` is</span>
-<span class="sd">              an array with shape `(..., K, N)`, returned array contains the</span>
-<span class="sd">              conventional matrix product and has shape `(..., N)`.</span>
-<span class="sd">            * if `x1` is an array with shape `(..., M, K)` and `x2` is a</span>
-<span class="sd">              one-dimensional array with shape `(K,)`, returned array has shape</span>
-<span class="sd">              `(..., M)` and contains the conventional matrix product.</span>
-<span class="sd">            * if `x1` is a two-dimensional array with shape `(M, K)` and `x2`</span>
-<span class="sd">              is an array with shape `(..., K, N)`, returned array contains</span>
-<span class="sd">              conventional matrix product for each stacked matrix and has shape</span>
-<span class="sd">              `(..., M, N)`.</span>
-<span class="sd">            * if `x1` has shape `(..., M, K)` and `x2` is a two-dimensional</span>
-<span class="sd">              array with shape `(K, N)`, returned array contains conventional</span>
-<span class="sd">              matrix product for each stacked matrix and has shape</span>
-<span class="sd">              `(..., M, N)`.</span>
-<span class="sd">            * if both `x1` and `x2` have more than two dimensions, returned</span>
-<span class="sd">              array contains conventional matrix product for each stacked</span>
-<span class="sd">              matrix and has shape determined by broadcasting rules for</span>
-<span class="sd">              `x1.shape[:-2]` and `x2.shape[:-2]`.</span>
-
-<span class="sd">            The data type of the returned array is determined by the Type</span>
-<span class="sd">            Promotion Rules. If either `x1` or `x2` has a complex floating</span>
-<span class="sd">            point type, neither argument is complex conjugated or transposed.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected dpctl.tensor.usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">x1</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x2</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected dpctl.tensor.usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">x2</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">order</span> <span class="ow">not</span> <span class="ow">in</span> <span class="p">[</span><span class="s2">&quot;K&quot;</span><span class="p">,</span> <span class="s2">&quot;C&quot;</span><span class="p">,</span> <span class="s2">&quot;F&quot;</span><span class="p">,</span> <span class="s2">&quot;A&quot;</span><span class="p">]:</span>
-        <span class="n">order</span> <span class="o">=</span> <span class="s2">&quot;K&quot;</span>
-    <span class="n">q1</span><span class="p">,</span> <span class="n">x1_usm_type</span> <span class="o">=</span> <span class="n">x1</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">x1</span><span class="o">.</span><span class="n">usm_type</span>
-    <span class="n">q2</span><span class="p">,</span> <span class="n">x2_usm_type</span> <span class="o">=</span> <span class="n">x2</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">x2</span><span class="o">.</span><span class="n">usm_type</span>
-    <span class="n">exec_q</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_execution_queue</span><span class="p">((</span><span class="n">q1</span><span class="p">,</span> <span class="n">q2</span><span class="p">))</span>
-    <span class="k">if</span> <span class="n">exec_q</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="n">ExecutionPlacementError</span><span class="p">(</span>
-            <span class="s2">&quot;Execution placement can not be unambiguously inferred &quot;</span>
-            <span class="s2">&quot;from input arguments.&quot;</span>
-        <span class="p">)</span>
-    <span class="n">res_usm_type</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_coerced_usm_type</span><span class="p">(</span>
-        <span class="p">(</span>
-            <span class="n">x1_usm_type</span><span class="p">,</span>
-            <span class="n">x2_usm_type</span><span class="p">,</span>
-        <span class="p">)</span>
-    <span class="p">)</span>
-    <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">validate_usm_type</span><span class="p">(</span><span class="n">res_usm_type</span><span class="p">,</span> <span class="n">allow_none</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
-
-    <span class="n">x1_nd</span> <span class="o">=</span> <span class="n">x1</span><span class="o">.</span><span class="n">ndim</span>
-    <span class="n">x2_nd</span> <span class="o">=</span> <span class="n">x2</span><span class="o">.</span><span class="n">ndim</span>
-    <span class="k">if</span> <span class="n">x1_nd</span> <span class="o">==</span> <span class="mi">0</span> <span class="ow">or</span> <span class="n">x2_nd</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;one or more operands to `matmul` is 0 dimensional&quot;</span><span class="p">)</span>
-    <span class="n">x1_shape</span> <span class="o">=</span> <span class="n">x1</span><span class="o">.</span><span class="n">shape</span>
-    <span class="n">x2_shape</span> <span class="o">=</span> <span class="n">x2</span><span class="o">.</span><span class="n">shape</span>
-    <span class="n">appended_axes</span> <span class="o">=</span> <span class="p">[]</span>
-    <span class="k">if</span> <span class="n">x1_nd</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
-        <span class="n">x1</span> <span class="o">=</span> <span class="n">x1</span><span class="p">[</span><span class="n">dpt</span><span class="o">.</span><span class="n">newaxis</span><span class="p">,</span> <span class="p">:]</span>
-        <span class="n">x1_shape</span> <span class="o">=</span> <span class="n">x1</span><span class="o">.</span><span class="n">shape</span>
-        <span class="n">appended_axes</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="o">-</span><span class="mi">2</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">x2_nd</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
-        <span class="n">x2</span> <span class="o">=</span> <span class="n">x2</span><span class="p">[:,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">newaxis</span><span class="p">]</span>
-        <span class="n">x2_shape</span> <span class="o">=</span> <span class="n">x2</span><span class="o">.</span><span class="n">shape</span>
-        <span class="n">appended_axes</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">x1_shape</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">!=</span> <span class="n">x2_shape</span><span class="p">[</span><span class="o">-</span><span class="mi">2</span><span class="p">]:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;mismatch in `matmul` inner dimension&quot;</span><span class="p">)</span>
-    <span class="n">x1_outer_sh</span> <span class="o">=</span> <span class="n">x1_shape</span><span class="p">[:</span><span class="o">-</span><span class="mi">2</span><span class="p">]</span>
-    <span class="n">x2_outer_sh</span> <span class="o">=</span> <span class="n">x2_shape</span><span class="p">[:</span><span class="o">-</span><span class="mi">2</span><span class="p">]</span>
-    <span class="k">try</span><span class="p">:</span>
-        <span class="n">res_outer_sh</span> <span class="o">=</span> <span class="n">_broadcast_shape_impl</span><span class="p">(</span>
-            <span class="p">[</span>
-                <span class="n">x1_outer_sh</span><span class="p">,</span>
-                <span class="n">x2_outer_sh</span><span class="p">,</span>
-            <span class="p">]</span>
-        <span class="p">)</span>
-    <span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;mismatch in `matmul` batching dimensions&quot;</span><span class="p">)</span>
-    <span class="n">x1_broadcast_shape</span> <span class="o">=</span> <span class="n">res_outer_sh</span> <span class="o">+</span> <span class="n">x1_shape</span><span class="p">[</span><span class="o">-</span><span class="mi">2</span><span class="p">:]</span>
-    <span class="n">x2_broadcast_shape</span> <span class="o">=</span> <span class="n">res_outer_sh</span> <span class="o">+</span> <span class="n">x2_shape</span><span class="p">[</span><span class="o">-</span><span class="mi">2</span><span class="p">:]</span>
-    <span class="n">res_shape</span> <span class="o">=</span> <span class="n">res_outer_sh</span> <span class="o">+</span> <span class="n">x1_shape</span><span class="p">[</span><span class="o">-</span><span class="mi">2</span><span class="p">:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="o">+</span> <span class="n">x2_shape</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">:]</span>
-
-    <span class="n">sycl_dev</span> <span class="o">=</span> <span class="n">exec_q</span><span class="o">.</span><span class="n">sycl_device</span>
-    <span class="n">x1_dtype</span> <span class="o">=</span> <span class="n">x1</span><span class="o">.</span><span class="n">dtype</span>
-    <span class="n">x2_dtype</span> <span class="o">=</span> <span class="n">x2</span><span class="o">.</span><span class="n">dtype</span>
-    <span class="k">if</span> <span class="n">dtype</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">buf1_dt</span><span class="p">,</span> <span class="n">buf2_dt</span><span class="p">,</span> <span class="n">res_dt</span> <span class="o">=</span> <span class="n">_find_buf_dtype2</span><span class="p">(</span>
-            <span class="n">x1_dtype</span><span class="p">,</span>
-            <span class="n">x2_dtype</span><span class="p">,</span>
-            <span class="n">tli</span><span class="o">.</span><span class="n">_dot_result_type</span><span class="p">,</span>
-            <span class="n">sycl_dev</span><span class="p">,</span>
-            <span class="n">acceptance_fn</span><span class="o">=</span><span class="n">_acceptance_fn_default_binary</span><span class="p">,</span>
-        <span class="p">)</span>
-        <span class="k">if</span> <span class="n">res_dt</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                <span class="s2">&quot;function &#39;matmul&#39; does not support input types &quot;</span>
-                <span class="sa">f</span><span class="s2">&quot;(</span><span class="si">{</span><span class="n">x1_dtype</span><span class="si">}</span><span class="s2">, </span><span class="si">{</span><span class="n">x2_dtype</span><span class="si">}</span><span class="s2">), &quot;</span>
-                <span class="s2">&quot;and the inputs could not be safely coerced to any &quot;</span>
-                <span class="s2">&quot;supported types according to the casting rule &#39;&#39;safe&#39;&#39;.&quot;</span>
-            <span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">res_dt</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">dtype</span><span class="p">)</span>
-        <span class="n">res_dt</span> <span class="o">=</span> <span class="n">_to_device_supported_dtype</span><span class="p">(</span><span class="n">res_dt</span><span class="p">,</span> <span class="n">sycl_dev</span><span class="p">)</span>
-        <span class="n">buf1_dt</span><span class="p">,</span> <span class="n">buf2_dt</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> <span class="kc">None</span>
-        <span class="k">if</span> <span class="n">x1_dtype</span> <span class="o">!=</span> <span class="n">res_dt</span><span class="p">:</span>
-            <span class="k">if</span> <span class="n">dpt</span><span class="o">.</span><span class="n">can_cast</span><span class="p">(</span><span class="n">x1_dtype</span><span class="p">,</span> <span class="n">res_dt</span><span class="p">,</span> <span class="n">casting</span><span class="o">=</span><span class="s2">&quot;same_kind&quot;</span><span class="p">):</span>
-                <span class="n">buf1_dt</span> <span class="o">=</span> <span class="n">res_dt</span>
-            <span class="k">else</span><span class="p">:</span>
-                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                    <span class="sa">r</span><span class="s2">&quot;`matmul` input `x1` cannot be cast from &quot;</span>
-                    <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">x1_dtype</span><span class="si">}</span><span class="s2"> to &quot;</span>
-                    <span class="sa">f</span><span class="s2">&quot;requested type </span><span class="si">{</span><span class="n">res_dt</span><span class="si">}</span><span class="s2"> according to the casting rule &quot;</span>
-                    <span class="s2">&quot;&#39;&#39;same_kind&#39;&#39;.&quot;</span>
-                <span class="p">)</span>
-        <span class="k">if</span> <span class="n">x2_dtype</span> <span class="o">!=</span> <span class="n">res_dt</span><span class="p">:</span>
-            <span class="k">if</span> <span class="n">dpt</span><span class="o">.</span><span class="n">can_cast</span><span class="p">(</span><span class="n">x2_dtype</span><span class="p">,</span> <span class="n">res_dt</span><span class="p">,</span> <span class="n">casting</span><span class="o">=</span><span class="s2">&quot;same_kind&quot;</span><span class="p">):</span>
-                <span class="n">buf2_dt</span> <span class="o">=</span> <span class="n">res_dt</span>
-            <span class="k">else</span><span class="p">:</span>
-                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                    <span class="sa">r</span><span class="s2">&quot;`matmul` input `x2` cannot be cast from &quot;</span>
-                    <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">x2_dtype</span><span class="si">}</span><span class="s2"> to &quot;</span>
-                    <span class="sa">f</span><span class="s2">&quot;requested type </span><span class="si">{</span><span class="n">res_dt</span><span class="si">}</span><span class="s2"> according to the casting rule &quot;</span>
-                    <span class="s2">&quot;&#39;&#39;same_kind&#39;&#39;.&quot;</span>
-                <span class="p">)</span>
-
-    <span class="n">orig_out</span> <span class="o">=</span> <span class="n">out</span>
-    <span class="k">if</span> <span class="n">out</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">out</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-            <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-                <span class="sa">f</span><span class="s2">&quot;output array must be of usm_ndarray type, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">out</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span>
-            <span class="p">)</span>
-
-        <span class="k">if</span> <span class="ow">not</span> <span class="n">out</span><span class="o">.</span><span class="n">flags</span><span class="o">.</span><span class="n">writable</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;provided `out` array is read-only&quot;</span><span class="p">)</span>
-
-        <span class="n">final_res_shape</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span>
-            <span class="n">res_shape</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
-            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="o">-</span><span class="nb">len</span><span class="p">(</span><span class="n">res_shape</span><span class="p">),</span> <span class="mi">0</span><span class="p">)</span>
-            <span class="k">if</span> <span class="n">i</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">appended_axes</span>
-        <span class="p">)</span>
-        <span class="k">if</span> <span class="n">out</span><span class="o">.</span><span class="n">shape</span> <span class="o">!=</span> <span class="n">final_res_shape</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                <span class="s2">&quot;The shape of input and output arrays are inconsistent. &quot;</span>
-                <span class="sa">f</span><span class="s2">&quot;Expected output shape is </span><span class="si">{</span><span class="n">final_res_shape</span><span class="si">}</span><span class="s2">, got </span><span class="si">{</span><span class="n">out</span><span class="o">.</span><span class="n">shape</span><span class="si">}</span><span class="s2">&quot;</span>
-            <span class="p">)</span>
-
-        <span class="k">if</span> <span class="n">appended_axes</span><span class="p">:</span>
-            <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">expand_dims</span><span class="p">(</span><span class="n">out</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="n">appended_axes</span><span class="p">)</span>
-            <span class="n">orig_out</span> <span class="o">=</span> <span class="n">out</span>
-
-        <span class="k">if</span> <span class="n">res_dt</span> <span class="o">!=</span> <span class="n">out</span><span class="o">.</span><span class="n">dtype</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                <span class="sa">f</span><span class="s2">&quot;Output array of type </span><span class="si">{</span><span class="n">res_dt</span><span class="si">}</span><span class="s2"> is needed, got </span><span class="si">{</span><span class="n">out</span><span class="o">.</span><span class="n">dtype</span><span class="si">}</span><span class="s2">&quot;</span>
-            <span class="p">)</span>
-
-        <span class="k">if</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_execution_queue</span><span class="p">((</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">out</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">))</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="n">ExecutionPlacementError</span><span class="p">(</span>
-                <span class="s2">&quot;Input and output allocation queues are not compatible&quot;</span>
-            <span class="p">)</span>
-
-        <span class="k">if</span> <span class="n">ti</span><span class="o">.</span><span class="n">_array_overlap</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">out</span><span class="p">)</span> <span class="ow">and</span> <span class="n">buf1_dt</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">out</span><span class="p">)</span>
-
-        <span class="k">if</span> <span class="n">ti</span><span class="o">.</span><span class="n">_array_overlap</span><span class="p">(</span><span class="n">x2</span><span class="p">,</span> <span class="n">out</span><span class="p">)</span> <span class="ow">and</span> <span class="n">buf2_dt</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="c1"># should not reach if out is reallocated</span>
-            <span class="c1"># after being checked against x1</span>
-            <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">out</span><span class="p">)</span>
-
-    <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;A&quot;</span><span class="p">:</span>
-        <span class="n">order</span> <span class="o">=</span> <span class="p">(</span>
-            <span class="s2">&quot;F&quot;</span>
-            <span class="k">if</span> <span class="nb">all</span><span class="p">(</span>
-                <span class="n">arr</span><span class="o">.</span><span class="n">flags</span><span class="o">.</span><span class="n">f_contiguous</span>
-                <span class="k">for</span> <span class="n">arr</span> <span class="ow">in</span> <span class="p">(</span>
-                    <span class="n">x1</span><span class="p">,</span>
-                    <span class="n">x2</span><span class="p">,</span>
-                <span class="p">)</span>
-            <span class="p">)</span>
-            <span class="k">else</span> <span class="s2">&quot;C&quot;</span>
-        <span class="p">)</span>
-
-    <span class="n">_manager</span> <span class="o">=</span> <span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">exec_q</span><span class="p">]</span>
-    <span class="k">if</span> <span class="n">buf1_dt</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">and</span> <span class="n">buf2_dt</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="k">if</span> <span class="n">out</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;K&quot;</span><span class="p">:</span>
-                <span class="n">out</span> <span class="o">=</span> <span class="n">_empty_like_pair_orderK</span><span class="p">(</span>
-                    <span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">res_dt</span><span class="p">,</span> <span class="n">res_shape</span><span class="p">,</span> <span class="n">res_usm_type</span><span class="p">,</span> <span class="n">exec_q</span>
-                <span class="p">)</span>
-            <span class="k">else</span><span class="p">:</span>
-                <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-                    <span class="n">res_shape</span><span class="p">,</span>
-                    <span class="n">dtype</span><span class="o">=</span><span class="n">res_dt</span><span class="p">,</span>
-                    <span class="n">usm_type</span><span class="o">=</span><span class="n">res_usm_type</span><span class="p">,</span>
-                    <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-                    <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">,</span>
-                <span class="p">)</span>
-        <span class="k">if</span> <span class="n">x1</span><span class="o">.</span><span class="n">shape</span> <span class="o">!=</span> <span class="n">x1_broadcast_shape</span><span class="p">:</span>
-            <span class="n">x1</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">x1_broadcast_shape</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">x2</span><span class="o">.</span><span class="n">shape</span> <span class="o">!=</span> <span class="n">x2_broadcast_shape</span><span class="p">:</span>
-            <span class="n">x2</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">x2</span><span class="p">,</span> <span class="n">x2_broadcast_shape</span><span class="p">)</span>
-        <span class="n">deps_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-        <span class="n">ht_dot_ev</span><span class="p">,</span> <span class="n">dot_ev</span> <span class="o">=</span> <span class="n">tli</span><span class="o">.</span><span class="n">_dot</span><span class="p">(</span>
-            <span class="n">x1</span><span class="o">=</span><span class="n">x1</span><span class="p">,</span>
-            <span class="n">x2</span><span class="o">=</span><span class="n">x2</span><span class="p">,</span>
-            <span class="n">batch_dims</span><span class="o">=</span><span class="nb">len</span><span class="p">(</span><span class="n">res_shape</span><span class="p">[:</span><span class="o">-</span><span class="mi">2</span><span class="p">]),</span>
-            <span class="n">x1_outer_dims</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
-            <span class="n">x2_outer_dims</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
-            <span class="n">inner_dims</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
-            <span class="n">dst</span><span class="o">=</span><span class="n">out</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-            <span class="n">depends</span><span class="o">=</span><span class="n">deps_evs</span><span class="p">,</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_dot_ev</span><span class="p">,</span> <span class="n">dot_ev</span><span class="p">)</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="p">(</span><span class="n">orig_out</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span> <span class="n">orig_out</span> <span class="ow">is</span> <span class="n">out</span><span class="p">):</span>
-            <span class="c1"># Copy the out data from temporary buffer to original memory</span>
-            <span class="n">ht_copy_out_ev</span><span class="p">,</span> <span class="n">cpy_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-                <span class="n">src</span><span class="o">=</span><span class="n">out</span><span class="p">,</span>
-                <span class="n">dst</span><span class="o">=</span><span class="n">orig_out</span><span class="p">,</span>
-                <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-                <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">dot_ev</span><span class="p">],</span>
-            <span class="p">)</span>
-            <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_copy_out_ev</span><span class="p">,</span> <span class="n">cpy_ev</span><span class="p">)</span>
-            <span class="n">out</span> <span class="o">=</span> <span class="n">orig_out</span>
-        <span class="k">if</span> <span class="n">appended_axes</span><span class="p">:</span>
-            <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">squeeze</span><span class="p">(</span><span class="n">out</span><span class="p">,</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">appended_axes</span><span class="p">))</span>
-        <span class="k">return</span> <span class="n">out</span>
-    <span class="k">elif</span> <span class="n">buf1_dt</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;K&quot;</span><span class="p">:</span>
-            <span class="n">buf2</span> <span class="o">=</span> <span class="n">_empty_like_orderK</span><span class="p">(</span><span class="n">x2</span><span class="p">,</span> <span class="n">buf2_dt</span><span class="p">)</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">buf2</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">x2</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">buf2_dt</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">)</span>
-        <span class="n">deps_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-        <span class="n">ht_copy_ev</span><span class="p">,</span> <span class="n">copy_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">x2</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">buf2</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">deps_evs</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_copy_ev</span><span class="p">,</span> <span class="n">copy_ev</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">out</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;K&quot;</span><span class="p">:</span>
-                <span class="n">out</span> <span class="o">=</span> <span class="n">_empty_like_pair_orderK</span><span class="p">(</span>
-                    <span class="n">x1</span><span class="p">,</span> <span class="n">buf2</span><span class="p">,</span> <span class="n">res_dt</span><span class="p">,</span> <span class="n">res_shape</span><span class="p">,</span> <span class="n">res_usm_type</span><span class="p">,</span> <span class="n">exec_q</span>
-                <span class="p">)</span>
-            <span class="k">else</span><span class="p">:</span>
-                <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-                    <span class="n">res_shape</span><span class="p">,</span>
-                    <span class="n">dtype</span><span class="o">=</span><span class="n">res_dt</span><span class="p">,</span>
-                    <span class="n">usm_type</span><span class="o">=</span><span class="n">res_usm_type</span><span class="p">,</span>
-                    <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-                    <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">,</span>
-                <span class="p">)</span>
-
-        <span class="k">if</span> <span class="n">x1</span><span class="o">.</span><span class="n">shape</span> <span class="o">!=</span> <span class="n">x1_broadcast_shape</span><span class="p">:</span>
-            <span class="n">x1</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">x1_broadcast_shape</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">buf2</span><span class="o">.</span><span class="n">shape</span> <span class="o">!=</span> <span class="n">x2_broadcast_shape</span><span class="p">:</span>
-            <span class="n">buf2</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">buf2</span><span class="p">,</span> <span class="n">x2_broadcast_shape</span><span class="p">)</span>
-        <span class="n">ht_dot_ev</span><span class="p">,</span> <span class="n">dot_ev</span> <span class="o">=</span> <span class="n">tli</span><span class="o">.</span><span class="n">_dot</span><span class="p">(</span>
-            <span class="n">x1</span><span class="o">=</span><span class="n">x1</span><span class="p">,</span>
-            <span class="n">x2</span><span class="o">=</span><span class="n">buf2</span><span class="p">,</span>
-            <span class="n">batch_dims</span><span class="o">=</span><span class="nb">len</span><span class="p">(</span><span class="n">res_shape</span><span class="p">[:</span><span class="o">-</span><span class="mi">2</span><span class="p">]),</span>
-            <span class="n">x1_outer_dims</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
-            <span class="n">x2_outer_dims</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
-            <span class="n">inner_dims</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
-            <span class="n">dst</span><span class="o">=</span><span class="n">out</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-            <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">copy_ev</span><span class="p">],</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_dot_ev</span><span class="p">,</span> <span class="n">dot_ev</span><span class="p">)</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="p">(</span><span class="n">orig_out</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span> <span class="n">orig_out</span> <span class="ow">is</span> <span class="n">out</span><span class="p">):</span>
-            <span class="c1"># Copy the out data from temporary buffer to original memory</span>
-            <span class="n">ht_copy_out_ev</span><span class="p">,</span> <span class="n">cpy_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-                <span class="n">src</span><span class="o">=</span><span class="n">out</span><span class="p">,</span>
-                <span class="n">dst</span><span class="o">=</span><span class="n">orig_out</span><span class="p">,</span>
-                <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-                <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">dot_ev</span><span class="p">],</span>
-            <span class="p">)</span>
-            <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_copy_out_ev</span><span class="p">,</span> <span class="n">cpy_ev</span><span class="p">)</span>
-            <span class="n">out</span> <span class="o">=</span> <span class="n">orig_out</span>
-        <span class="k">if</span> <span class="n">appended_axes</span><span class="p">:</span>
-            <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">squeeze</span><span class="p">(</span><span class="n">out</span><span class="p">,</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">appended_axes</span><span class="p">))</span>
-        <span class="k">return</span> <span class="n">out</span>
-
-    <span class="k">elif</span> <span class="n">buf2_dt</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;K&quot;</span><span class="p">:</span>
-            <span class="n">buf1</span> <span class="o">=</span> <span class="n">_empty_like_orderK</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">buf1_dt</span><span class="p">)</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">buf1</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">buf1_dt</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">)</span>
-        <span class="n">deps_ev</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-        <span class="n">ht_copy_ev</span><span class="p">,</span> <span class="n">copy_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">x1</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">buf1</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">deps_ev</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_copy_ev</span><span class="p">,</span> <span class="n">copy_ev</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">out</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;K&quot;</span><span class="p">:</span>
-                <span class="n">out</span> <span class="o">=</span> <span class="n">_empty_like_pair_orderK</span><span class="p">(</span>
-                    <span class="n">buf1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">res_dt</span><span class="p">,</span> <span class="n">res_shape</span><span class="p">,</span> <span class="n">res_usm_type</span><span class="p">,</span> <span class="n">exec_q</span>
-                <span class="p">)</span>
-            <span class="k">else</span><span class="p">:</span>
-                <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-                    <span class="n">res_shape</span><span class="p">,</span>
-                    <span class="n">dtype</span><span class="o">=</span><span class="n">res_dt</span><span class="p">,</span>
-                    <span class="n">usm_type</span><span class="o">=</span><span class="n">res_usm_type</span><span class="p">,</span>
-                    <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-                    <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">,</span>
-                <span class="p">)</span>
-
-        <span class="k">if</span> <span class="n">buf1</span><span class="o">.</span><span class="n">shape</span> <span class="o">!=</span> <span class="n">x1_broadcast_shape</span><span class="p">:</span>
-            <span class="n">buf1</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">buf1</span><span class="p">,</span> <span class="n">x1_broadcast_shape</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">x2</span><span class="o">.</span><span class="n">shape</span> <span class="o">!=</span> <span class="n">x2_broadcast_shape</span><span class="p">:</span>
-            <span class="n">x2</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">x2</span><span class="p">,</span> <span class="n">x2_broadcast_shape</span><span class="p">)</span>
-        <span class="n">ht_dot_ev</span><span class="p">,</span> <span class="n">dot_ev</span> <span class="o">=</span> <span class="n">tli</span><span class="o">.</span><span class="n">_dot</span><span class="p">(</span>
-            <span class="n">x1</span><span class="o">=</span><span class="n">buf1</span><span class="p">,</span>
-            <span class="n">x2</span><span class="o">=</span><span class="n">x2</span><span class="p">,</span>
-            <span class="n">batch_dims</span><span class="o">=</span><span class="nb">len</span><span class="p">(</span><span class="n">res_shape</span><span class="p">[:</span><span class="o">-</span><span class="mi">2</span><span class="p">]),</span>
-            <span class="n">x1_outer_dims</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
-            <span class="n">x2_outer_dims</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
-            <span class="n">inner_dims</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
-            <span class="n">dst</span><span class="o">=</span><span class="n">out</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-            <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">copy_ev</span><span class="p">],</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_dot_ev</span><span class="p">,</span> <span class="n">dot_ev</span><span class="p">)</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="p">(</span><span class="n">orig_out</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span> <span class="n">orig_out</span> <span class="ow">is</span> <span class="n">out</span><span class="p">):</span>
-            <span class="c1"># Copy the out data from temporary buffer to original memory</span>
-            <span class="n">ht_copy_out_ev</span><span class="p">,</span> <span class="n">cpy_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-                <span class="n">src</span><span class="o">=</span><span class="n">out</span><span class="p">,</span>
-                <span class="n">dst</span><span class="o">=</span><span class="n">orig_out</span><span class="p">,</span>
-                <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-                <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">dot_ev</span><span class="p">],</span>
-            <span class="p">)</span>
-            <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_copy_out_ev</span><span class="p">,</span> <span class="n">cpy_ev</span><span class="p">)</span>
-            <span class="n">out</span> <span class="o">=</span> <span class="n">orig_out</span>
-        <span class="k">if</span> <span class="n">appended_axes</span><span class="p">:</span>
-            <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">squeeze</span><span class="p">(</span><span class="n">out</span><span class="p">,</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">appended_axes</span><span class="p">))</span>
-        <span class="k">return</span> <span class="n">out</span>
-
-    <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;K&quot;</span><span class="p">:</span>
-        <span class="k">if</span> <span class="n">x1</span><span class="o">.</span><span class="n">flags</span><span class="o">.</span><span class="n">c_contiguous</span> <span class="ow">and</span> <span class="n">x2</span><span class="o">.</span><span class="n">flags</span><span class="o">.</span><span class="n">c_contiguous</span><span class="p">:</span>
-            <span class="n">order</span> <span class="o">=</span> <span class="s2">&quot;C&quot;</span>
-        <span class="k">elif</span> <span class="n">x1</span><span class="o">.</span><span class="n">flags</span><span class="o">.</span><span class="n">f_contiguous</span> <span class="ow">and</span> <span class="n">x2</span><span class="o">.</span><span class="n">flags</span><span class="o">.</span><span class="n">f_contiguous</span><span class="p">:</span>
-            <span class="n">order</span> <span class="o">=</span> <span class="s2">&quot;F&quot;</span>
-    <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;K&quot;</span><span class="p">:</span>
-        <span class="n">buf1</span> <span class="o">=</span> <span class="n">_empty_like_orderK</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">buf1_dt</span><span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">buf1</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">buf1_dt</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">)</span>
-    <span class="n">deps_ev</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-    <span class="n">ht_copy1_ev</span><span class="p">,</span> <span class="n">copy1_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-        <span class="n">src</span><span class="o">=</span><span class="n">x1</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">buf1</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">deps_ev</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_copy1_ev</span><span class="p">,</span> <span class="n">copy1_ev</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;K&quot;</span><span class="p">:</span>
-        <span class="n">buf2</span> <span class="o">=</span> <span class="n">_empty_like_orderK</span><span class="p">(</span><span class="n">x2</span><span class="p">,</span> <span class="n">buf2_dt</span><span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">buf2</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">x2</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">buf2_dt</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">)</span>
-    <span class="n">ht_copy2_ev</span><span class="p">,</span> <span class="n">copy2_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-        <span class="n">src</span><span class="o">=</span><span class="n">x2</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">buf2</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">deps_ev</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_copy2_ev</span><span class="p">,</span> <span class="n">copy2_ev</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">out</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;K&quot;</span><span class="p">:</span>
-            <span class="n">out</span> <span class="o">=</span> <span class="n">_empty_like_pair_orderK</span><span class="p">(</span>
-                <span class="n">buf1</span><span class="p">,</span> <span class="n">buf2</span><span class="p">,</span> <span class="n">res_dt</span><span class="p">,</span> <span class="n">res_shape</span><span class="p">,</span> <span class="n">res_usm_type</span><span class="p">,</span> <span class="n">exec_q</span>
-            <span class="p">)</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-                <span class="n">res_shape</span><span class="p">,</span>
-                <span class="n">dtype</span><span class="o">=</span><span class="n">res_dt</span><span class="p">,</span>
-                <span class="n">usm_type</span><span class="o">=</span><span class="n">res_usm_type</span><span class="p">,</span>
-                <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-                <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">,</span>
-            <span class="p">)</span>
-
-    <span class="k">if</span> <span class="n">buf1</span><span class="o">.</span><span class="n">shape</span> <span class="o">!=</span> <span class="n">x1_broadcast_shape</span><span class="p">:</span>
-        <span class="n">buf1</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">buf1</span><span class="p">,</span> <span class="n">x1_broadcast_shape</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">buf2</span><span class="o">.</span><span class="n">shape</span> <span class="o">!=</span> <span class="n">x2_broadcast_shape</span><span class="p">:</span>
-        <span class="n">buf2</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">buf2</span><span class="p">,</span> <span class="n">x2_broadcast_shape</span><span class="p">)</span>
-    <span class="n">ht_</span><span class="p">,</span> <span class="n">dot_ev</span> <span class="o">=</span> <span class="n">tli</span><span class="o">.</span><span class="n">_dot</span><span class="p">(</span>
-        <span class="n">x1</span><span class="o">=</span><span class="n">buf1</span><span class="p">,</span>
-        <span class="n">x2</span><span class="o">=</span><span class="n">buf2</span><span class="p">,</span>
-        <span class="n">batch_dims</span><span class="o">=</span><span class="nb">len</span><span class="p">(</span><span class="n">res_shape</span><span class="p">[:</span><span class="o">-</span><span class="mi">2</span><span class="p">]),</span>
-        <span class="n">x1_outer_dims</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
-        <span class="n">x2_outer_dims</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
-        <span class="n">inner_dims</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
-        <span class="n">dst</span><span class="o">=</span><span class="n">out</span><span class="p">,</span>
-        <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-        <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">copy1_ev</span><span class="p">,</span> <span class="n">copy2_ev</span><span class="p">],</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_</span><span class="p">,</span> <span class="n">dot_ev</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">appended_axes</span><span class="p">:</span>
-        <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">squeeze</span><span class="p">(</span><span class="n">out</span><span class="p">,</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">appended_axes</span><span class="p">))</span>
-    <span class="k">return</span> <span class="n">out</span></div>
-</pre></div>
-        </article>
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-            Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
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diff --git a/pulls/1961/_modules/dpctl/tensor/_manipulation_functions.html b/pulls/1961/_modules/dpctl/tensor/_manipulation_functions.html
deleted file mode 100644
index 9b6701941b..0000000000
--- a/pulls/1961/_modules/dpctl/tensor/_manipulation_functions.html
+++ /dev/null
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-<html class="no-js" lang="en" data-content_root="">
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-          <h1>Source code for dpctl.tensor._manipulation_functions</h1><div class="highlight"><pre>
-<span></span><span class="c1">#                       Data Parallel Control (dpctl)</span>
-<span class="c1">#</span>
-<span class="c1">#  Copyright 2020-2025 Intel Corporation</span>
-<span class="c1">#</span>
-<span class="c1">#  Licensed under the Apache License, Version 2.0 (the &quot;License&quot;);</span>
-<span class="c1">#  you may not use this file except in compliance with the License.</span>
-<span class="c1">#  You may obtain a copy of the License at</span>
-<span class="c1">#</span>
-<span class="c1">#     http://www.apache.org/licenses/LICENSE-2.0</span>
-<span class="c1">#</span>
-<span class="c1">#  Unless required by applicable law or agreed to in writing, software</span>
-<span class="c1">#  distributed under the License is distributed on an &quot;AS IS&quot; BASIS,</span>
-<span class="c1">#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.</span>
-<span class="c1">#  See the License for the specific language governing permissions and</span>
-<span class="c1">#  limitations under the License.</span>
-
-
-<span class="kn">import</span><span class="w"> </span><span class="nn">itertools</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">operator</span>
-
-<span class="kn">import</span><span class="w"> </span><span class="nn">numpy</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">np</span>
-
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.tensor</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">dpt</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.tensor._tensor_impl</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">ti</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.utils</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">dputils</span>
-
-<span class="kn">from</span><span class="w"> </span><span class="nn">._copy_utils</span><span class="w"> </span><span class="kn">import</span> <span class="n">_broadcast_strides</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">._numpy_helper</span><span class="w"> </span><span class="kn">import</span> <span class="n">normalize_axis_index</span><span class="p">,</span> <span class="n">normalize_axis_tuple</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">._type_utils</span><span class="w"> </span><span class="kn">import</span> <span class="n">_supported_dtype</span><span class="p">,</span> <span class="n">_to_device_supported_dtype</span>
-
-<span class="vm">__doc__</span> <span class="o">=</span> <span class="p">(</span>
-    <span class="s2">&quot;Implementation module for array manipulation &quot;</span>
-    <span class="s2">&quot;functions in :module:`dpctl.tensor`&quot;</span>
-<span class="p">)</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_broadcast_shape_impl</span><span class="p">(</span><span class="n">shapes</span><span class="p">):</span>
-    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">shapes</span><span class="p">))</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">shapes</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
-    <span class="n">mutable_shapes</span> <span class="o">=</span> <span class="kc">False</span>
-    <span class="n">nds</span> <span class="o">=</span> <span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">s</span><span class="p">)</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">shapes</span><span class="p">]</span>
-    <span class="n">biggest</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">nds</span><span class="p">)</span>
-    <span class="n">sh_len</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">shapes</span><span class="p">)</span>
-    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">sh_len</span><span class="p">):</span>
-        <span class="n">diff</span> <span class="o">=</span> <span class="n">biggest</span> <span class="o">-</span> <span class="n">nds</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
-        <span class="k">if</span> <span class="n">diff</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
-            <span class="n">ty</span> <span class="o">=</span> <span class="nb">type</span><span class="p">(</span><span class="n">shapes</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
-            <span class="n">shapes</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="n">ty</span><span class="p">(</span>
-                <span class="n">itertools</span><span class="o">.</span><span class="n">chain</span><span class="p">(</span><span class="n">itertools</span><span class="o">.</span><span class="n">repeat</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">diff</span><span class="p">),</span> <span class="n">shapes</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
-            <span class="p">)</span>
-    <span class="n">common_shape</span> <span class="o">=</span> <span class="p">[]</span>
-    <span class="k">for</span> <span class="n">axis</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">biggest</span><span class="p">):</span>
-        <span class="n">lengths</span> <span class="o">=</span> <span class="p">[</span><span class="n">s</span><span class="p">[</span><span class="n">axis</span><span class="p">]</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">shapes</span><span class="p">]</span>
-        <span class="n">unique</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="n">lengths</span> <span class="o">+</span> <span class="p">[</span><span class="mi">1</span><span class="p">])</span>
-        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">unique</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">2</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                <span class="s2">&quot;Shape mismatch: two or more arrays have &quot;</span>
-                <span class="sa">f</span><span class="s2">&quot;incompatible dimensions on axis (</span><span class="si">{</span><span class="n">axis</span><span class="si">}</span><span class="s2">,)&quot;</span>
-            <span class="p">)</span>
-        <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">unique</span><span class="p">)</span> <span class="o">==</span> <span class="mi">2</span><span class="p">:</span>
-            <span class="n">unique</span><span class="o">.</span><span class="n">remove</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
-            <span class="n">new_length</span> <span class="o">=</span> <span class="n">unique</span><span class="o">.</span><span class="n">pop</span><span class="p">()</span>
-            <span class="n">common_shape</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">new_length</span><span class="p">)</span>
-            <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">sh_len</span><span class="p">):</span>
-                <span class="k">if</span> <span class="n">shapes</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">axis</span><span class="p">]</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
-                    <span class="k">if</span> <span class="ow">not</span> <span class="n">mutable_shapes</span><span class="p">:</span>
-                        <span class="n">shapes</span> <span class="o">=</span> <span class="p">[</span><span class="nb">list</span><span class="p">(</span><span class="n">s</span><span class="p">)</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">shapes</span><span class="p">]</span>
-                        <span class="n">mutable_shapes</span> <span class="o">=</span> <span class="kc">True</span>
-                    <span class="n">shapes</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">axis</span><span class="p">]</span> <span class="o">=</span> <span class="n">new_length</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">common_shape</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
-
-    <span class="k">return</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">common_shape</span><span class="p">)</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_broadcast_shapes</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Broadcast the input shapes into a single shape;</span>
-<span class="sd">    returns tuple broadcasted shape.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="n">array_shapes</span> <span class="o">=</span> <span class="p">[</span><span class="n">array</span><span class="o">.</span><span class="n">shape</span> <span class="k">for</span> <span class="n">array</span> <span class="ow">in</span> <span class="n">args</span><span class="p">]</span>
-    <span class="k">return</span> <span class="n">_broadcast_shape_impl</span><span class="p">(</span><span class="n">array_shapes</span><span class="p">)</span>
-
-
-<div class="viewcode-block" id="permute_dims"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.permute_dims.html#dpctl.tensor.permute_dims">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">permute_dims</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="o">/</span><span class="p">,</span> <span class="n">axes</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;permute_dims(x, axes)</span>
-
-<span class="sd">    Permute the axes (dimensions) of an array; returns the permuted</span>
-<span class="sd">    array as a view.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x (usm_ndarray): input array.</span>
-<span class="sd">        axes (Tuple[int, ...]): tuple containing permutation of</span>
-<span class="sd">           `(0,1,...,N-1)` where `N` is the number of axes (dimensions)</span>
-<span class="sd">           of `x`.</span>
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            An array with permuted axes.</span>
-<span class="sd">            The returned array must has the same data type as `x`,</span>
-<span class="sd">            is created on the same device as `x` and has the same USM allocation</span>
-<span class="sd">            type as `x`.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected usm_ndarray type, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">X</span><span class="p">)</span><span class="si">}</span><span class="s2">.&quot;</span><span class="p">)</span>
-    <span class="n">axes</span> <span class="o">=</span> <span class="n">normalize_axis_tuple</span><span class="p">(</span><span class="n">axes</span><span class="p">,</span> <span class="n">X</span><span class="o">.</span><span class="n">ndim</span><span class="p">,</span> <span class="s2">&quot;axes&quot;</span><span class="p">)</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="n">X</span><span class="o">.</span><span class="n">ndim</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="n">axes</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-            <span class="s2">&quot;The length of the passed axes does not match &quot;</span>
-            <span class="s2">&quot;to the number of usm_ndarray dimensions.&quot;</span>
-        <span class="p">)</span>
-    <span class="n">newstrides</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">X</span><span class="o">.</span><span class="n">strides</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">axes</span><span class="p">)</span>
-    <span class="n">newshape</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">X</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">axes</span><span class="p">)</span>
-    <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">(</span>
-        <span class="n">shape</span><span class="o">=</span><span class="n">newshape</span><span class="p">,</span>
-        <span class="n">dtype</span><span class="o">=</span><span class="n">X</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span>
-        <span class="n">buffer</span><span class="o">=</span><span class="n">X</span><span class="p">,</span>
-        <span class="n">strides</span><span class="o">=</span><span class="n">newstrides</span><span class="p">,</span>
-        <span class="n">offset</span><span class="o">=</span><span class="n">X</span><span class="o">.</span><span class="n">_element_offset</span><span class="p">,</span>
-    <span class="p">)</span></div>
-
-
-<div class="viewcode-block" id="expand_dims"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.expand_dims.html#dpctl.tensor.expand_dims">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">expand_dims</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="o">/</span><span class="p">,</span> <span class="o">*</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;expand_dims(x, axis)</span>
-
-<span class="sd">    Expands the shape of an array by inserting a new axis (dimension)</span>
-<span class="sd">    of size one at the position specified by axis.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x (usm_ndarray):</span>
-<span class="sd">            input array</span>
-<span class="sd">        axis (Union[int, Tuple[int]]):</span>
-<span class="sd">            axis position in the expanded axes (zero-based). If `x` has rank</span>
-<span class="sd">            (i.e, number of dimensions) `N`, a valid `axis` must reside</span>
-<span class="sd">            in the closed-interval `[-N-1, N]`. If provided a negative</span>
-<span class="sd">            `axis`, the `axis` position at which to insert a singleton</span>
-<span class="sd">            dimension is computed as `N + axis + 1`. Hence, if</span>
-<span class="sd">            provided `-1`, the resolved axis position is `N` (i.e.,</span>
-<span class="sd">            a singleton dimension must be appended to the input array `x`).</span>
-<span class="sd">            If provided `-N-1`, the resolved axis position is `0` (i.e., a</span>
-<span class="sd">            singleton dimension is prepended to the input array `x`).</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            Returns a view, if possible, and a copy otherwise with the number</span>
-<span class="sd">            of dimensions increased.</span>
-<span class="sd">            The expanded array has the same data type as the input array `x`.</span>
-<span class="sd">            The expanded array is located on the same device as the input</span>
-<span class="sd">            array, and has the same USM allocation type.</span>
-
-<span class="sd">    Raises:</span>
-<span class="sd">        IndexError: if `axis` value is invalid.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected usm_ndarray type, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">X</span><span class="p">)</span><span class="si">}</span><span class="s2">.&quot;</span><span class="p">)</span>
-
-    <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">axis</span><span class="p">)</span> <span class="ow">not</span> <span class="ow">in</span> <span class="p">(</span><span class="nb">tuple</span><span class="p">,</span> <span class="nb">list</span><span class="p">):</span>
-        <span class="n">axis</span> <span class="o">=</span> <span class="p">(</span><span class="n">axis</span><span class="p">,)</span>
-
-    <span class="n">out_ndim</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">axis</span><span class="p">)</span> <span class="o">+</span> <span class="n">X</span><span class="o">.</span><span class="n">ndim</span>
-    <span class="n">axis</span> <span class="o">=</span> <span class="n">normalize_axis_tuple</span><span class="p">(</span><span class="n">axis</span><span class="p">,</span> <span class="n">out_ndim</span><span class="p">)</span>
-
-    <span class="n">shape_it</span> <span class="o">=</span> <span class="nb">iter</span><span class="p">(</span><span class="n">X</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
-    <span class="n">shape</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span><span class="mi">1</span> <span class="k">if</span> <span class="n">ax</span> <span class="ow">in</span> <span class="n">axis</span> <span class="k">else</span> <span class="nb">next</span><span class="p">(</span><span class="n">shape_it</span><span class="p">)</span> <span class="k">for</span> <span class="n">ax</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">out_ndim</span><span class="p">))</span>
-
-    <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">shape</span><span class="p">)</span></div>
-
-
-<div class="viewcode-block" id="squeeze"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.squeeze.html#dpctl.tensor.squeeze">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">squeeze</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="o">/</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;squeeze(x, axis)</span>
-
-<span class="sd">    Removes singleton dimensions (axes) from array `x`.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x (usm_ndarray): input array</span>
-<span class="sd">        axis (Union[int, Tuple[int,...]]): axis (or axes) to squeeze.</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            Output array is a view, if possible,</span>
-<span class="sd">            and a copy otherwise, but with all or a subset of the</span>
-<span class="sd">            dimensions of length 1 removed. Output has the same data</span>
-<span class="sd">            type as the input, is allocated on the same device as the</span>
-<span class="sd">            input and has the same USM allocation type as the input</span>
-<span class="sd">            array `x`.</span>
-
-<span class="sd">    Raises:</span>
-<span class="sd">        ValueError: if the specified axis has a size greater than one.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected usm_ndarray type, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">X</span><span class="p">)</span><span class="si">}</span><span class="s2">.&quot;</span><span class="p">)</span>
-    <span class="n">X_shape</span> <span class="o">=</span> <span class="n">X</span><span class="o">.</span><span class="n">shape</span>
-    <span class="k">if</span> <span class="n">axis</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">axis</span> <span class="o">=</span> <span class="n">normalize_axis_tuple</span><span class="p">(</span><span class="n">axis</span><span class="p">,</span> <span class="n">X</span><span class="o">.</span><span class="n">ndim</span> <span class="k">if</span> <span class="n">X</span><span class="o">.</span><span class="n">ndim</span> <span class="o">!=</span> <span class="mi">0</span> <span class="k">else</span> <span class="n">X</span><span class="o">.</span><span class="n">ndim</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span>
-        <span class="n">new_shape</span> <span class="o">=</span> <span class="p">[]</span>
-        <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">X_shape</span><span class="p">):</span>
-            <span class="k">if</span> <span class="n">i</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">axis</span><span class="p">:</span>
-                <span class="n">new_shape</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
-            <span class="k">else</span><span class="p">:</span>
-                <span class="k">if</span> <span class="n">x</span> <span class="o">!=</span> <span class="mi">1</span><span class="p">:</span>
-                    <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                        <span class="s2">&quot;Cannot select an axis to squeeze out &quot;</span>
-                        <span class="s2">&quot;which has size not equal to one.&quot;</span>
-                    <span class="p">)</span>
-        <span class="n">new_shape</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">new_shape</span><span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">new_shape</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">axis</span> <span class="k">for</span> <span class="n">axis</span> <span class="ow">in</span> <span class="n">X_shape</span> <span class="k">if</span> <span class="n">axis</span> <span class="o">!=</span> <span class="mi">1</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">new_shape</span> <span class="o">==</span> <span class="n">X</span><span class="o">.</span><span class="n">shape</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">X</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">new_shape</span><span class="p">)</span></div>
-
-
-<div class="viewcode-block" id="broadcast_to"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.broadcast_to.html#dpctl.tensor.broadcast_to">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">broadcast_to</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="o">/</span><span class="p">,</span> <span class="n">shape</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;broadcast_to(x, shape)</span>
-
-<span class="sd">    Broadcast an array to a new `shape`; returns the broadcasted</span>
-<span class="sd">    :class:`dpctl.tensor.usm_ndarray` as a view.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x (usm_ndarray): input array</span>
-<span class="sd">        shape (Tuple[int,...]): array shape. The `shape` must be</span>
-<span class="sd">            compatible with `x` according to broadcasting rules.</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            An array with the specified `shape`.</span>
-<span class="sd">            The output array is a view of the input array, and</span>
-<span class="sd">            hence has the same data type, USM allocation type and</span>
-<span class="sd">            device attributes.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected usm_ndarray type, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">X</span><span class="p">)</span><span class="si">}</span><span class="s2">.&quot;</span><span class="p">)</span>
-
-    <span class="c1"># Use numpy.broadcast_to to check the validity of the input</span>
-    <span class="c1"># parameter &#39;shape&#39;. Raise ValueError if &#39;X&#39; is not compatible</span>
-    <span class="c1"># with &#39;shape&#39; according to NumPy&#39;s broadcasting rules.</span>
-    <span class="n">new_array</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span>
-        <span class="n">np</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span><span class="nb">tuple</span><span class="p">(),</span> <span class="n">dtype</span><span class="o">=</span><span class="s2">&quot;u1&quot;</span><span class="p">),</span> <span class="n">X</span><span class="o">.</span><span class="n">shape</span><span class="p">),</span> <span class="n">shape</span>
-    <span class="p">)</span>
-    <span class="n">new_sts</span> <span class="o">=</span> <span class="n">_broadcast_strides</span><span class="p">(</span><span class="n">X</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">X</span><span class="o">.</span><span class="n">strides</span><span class="p">,</span> <span class="n">new_array</span><span class="o">.</span><span class="n">ndim</span><span class="p">)</span>
-    <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">(</span>
-        <span class="n">shape</span><span class="o">=</span><span class="n">new_array</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span>
-        <span class="n">dtype</span><span class="o">=</span><span class="n">X</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span>
-        <span class="n">buffer</span><span class="o">=</span><span class="n">X</span><span class="p">,</span>
-        <span class="n">strides</span><span class="o">=</span><span class="n">new_sts</span><span class="p">,</span>
-        <span class="n">offset</span><span class="o">=</span><span class="n">X</span><span class="o">.</span><span class="n">_element_offset</span><span class="p">,</span>
-    <span class="p">)</span></div>
-
-
-<div class="viewcode-block" id="broadcast_arrays"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.broadcast_arrays.html#dpctl.tensor.broadcast_arrays">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">broadcast_arrays</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;broadcast_arrays(*arrays)</span>
-
-<span class="sd">    Broadcasts one or more :class:`dpctl.tensor.usm_ndarrays` against</span>
-<span class="sd">    one another.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        arrays (usm_ndarray): an arbitrary number of arrays to be</span>
-<span class="sd">            broadcasted.</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        List[usm_ndarray]:</span>
-<span class="sd">            A list of broadcasted arrays. Each array</span>
-<span class="sd">            must have the same shape. Each array must have the same `dtype`,</span>
-<span class="sd">            `device` and `usm_type` attributes as its corresponding input</span>
-<span class="sd">            array.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">args</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;`broadcast_arrays` requires at least one argument&quot;</span><span class="p">)</span>
-    <span class="k">for</span> <span class="n">X</span> <span class="ow">in</span> <span class="n">args</span><span class="p">:</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-            <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected usm_ndarray type, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">X</span><span class="p">)</span><span class="si">}</span><span class="s2">.&quot;</span><span class="p">)</span>
-
-    <span class="n">shape</span> <span class="o">=</span> <span class="n">_broadcast_shapes</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">)</span>
-
-    <span class="k">if</span> <span class="nb">all</span><span class="p">(</span><span class="n">X</span><span class="o">.</span><span class="n">shape</span> <span class="o">==</span> <span class="n">shape</span> <span class="k">for</span> <span class="n">X</span> <span class="ow">in</span> <span class="n">args</span><span class="p">):</span>
-        <span class="k">return</span> <span class="n">args</span>
-
-    <span class="k">return</span> <span class="p">[</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">shape</span><span class="p">)</span> <span class="k">for</span> <span class="n">X</span> <span class="ow">in</span> <span class="n">args</span><span class="p">]</span></div>
-
-
-<div class="viewcode-block" id="flip"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.flip.html#dpctl.tensor.flip">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">flip</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="o">/</span><span class="p">,</span> <span class="o">*</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;flip(x, axis)</span>
-
-<span class="sd">    Reverses the order of elements in an array `x` along the given `axis`.</span>
-<span class="sd">    The shape of the array is preserved, but the elements are reordered.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x (usm_ndarray): input array.</span>
-<span class="sd">        axis (Optional[Union[int, Tuple[int,...]]]): axis (or axes) along</span>
-<span class="sd">            which to flip.</span>
-<span class="sd">            If `axis` is `None`, all input array axes are flipped.</span>
-<span class="sd">            If `axis` is negative, the flipped axis is counted from the</span>
-<span class="sd">            last dimension. If provided more than one axis, only the specified</span>
-<span class="sd">            axes are flipped. Default: `None`.</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            A view of `x` with the entries of `axis` reversed.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected usm_ndarray type, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">X</span><span class="p">)</span><span class="si">}</span><span class="s2">.&quot;</span><span class="p">)</span>
-    <span class="n">X_ndim</span> <span class="o">=</span> <span class="n">X</span><span class="o">.</span><span class="n">ndim</span>
-    <span class="k">if</span> <span class="n">axis</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">indexer</span> <span class="o">=</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">s_</span><span class="p">[::</span><span class="o">-</span><span class="mi">1</span><span class="p">],)</span> <span class="o">*</span> <span class="n">X_ndim</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">axis</span> <span class="o">=</span> <span class="n">normalize_axis_tuple</span><span class="p">(</span><span class="n">axis</span><span class="p">,</span> <span class="n">X_ndim</span><span class="p">)</span>
-        <span class="n">indexer</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span>
-            <span class="n">np</span><span class="o">.</span><span class="n">s_</span><span class="p">[::</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> <span class="k">if</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">axis</span> <span class="k">else</span> <span class="n">np</span><span class="o">.</span><span class="n">s_</span><span class="p">[:]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">X</span><span class="o">.</span><span class="n">ndim</span><span class="p">)</span>
-        <span class="p">)</span>
-    <span class="k">return</span> <span class="n">X</span><span class="p">[</span><span class="n">indexer</span><span class="p">]</span></div>
-
-
-<div class="viewcode-block" id="roll"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.roll.html#dpctl.tensor.roll">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">roll</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="o">/</span><span class="p">,</span> <span class="n">shift</span><span class="p">,</span> <span class="o">*</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    roll(x, shift, axis)</span>
-
-<span class="sd">    Rolls array elements along a specified axis.</span>
-<span class="sd">    Array elements that roll beyond the last position are re-introduced</span>
-<span class="sd">    at the first position. Array elements that roll beyond the first position</span>
-<span class="sd">    are re-introduced at the last position.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x (usm_ndarray): input array</span>
-<span class="sd">        shift (Union[int, Tuple[int,...]]): number of places by which the</span>
-<span class="sd">            elements are shifted. If `shift` is a tuple, then `axis` must be a</span>
-<span class="sd">            tuple of the same size, and each of the given axes must be shifted</span>
-<span class="sd">            by the corresponding element in `shift`. If `shift` is an `int`</span>
-<span class="sd">            and `axis` a tuple, then the same `shift` must be used for all</span>
-<span class="sd">            specified axes. If a `shift` is positive, then array elements is</span>
-<span class="sd">            shifted positively (toward larger indices) along the dimension of</span>
-<span class="sd">            `axis`.</span>
-<span class="sd">            If a `shift` is negative, then array elements must be shifted</span>
-<span class="sd">            negatively (toward smaller indices) along the dimension of `axis`.</span>
-<span class="sd">        axis (Optional[Union[int, Tuple[int,...]]]): axis (or axes) along which</span>
-<span class="sd">            elements to shift. If `axis` is `None`, the array is</span>
-<span class="sd">            flattened, shifted, and then restored to its original shape.</span>
-<span class="sd">            Default: `None`.</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            An array having the same `dtype`, `usm_type` and</span>
-<span class="sd">            `device` attributes as `x` and whose elements are shifted relative</span>
-<span class="sd">            to `x`.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected usm_ndarray type, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="si">}</span><span class="s2">.&quot;</span><span class="p">)</span>
-    <span class="n">exec_q</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">sycl_queue</span>
-    <span class="n">_manager</span> <span class="o">=</span> <span class="n">dputils</span><span class="o">.</span><span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">exec_q</span><span class="p">]</span>
-    <span class="k">if</span> <span class="n">axis</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">shift</span> <span class="o">=</span> <span class="n">operator</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">shift</span><span class="p">)</span>
-        <span class="n">res</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-            <span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">x</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="n">x</span><span class="o">.</span><span class="n">usm_type</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span>
-        <span class="p">)</span>
-        <span class="n">sz</span> <span class="o">=</span> <span class="n">operator</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">size</span><span class="p">)</span>
-        <span class="n">shift</span> <span class="o">=</span> <span class="p">(</span><span class="n">shift</span> <span class="o">%</span> <span class="n">sz</span><span class="p">)</span> <span class="k">if</span> <span class="n">sz</span> <span class="o">&gt;</span> <span class="mi">0</span> <span class="k">else</span> <span class="mi">0</span>
-        <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-        <span class="n">hev</span><span class="p">,</span> <span class="n">roll_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_for_roll_1d</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">x</span><span class="p">,</span>
-            <span class="n">dst</span><span class="o">=</span><span class="n">res</span><span class="p">,</span>
-            <span class="n">shift</span><span class="o">=</span><span class="n">shift</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-            <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span><span class="p">,</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">hev</span><span class="p">,</span> <span class="n">roll_ev</span><span class="p">)</span>
-        <span class="k">return</span> <span class="n">res</span>
-    <span class="n">axis</span> <span class="o">=</span> <span class="n">normalize_axis_tuple</span><span class="p">(</span><span class="n">axis</span><span class="p">,</span> <span class="n">x</span><span class="o">.</span><span class="n">ndim</span><span class="p">,</span> <span class="n">allow_duplicate</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
-    <span class="n">broadcasted</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">broadcast</span><span class="p">(</span><span class="n">shift</span><span class="p">,</span> <span class="n">axis</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">broadcasted</span><span class="o">.</span><span class="n">ndim</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;&#39;shift&#39; and &#39;axis&#39; should be scalars or 1D sequences&quot;</span><span class="p">)</span>
-    <span class="n">shifts</span> <span class="o">=</span> <span class="p">[</span>
-        <span class="mi">0</span><span class="p">,</span>
-    <span class="p">]</span> <span class="o">*</span> <span class="n">x</span><span class="o">.</span><span class="n">ndim</span>
-    <span class="n">shape</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">shape</span>
-    <span class="k">for</span> <span class="n">sh</span><span class="p">,</span> <span class="n">ax</span> <span class="ow">in</span> <span class="n">broadcasted</span><span class="p">:</span>
-        <span class="n">n_i</span> <span class="o">=</span> <span class="n">operator</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">shape</span><span class="p">[</span><span class="n">ax</span><span class="p">])</span>
-        <span class="n">shifted</span> <span class="o">=</span> <span class="n">shifts</span><span class="p">[</span><span class="n">ax</span><span class="p">]</span> <span class="o">+</span> <span class="n">operator</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">sh</span><span class="p">)</span>
-        <span class="n">shifts</span><span class="p">[</span><span class="n">ax</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="n">shifted</span> <span class="o">%</span> <span class="n">n_i</span><span class="p">)</span> <span class="k">if</span> <span class="n">n_i</span> <span class="o">&gt;</span> <span class="mi">0</span> <span class="k">else</span> <span class="mi">0</span>
-    <span class="n">res</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-        <span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">x</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="n">x</span><span class="o">.</span><span class="n">usm_type</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span>
-    <span class="p">)</span>
-    <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-    <span class="n">ht_e</span><span class="p">,</span> <span class="n">roll_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_for_roll_nd</span><span class="p">(</span>
-        <span class="n">src</span><span class="o">=</span><span class="n">x</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">res</span><span class="p">,</span> <span class="n">shifts</span><span class="o">=</span><span class="n">shifts</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_e</span><span class="p">,</span> <span class="n">roll_ev</span><span class="p">)</span>
-    <span class="k">return</span> <span class="n">res</span></div>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_arrays_validation</span><span class="p">(</span><span class="n">arrays</span><span class="p">,</span> <span class="n">check_ndim</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span>
-    <span class="n">n</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">arrays</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">n</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="s2">&quot;Missing 1 required positional argument: &#39;arrays&#39;.&quot;</span><span class="p">)</span>
-
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">arrays</span><span class="p">,</span> <span class="p">(</span><span class="nb">list</span><span class="p">,</span> <span class="nb">tuple</span><span class="p">)):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected tuple or list type, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">arrays</span><span class="p">)</span><span class="si">}</span><span class="s2">.&quot;</span><span class="p">)</span>
-
-    <span class="k">for</span> <span class="n">X</span> <span class="ow">in</span> <span class="n">arrays</span><span class="p">:</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-            <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected usm_ndarray type, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">X</span><span class="p">)</span><span class="si">}</span><span class="s2">.&quot;</span><span class="p">)</span>
-
-    <span class="n">exec_q</span> <span class="o">=</span> <span class="n">dputils</span><span class="o">.</span><span class="n">get_execution_queue</span><span class="p">([</span><span class="n">X</span><span class="o">.</span><span class="n">sycl_queue</span> <span class="k">for</span> <span class="n">X</span> <span class="ow">in</span> <span class="n">arrays</span><span class="p">])</span>
-    <span class="k">if</span> <span class="n">exec_q</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;All the input arrays must have same sycl queue.&quot;</span><span class="p">)</span>
-
-    <span class="n">res_usm_type</span> <span class="o">=</span> <span class="n">dputils</span><span class="o">.</span><span class="n">get_coerced_usm_type</span><span class="p">([</span><span class="n">X</span><span class="o">.</span><span class="n">usm_type</span> <span class="k">for</span> <span class="n">X</span> <span class="ow">in</span> <span class="n">arrays</span><span class="p">])</span>
-    <span class="k">if</span> <span class="n">res_usm_type</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;All the input arrays must have usm_type.&quot;</span><span class="p">)</span>
-
-    <span class="n">X0</span> <span class="o">=</span> <span class="n">arrays</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
-    <span class="n">_supported_dtype</span><span class="p">(</span><span class="n">Xi</span><span class="o">.</span><span class="n">dtype</span> <span class="k">for</span> <span class="n">Xi</span> <span class="ow">in</span> <span class="n">arrays</span><span class="p">)</span>
-
-    <span class="n">res_dtype</span> <span class="o">=</span> <span class="n">X0</span><span class="o">.</span><span class="n">dtype</span>
-    <span class="n">dev</span> <span class="o">=</span> <span class="n">exec_q</span><span class="o">.</span><span class="n">sycl_device</span>
-    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">n</span><span class="p">):</span>
-        <span class="n">res_dtype</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">promote_types</span><span class="p">(</span><span class="n">res_dtype</span><span class="p">,</span> <span class="n">arrays</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
-        <span class="n">res_dtype</span> <span class="o">=</span> <span class="n">_to_device_supported_dtype</span><span class="p">(</span><span class="n">res_dtype</span><span class="p">,</span> <span class="n">dev</span><span class="p">)</span>
-
-    <span class="k">if</span> <span class="n">check_ndim</span><span class="p">:</span>
-        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">n</span><span class="p">):</span>
-            <span class="k">if</span> <span class="n">X0</span><span class="o">.</span><span class="n">ndim</span> <span class="o">!=</span> <span class="n">arrays</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">ndim</span><span class="p">:</span>
-                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                    <span class="s2">&quot;All the input arrays must have same number of dimensions, &quot;</span>
-                    <span class="sa">f</span><span class="s2">&quot;but the array at index 0 has </span><span class="si">{</span><span class="n">X0</span><span class="o">.</span><span class="n">ndim</span><span class="si">}</span><span class="s2"> dimension(s) and &quot;</span>
-                    <span class="sa">f</span><span class="s2">&quot;the array at index </span><span class="si">{</span><span class="n">i</span><span class="si">}</span><span class="s2"> has </span><span class="si">{</span><span class="n">arrays</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">ndim</span><span class="si">}</span><span class="s2"> dimension(s).&quot;</span>
-                <span class="p">)</span>
-    <span class="k">return</span> <span class="n">res_dtype</span><span class="p">,</span> <span class="n">res_usm_type</span><span class="p">,</span> <span class="n">exec_q</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_check_same_shapes</span><span class="p">(</span><span class="n">X0_shape</span><span class="p">,</span> <span class="n">axis</span><span class="p">,</span> <span class="n">n</span><span class="p">,</span> <span class="n">arrays</span><span class="p">):</span>
-    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">n</span><span class="p">):</span>
-        <span class="n">Xi_shape</span> <span class="o">=</span> <span class="n">arrays</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">shape</span>
-        <span class="k">for</span> <span class="n">j</span><span class="p">,</span> <span class="n">X0j</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">X0_shape</span><span class="p">):</span>
-            <span class="k">if</span> <span class="n">X0j</span> <span class="o">!=</span> <span class="n">Xi_shape</span><span class="p">[</span><span class="n">j</span><span class="p">]</span> <span class="ow">and</span> <span class="n">j</span> <span class="o">!=</span> <span class="n">axis</span><span class="p">:</span>
-                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                    <span class="s2">&quot;All the input array dimensions for the concatenation &quot;</span>
-                    <span class="sa">f</span><span class="s2">&quot;axis must match exactly, but along dimension </span><span class="si">{</span><span class="n">j</span><span class="si">}</span><span class="s2">, the &quot;</span>
-                    <span class="sa">f</span><span class="s2">&quot;array at index 0 has size </span><span class="si">{</span><span class="n">X0j</span><span class="si">}</span><span class="s2"> and the array &quot;</span>
-                    <span class="sa">f</span><span class="s2">&quot;at index </span><span class="si">{</span><span class="n">i</span><span class="si">}</span><span class="s2"> has size </span><span class="si">{</span><span class="n">Xi_shape</span><span class="p">[</span><span class="n">j</span><span class="p">]</span><span class="si">}</span><span class="s2">.&quot;</span>
-                <span class="p">)</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_concat_axis_None</span><span class="p">(</span><span class="n">arrays</span><span class="p">):</span>
-    <span class="s2">&quot;Implementation of concat(arrays, axis=None).&quot;</span>
-    <span class="n">res_dtype</span><span class="p">,</span> <span class="n">res_usm_type</span><span class="p">,</span> <span class="n">exec_q</span> <span class="o">=</span> <span class="n">_arrays_validation</span><span class="p">(</span>
-        <span class="n">arrays</span><span class="p">,</span> <span class="n">check_ndim</span><span class="o">=</span><span class="kc">False</span>
-    <span class="p">)</span>
-    <span class="n">res_shape</span> <span class="o">=</span> <span class="mi">0</span>
-    <span class="k">for</span> <span class="n">array</span> <span class="ow">in</span> <span class="n">arrays</span><span class="p">:</span>
-        <span class="n">res_shape</span> <span class="o">+=</span> <span class="n">array</span><span class="o">.</span><span class="n">size</span>
-    <span class="n">res</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-        <span class="n">res_shape</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">res_dtype</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="n">res_usm_type</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span>
-    <span class="p">)</span>
-
-    <span class="n">fill_start</span> <span class="o">=</span> <span class="mi">0</span>
-    <span class="n">_manager</span> <span class="o">=</span> <span class="n">dputils</span><span class="o">.</span><span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">exec_q</span><span class="p">]</span>
-    <span class="n">deps</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-    <span class="k">for</span> <span class="n">array</span> <span class="ow">in</span> <span class="n">arrays</span><span class="p">:</span>
-        <span class="n">fill_end</span> <span class="o">=</span> <span class="n">fill_start</span> <span class="o">+</span> <span class="n">array</span><span class="o">.</span><span class="n">size</span>
-        <span class="k">if</span> <span class="n">array</span><span class="o">.</span><span class="n">flags</span><span class="o">.</span><span class="n">c_contiguous</span><span class="p">:</span>
-            <span class="n">hev</span><span class="p">,</span> <span class="n">cpy_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-                <span class="n">src</span><span class="o">=</span><span class="n">dpt</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">array</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">),</span>
-                <span class="n">dst</span><span class="o">=</span><span class="n">res</span><span class="p">[</span><span class="n">fill_start</span><span class="p">:</span><span class="n">fill_end</span><span class="p">],</span>
-                <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-                <span class="n">depends</span><span class="o">=</span><span class="n">deps</span><span class="p">,</span>
-            <span class="p">)</span>
-            <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">hev</span><span class="p">,</span> <span class="n">cpy_ev</span><span class="p">)</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">src_</span> <span class="o">=</span> <span class="n">array</span>
-            <span class="c1"># _copy_usm_ndarray_for_reshape requires src and dst to have</span>
-            <span class="c1"># the same data type</span>
-            <span class="k">if</span> <span class="ow">not</span> <span class="n">array</span><span class="o">.</span><span class="n">dtype</span> <span class="o">==</span> <span class="n">res_dtype</span><span class="p">:</span>
-                <span class="n">src2_</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">src_</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">res_dtype</span><span class="p">)</span>
-                <span class="n">ht_copy_ev</span><span class="p">,</span> <span class="n">cpy_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-                    <span class="n">src</span><span class="o">=</span><span class="n">src_</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">src2_</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">deps</span>
-                <span class="p">)</span>
-                <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_copy_ev</span><span class="p">,</span> <span class="n">cpy_ev</span><span class="p">)</span>
-                <span class="n">hev</span><span class="p">,</span> <span class="n">reshape_copy_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_for_reshape</span><span class="p">(</span>
-                    <span class="n">src</span><span class="o">=</span><span class="n">src2_</span><span class="p">,</span>
-                    <span class="n">dst</span><span class="o">=</span><span class="n">res</span><span class="p">[</span><span class="n">fill_start</span><span class="p">:</span><span class="n">fill_end</span><span class="p">],</span>
-                    <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-                    <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">cpy_ev</span><span class="p">],</span>
-                <span class="p">)</span>
-                <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">hev</span><span class="p">,</span> <span class="n">reshape_copy_ev</span><span class="p">)</span>
-            <span class="k">else</span><span class="p">:</span>
-                <span class="n">hev</span><span class="p">,</span> <span class="n">cpy_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_for_reshape</span><span class="p">(</span>
-                    <span class="n">src</span><span class="o">=</span><span class="n">src_</span><span class="p">,</span>
-                    <span class="n">dst</span><span class="o">=</span><span class="n">res</span><span class="p">[</span><span class="n">fill_start</span><span class="p">:</span><span class="n">fill_end</span><span class="p">],</span>
-                    <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-                    <span class="n">depends</span><span class="o">=</span><span class="n">deps</span><span class="p">,</span>
-                <span class="p">)</span>
-                <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">hev</span><span class="p">,</span> <span class="n">cpy_ev</span><span class="p">)</span>
-        <span class="n">fill_start</span> <span class="o">=</span> <span class="n">fill_end</span>
-
-    <span class="k">return</span> <span class="n">res</span>
-
-
-<div class="viewcode-block" id="concat"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.concat.html#dpctl.tensor.concat">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">concat</span><span class="p">(</span><span class="n">arrays</span><span class="p">,</span> <span class="o">/</span><span class="p">,</span> <span class="o">*</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;concat(arrays, axis)</span>
-
-<span class="sd">    Joins a sequence of arrays along an existing axis.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        arrays (Union[List[usm_ndarray, Tuple[usm_ndarray,...]]]):</span>
-<span class="sd">            input arrays to join. The arrays must have the same shape,</span>
-<span class="sd">            except in the dimension specified by `axis`.</span>
-<span class="sd">        axis (Optional[int]): axis along which the arrays will be joined.</span>
-<span class="sd">            If `axis` is `None`, arrays must be flattened before</span>
-<span class="sd">            concatenation. If `axis` is negative, it is understood as</span>
-<span class="sd">            being counted from the last dimension. Default: `0`.</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            An output array containing the concatenated</span>
-<span class="sd">            values. The output array data type is determined by Type</span>
-<span class="sd">            Promotion Rules of array API.</span>
-
-<span class="sd">    All input arrays must have the same device attribute. The output array</span>
-<span class="sd">    is allocated on that same device, and data movement operations are</span>
-<span class="sd">    scheduled on a queue underlying the device. The USM allocation type</span>
-<span class="sd">    of the output array is determined by USM allocation type promotion</span>
-<span class="sd">    rules.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="n">axis</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">_concat_axis_None</span><span class="p">(</span><span class="n">arrays</span><span class="p">)</span>
-
-    <span class="n">res_dtype</span><span class="p">,</span> <span class="n">res_usm_type</span><span class="p">,</span> <span class="n">exec_q</span> <span class="o">=</span> <span class="n">_arrays_validation</span><span class="p">(</span><span class="n">arrays</span><span class="p">)</span>
-    <span class="n">n</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">arrays</span><span class="p">)</span>
-    <span class="n">X0</span> <span class="o">=</span> <span class="n">arrays</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
-
-    <span class="n">axis</span> <span class="o">=</span> <span class="n">normalize_axis_index</span><span class="p">(</span><span class="n">axis</span><span class="p">,</span> <span class="n">X0</span><span class="o">.</span><span class="n">ndim</span><span class="p">)</span>
-    <span class="n">X0_shape</span> <span class="o">=</span> <span class="n">X0</span><span class="o">.</span><span class="n">shape</span>
-    <span class="n">_check_same_shapes</span><span class="p">(</span><span class="n">X0_shape</span><span class="p">,</span> <span class="n">axis</span><span class="p">,</span> <span class="n">n</span><span class="p">,</span> <span class="n">arrays</span><span class="p">)</span>
-
-    <span class="n">res_shape_axis</span> <span class="o">=</span> <span class="mi">0</span>
-    <span class="k">for</span> <span class="n">X</span> <span class="ow">in</span> <span class="n">arrays</span><span class="p">:</span>
-        <span class="n">res_shape_axis</span> <span class="o">=</span> <span class="n">res_shape_axis</span> <span class="o">+</span> <span class="n">X</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="n">axis</span><span class="p">]</span>
-
-    <span class="n">res_shape</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span>
-        <span class="n">X0_shape</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">if</span> <span class="n">i</span> <span class="o">!=</span> <span class="n">axis</span> <span class="k">else</span> <span class="n">res_shape_axis</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">X0</span><span class="o">.</span><span class="n">ndim</span><span class="p">)</span>
-    <span class="p">)</span>
-
-    <span class="n">res</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-        <span class="n">res_shape</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">res_dtype</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="n">res_usm_type</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span>
-    <span class="p">)</span>
-
-    <span class="n">_manager</span> <span class="o">=</span> <span class="n">dputils</span><span class="o">.</span><span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">exec_q</span><span class="p">]</span>
-    <span class="n">deps</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-    <span class="n">fill_start</span> <span class="o">=</span> <span class="mi">0</span>
-    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">n</span><span class="p">):</span>
-        <span class="n">fill_end</span> <span class="o">=</span> <span class="n">fill_start</span> <span class="o">+</span> <span class="n">arrays</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="n">axis</span><span class="p">]</span>
-        <span class="n">c_shapes_copy</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span>
-            <span class="n">np</span><span class="o">.</span><span class="n">s_</span><span class="p">[</span><span class="n">fill_start</span><span class="p">:</span><span class="n">fill_end</span><span class="p">]</span> <span class="k">if</span> <span class="n">j</span> <span class="o">==</span> <span class="n">axis</span> <span class="k">else</span> <span class="n">np</span><span class="o">.</span><span class="n">s_</span><span class="p">[:]</span>
-            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">X0</span><span class="o">.</span><span class="n">ndim</span><span class="p">)</span>
-        <span class="p">)</span>
-        <span class="n">hev</span><span class="p">,</span> <span class="n">cpy_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">arrays</span><span class="p">[</span><span class="n">i</span><span class="p">],</span>
-            <span class="n">dst</span><span class="o">=</span><span class="n">res</span><span class="p">[</span><span class="n">c_shapes_copy</span><span class="p">],</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-            <span class="n">depends</span><span class="o">=</span><span class="n">deps</span><span class="p">,</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">hev</span><span class="p">,</span> <span class="n">cpy_ev</span><span class="p">)</span>
-        <span class="n">fill_start</span> <span class="o">=</span> <span class="n">fill_end</span>
-
-    <span class="k">return</span> <span class="n">res</span></div>
-
-
-<div class="viewcode-block" id="stack"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.stack.html#dpctl.tensor.stack">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">stack</span><span class="p">(</span><span class="n">arrays</span><span class="p">,</span> <span class="o">/</span><span class="p">,</span> <span class="o">*</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    stack(arrays, axis)</span>
-
-<span class="sd">    Joins a sequence of arrays along a new axis.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        arrays (Union[List[usm_ndarray], Tuple[usm_ndarray,...]]):</span>
-<span class="sd">            input arrays to join. Each array must have the same shape.</span>
-<span class="sd">        axis (int): axis along which the arrays will be joined. Providing</span>
-<span class="sd">            an `axis` specified the index of the new axis in the dimensions</span>
-<span class="sd">            of the output array. A valid axis must be on the interval</span>
-<span class="sd">            `[-N, N)`, where `N` is the rank (number of dimensions) of `x`.</span>
-<span class="sd">            Default: `0`.</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            An output array having rank `N+1`, where `N` is</span>
-<span class="sd">            the rank (number of dimensions) of `x`. If the input arrays have</span>
-<span class="sd">            different data types, array API Type Promotion Rules apply.</span>
-
-<span class="sd">    Raises:</span>
-<span class="sd">        ValueError: if not all input arrays have the same shape</span>
-<span class="sd">        IndexError: if provided an `axis` outside of the required interval.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="n">res_dtype</span><span class="p">,</span> <span class="n">res_usm_type</span><span class="p">,</span> <span class="n">exec_q</span> <span class="o">=</span> <span class="n">_arrays_validation</span><span class="p">(</span><span class="n">arrays</span><span class="p">)</span>
-
-    <span class="n">n</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">arrays</span><span class="p">)</span>
-    <span class="n">X0</span> <span class="o">=</span> <span class="n">arrays</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
-    <span class="n">res_ndim</span> <span class="o">=</span> <span class="n">X0</span><span class="o">.</span><span class="n">ndim</span> <span class="o">+</span> <span class="mi">1</span>
-    <span class="n">axis</span> <span class="o">=</span> <span class="n">normalize_axis_index</span><span class="p">(</span><span class="n">axis</span><span class="p">,</span> <span class="n">res_ndim</span><span class="p">)</span>
-    <span class="n">X0_shape</span> <span class="o">=</span> <span class="n">X0</span><span class="o">.</span><span class="n">shape</span>
-
-    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">n</span><span class="p">):</span>
-        <span class="k">if</span> <span class="n">X0_shape</span> <span class="o">!=</span> <span class="n">arrays</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">shape</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;All input arrays must have the same shape&quot;</span><span class="p">)</span>
-
-    <span class="n">res_shape</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span>
-        <span class="n">X0_shape</span><span class="p">[</span><span class="n">i</span> <span class="o">-</span> <span class="mi">1</span> <span class="o">*</span> <span class="p">(</span><span class="n">i</span> <span class="o">&gt;=</span> <span class="n">axis</span><span class="p">)]</span> <span class="k">if</span> <span class="n">i</span> <span class="o">!=</span> <span class="n">axis</span> <span class="k">else</span> <span class="n">n</span>
-        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">res_ndim</span><span class="p">)</span>
-    <span class="p">)</span>
-
-    <span class="n">res</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-        <span class="n">res_shape</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">res_dtype</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="n">res_usm_type</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span>
-    <span class="p">)</span>
-
-    <span class="n">_manager</span> <span class="o">=</span> <span class="n">dputils</span><span class="o">.</span><span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">exec_q</span><span class="p">]</span>
-    <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">n</span><span class="p">):</span>
-        <span class="n">c_shapes_copy</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span>
-            <span class="n">i</span> <span class="k">if</span> <span class="n">j</span> <span class="o">==</span> <span class="n">axis</span> <span class="k">else</span> <span class="n">np</span><span class="o">.</span><span class="n">s_</span><span class="p">[:]</span> <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">res_ndim</span><span class="p">)</span>
-        <span class="p">)</span>
-        <span class="n">_dst</span> <span class="o">=</span> <span class="n">res</span><span class="p">[</span><span class="n">c_shapes_copy</span><span class="p">]</span>
-        <span class="n">hev</span><span class="p">,</span> <span class="n">cpy_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">arrays</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">dst</span><span class="o">=</span><span class="n">_dst</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">hev</span><span class="p">,</span> <span class="n">cpy_ev</span><span class="p">)</span>
-
-    <span class="k">return</span> <span class="n">res</span></div>
-
-
-<div class="viewcode-block" id="unstack"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.unstack.html#dpctl.tensor.unstack">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">unstack</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="o">/</span><span class="p">,</span> <span class="o">*</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;unstack(x, axis=0)</span>
-
-<span class="sd">    Splits an array in a sequence of arrays along the given axis.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x (usm_ndarray): input array</span>
-
-<span class="sd">        axis (int, optional): axis along which `x` is unstacked.</span>
-<span class="sd">            If `x` has rank (i.e, number of dimensions) `N`,</span>
-<span class="sd">            a valid `axis` must reside in the half-open interval `[-N, N)`.</span>
-<span class="sd">            Default: `0`.</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        Tuple[usm_ndarray,...]:</span>
-<span class="sd">            Output sequence of arrays which are views into the input array.</span>
-
-<span class="sd">    Raises:</span>
-<span class="sd">        AxisError: if the `axis` value is invalid.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected usm_ndarray type, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">X</span><span class="p">)</span><span class="si">}</span><span class="s2">.&quot;</span><span class="p">)</span>
-
-    <span class="n">axis</span> <span class="o">=</span> <span class="n">normalize_axis_index</span><span class="p">(</span><span class="n">axis</span><span class="p">,</span> <span class="n">X</span><span class="o">.</span><span class="n">ndim</span><span class="p">)</span>
-    <span class="n">Y</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">moveaxis</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">axis</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
-
-    <span class="k">return</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">Y</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">Y</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]))</span></div>
-
-
-<div class="viewcode-block" id="moveaxis"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.moveaxis.html#dpctl.tensor.moveaxis">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">moveaxis</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">source</span><span class="p">,</span> <span class="n">destination</span><span class="p">,</span> <span class="o">/</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;moveaxis(x, source, destination)</span>
-
-<span class="sd">    Moves axes of an array to new positions.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x (usm_ndarray): input array</span>
-
-<span class="sd">        source (int or a sequence of int):</span>
-<span class="sd">            Original positions of the axes to move.</span>
-<span class="sd">            These must be unique. If `x` has rank (i.e., number of</span>
-<span class="sd">            dimensions) `N`, a valid `axis` must be in the</span>
-<span class="sd">            half-open interval `[-N, N)`.</span>
-
-<span class="sd">        destination (int or a sequence of int):</span>
-<span class="sd">            Destination positions for each of the original axes.</span>
-<span class="sd">            These must also be unique. If `x` has rank</span>
-<span class="sd">            (i.e., number of dimensions) `N`, a valid `axis` must be</span>
-<span class="sd">            in the half-open interval `[-N, N)`.</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            Array with moved axes.</span>
-<span class="sd">            The returned array must has the same data type as `x`,</span>
-<span class="sd">            is created on the same device as `x` and has the same</span>
-<span class="sd">            USM allocation type as `x`.</span>
-
-<span class="sd">    Raises:</span>
-<span class="sd">        AxisError: if `axis` value is invalid.</span>
-<span class="sd">        ValueError: if `src` and `dst` have not equal number of elements.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected usm_ndarray type, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">X</span><span class="p">)</span><span class="si">}</span><span class="s2">.&quot;</span><span class="p">)</span>
-
-    <span class="n">source</span> <span class="o">=</span> <span class="n">normalize_axis_tuple</span><span class="p">(</span><span class="n">source</span><span class="p">,</span> <span class="n">X</span><span class="o">.</span><span class="n">ndim</span><span class="p">,</span> <span class="s2">&quot;source&quot;</span><span class="p">)</span>
-    <span class="n">destination</span> <span class="o">=</span> <span class="n">normalize_axis_tuple</span><span class="p">(</span><span class="n">destination</span><span class="p">,</span> <span class="n">X</span><span class="o">.</span><span class="n">ndim</span><span class="p">,</span> <span class="s2">&quot;destination&quot;</span><span class="p">)</span>
-
-    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">source</span><span class="p">)</span> <span class="o">!=</span> <span class="nb">len</span><span class="p">(</span><span class="n">destination</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-            <span class="s2">&quot;`source` and `destination` arguments must have &quot;</span>
-            <span class="s2">&quot;the same number of elements&quot;</span>
-        <span class="p">)</span>
-
-    <span class="n">ind</span> <span class="o">=</span> <span class="p">[</span><span class="n">n</span> <span class="k">for</span> <span class="n">n</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">X</span><span class="o">.</span><span class="n">ndim</span><span class="p">)</span> <span class="k">if</span> <span class="n">n</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">source</span><span class="p">]</span>
-
-    <span class="k">for</span> <span class="n">src</span><span class="p">,</span> <span class="n">dst</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">destination</span><span class="p">,</span> <span class="n">source</span><span class="p">)):</span>
-        <span class="n">ind</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="n">src</span><span class="p">,</span> <span class="n">dst</span><span class="p">)</span>
-
-    <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">permute_dims</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">ind</span><span class="p">))</span></div>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">swapaxes</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">axis1</span><span class="p">,</span> <span class="n">axis2</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;swapaxes(x, axis1, axis2)</span>
-
-<span class="sd">    Interchanges two axes of an array.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x (usm_ndarray): input array</span>
-
-<span class="sd">        axis1 (int): First axis.</span>
-<span class="sd">            If `x` has rank (i.e., number of dimensions) `N`,</span>
-<span class="sd">            a valid `axis` must be in the half-open interval `[-N, N)`.</span>
-
-<span class="sd">        axis2 (int): Second axis.</span>
-<span class="sd">            If `x` has rank (i.e., number of dimensions) `N`,</span>
-<span class="sd">            a valid `axis` must be in the half-open interval `[-N, N)`.</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            Array with swapped axes.</span>
-<span class="sd">            The returned array must has the same data type as `x`,</span>
-<span class="sd">            is created on the same device as `x` and has the same USM</span>
-<span class="sd">            allocation type as `x`.</span>
-
-<span class="sd">    Raises:</span>
-<span class="sd">        AxisError: if `axis` value is invalid.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected usm_ndarray type, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">X</span><span class="p">)</span><span class="si">}</span><span class="s2">.&quot;</span><span class="p">)</span>
-
-    <span class="n">axis1</span> <span class="o">=</span> <span class="n">normalize_axis_index</span><span class="p">(</span><span class="n">axis1</span><span class="p">,</span> <span class="n">X</span><span class="o">.</span><span class="n">ndim</span><span class="p">,</span> <span class="s2">&quot;axis1&quot;</span><span class="p">)</span>
-    <span class="n">axis2</span> <span class="o">=</span> <span class="n">normalize_axis_index</span><span class="p">(</span><span class="n">axis2</span><span class="p">,</span> <span class="n">X</span><span class="o">.</span><span class="n">ndim</span><span class="p">,</span> <span class="s2">&quot;axis2&quot;</span><span class="p">)</span>
-
-    <span class="n">ind</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">X</span><span class="o">.</span><span class="n">ndim</span><span class="p">))</span>
-    <span class="n">ind</span><span class="p">[</span><span class="n">axis1</span><span class="p">]</span> <span class="o">=</span> <span class="n">axis2</span>
-    <span class="n">ind</span><span class="p">[</span><span class="n">axis2</span><span class="p">]</span> <span class="o">=</span> <span class="n">axis1</span>
-    <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">permute_dims</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">ind</span><span class="p">))</span>
-
-
-<div class="viewcode-block" id="repeat"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.repeat.html#dpctl.tensor.repeat">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">repeat</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">repeats</span><span class="p">,</span> <span class="o">/</span><span class="p">,</span> <span class="o">*</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;repeat(x, repeats, axis=None)</span>
-
-<span class="sd">    Repeat elements of an array on a per-element basis.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x (usm_ndarray): input array</span>
-
-<span class="sd">        repeats (Union[int, Sequence[int, ...], usm_ndarray]):</span>
-<span class="sd">            The number of repetitions for each element.</span>
-
-<span class="sd">            `repeats` must be broadcast-compatible with `N` where `N` is</span>
-<span class="sd">            `prod(x.shape)` if `axis` is `None` and `x.shape[axis]`</span>
-<span class="sd">            otherwise.</span>
-
-<span class="sd">            If `repeats` is an array, it must have an integer data type.</span>
-<span class="sd">            Otherwise, `repeats` must be a Python integer or sequence of</span>
-<span class="sd">            Python integers (i.e., a tuple, list, or range).</span>
-
-<span class="sd">        axis (Optional[int]):</span>
-<span class="sd">            The axis along which to repeat values. If `axis` is `None`, the</span>
-<span class="sd">            function repeats elements of the flattened array. Default: `None`.</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            output array with repeated elements.</span>
-
-<span class="sd">            If `axis` is `None`, the returned array is one-dimensional,</span>
-<span class="sd">            otherwise, it has the same shape as `x`, except for the axis along</span>
-<span class="sd">            which elements were repeated.</span>
-
-<span class="sd">            The returned array will have the same data type as `x`.</span>
-<span class="sd">            The returned array will be located on the same device as `x` and</span>
-<span class="sd">            have the same USM allocation type as `x`.</span>
-
-<span class="sd">    Raises:</span>
-<span class="sd">        AxisError: if `axis` value is invalid.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected usm_ndarray type, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="si">}</span><span class="s2">.&quot;</span><span class="p">)</span>
-
-    <span class="n">x_ndim</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">ndim</span>
-    <span class="n">x_shape</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">shape</span>
-    <span class="k">if</span> <span class="n">axis</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">axis</span> <span class="o">=</span> <span class="n">normalize_axis_index</span><span class="p">(</span><span class="n">operator</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">axis</span><span class="p">),</span> <span class="n">x_ndim</span><span class="p">)</span>
-        <span class="n">axis_size</span> <span class="o">=</span> <span class="n">x_shape</span><span class="p">[</span><span class="n">axis</span><span class="p">]</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">axis_size</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">size</span>
-
-    <span class="n">scalar</span> <span class="o">=</span> <span class="kc">False</span>
-    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">repeats</span><span class="p">,</span> <span class="nb">int</span><span class="p">):</span>
-        <span class="k">if</span> <span class="n">repeats</span> <span class="o">&lt;</span> <span class="mi">0</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;`repeats` must be a positive integer&quot;</span><span class="p">)</span>
-        <span class="n">usm_type</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">usm_type</span>
-        <span class="n">exec_q</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">sycl_queue</span>
-        <span class="n">scalar</span> <span class="o">=</span> <span class="kc">True</span>
-    <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">repeats</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">if</span> <span class="n">repeats</span><span class="o">.</span><span class="n">ndim</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                <span class="s2">&quot;`repeats` array must be 0- or 1-dimensional, got &quot;</span>
-                <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">repeats</span><span class="o">.</span><span class="n">ndim</span><span class="si">}</span><span class="s2">&quot;</span>
-            <span class="p">)</span>
-        <span class="n">exec_q</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_execution_queue</span><span class="p">(</span>
-            <span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">repeats</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">)</span>
-        <span class="p">)</span>
-        <span class="k">if</span> <span class="n">exec_q</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="n">dputils</span><span class="o">.</span><span class="n">ExecutionPlacementError</span><span class="p">(</span>
-                <span class="s2">&quot;Execution placement can not be unambiguously inferred &quot;</span>
-                <span class="s2">&quot;from input arguments.&quot;</span>
-            <span class="p">)</span>
-        <span class="n">usm_type</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_coerced_usm_type</span><span class="p">(</span>
-            <span class="p">(</span>
-                <span class="n">x</span><span class="o">.</span><span class="n">usm_type</span><span class="p">,</span>
-                <span class="n">repeats</span><span class="o">.</span><span class="n">usm_type</span><span class="p">,</span>
-            <span class="p">)</span>
-        <span class="p">)</span>
-        <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">validate_usm_type</span><span class="p">(</span><span class="n">usm_type</span><span class="p">,</span> <span class="n">allow_none</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="n">dpt</span><span class="o">.</span><span class="n">can_cast</span><span class="p">(</span><span class="n">repeats</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">int64</span><span class="p">,</span> <span class="n">casting</span><span class="o">=</span><span class="s2">&quot;same_kind&quot;</span><span class="p">):</span>
-            <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-                <span class="sa">f</span><span class="s2">&quot;&#39;repeats&#39; data type </span><span class="si">{</span><span class="n">repeats</span><span class="o">.</span><span class="n">dtype</span><span class="si">}</span><span class="s2"> cannot be cast to &quot;</span>
-                <span class="s2">&quot;&#39;int64&#39; according to the casting rule &#39;&#39;safe.&#39;&#39;&quot;</span>
-            <span class="p">)</span>
-        <span class="k">if</span> <span class="n">repeats</span><span class="o">.</span><span class="n">size</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
-            <span class="n">scalar</span> <span class="o">=</span> <span class="kc">True</span>
-            <span class="c1"># bring the single element to the host</span>
-            <span class="n">repeats</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">repeats</span><span class="p">)</span>
-            <span class="k">if</span> <span class="n">repeats</span> <span class="o">&lt;</span> <span class="mi">0</span><span class="p">:</span>
-                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;`repeats` elements must be positive&quot;</span><span class="p">)</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="k">if</span> <span class="n">repeats</span><span class="o">.</span><span class="n">size</span> <span class="o">!=</span> <span class="n">axis_size</span><span class="p">:</span>
-                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                    <span class="s2">&quot;&#39;repeats&#39; array must be broadcastable to the size of &quot;</span>
-                    <span class="s2">&quot;the repeated axis&quot;</span>
-                <span class="p">)</span>
-            <span class="k">if</span> <span class="ow">not</span> <span class="n">dpt</span><span class="o">.</span><span class="n">all</span><span class="p">(</span><span class="n">repeats</span> <span class="o">&gt;=</span> <span class="mi">0</span><span class="p">):</span>
-                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;&#39;repeats&#39; elements must be positive&quot;</span><span class="p">)</span>
-
-    <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">repeats</span><span class="p">,</span> <span class="p">(</span><span class="nb">tuple</span><span class="p">,</span> <span class="nb">list</span><span class="p">,</span> <span class="nb">range</span><span class="p">)):</span>
-        <span class="n">usm_type</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">usm_type</span>
-        <span class="n">exec_q</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">sycl_queue</span>
-
-        <span class="n">len_reps</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">repeats</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">len_reps</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
-            <span class="n">repeats</span> <span class="o">=</span> <span class="n">repeats</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
-            <span class="k">if</span> <span class="n">repeats</span> <span class="o">&lt;</span> <span class="mi">0</span><span class="p">:</span>
-                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;`repeats` elements must be positive&quot;</span><span class="p">)</span>
-            <span class="n">scalar</span> <span class="o">=</span> <span class="kc">True</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="k">if</span> <span class="n">len_reps</span> <span class="o">!=</span> <span class="n">axis_size</span><span class="p">:</span>
-                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                    <span class="s2">&quot;`repeats` sequence must have the same length as the &quot;</span>
-                    <span class="s2">&quot;repeated axis&quot;</span>
-                <span class="p">)</span>
-            <span class="n">repeats</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span>
-                <span class="n">repeats</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">dpt</span><span class="o">.</span><span class="n">int64</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span>
-            <span class="p">)</span>
-            <span class="k">if</span> <span class="ow">not</span> <span class="n">dpt</span><span class="o">.</span><span class="n">all</span><span class="p">(</span><span class="n">repeats</span> <span class="o">&gt;=</span> <span class="mi">0</span><span class="p">):</span>
-                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;`repeats` elements must be positive&quot;</span><span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="s2">&quot;Expected int, sequence, or `usm_ndarray` for second argument,&quot;</span>
-            <span class="sa">f</span><span class="s2">&quot;got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">repeats</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span>
-        <span class="p">)</span>
-
-    <span class="n">_manager</span> <span class="o">=</span> <span class="n">dputils</span><span class="o">.</span><span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">exec_q</span><span class="p">]</span>
-    <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-    <span class="k">if</span> <span class="n">scalar</span><span class="p">:</span>
-        <span class="n">res_axis_size</span> <span class="o">=</span> <span class="n">repeats</span> <span class="o">*</span> <span class="n">axis_size</span>
-        <span class="k">if</span> <span class="n">axis</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="n">res_shape</span> <span class="o">=</span> <span class="n">x_shape</span><span class="p">[:</span><span class="n">axis</span><span class="p">]</span> <span class="o">+</span> <span class="p">(</span><span class="n">res_axis_size</span><span class="p">,)</span> <span class="o">+</span> <span class="n">x_shape</span><span class="p">[</span><span class="n">axis</span> <span class="o">+</span> <span class="mi">1</span> <span class="p">:]</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">res_shape</span> <span class="o">=</span> <span class="p">(</span><span class="n">res_axis_size</span><span class="p">,)</span>
-        <span class="n">res</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-            <span class="n">res_shape</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">x</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span>
-        <span class="p">)</span>
-        <span class="k">if</span> <span class="n">res_axis_size</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
-            <span class="n">ht_rep_ev</span><span class="p">,</span> <span class="n">rep_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_repeat_by_scalar</span><span class="p">(</span>
-                <span class="n">src</span><span class="o">=</span><span class="n">x</span><span class="p">,</span>
-                <span class="n">dst</span><span class="o">=</span><span class="n">res</span><span class="p">,</span>
-                <span class="n">reps</span><span class="o">=</span><span class="n">repeats</span><span class="p">,</span>
-                <span class="n">axis</span><span class="o">=</span><span class="n">axis</span><span class="p">,</span>
-                <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-                <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span><span class="p">,</span>
-            <span class="p">)</span>
-            <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_rep_ev</span><span class="p">,</span> <span class="n">rep_ev</span><span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="k">if</span> <span class="n">repeats</span><span class="o">.</span><span class="n">dtype</span> <span class="o">!=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">int64</span><span class="p">:</span>
-            <span class="n">rep_buf</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-                <span class="n">repeats</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span>
-                <span class="n">dtype</span><span class="o">=</span><span class="n">dpt</span><span class="o">.</span><span class="n">int64</span><span class="p">,</span>
-                <span class="n">usm_type</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span>
-                <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-            <span class="p">)</span>
-            <span class="n">ht_copy_ev</span><span class="p">,</span> <span class="n">copy_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-                <span class="n">src</span><span class="o">=</span><span class="n">repeats</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">rep_buf</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-            <span class="p">)</span>
-            <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_copy_ev</span><span class="p">,</span> <span class="n">copy_ev</span><span class="p">)</span>
-            <span class="n">cumsum</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-                <span class="p">(</span><span class="n">axis_size</span><span class="p">,),</span>
-                <span class="n">dtype</span><span class="o">=</span><span class="n">dpt</span><span class="o">.</span><span class="n">int64</span><span class="p">,</span>
-                <span class="n">usm_type</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span>
-                <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-            <span class="p">)</span>
-            <span class="c1"># _cumsum_1d synchronizes so `depends` ends here safely</span>
-            <span class="n">res_axis_size</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_cumsum_1d</span><span class="p">(</span>
-                <span class="n">rep_buf</span><span class="p">,</span> <span class="n">cumsum</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">copy_ev</span><span class="p">]</span>
-            <span class="p">)</span>
-            <span class="k">if</span> <span class="n">axis</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
-                <span class="n">res_shape</span> <span class="o">=</span> <span class="p">(</span>
-                    <span class="n">x_shape</span><span class="p">[:</span><span class="n">axis</span><span class="p">]</span> <span class="o">+</span> <span class="p">(</span><span class="n">res_axis_size</span><span class="p">,)</span> <span class="o">+</span> <span class="n">x_shape</span><span class="p">[</span><span class="n">axis</span> <span class="o">+</span> <span class="mi">1</span> <span class="p">:]</span>
-                <span class="p">)</span>
-            <span class="k">else</span><span class="p">:</span>
-                <span class="n">res_shape</span> <span class="o">=</span> <span class="p">(</span><span class="n">res_axis_size</span><span class="p">,)</span>
-            <span class="n">res</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-                <span class="n">res_shape</span><span class="p">,</span>
-                <span class="n">dtype</span><span class="o">=</span><span class="n">x</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span>
-                <span class="n">usm_type</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span>
-                <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-            <span class="p">)</span>
-            <span class="k">if</span> <span class="n">res_axis_size</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
-                <span class="n">ht_rep_ev</span><span class="p">,</span> <span class="n">rep_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_repeat_by_sequence</span><span class="p">(</span>
-                    <span class="n">src</span><span class="o">=</span><span class="n">x</span><span class="p">,</span>
-                    <span class="n">dst</span><span class="o">=</span><span class="n">res</span><span class="p">,</span>
-                    <span class="n">reps</span><span class="o">=</span><span class="n">rep_buf</span><span class="p">,</span>
-                    <span class="n">cumsum</span><span class="o">=</span><span class="n">cumsum</span><span class="p">,</span>
-                    <span class="n">axis</span><span class="o">=</span><span class="n">axis</span><span class="p">,</span>
-                    <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-                <span class="p">)</span>
-                <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_rep_ev</span><span class="p">,</span> <span class="n">rep_ev</span><span class="p">)</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">cumsum</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-                <span class="p">(</span><span class="n">axis_size</span><span class="p">,),</span>
-                <span class="n">dtype</span><span class="o">=</span><span class="n">dpt</span><span class="o">.</span><span class="n">int64</span><span class="p">,</span>
-                <span class="n">usm_type</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span>
-                <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-            <span class="p">)</span>
-            <span class="n">res_axis_size</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_cumsum_1d</span><span class="p">(</span>
-                <span class="n">repeats</span><span class="p">,</span> <span class="n">cumsum</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-            <span class="p">)</span>
-            <span class="k">if</span> <span class="n">axis</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
-                <span class="n">res_shape</span> <span class="o">=</span> <span class="p">(</span>
-                    <span class="n">x_shape</span><span class="p">[:</span><span class="n">axis</span><span class="p">]</span> <span class="o">+</span> <span class="p">(</span><span class="n">res_axis_size</span><span class="p">,)</span> <span class="o">+</span> <span class="n">x_shape</span><span class="p">[</span><span class="n">axis</span> <span class="o">+</span> <span class="mi">1</span> <span class="p">:]</span>
-                <span class="p">)</span>
-            <span class="k">else</span><span class="p">:</span>
-                <span class="n">res_shape</span> <span class="o">=</span> <span class="p">(</span><span class="n">res_axis_size</span><span class="p">,)</span>
-            <span class="n">res</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-                <span class="n">res_shape</span><span class="p">,</span>
-                <span class="n">dtype</span><span class="o">=</span><span class="n">x</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span>
-                <span class="n">usm_type</span><span class="o">=</span><span class="n">usm_type</span><span class="p">,</span>
-                <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-            <span class="p">)</span>
-            <span class="k">if</span> <span class="n">res_axis_size</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
-                <span class="n">ht_rep_ev</span><span class="p">,</span> <span class="n">rep_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_repeat_by_sequence</span><span class="p">(</span>
-                    <span class="n">src</span><span class="o">=</span><span class="n">x</span><span class="p">,</span>
-                    <span class="n">dst</span><span class="o">=</span><span class="n">res</span><span class="p">,</span>
-                    <span class="n">reps</span><span class="o">=</span><span class="n">repeats</span><span class="p">,</span>
-                    <span class="n">cumsum</span><span class="o">=</span><span class="n">cumsum</span><span class="p">,</span>
-                    <span class="n">axis</span><span class="o">=</span><span class="n">axis</span><span class="p">,</span>
-                    <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-                <span class="p">)</span>
-                <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_rep_ev</span><span class="p">,</span> <span class="n">rep_ev</span><span class="p">)</span>
-    <span class="k">return</span> <span class="n">res</span></div>
-
-
-<div class="viewcode-block" id="tile"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.tile.html#dpctl.tensor.tile">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">tile</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">repetitions</span><span class="p">,</span> <span class="o">/</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;tile(x, repetitions)</span>
-
-<span class="sd">    Repeat an input array `x` along each axis a number of times given by</span>
-<span class="sd">    `repetitions`.</span>
-
-<span class="sd">    For `N` = len(`repetitions`) and `M` = len(`x.shape`):</span>
-
-<span class="sd">        * If `M &lt; N`, `x` will have `N - M` new axes prepended to its shape</span>
-<span class="sd">        * If `M &gt; N`, `repetitions` will have `M - N` ones prepended to it</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x (usm_ndarray): input array</span>
-
-<span class="sd">        repetitions (Union[int, Tuple[int, ...]]):</span>
-<span class="sd">            The number of repetitions along each dimension of `x`.</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            tiled output array.</span>
-
-<span class="sd">            The returned array will have rank `max(M, N)`. If `S` is the</span>
-<span class="sd">            shape of `x` after prepending dimensions and `R` is</span>
-<span class="sd">            `repetitions` after prepending ones, then the shape of the</span>
-<span class="sd">            result will be `S[i] * R[i]` for each dimension `i`.</span>
-
-<span class="sd">            The returned array will have the same data type as `x`.</span>
-<span class="sd">            The returned array will be located on the same device as `x` and</span>
-<span class="sd">            have the same USM allocation type as `x`.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected usm_ndarray type, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="si">}</span><span class="s2">.&quot;</span><span class="p">)</span>
-
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">repetitions</span><span class="p">,</span> <span class="nb">tuple</span><span class="p">):</span>
-        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">repetitions</span><span class="p">,</span> <span class="nb">int</span><span class="p">):</span>
-            <span class="n">repetitions</span> <span class="o">=</span> <span class="p">(</span><span class="n">repetitions</span><span class="p">,)</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-                <span class="sa">f</span><span class="s2">&quot;Expected tuple or integer type, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">repetitions</span><span class="p">)</span><span class="si">}</span><span class="s2">.&quot;</span>
-            <span class="p">)</span>
-
-    <span class="n">rep_dims</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">repetitions</span><span class="p">)</span>
-    <span class="n">x_dims</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">ndim</span>
-    <span class="k">if</span> <span class="n">rep_dims</span> <span class="o">&lt;</span> <span class="n">x_dims</span><span class="p">:</span>
-        <span class="n">repetitions</span> <span class="o">=</span> <span class="p">(</span><span class="n">x_dims</span> <span class="o">-</span> <span class="n">rep_dims</span><span class="p">)</span> <span class="o">*</span> <span class="p">(</span><span class="mi">1</span><span class="p">,)</span> <span class="o">+</span> <span class="n">repetitions</span>
-    <span class="k">elif</span> <span class="n">x_dims</span> <span class="o">&lt;</span> <span class="n">rep_dims</span><span class="p">:</span>
-        <span class="n">x</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="p">(</span><span class="n">rep_dims</span> <span class="o">-</span> <span class="n">x_dims</span><span class="p">)</span> <span class="o">*</span> <span class="p">(</span><span class="mi">1</span><span class="p">,)</span> <span class="o">+</span> <span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
-    <span class="n">res_shape</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">sh</span><span class="p">,</span> <span class="n">rep</span><span class="p">:</span> <span class="n">sh</span> <span class="o">*</span> <span class="n">rep</span><span class="p">,</span> <span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">repetitions</span><span class="p">))</span>
-    <span class="c1"># case of empty input</span>
-    <span class="k">if</span> <span class="n">x</span><span class="o">.</span><span class="n">size</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-            <span class="n">res_shape</span><span class="p">,</span>
-            <span class="n">dtype</span><span class="o">=</span><span class="n">x</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span>
-            <span class="n">usm_type</span><span class="o">=</span><span class="n">x</span><span class="o">.</span><span class="n">usm_type</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">x</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span>
-        <span class="p">)</span>
-    <span class="n">in_sh</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">shape</span>
-    <span class="k">if</span> <span class="n">res_shape</span> <span class="o">==</span> <span class="n">in_sh</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
-    <span class="n">expanded_sh</span> <span class="o">=</span> <span class="p">[]</span>
-    <span class="n">broadcast_sh</span> <span class="o">=</span> <span class="p">[]</span>
-    <span class="n">out_sz</span> <span class="o">=</span> <span class="mi">1</span>
-    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">res_shape</span><span class="p">)):</span>
-        <span class="n">out_sz</span> <span class="o">*=</span> <span class="n">res_shape</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
-        <span class="n">reps</span><span class="p">,</span> <span class="n">sh</span> <span class="o">=</span> <span class="n">repetitions</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">in_sh</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
-        <span class="k">if</span> <span class="n">reps</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
-            <span class="c1"># dimension will be unchanged</span>
-            <span class="n">broadcast_sh</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">sh</span><span class="p">)</span>
-            <span class="n">expanded_sh</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">sh</span><span class="p">)</span>
-        <span class="k">elif</span> <span class="n">sh</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
-            <span class="c1"># dimension will be broadcast</span>
-            <span class="n">broadcast_sh</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">reps</span><span class="p">)</span>
-            <span class="n">expanded_sh</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">sh</span><span class="p">)</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">broadcast_sh</span><span class="o">.</span><span class="n">extend</span><span class="p">([</span><span class="n">reps</span><span class="p">,</span> <span class="n">sh</span><span class="p">])</span>
-            <span class="n">expanded_sh</span><span class="o">.</span><span class="n">extend</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="n">sh</span><span class="p">])</span>
-    <span class="n">exec_q</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">sycl_queue</span>
-    <span class="n">xdt</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">dtype</span>
-    <span class="n">xut</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">usm_type</span>
-    <span class="n">res</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">((</span><span class="n">out_sz</span><span class="p">,),</span> <span class="n">dtype</span><span class="o">=</span><span class="n">xdt</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="n">xut</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">)</span>
-    <span class="c1"># no need to copy data for empty output</span>
-    <span class="k">if</span> <span class="n">out_sz</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
-        <span class="n">x</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span>
-            <span class="c1"># this reshape should never copy</span>
-            <span class="n">dpt</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">expanded_sh</span><span class="p">),</span>
-            <span class="n">broadcast_sh</span><span class="p">,</span>
-        <span class="p">)</span>
-        <span class="c1"># copy broadcast input into flat array</span>
-        <span class="n">_manager</span> <span class="o">=</span> <span class="n">dputils</span><span class="o">.</span><span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">exec_q</span><span class="p">]</span>
-        <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-        <span class="n">hev</span><span class="p">,</span> <span class="n">cp_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_for_reshape</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">x</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">res</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">hev</span><span class="p">,</span> <span class="n">cp_ev</span><span class="p">)</span>
-    <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">res</span><span class="p">,</span> <span class="n">res_shape</span><span class="p">)</span></div>
-</pre></div>
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diff --git a/pulls/1961/_modules/dpctl/tensor/_reduction.html b/pulls/1961/_modules/dpctl/tensor/_reduction.html
deleted file mode 100644
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-        <article role="main" id="furo-main-content">
-          <h1>Source code for dpctl.tensor._reduction</h1><div class="highlight"><pre>
-<span></span><span class="c1">#                       Data Parallel Control (dpctl)</span>
-<span class="c1">#</span>
-<span class="c1">#  Copyright 2020-2025 Intel Corporation</span>
-<span class="c1">#</span>
-<span class="c1">#  Licensed under the Apache License, Version 2.0 (the &quot;License&quot;);</span>
-<span class="c1">#  you may not use this file except in compliance with the License.</span>
-<span class="c1">#  You may obtain a copy of the License at</span>
-<span class="c1">#</span>
-<span class="c1">#     http://www.apache.org/licenses/LICENSE-2.0</span>
-<span class="c1">#</span>
-<span class="c1">#  Unless required by applicable law or agreed to in writing, software</span>
-<span class="c1">#  distributed under the License is distributed on an &quot;AS IS&quot; BASIS,</span>
-<span class="c1">#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.</span>
-<span class="c1">#  See the License for the specific language governing permissions and</span>
-<span class="c1">#  limitations under the License.</span>
-
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.tensor</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">dpt</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.tensor._tensor_impl</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">ti</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.tensor._tensor_reductions_impl</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">tri</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">dpctl.utils</span><span class="w"> </span><span class="kn">import</span> <span class="n">ExecutionPlacementError</span><span class="p">,</span> <span class="n">SequentialOrderManager</span>
-
-<span class="kn">from</span><span class="w"> </span><span class="nn">._numpy_helper</span><span class="w"> </span><span class="kn">import</span> <span class="n">normalize_axis_tuple</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">._type_utils</span><span class="w"> </span><span class="kn">import</span> <span class="p">(</span>
-    <span class="n">_default_accumulation_dtype</span><span class="p">,</span>
-    <span class="n">_default_accumulation_dtype_fp_types</span><span class="p">,</span>
-    <span class="n">_to_device_supported_dtype</span><span class="p">,</span>
-<span class="p">)</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_reduction_over_axis</span><span class="p">(</span>
-    <span class="n">x</span><span class="p">,</span>
-    <span class="n">axis</span><span class="p">,</span>
-    <span class="n">dtype</span><span class="p">,</span>
-    <span class="n">keepdims</span><span class="p">,</span>
-    <span class="n">out</span><span class="p">,</span>
-    <span class="n">_reduction_fn</span><span class="p">,</span>
-    <span class="n">_dtype_supported</span><span class="p">,</span>
-    <span class="n">_default_reduction_type_fn</span><span class="p">,</span>
-<span class="p">):</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected dpctl.tensor.usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-    <span class="n">nd</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">ndim</span>
-    <span class="k">if</span> <span class="n">axis</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">axis</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="n">nd</span><span class="p">))</span>
-        <span class="n">perm</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">axis</span><span class="p">)</span>
-        <span class="n">arr</span> <span class="o">=</span> <span class="n">x</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">axis</span><span class="p">,</span> <span class="p">(</span><span class="nb">tuple</span><span class="p">,</span> <span class="nb">list</span><span class="p">)):</span>
-            <span class="n">axis</span> <span class="o">=</span> <span class="p">(</span><span class="n">axis</span><span class="p">,)</span>
-        <span class="n">axis</span> <span class="o">=</span> <span class="n">normalize_axis_tuple</span><span class="p">(</span><span class="n">axis</span><span class="p">,</span> <span class="n">nd</span><span class="p">,</span> <span class="s2">&quot;axis&quot;</span><span class="p">)</span>
-        <span class="n">perm</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">nd</span><span class="p">)</span> <span class="k">if</span> <span class="n">i</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">axis</span><span class="p">]</span> <span class="o">+</span> <span class="nb">list</span><span class="p">(</span><span class="n">axis</span><span class="p">)</span>
-        <span class="n">arr</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">permute_dims</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">perm</span><span class="p">)</span>
-    <span class="n">red_nd</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">axis</span><span class="p">)</span>
-    <span class="n">res_shape</span> <span class="o">=</span> <span class="n">arr</span><span class="o">.</span><span class="n">shape</span><span class="p">[:</span> <span class="n">nd</span> <span class="o">-</span> <span class="n">red_nd</span><span class="p">]</span>
-    <span class="n">q</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">sycl_queue</span>
-    <span class="n">inp_dt</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">dtype</span>
-    <span class="k">if</span> <span class="n">dtype</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">res_dt</span> <span class="o">=</span> <span class="n">_default_reduction_type_fn</span><span class="p">(</span><span class="n">inp_dt</span><span class="p">,</span> <span class="n">q</span><span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">res_dt</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">dtype</span><span class="p">)</span>
-        <span class="n">res_dt</span> <span class="o">=</span> <span class="n">_to_device_supported_dtype</span><span class="p">(</span><span class="n">res_dt</span><span class="p">,</span> <span class="n">q</span><span class="o">.</span><span class="n">sycl_device</span><span class="p">)</span>
-
-    <span class="n">res_usm_type</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">usm_type</span>
-
-    <span class="n">implemented_types</span> <span class="o">=</span> <span class="n">_dtype_supported</span><span class="p">(</span><span class="n">inp_dt</span><span class="p">,</span> <span class="n">res_dt</span><span class="p">,</span> <span class="n">res_usm_type</span><span class="p">,</span> <span class="n">q</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">dtype</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">implemented_types</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">RuntimeError</span><span class="p">(</span>
-            <span class="s2">&quot;Automatically determined reduction data type does not &quot;</span>
-            <span class="s2">&quot;have direct implementation&quot;</span>
-        <span class="p">)</span>
-    <span class="n">orig_out</span> <span class="o">=</span> <span class="n">out</span>
-    <span class="k">if</span> <span class="n">out</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">out</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-            <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-                <span class="sa">f</span><span class="s2">&quot;output array must be of usm_ndarray type, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">out</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span>
-            <span class="p">)</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="n">out</span><span class="o">.</span><span class="n">flags</span><span class="o">.</span><span class="n">writable</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;provided `out` array is read-only&quot;</span><span class="p">)</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="n">keepdims</span><span class="p">:</span>
-            <span class="n">final_res_shape</span> <span class="o">=</span> <span class="n">res_shape</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">inp_shape</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">shape</span>
-            <span class="n">final_res_shape</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span>
-                <span class="n">inp_shape</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">if</span> <span class="n">i</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">axis</span> <span class="k">else</span> <span class="mi">1</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">nd</span><span class="p">)</span>
-            <span class="p">)</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="n">out</span><span class="o">.</span><span class="n">shape</span> <span class="o">==</span> <span class="n">final_res_shape</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                <span class="s2">&quot;The shape of input and output arrays are inconsistent. &quot;</span>
-                <span class="sa">f</span><span class="s2">&quot;Expected output shape is </span><span class="si">{</span><span class="n">final_res_shape</span><span class="si">}</span><span class="s2">, got </span><span class="si">{</span><span class="n">out</span><span class="o">.</span><span class="n">shape</span><span class="si">}</span><span class="s2">&quot;</span>
-            <span class="p">)</span>
-        <span class="k">if</span> <span class="n">res_dt</span> <span class="o">!=</span> <span class="n">out</span><span class="o">.</span><span class="n">dtype</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                <span class="sa">f</span><span class="s2">&quot;Output array of type </span><span class="si">{</span><span class="n">res_dt</span><span class="si">}</span><span class="s2"> is needed, got </span><span class="si">{</span><span class="n">out</span><span class="o">.</span><span class="n">dtype</span><span class="si">}</span><span class="s2">&quot;</span>
-            <span class="p">)</span>
-        <span class="k">if</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_execution_queue</span><span class="p">((</span><span class="n">q</span><span class="p">,</span> <span class="n">out</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">))</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="n">ExecutionPlacementError</span><span class="p">(</span>
-                <span class="s2">&quot;Input and output allocation queues are not compatible&quot;</span>
-            <span class="p">)</span>
-        <span class="k">if</span> <span class="n">keepdims</span><span class="p">:</span>
-            <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">squeeze</span><span class="p">(</span><span class="n">out</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="n">axis</span><span class="p">)</span>
-            <span class="n">orig_out</span> <span class="o">=</span> <span class="n">out</span>
-        <span class="k">if</span> <span class="n">ti</span><span class="o">.</span><span class="n">_array_overlap</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">out</span><span class="p">)</span> <span class="ow">and</span> <span class="n">implemented_types</span><span class="p">:</span>
-            <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">out</span><span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-            <span class="n">res_shape</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">res_dt</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="n">res_usm_type</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span>
-        <span class="p">)</span>
-
-    <span class="n">_manager</span> <span class="o">=</span> <span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">q</span><span class="p">]</span>
-    <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-    <span class="k">if</span> <span class="n">red_nd</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
-        <span class="n">ht_e_cpy</span><span class="p">,</span> <span class="n">cpy_e</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">arr</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">out</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_e_cpy</span><span class="p">,</span> <span class="n">cpy_e</span><span class="p">)</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="p">(</span><span class="n">orig_out</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span> <span class="n">orig_out</span> <span class="ow">is</span> <span class="n">out</span><span class="p">):</span>
-            <span class="n">ht_e_cpy2</span><span class="p">,</span> <span class="n">cpy2_e</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-                <span class="n">src</span><span class="o">=</span><span class="n">out</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">orig_out</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">cpy_e</span><span class="p">]</span>
-            <span class="p">)</span>
-            <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_e_cpy2</span><span class="p">,</span> <span class="n">cpy2_e</span><span class="p">)</span>
-            <span class="n">out</span> <span class="o">=</span> <span class="n">orig_out</span>
-        <span class="k">return</span> <span class="n">out</span>
-
-    <span class="k">if</span> <span class="n">implemented_types</span><span class="p">:</span>
-        <span class="n">ht_e</span><span class="p">,</span> <span class="n">red_e</span> <span class="o">=</span> <span class="n">_reduction_fn</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">arr</span><span class="p">,</span>
-            <span class="n">trailing_dims_to_reduce</span><span class="o">=</span><span class="n">red_nd</span><span class="p">,</span>
-            <span class="n">dst</span><span class="o">=</span><span class="n">out</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span><span class="p">,</span>
-            <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span><span class="p">,</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_e</span><span class="p">,</span> <span class="n">red_e</span><span class="p">)</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="p">(</span><span class="n">orig_out</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span> <span class="n">orig_out</span> <span class="ow">is</span> <span class="n">out</span><span class="p">):</span>
-            <span class="n">ht_e_cpy</span><span class="p">,</span> <span class="n">cpy_e</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-                <span class="n">src</span><span class="o">=</span><span class="n">out</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">orig_out</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">red_e</span><span class="p">]</span>
-            <span class="p">)</span>
-            <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_e_cpy</span><span class="p">,</span> <span class="n">cpy_e</span><span class="p">)</span>
-            <span class="n">out</span> <span class="o">=</span> <span class="n">orig_out</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="k">if</span> <span class="n">_dtype_supported</span><span class="p">(</span><span class="n">res_dt</span><span class="p">,</span> <span class="n">res_dt</span><span class="p">,</span> <span class="n">res_usm_type</span><span class="p">,</span> <span class="n">q</span><span class="p">):</span>
-            <span class="n">tmp</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-                <span class="n">arr</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">res_dt</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="n">res_usm_type</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span>
-            <span class="p">)</span>
-            <span class="n">ht_e_cpy</span><span class="p">,</span> <span class="n">cpy_e</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-                <span class="n">src</span><span class="o">=</span><span class="n">arr</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">tmp</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-            <span class="p">)</span>
-            <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_e_cpy</span><span class="p">,</span> <span class="n">cpy_e</span><span class="p">)</span>
-            <span class="n">ht_e_red</span><span class="p">,</span> <span class="n">red_ev</span> <span class="o">=</span> <span class="n">_reduction_fn</span><span class="p">(</span>
-                <span class="n">src</span><span class="o">=</span><span class="n">tmp</span><span class="p">,</span>
-                <span class="n">trailing_dims_to_reduce</span><span class="o">=</span><span class="n">red_nd</span><span class="p">,</span>
-                <span class="n">dst</span><span class="o">=</span><span class="n">out</span><span class="p">,</span>
-                <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span><span class="p">,</span>
-                <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">cpy_e</span><span class="p">],</span>
-            <span class="p">)</span>
-            <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_e_red</span><span class="p">,</span> <span class="n">red_ev</span><span class="p">)</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">buf_dt</span> <span class="o">=</span> <span class="n">_default_reduction_type_fn</span><span class="p">(</span><span class="n">inp_dt</span><span class="p">,</span> <span class="n">q</span><span class="p">)</span>
-            <span class="n">tmp</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-                <span class="n">arr</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">buf_dt</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="n">res_usm_type</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span>
-            <span class="p">)</span>
-            <span class="n">ht_e_cpy</span><span class="p">,</span> <span class="n">cpy_e</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-                <span class="n">src</span><span class="o">=</span><span class="n">arr</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">tmp</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-            <span class="p">)</span>
-            <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_e_cpy</span><span class="p">,</span> <span class="n">cpy_e</span><span class="p">)</span>
-            <span class="n">tmp_res</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-                <span class="n">res_shape</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">buf_dt</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="n">res_usm_type</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span>
-            <span class="p">)</span>
-            <span class="n">ht_e_red</span><span class="p">,</span> <span class="n">r_e</span> <span class="o">=</span> <span class="n">_reduction_fn</span><span class="p">(</span>
-                <span class="n">src</span><span class="o">=</span><span class="n">tmp</span><span class="p">,</span>
-                <span class="n">trailing_dims_to_reduce</span><span class="o">=</span><span class="n">red_nd</span><span class="p">,</span>
-                <span class="n">dst</span><span class="o">=</span><span class="n">tmp_res</span><span class="p">,</span>
-                <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span><span class="p">,</span>
-                <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">cpy_e</span><span class="p">],</span>
-            <span class="p">)</span>
-            <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_e_red</span><span class="p">,</span> <span class="n">r_e</span><span class="p">)</span>
-            <span class="n">ht_e_cpy2</span><span class="p">,</span> <span class="n">cpy2_e</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-                <span class="n">src</span><span class="o">=</span><span class="n">tmp_res</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">out</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">r_e</span><span class="p">]</span>
-            <span class="p">)</span>
-            <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_e_cpy2</span><span class="p">,</span> <span class="n">cpy2_e</span><span class="p">)</span>
-
-    <span class="k">if</span> <span class="n">keepdims</span><span class="p">:</span>
-        <span class="n">res_shape</span> <span class="o">=</span> <span class="n">res_shape</span> <span class="o">+</span> <span class="p">(</span><span class="mi">1</span><span class="p">,)</span> <span class="o">*</span> <span class="n">red_nd</span>
-        <span class="n">inv_perm</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="n">nd</span><span class="p">),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">d</span><span class="p">:</span> <span class="n">perm</span><span class="p">[</span><span class="n">d</span><span class="p">])</span>
-        <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">permute_dims</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">out</span><span class="p">,</span> <span class="n">res_shape</span><span class="p">),</span> <span class="n">inv_perm</span><span class="p">)</span>
-    <span class="k">return</span> <span class="n">out</span>
-
-
-<div class="viewcode-block" id="sum"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.sum.html#dpctl.tensor.sum">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">sum</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="o">/</span><span class="p">,</span> <span class="o">*</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">keepdims</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">out</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Calculates the sum of elements in the input array ``x``.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x (usm_ndarray):</span>
-<span class="sd">            input array.</span>
-<span class="sd">        axis (Optional[int, Tuple[int, ...]]):</span>
-<span class="sd">            axis or axes along which sums must be computed. If a tuple</span>
-<span class="sd">            of unique integers, sums are computed over multiple axes.</span>
-<span class="sd">            If ``None``, the sum is computed over the entire array.</span>
-<span class="sd">            Default: ``None``.</span>
-<span class="sd">        dtype (Optional[dtype]):</span>
-<span class="sd">            data type of the returned array. If ``None``, the default data</span>
-<span class="sd">            type is inferred from the &quot;kind&quot; of the input array data type.</span>
-
-<span class="sd">            * If ``x`` has a real- or complex-valued floating-point data</span>
-<span class="sd">              type, the returned array will have the same data type as</span>
-<span class="sd">              ``x``.</span>
-<span class="sd">            * If ``x`` has signed integral data type, the returned array</span>
-<span class="sd">              will have the default signed integral type for the device</span>
-<span class="sd">              where input array ``x`` is allocated.</span>
-<span class="sd">            * If ``x`` has unsigned integral data type, the returned array</span>
-<span class="sd">              will have the default unsigned integral type for the device</span>
-<span class="sd">              where input array ``x`` is allocated.</span>
-<span class="sd">              array ``x`` is allocated.</span>
-<span class="sd">            * If ``x`` has a boolean data type, the returned array will</span>
-<span class="sd">              have the default signed integral type for the device</span>
-<span class="sd">              where input array ``x`` is allocated.</span>
-
-<span class="sd">            If the data type (either specified or resolved) differs from the</span>
-<span class="sd">            data type of ``x``, the input array elements are cast to the</span>
-<span class="sd">            specified data type before computing the sum.</span>
-<span class="sd">            Default: ``None``.</span>
-<span class="sd">        keepdims (Optional[bool]):</span>
-<span class="sd">            if ``True``, the reduced axes (dimensions) are included in the</span>
-<span class="sd">            result as singleton dimensions, so that the returned array remains</span>
-<span class="sd">            compatible with the input arrays according to Array Broadcasting</span>
-<span class="sd">            rules. Otherwise, if ``False``, the reduced axes are not included</span>
-<span class="sd">            in the returned array. Default: ``False``.</span>
-<span class="sd">        out (Optional[usm_ndarray]):</span>
-<span class="sd">            the array into which the result is written.</span>
-<span class="sd">            The data type of ``out`` must match the expected shape and the</span>
-<span class="sd">            expected data type of the result or (if provided) ``dtype``.</span>
-<span class="sd">            If ``None`` then a new array is returned. Default: ``None``.</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            an array containing the sums. If the sum was computed over the</span>
-<span class="sd">            entire array, a zero-dimensional array is returned. The returned</span>
-<span class="sd">            array has the data type as described in the ``dtype`` parameter</span>
-<span class="sd">            description above.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">return</span> <span class="n">_reduction_over_axis</span><span class="p">(</span>
-        <span class="n">x</span><span class="p">,</span>
-        <span class="n">axis</span><span class="p">,</span>
-        <span class="n">dtype</span><span class="p">,</span>
-        <span class="n">keepdims</span><span class="p">,</span>
-        <span class="n">out</span><span class="p">,</span>
-        <span class="n">tri</span><span class="o">.</span><span class="n">_sum_over_axis</span><span class="p">,</span>
-        <span class="n">tri</span><span class="o">.</span><span class="n">_sum_over_axis_dtype_supported</span><span class="p">,</span>
-        <span class="n">_default_accumulation_dtype</span><span class="p">,</span>
-    <span class="p">)</span></div>
-
-
-<div class="viewcode-block" id="prod"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.prod.html#dpctl.tensor.prod">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">prod</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="o">/</span><span class="p">,</span> <span class="o">*</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">keepdims</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">out</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Calculates the product of elements in the input array ``x``.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x (usm_ndarray):</span>
-<span class="sd">            input array.</span>
-<span class="sd">        axis (Optional[int, Tuple[int, ...]]):</span>
-<span class="sd">            axis or axes along which products must be computed. If a tuple</span>
-<span class="sd">            of unique integers, products are computed over multiple axes.</span>
-<span class="sd">            If ``None``, the product is computed over the entire array.</span>
-<span class="sd">            Default: ``None``.</span>
-<span class="sd">        dtype (Optional[dtype]):</span>
-<span class="sd">            data type of the returned array. If ``None``, the default data</span>
-<span class="sd">            type is inferred from the &quot;kind&quot; of the input array data type.</span>
-
-<span class="sd">            * If ``x`` has a real- or complex-valued floating-point data</span>
-<span class="sd">              type, the returned array will have the same data type as</span>
-<span class="sd">              ``x``.</span>
-<span class="sd">            * If ``x`` has signed integral data type, the returned array</span>
-<span class="sd">              will have the default signed integral type for the device</span>
-<span class="sd">              where input array ``x`` is allocated.</span>
-<span class="sd">            * If ``x`` has unsigned integral data type, the returned array</span>
-<span class="sd">              will have the default unsigned integral type for the device</span>
-<span class="sd">              where input array ``x`` is allocated.</span>
-<span class="sd">            * If ``x`` has a boolean data type, the returned array will</span>
-<span class="sd">              have the default signed integral type for the device</span>
-<span class="sd">              where input array ``x`` is allocated.</span>
-
-<span class="sd">            If the data type (either specified or resolved) differs from the</span>
-<span class="sd">            data type of ``x``, the input array elements are cast to the</span>
-<span class="sd">            specified data type before computing the product.</span>
-<span class="sd">            Default: ``None``.</span>
-<span class="sd">        keepdims (Optional[bool]):</span>
-<span class="sd">            if ``True``, the reduced axes (dimensions) are included in the</span>
-<span class="sd">            result as singleton dimensions, so that the returned array remains</span>
-<span class="sd">            compatible with the input arrays according to Array Broadcasting</span>
-<span class="sd">            rules. Otherwise, if ``False``, the reduced axes are not included</span>
-<span class="sd">            in the returned array. Default: ``False``.</span>
-<span class="sd">        out (Optional[usm_ndarray]):</span>
-<span class="sd">            the array into which the result is written.</span>
-<span class="sd">            The data type of ``out`` must match the expected shape and the</span>
-<span class="sd">            expected data type of the result or (if provided) ``dtype``.</span>
-<span class="sd">            If ``None`` then a new array is returned. Default: ``None``.</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            an array containing the products. If the product was computed over</span>
-<span class="sd">            the entire array, a zero-dimensional array is returned. The</span>
-<span class="sd">            returned array has the data type as described in the ``dtype``</span>
-<span class="sd">            parameter description above.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">return</span> <span class="n">_reduction_over_axis</span><span class="p">(</span>
-        <span class="n">x</span><span class="p">,</span>
-        <span class="n">axis</span><span class="p">,</span>
-        <span class="n">dtype</span><span class="p">,</span>
-        <span class="n">keepdims</span><span class="p">,</span>
-        <span class="n">out</span><span class="p">,</span>
-        <span class="n">tri</span><span class="o">.</span><span class="n">_prod_over_axis</span><span class="p">,</span>
-        <span class="n">tri</span><span class="o">.</span><span class="n">_prod_over_axis_dtype_supported</span><span class="p">,</span>
-        <span class="n">_default_accumulation_dtype</span><span class="p">,</span>
-    <span class="p">)</span></div>
-
-
-<div class="viewcode-block" id="logsumexp"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.logsumexp.html#dpctl.tensor.logsumexp">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">logsumexp</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="o">/</span><span class="p">,</span> <span class="o">*</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">keepdims</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">out</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Calculates the logarithm of the sum of exponentials of elements in the</span>
-<span class="sd">    input array ``x``.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x (usm_ndarray):</span>
-<span class="sd">            input array.</span>
-<span class="sd">        axis (Optional[int, Tuple[int, ...]]):</span>
-<span class="sd">            axis or axes along which values must be computed. If a tuple</span>
-<span class="sd">            of unique integers, values are computed over multiple axes.</span>
-<span class="sd">            If ``None``, the result is computed over the entire array.</span>
-<span class="sd">            Default: ``None``.</span>
-<span class="sd">        dtype (Optional[dtype]):</span>
-<span class="sd">            data type of the returned array. If ``None``, the default data</span>
-<span class="sd">            type is inferred from the &quot;kind&quot; of the input array data type.</span>
-
-<span class="sd">            * If ``x`` has a real-valued floating-point data type, the</span>
-<span class="sd">              returned array will have the same data type as ``x``.</span>
-<span class="sd">            * If ``x`` has a boolean or integral data type, the returned array</span>
-<span class="sd">              will have the default floating point data type for the device</span>
-<span class="sd">              where input array ``x`` is allocated.</span>
-<span class="sd">            * If ``x`` has a complex-valued floating-point data type,</span>
-<span class="sd">              an error is raised.</span>
-
-<span class="sd">            If the data type (either specified or resolved) differs from the</span>
-<span class="sd">            data type of ``x``, the input array elements are cast to the</span>
-<span class="sd">            specified data type before computing the result.</span>
-<span class="sd">            Default: ``None``.</span>
-<span class="sd">        keepdims (Optional[bool]):</span>
-<span class="sd">            if ``True``, the reduced axes (dimensions) are included in the</span>
-<span class="sd">            result as singleton dimensions, so that the returned array remains</span>
-<span class="sd">            compatible with the input arrays according to Array Broadcasting</span>
-<span class="sd">            rules. Otherwise, if ``False``, the reduced axes are not included</span>
-<span class="sd">            in the returned array. Default: ``False``.</span>
-<span class="sd">        out (Optional[usm_ndarray]):</span>
-<span class="sd">            the array into which the result is written.</span>
-<span class="sd">            The data type of ``out`` must match the expected shape and the</span>
-<span class="sd">            expected data type of the result or (if provided) ``dtype``.</span>
-<span class="sd">            If ``None`` then a new array is returned. Default: ``None``.</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            an array containing the results. If the result was computed over</span>
-<span class="sd">            the entire array, a zero-dimensional array is returned.</span>
-<span class="sd">            The returned array has the data type as described in the</span>
-<span class="sd">            ``dtype`` parameter description above.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">return</span> <span class="n">_reduction_over_axis</span><span class="p">(</span>
-        <span class="n">x</span><span class="p">,</span>
-        <span class="n">axis</span><span class="p">,</span>
-        <span class="n">dtype</span><span class="p">,</span>
-        <span class="n">keepdims</span><span class="p">,</span>
-        <span class="n">out</span><span class="p">,</span>
-        <span class="n">tri</span><span class="o">.</span><span class="n">_logsumexp_over_axis</span><span class="p">,</span>
-        <span class="k">lambda</span> <span class="n">inp_dt</span><span class="p">,</span> <span class="n">res_dt</span><span class="p">,</span> <span class="o">*</span><span class="n">_</span><span class="p">:</span> <span class="n">tri</span><span class="o">.</span><span class="n">_logsumexp_over_axis_dtype_supported</span><span class="p">(</span>
-            <span class="n">inp_dt</span><span class="p">,</span> <span class="n">res_dt</span>
-        <span class="p">),</span>
-        <span class="n">_default_accumulation_dtype_fp_types</span><span class="p">,</span>
-    <span class="p">)</span></div>
-
-
-<div class="viewcode-block" id="reduce_hypot"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.reduce_hypot.html#dpctl.tensor.reduce_hypot">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">reduce_hypot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="o">/</span><span class="p">,</span> <span class="o">*</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">keepdims</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">out</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Calculates the square root of the sum of squares of elements in the input</span>
-<span class="sd">    array ``x``.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x (usm_ndarray):</span>
-<span class="sd">            input array.</span>
-<span class="sd">        axis (Optional[int, Tuple[int, ...]]):</span>
-<span class="sd">            axis or axes along which values must be computed. If a tuple</span>
-<span class="sd">            of unique integers, values are computed over multiple axes.</span>
-<span class="sd">            If ``None``, the result is computed over the entire array.</span>
-<span class="sd">            Default: ``None``.</span>
-<span class="sd">        dtype (Optional[dtype]):</span>
-<span class="sd">            data type of the returned array. If ``None``, the default data</span>
-<span class="sd">            type is inferred from the &quot;kind&quot; of the input array data type.</span>
-
-<span class="sd">            * If ``x`` has a real-valued floating-point data type, the</span>
-<span class="sd">              returned array will have the same data type as ``x``.</span>
-<span class="sd">            * If ``x`` has a boolean or integral data type, the returned array</span>
-<span class="sd">              will have the default floating point data type for the device</span>
-<span class="sd">              where input array ``x`` is allocated.</span>
-<span class="sd">            * If ``x`` has a complex-valued floating-point data type,</span>
-<span class="sd">              an error is raised.</span>
-
-<span class="sd">            If the data type (either specified or resolved) differs from the</span>
-<span class="sd">            data type of ``x``, the input array elements are cast to the</span>
-<span class="sd">            specified data type before computing the result. Default: ``None``.</span>
-<span class="sd">        keepdims (Optional[bool]):</span>
-<span class="sd">            if ``True``, the reduced axes (dimensions) are included in the</span>
-<span class="sd">            result as singleton dimensions, so that the returned array remains</span>
-<span class="sd">            compatible with the input arrays according to Array Broadcasting</span>
-<span class="sd">            rules. Otherwise, if ``False``, the reduced axes are not included</span>
-<span class="sd">            in the returned array. Default: ``False``.</span>
-<span class="sd">        out (Optional[usm_ndarray]):</span>
-<span class="sd">            the array into which the result is written.</span>
-<span class="sd">            The data type of ``out`` must match the expected shape and the</span>
-<span class="sd">            expected data type of the result or (if provided) ``dtype``.</span>
-<span class="sd">            If ``None`` then a new array is returned. Default: ``None``.</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            an array containing the results. If the result was computed over</span>
-<span class="sd">            the entire array, a zero-dimensional array is returned. The</span>
-<span class="sd">            returned array has the data type as described in the ``dtype``</span>
-<span class="sd">            parameter description above.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">return</span> <span class="n">_reduction_over_axis</span><span class="p">(</span>
-        <span class="n">x</span><span class="p">,</span>
-        <span class="n">axis</span><span class="p">,</span>
-        <span class="n">dtype</span><span class="p">,</span>
-        <span class="n">keepdims</span><span class="p">,</span>
-        <span class="n">out</span><span class="p">,</span>
-        <span class="n">tri</span><span class="o">.</span><span class="n">_hypot_over_axis</span><span class="p">,</span>
-        <span class="k">lambda</span> <span class="n">inp_dt</span><span class="p">,</span> <span class="n">res_dt</span><span class="p">,</span> <span class="o">*</span><span class="n">_</span><span class="p">:</span> <span class="n">tri</span><span class="o">.</span><span class="n">_hypot_over_axis_dtype_supported</span><span class="p">(</span>
-            <span class="n">inp_dt</span><span class="p">,</span> <span class="n">res_dt</span>
-        <span class="p">),</span>
-        <span class="n">_default_accumulation_dtype_fp_types</span><span class="p">,</span>
-    <span class="p">)</span></div>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_comparison_over_axis</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">axis</span><span class="p">,</span> <span class="n">keepdims</span><span class="p">,</span> <span class="n">out</span><span class="p">,</span> <span class="n">_reduction_fn</span><span class="p">):</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected dpctl.tensor.usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-
-    <span class="n">nd</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">ndim</span>
-    <span class="k">if</span> <span class="n">axis</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">axis</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="n">nd</span><span class="p">))</span>
-        <span class="n">perm</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">axis</span><span class="p">)</span>
-        <span class="n">x_tmp</span> <span class="o">=</span> <span class="n">x</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">axis</span><span class="p">,</span> <span class="p">(</span><span class="nb">tuple</span><span class="p">,</span> <span class="nb">list</span><span class="p">)):</span>
-            <span class="n">axis</span> <span class="o">=</span> <span class="p">(</span><span class="n">axis</span><span class="p">,)</span>
-        <span class="n">axis</span> <span class="o">=</span> <span class="n">normalize_axis_tuple</span><span class="p">(</span><span class="n">axis</span><span class="p">,</span> <span class="n">nd</span><span class="p">,</span> <span class="s2">&quot;axis&quot;</span><span class="p">)</span>
-        <span class="n">perm</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">nd</span><span class="p">)</span> <span class="k">if</span> <span class="n">i</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">axis</span><span class="p">]</span> <span class="o">+</span> <span class="nb">list</span><span class="p">(</span><span class="n">axis</span><span class="p">)</span>
-        <span class="n">x_tmp</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">permute_dims</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">perm</span><span class="p">)</span>
-    <span class="n">red_nd</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">axis</span><span class="p">)</span>
-    <span class="k">if</span> <span class="nb">any</span><span class="p">([</span><span class="n">x_tmp</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">==</span> <span class="mi">0</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="o">-</span><span class="n">red_nd</span><span class="p">,</span> <span class="mi">0</span><span class="p">)]):</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;reduction cannot be performed over zero-size axes&quot;</span><span class="p">)</span>
-    <span class="n">res_shape</span> <span class="o">=</span> <span class="n">x_tmp</span><span class="o">.</span><span class="n">shape</span><span class="p">[:</span> <span class="n">nd</span> <span class="o">-</span> <span class="n">red_nd</span><span class="p">]</span>
-    <span class="n">exec_q</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">sycl_queue</span>
-    <span class="n">res_dt</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">dtype</span>
-    <span class="n">res_usm_type</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">usm_type</span>
-
-    <span class="n">orig_out</span> <span class="o">=</span> <span class="n">out</span>
-    <span class="k">if</span> <span class="n">out</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">out</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-            <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-                <span class="sa">f</span><span class="s2">&quot;output array must be of usm_ndarray type, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">out</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span>
-            <span class="p">)</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="n">out</span><span class="o">.</span><span class="n">flags</span><span class="o">.</span><span class="n">writable</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;provided `out` array is read-only&quot;</span><span class="p">)</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="n">keepdims</span><span class="p">:</span>
-            <span class="n">final_res_shape</span> <span class="o">=</span> <span class="n">res_shape</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">inp_shape</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">shape</span>
-            <span class="n">final_res_shape</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span>
-                <span class="n">inp_shape</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">if</span> <span class="n">i</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">axis</span> <span class="k">else</span> <span class="mi">1</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">nd</span><span class="p">)</span>
-            <span class="p">)</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="n">out</span><span class="o">.</span><span class="n">shape</span> <span class="o">==</span> <span class="n">final_res_shape</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                <span class="s2">&quot;The shape of input and output arrays are inconsistent. &quot;</span>
-                <span class="sa">f</span><span class="s2">&quot;Expected output shape is </span><span class="si">{</span><span class="n">final_res_shape</span><span class="si">}</span><span class="s2">, got </span><span class="si">{</span><span class="n">out</span><span class="o">.</span><span class="n">shape</span><span class="si">}</span><span class="s2">&quot;</span>
-            <span class="p">)</span>
-        <span class="k">if</span> <span class="n">res_dt</span> <span class="o">!=</span> <span class="n">out</span><span class="o">.</span><span class="n">dtype</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                <span class="sa">f</span><span class="s2">&quot;Output array of type </span><span class="si">{</span><span class="n">res_dt</span><span class="si">}</span><span class="s2"> is needed, got </span><span class="si">{</span><span class="n">out</span><span class="o">.</span><span class="n">dtype</span><span class="si">}</span><span class="s2">&quot;</span>
-            <span class="p">)</span>
-        <span class="k">if</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_execution_queue</span><span class="p">((</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">out</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">))</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="n">ExecutionPlacementError</span><span class="p">(</span>
-                <span class="s2">&quot;Input and output allocation queues are not compatible&quot;</span>
-            <span class="p">)</span>
-        <span class="k">if</span> <span class="n">keepdims</span><span class="p">:</span>
-            <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">squeeze</span><span class="p">(</span><span class="n">out</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="n">axis</span><span class="p">)</span>
-            <span class="n">orig_out</span> <span class="o">=</span> <span class="n">out</span>
-        <span class="k">if</span> <span class="n">ti</span><span class="o">.</span><span class="n">_array_overlap</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">out</span><span class="p">):</span>
-            <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">out</span><span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-            <span class="n">res_shape</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">res_dt</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="n">res_usm_type</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span>
-        <span class="p">)</span>
-
-    <span class="n">_manager</span> <span class="o">=</span> <span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">exec_q</span><span class="p">]</span>
-    <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-    <span class="k">if</span> <span class="n">red_nd</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
-        <span class="n">ht_e_cpy</span><span class="p">,</span> <span class="n">cpy_e</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">x_tmp</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">out</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_e_cpy</span><span class="p">,</span> <span class="n">cpy_e</span><span class="p">)</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="p">(</span><span class="n">orig_out</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span> <span class="n">orig_out</span> <span class="ow">is</span> <span class="n">out</span><span class="p">):</span>
-            <span class="n">ht_e_cpy2</span><span class="p">,</span> <span class="n">cpy2_e</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-                <span class="n">src</span><span class="o">=</span><span class="n">out</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">orig_out</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">cpy_e</span><span class="p">]</span>
-            <span class="p">)</span>
-            <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_e_cpy2</span><span class="p">,</span> <span class="n">cpy2_e</span><span class="p">)</span>
-            <span class="n">out</span> <span class="o">=</span> <span class="n">orig_out</span>
-        <span class="k">return</span> <span class="n">out</span>
-
-    <span class="n">hev</span><span class="p">,</span> <span class="n">red_ev</span> <span class="o">=</span> <span class="n">_reduction_fn</span><span class="p">(</span>
-        <span class="n">src</span><span class="o">=</span><span class="n">x_tmp</span><span class="p">,</span>
-        <span class="n">trailing_dims_to_reduce</span><span class="o">=</span><span class="n">red_nd</span><span class="p">,</span>
-        <span class="n">dst</span><span class="o">=</span><span class="n">out</span><span class="p">,</span>
-        <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-        <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span><span class="p">,</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">hev</span><span class="p">,</span> <span class="n">red_ev</span><span class="p">)</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="p">(</span><span class="n">orig_out</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span> <span class="n">orig_out</span> <span class="ow">is</span> <span class="n">out</span><span class="p">):</span>
-        <span class="n">ht_e_cpy2</span><span class="p">,</span> <span class="n">cpy2_e</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">out</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">orig_out</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">red_ev</span><span class="p">]</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_e_cpy2</span><span class="p">,</span> <span class="n">cpy2_e</span><span class="p">)</span>
-        <span class="n">out</span> <span class="o">=</span> <span class="n">orig_out</span>
-
-    <span class="k">if</span> <span class="n">keepdims</span><span class="p">:</span>
-        <span class="n">res_shape</span> <span class="o">=</span> <span class="n">res_shape</span> <span class="o">+</span> <span class="p">(</span><span class="mi">1</span><span class="p">,)</span> <span class="o">*</span> <span class="n">red_nd</span>
-        <span class="n">inv_perm</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="n">nd</span><span class="p">),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">d</span><span class="p">:</span> <span class="n">perm</span><span class="p">[</span><span class="n">d</span><span class="p">])</span>
-        <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">permute_dims</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">out</span><span class="p">,</span> <span class="n">res_shape</span><span class="p">),</span> <span class="n">inv_perm</span><span class="p">)</span>
-    <span class="k">return</span> <span class="n">out</span>
-
-
-<div class="viewcode-block" id="max"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.max.html#dpctl.tensor.max">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">max</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="o">/</span><span class="p">,</span> <span class="o">*</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">keepdims</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">out</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Calculates the maximum value of the input array ``x``.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x (usm_ndarray):</span>
-<span class="sd">            input array.</span>
-<span class="sd">        axis (Optional[int, Tuple[int, ...]]):</span>
-<span class="sd">            axis or axes along which maxima must be computed. If a tuple</span>
-<span class="sd">            of unique integers, the maxima are computed over multiple axes.</span>
-<span class="sd">            If ``None``, the max is computed over the entire array.</span>
-<span class="sd">            Default: ``None``.</span>
-<span class="sd">        keepdims (Optional[bool]):</span>
-<span class="sd">            if ``True``, the reduced axes (dimensions) are included in the</span>
-<span class="sd">            result as singleton dimensions, so that the returned array remains</span>
-<span class="sd">            compatible with the input arrays according to Array Broadcasting</span>
-<span class="sd">            rules. Otherwise, if ``False``, the reduced axes are not included</span>
-<span class="sd">            in the returned array. Default: ``False``.</span>
-<span class="sd">        out (Optional[usm_ndarray]):</span>
-<span class="sd">            the array into which the result is written.</span>
-<span class="sd">            The data type of ``out`` must match the expected shape and the</span>
-<span class="sd">            expected data type of the result.</span>
-<span class="sd">            If ``None`` then a new array is returned. Default: ``None``.</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            an array containing the maxima. If the max was computed over the</span>
-<span class="sd">            entire array, a zero-dimensional array is returned. The returned</span>
-<span class="sd">            array has the same data type as ``x``.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">return</span> <span class="n">_comparison_over_axis</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">axis</span><span class="p">,</span> <span class="n">keepdims</span><span class="p">,</span> <span class="n">out</span><span class="p">,</span> <span class="n">tri</span><span class="o">.</span><span class="n">_max_over_axis</span><span class="p">)</span></div>
-
-
-<div class="viewcode-block" id="min"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.min.html#dpctl.tensor.min">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">min</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="o">/</span><span class="p">,</span> <span class="o">*</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">keepdims</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">out</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Calculates the minimum value of the input array ``x``.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x (usm_ndarray):</span>
-<span class="sd">            input array.</span>
-<span class="sd">        axis (Optional[int, Tuple[int, ...]]):</span>
-<span class="sd">            axis or axes along which minima must be computed. If a tuple</span>
-<span class="sd">            of unique integers, the minima are computed over multiple axes.</span>
-<span class="sd">            If ``None``, the min is computed over the entire array.</span>
-<span class="sd">            Default: ``None``.</span>
-<span class="sd">        keepdims (Optional[bool]):</span>
-<span class="sd">            if ``True``, the reduced axes (dimensions) are included in the</span>
-<span class="sd">            result as singleton dimensions, so that the returned array remains</span>
-<span class="sd">            compatible with the input arrays according to Array Broadcasting</span>
-<span class="sd">            rules. Otherwise, if ``False``, the reduced axes are not included</span>
-<span class="sd">            in the returned array. Default: ``False``.</span>
-<span class="sd">        out (Optional[usm_ndarray]):</span>
-<span class="sd">            the array into which the result is written.</span>
-<span class="sd">            The data type of ``out`` must match the expected shape and the</span>
-<span class="sd">            expected data type of the result.</span>
-<span class="sd">            If ``None`` then a new array is returned. Default: ``None``.</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            an array containing the minima. If the min was computed over the</span>
-<span class="sd">            entire array, a zero-dimensional array is returned. The returned</span>
-<span class="sd">            array has the same data type as ``x``.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">return</span> <span class="n">_comparison_over_axis</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">axis</span><span class="p">,</span> <span class="n">keepdims</span><span class="p">,</span> <span class="n">out</span><span class="p">,</span> <span class="n">tri</span><span class="o">.</span><span class="n">_min_over_axis</span><span class="p">)</span></div>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_search_over_axis</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">axis</span><span class="p">,</span> <span class="n">keepdims</span><span class="p">,</span> <span class="n">out</span><span class="p">,</span> <span class="n">_reduction_fn</span><span class="p">):</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected dpctl.tensor.usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-
-    <span class="n">nd</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">ndim</span>
-    <span class="k">if</span> <span class="n">axis</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">axis</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="n">nd</span><span class="p">))</span>
-        <span class="n">perm</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">axis</span><span class="p">)</span>
-        <span class="n">x_tmp</span> <span class="o">=</span> <span class="n">x</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">axis</span><span class="p">,</span> <span class="nb">int</span><span class="p">):</span>
-            <span class="n">axis</span> <span class="o">=</span> <span class="p">(</span><span class="n">axis</span><span class="p">,)</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-                <span class="sa">f</span><span class="s2">&quot;&#39;axis&#39; argument expected to have type &#39;int&#39; &quot;</span>
-                <span class="sa">r</span><span class="s2">&quot;or be `None`, &quot;</span>
-                <span class="sa">f</span><span class="s2">&quot;got type </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">axis</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span>
-            <span class="p">)</span>
-        <span class="n">axis</span> <span class="o">=</span> <span class="n">normalize_axis_tuple</span><span class="p">(</span><span class="n">axis</span><span class="p">,</span> <span class="n">nd</span><span class="p">,</span> <span class="s2">&quot;axis&quot;</span><span class="p">)</span>
-        <span class="n">perm</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">nd</span><span class="p">)</span> <span class="k">if</span> <span class="n">i</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">axis</span><span class="p">]</span> <span class="o">+</span> <span class="nb">list</span><span class="p">(</span><span class="n">axis</span><span class="p">)</span>
-        <span class="n">x_tmp</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">permute_dims</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">perm</span><span class="p">)</span>
-    <span class="n">axis</span> <span class="o">=</span> <span class="n">normalize_axis_tuple</span><span class="p">(</span><span class="n">axis</span><span class="p">,</span> <span class="n">nd</span><span class="p">,</span> <span class="s2">&quot;axis&quot;</span><span class="p">)</span>
-    <span class="n">red_nd</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">axis</span><span class="p">)</span>
-    <span class="k">if</span> <span class="nb">any</span><span class="p">([</span><span class="n">x_tmp</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">==</span> <span class="mi">0</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="o">-</span><span class="n">red_nd</span><span class="p">,</span> <span class="mi">0</span><span class="p">)]):</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;reduction cannot be performed over zero-size axes&quot;</span><span class="p">)</span>
-    <span class="n">res_shape</span> <span class="o">=</span> <span class="n">x_tmp</span><span class="o">.</span><span class="n">shape</span><span class="p">[:</span> <span class="n">nd</span> <span class="o">-</span> <span class="n">red_nd</span><span class="p">]</span>
-    <span class="n">exec_q</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">sycl_queue</span>
-    <span class="n">res_dt</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">default_device_index_type</span><span class="p">(</span><span class="n">exec_q</span><span class="o">.</span><span class="n">sycl_device</span><span class="p">)</span>
-    <span class="n">res_usm_type</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">usm_type</span>
-
-    <span class="n">orig_out</span> <span class="o">=</span> <span class="n">out</span>
-    <span class="k">if</span> <span class="n">out</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">out</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-            <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-                <span class="sa">f</span><span class="s2">&quot;output array must be of usm_ndarray type, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">out</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span>
-            <span class="p">)</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="n">out</span><span class="o">.</span><span class="n">flags</span><span class="o">.</span><span class="n">writable</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;provided `out` array is read-only&quot;</span><span class="p">)</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="n">keepdims</span><span class="p">:</span>
-            <span class="n">final_res_shape</span> <span class="o">=</span> <span class="n">res_shape</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">inp_shape</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">shape</span>
-            <span class="n">final_res_shape</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span>
-                <span class="n">inp_shape</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">if</span> <span class="n">i</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">axis</span> <span class="k">else</span> <span class="mi">1</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">nd</span><span class="p">)</span>
-            <span class="p">)</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="n">out</span><span class="o">.</span><span class="n">shape</span> <span class="o">==</span> <span class="n">final_res_shape</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                <span class="s2">&quot;The shape of input and output arrays are inconsistent. &quot;</span>
-                <span class="sa">f</span><span class="s2">&quot;Expected output shape is </span><span class="si">{</span><span class="n">final_res_shape</span><span class="si">}</span><span class="s2">, got </span><span class="si">{</span><span class="n">out</span><span class="o">.</span><span class="n">shape</span><span class="si">}</span><span class="s2">&quot;</span>
-            <span class="p">)</span>
-        <span class="k">if</span> <span class="n">res_dt</span> <span class="o">!=</span> <span class="n">out</span><span class="o">.</span><span class="n">dtype</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                <span class="sa">f</span><span class="s2">&quot;Output array of type </span><span class="si">{</span><span class="n">res_dt</span><span class="si">}</span><span class="s2"> is needed, got </span><span class="si">{</span><span class="n">out</span><span class="o">.</span><span class="n">dtype</span><span class="si">}</span><span class="s2">&quot;</span>
-            <span class="p">)</span>
-        <span class="k">if</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_execution_queue</span><span class="p">((</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">out</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">))</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="n">ExecutionPlacementError</span><span class="p">(</span>
-                <span class="s2">&quot;Input and output allocation queues are not compatible&quot;</span>
-            <span class="p">)</span>
-        <span class="k">if</span> <span class="n">keepdims</span><span class="p">:</span>
-            <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">squeeze</span><span class="p">(</span><span class="n">out</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="n">axis</span><span class="p">)</span>
-            <span class="n">orig_out</span> <span class="o">=</span> <span class="n">out</span>
-        <span class="k">if</span> <span class="n">ti</span><span class="o">.</span><span class="n">_array_overlap</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">out</span><span class="p">)</span> <span class="ow">and</span> <span class="n">red_nd</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
-            <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">out</span><span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-            <span class="n">res_shape</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">res_dt</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="n">res_usm_type</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span>
-        <span class="p">)</span>
-
-    <span class="n">_manager</span> <span class="o">=</span> <span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">exec_q</span><span class="p">]</span>
-    <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-    <span class="k">if</span> <span class="n">red_nd</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
-        <span class="n">ht_e_fill</span><span class="p">,</span> <span class="n">fill_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_full_usm_ndarray</span><span class="p">(</span>
-            <span class="n">fill_value</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">out</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_e_fill</span><span class="p">,</span> <span class="n">fill_ev</span><span class="p">)</span>
-        <span class="k">return</span> <span class="n">out</span>
-
-    <span class="n">hev</span><span class="p">,</span> <span class="n">red_ev</span> <span class="o">=</span> <span class="n">_reduction_fn</span><span class="p">(</span>
-        <span class="n">src</span><span class="o">=</span><span class="n">x_tmp</span><span class="p">,</span>
-        <span class="n">trailing_dims_to_reduce</span><span class="o">=</span><span class="n">red_nd</span><span class="p">,</span>
-        <span class="n">dst</span><span class="o">=</span><span class="n">out</span><span class="p">,</span>
-        <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-        <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span><span class="p">,</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">hev</span><span class="p">,</span> <span class="n">red_ev</span><span class="p">)</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="p">(</span><span class="n">orig_out</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span> <span class="n">orig_out</span> <span class="ow">is</span> <span class="n">out</span><span class="p">):</span>
-        <span class="n">ht_e_cpy2</span><span class="p">,</span> <span class="n">cpy2_e</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">out</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">orig_out</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">red_ev</span><span class="p">]</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_e_cpy2</span><span class="p">,</span> <span class="n">cpy2_e</span><span class="p">)</span>
-        <span class="n">out</span> <span class="o">=</span> <span class="n">orig_out</span>
-
-    <span class="k">if</span> <span class="n">keepdims</span><span class="p">:</span>
-        <span class="n">res_shape</span> <span class="o">=</span> <span class="n">res_shape</span> <span class="o">+</span> <span class="p">(</span><span class="mi">1</span><span class="p">,)</span> <span class="o">*</span> <span class="n">red_nd</span>
-        <span class="n">inv_perm</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="n">nd</span><span class="p">),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">d</span><span class="p">:</span> <span class="n">perm</span><span class="p">[</span><span class="n">d</span><span class="p">])</span>
-        <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">permute_dims</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">out</span><span class="p">,</span> <span class="n">res_shape</span><span class="p">),</span> <span class="n">inv_perm</span><span class="p">)</span>
-    <span class="k">return</span> <span class="n">out</span>
-
-
-<div class="viewcode-block" id="argmax"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.argmax.html#dpctl.tensor.argmax">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">argmax</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="o">/</span><span class="p">,</span> <span class="o">*</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">keepdims</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">out</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Returns the indices of the maximum values of the input array ``x`` along a</span>
-<span class="sd">    specified axis.</span>
-
-<span class="sd">    When the maximum value occurs multiple times, the indices corresponding to</span>
-<span class="sd">    the first occurrence are returned.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x (usm_ndarray):</span>
-<span class="sd">            input array.</span>
-<span class="sd">        axis (Optional[int]):</span>
-<span class="sd">            axis along which to search. If ``None``, returns the index of the</span>
-<span class="sd">            maximum value of the flattened array.</span>
-<span class="sd">            Default: ``None``.</span>
-<span class="sd">        keepdims (Optional[bool]):</span>
-<span class="sd">            if ``True``, the reduced axes (dimensions) are included in the</span>
-<span class="sd">            result as singleton dimensions, so that the returned array remains</span>
-<span class="sd">            compatible with the input arrays according to Array Broadcasting</span>
-<span class="sd">            rules. Otherwise, if ``False``, the reduced axes are not included</span>
-<span class="sd">            in the returned array. Default: ``False``.</span>
-<span class="sd">        out (Optional[usm_ndarray]):</span>
-<span class="sd">            the array into which the result is written.</span>
-<span class="sd">            The data type of ``out`` must match the expected shape and the</span>
-<span class="sd">            expected data type of the result.</span>
-<span class="sd">            If ``None`` then a new array is returned. Default: ``None``.</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            an array containing the indices of the first occurrence of the</span>
-<span class="sd">            maximum values. If the entire array was searched, a</span>
-<span class="sd">            zero-dimensional array is returned. The returned array has the</span>
-<span class="sd">            default array index data type for the device of ``x``.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">return</span> <span class="n">_search_over_axis</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">axis</span><span class="p">,</span> <span class="n">keepdims</span><span class="p">,</span> <span class="n">out</span><span class="p">,</span> <span class="n">tri</span><span class="o">.</span><span class="n">_argmax_over_axis</span><span class="p">)</span></div>
-
-
-<div class="viewcode-block" id="argmin"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.argmin.html#dpctl.tensor.argmin">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">argmin</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="o">/</span><span class="p">,</span> <span class="o">*</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">keepdims</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">out</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Returns the indices of the minimum values of the input array ``x`` along a</span>
-<span class="sd">    specified axis.</span>
-
-<span class="sd">    When the minimum value occurs multiple times, the indices corresponding to</span>
-<span class="sd">    the first occurrence are returned.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x (usm_ndarray):</span>
-<span class="sd">            input array.</span>
-<span class="sd">        axis (Optional[int]):</span>
-<span class="sd">            axis along which to search. If ``None``, returns the index of the</span>
-<span class="sd">            minimum value of the flattened array.</span>
-<span class="sd">            Default: ``None``.</span>
-<span class="sd">        keepdims (Optional[bool]):</span>
-<span class="sd">            if ``True``, the reduced axes (dimensions) are included in the</span>
-<span class="sd">            result as singleton dimensions, so that the returned array remains</span>
-<span class="sd">            compatible with the input arrays according to Array Broadcasting</span>
-<span class="sd">            rules. Otherwise, if ``False``, the reduced axes are not included</span>
-<span class="sd">            in the returned array. Default: ``False``.</span>
-<span class="sd">        out (Optional[usm_ndarray]):</span>
-<span class="sd">            the array into which the result is written.</span>
-<span class="sd">            The data type of ``out`` must match the expected shape and the</span>
-<span class="sd">            expected data type of the result.</span>
-<span class="sd">            If ``None`` then a new array is returned. Default: ``None``.</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            an array containing the indices of the first occurrence of the</span>
-<span class="sd">            minimum values. If the entire array was searched, a</span>
-<span class="sd">            zero-dimensional array is returned. The returned array has the</span>
-<span class="sd">            default array index data type for the device of ``x``.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">return</span> <span class="n">_search_over_axis</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">axis</span><span class="p">,</span> <span class="n">keepdims</span><span class="p">,</span> <span class="n">out</span><span class="p">,</span> <span class="n">tri</span><span class="o">.</span><span class="n">_argmin_over_axis</span><span class="p">)</span></div>
-
-
-<div class="viewcode-block" id="count_nonzero"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.count_nonzero.html#dpctl.tensor.count_nonzero">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">count_nonzero</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="o">/</span><span class="p">,</span> <span class="o">*</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">keepdims</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">out</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Counts the number of elements in the input array ``x`` which are non-zero.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x (usm_ndarray):</span>
-<span class="sd">            input array.</span>
-<span class="sd">        axis (Optional[int, Tuple[int, ...]]):</span>
-<span class="sd">            axis or axes along which to count. If a tuple of unique integers,</span>
-<span class="sd">            the number of non-zero values are computed over multiple axes.</span>
-<span class="sd">            If ``None``, the number of non-zero values is computed over the</span>
-<span class="sd">            entire array.</span>
-<span class="sd">            Default: ``None``.</span>
-<span class="sd">        keepdims (Optional[bool]):</span>
-<span class="sd">            if ``True``, the reduced axes (dimensions) are included in the</span>
-<span class="sd">            result as singleton dimensions, so that the returned array remains</span>
-<span class="sd">            compatible with the input arrays according to Array Broadcasting</span>
-<span class="sd">            rules. Otherwise, if ``False``, the reduced axes are not included</span>
-<span class="sd">            in the returned array. Default: ``False``.</span>
-<span class="sd">        out (Optional[usm_ndarray]):</span>
-<span class="sd">            the array into which the result is written.</span>
-<span class="sd">            The data type of ``out`` must match the expected shape and data</span>
-<span class="sd">            type.</span>
-<span class="sd">            If ``None`` then a new array is returned. Default: ``None``.</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            an array containing the count of non-zero values. If the sum was</span>
-<span class="sd">            computed over the entire array, a zero-dimensional array is</span>
-<span class="sd">            returned. The returned array will have the default array index data</span>
-<span class="sd">            type.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="n">x</span><span class="o">.</span><span class="n">dtype</span> <span class="o">!=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">bool</span><span class="p">:</span>
-        <span class="n">x</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">bool</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
-    <span class="k">return</span> <span class="nb">sum</span><span class="p">(</span>
-        <span class="n">x</span><span class="p">,</span>
-        <span class="n">axis</span><span class="o">=</span><span class="n">axis</span><span class="p">,</span>
-        <span class="n">dtype</span><span class="o">=</span><span class="n">ti</span><span class="o">.</span><span class="n">default_device_index_type</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">sycl_device</span><span class="p">),</span>
-        <span class="n">keepdims</span><span class="o">=</span><span class="n">keepdims</span><span class="p">,</span>
-        <span class="n">out</span><span class="o">=</span><span class="n">out</span><span class="p">,</span>
-    <span class="p">)</span></div>
-</pre></div>
-        </article>
-      </div>
-      <footer>
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-                Copyright &#169; 2020-2025, Intel Corp.
-            </div>
-            Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
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diff --git a/pulls/1961/_modules/dpctl/tensor/_reshape.html b/pulls/1961/_modules/dpctl/tensor/_reshape.html
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-
-    <link rel="shortcut icon" href="../../../_static/dpctl.svg"/><!-- Generated with Sphinx 7.1.2 and Furo 2024.08.06 -->
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-          <h1>Source code for dpctl.tensor._reshape</h1><div class="highlight"><pre>
-<span></span><span class="c1">#                       Data Parallel Control (dpctl)</span>
-<span class="c1">#</span>
-<span class="c1">#  Copyright 2020-2025 Intel Corporation</span>
-<span class="c1">#</span>
-<span class="c1">#  Licensed under the Apache License, Version 2.0 (the &quot;License&quot;);</span>
-<span class="c1">#  you may not use this file except in compliance with the License.</span>
-<span class="c1">#  You may obtain a copy of the License at</span>
-<span class="c1">#</span>
-<span class="c1">#     http://www.apache.org/licenses/LICENSE-2.0</span>
-<span class="c1">#</span>
-<span class="c1">#  Unless required by applicable law or agreed to in writing, software</span>
-<span class="c1">#  distributed under the License is distributed on an &quot;AS IS&quot; BASIS,</span>
-<span class="c1">#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.</span>
-<span class="c1">#  See the License for the specific language governing permissions and</span>
-<span class="c1">#  limitations under the License.</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">operator</span>
-
-<span class="kn">import</span><span class="w"> </span><span class="nn">numpy</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">np</span>
-
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.tensor</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">dpt</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.utils</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">dpctl.tensor._tensor_impl</span><span class="w"> </span><span class="kn">import</span> <span class="p">(</span>
-    <span class="n">_copy_usm_ndarray_for_reshape</span><span class="p">,</span>
-    <span class="n">_ravel_multi_index</span><span class="p">,</span>
-    <span class="n">_unravel_index</span><span class="p">,</span>
-<span class="p">)</span>
-
-<span class="vm">__doc__</span> <span class="o">=</span> <span class="s2">&quot;Implementation module for :func:`dpctl.tensor.reshape`.&quot;</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_make_unit_indexes</span><span class="p">(</span><span class="n">shape</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Construct a diagonal matrix with with one on the diagonal</span>
-<span class="sd">    except if the corresponding element of shape is 1.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="n">nd</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">shape</span><span class="p">)</span>
-    <span class="n">mi</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">((</span><span class="n">nd</span><span class="p">,</span> <span class="n">nd</span><span class="p">),</span> <span class="n">dtype</span><span class="o">=</span><span class="s2">&quot;u4&quot;</span><span class="p">)</span>
-    <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">dim</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">shape</span><span class="p">):</span>
-        <span class="n">mi</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span> <span class="k">if</span> <span class="n">dim</span> <span class="o">&gt;</span> <span class="mi">1</span> <span class="k">else</span> <span class="mi">0</span>
-    <span class="k">return</span> <span class="n">mi</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">ti_unravel_index</span><span class="p">(</span><span class="n">flat_index</span><span class="p">,</span> <span class="n">shape</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">):</span>
-    <span class="k">return</span> <span class="n">_unravel_index</span><span class="p">(</span><span class="n">flat_index</span><span class="p">,</span> <span class="n">shape</span><span class="p">,</span> <span class="n">order</span><span class="p">)</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">ti_ravel_multi_index</span><span class="p">(</span><span class="n">multi_index</span><span class="p">,</span> <span class="n">shape</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">):</span>
-    <span class="k">return</span> <span class="n">_ravel_multi_index</span><span class="p">(</span><span class="n">multi_index</span><span class="p">,</span> <span class="n">shape</span><span class="p">,</span> <span class="n">order</span><span class="p">)</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">reshaped_strides</span><span class="p">(</span><span class="n">old_sh</span><span class="p">,</span> <span class="n">old_sts</span><span class="p">,</span> <span class="n">new_sh</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    When reshaping array with `old_sh` shape and `old_sts` strides</span>
-<span class="sd">    into the new shape `new_sh`, returns the new stride if the reshape</span>
-<span class="sd">    can be a view, otherwise returns `None`.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="n">eye_new_mi</span> <span class="o">=</span> <span class="n">_make_unit_indexes</span><span class="p">(</span><span class="n">new_sh</span><span class="p">)</span>
-    <span class="n">new_sts</span> <span class="o">=</span> <span class="p">[</span>
-        <span class="nb">sum</span><span class="p">(</span>
-            <span class="n">st_i</span> <span class="o">*</span> <span class="n">ind_i</span>
-            <span class="k">for</span> <span class="n">st_i</span><span class="p">,</span> <span class="n">ind_i</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span>
-                <span class="n">old_sts</span><span class="p">,</span> <span class="n">ti_unravel_index</span><span class="p">(</span><span class="n">flat_index</span><span class="p">,</span> <span class="n">old_sh</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">)</span>
-            <span class="p">)</span>
-        <span class="p">)</span>
-        <span class="k">for</span> <span class="n">flat_index</span> <span class="ow">in</span> <span class="p">[</span>
-            <span class="n">ti_ravel_multi_index</span><span class="p">(</span><span class="n">unitvec</span><span class="p">,</span> <span class="n">new_sh</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">)</span>
-            <span class="k">for</span> <span class="n">unitvec</span> <span class="ow">in</span> <span class="n">eye_new_mi</span>
-        <span class="p">]</span>
-    <span class="p">]</span>
-    <span class="n">eye_old_mi</span> <span class="o">=</span> <span class="n">_make_unit_indexes</span><span class="p">(</span><span class="n">old_sh</span><span class="p">)</span>
-    <span class="n">check_sts</span> <span class="o">=</span> <span class="p">[</span>
-        <span class="nb">sum</span><span class="p">(</span>
-            <span class="n">st_i</span> <span class="o">*</span> <span class="n">ind_i</span>
-            <span class="k">for</span> <span class="n">st_i</span><span class="p">,</span> <span class="n">ind_i</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span>
-                <span class="n">new_sts</span><span class="p">,</span> <span class="n">ti_unravel_index</span><span class="p">(</span><span class="n">flat_index</span><span class="p">,</span> <span class="n">new_sh</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">)</span>
-            <span class="p">)</span>
-        <span class="p">)</span>
-        <span class="k">for</span> <span class="n">flat_index</span> <span class="ow">in</span> <span class="p">[</span>
-            <span class="n">ti_ravel_multi_index</span><span class="p">(</span><span class="n">unitvec</span><span class="p">,</span> <span class="n">old_sh</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">)</span>
-            <span class="k">for</span> <span class="n">unitvec</span> <span class="ow">in</span> <span class="n">eye_old_mi</span>
-        <span class="p">]</span>
-    <span class="p">]</span>
-    <span class="n">valid</span> <span class="o">=</span> <span class="nb">all</span><span class="p">(</span>
-        <span class="n">check_st</span> <span class="o">==</span> <span class="n">old_st</span> <span class="ow">or</span> <span class="n">old_dim</span> <span class="o">==</span> <span class="mi">1</span>
-        <span class="k">for</span> <span class="n">check_st</span><span class="p">,</span> <span class="n">old_st</span><span class="p">,</span> <span class="n">old_dim</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">check_sts</span><span class="p">,</span> <span class="n">old_sts</span><span class="p">,</span> <span class="n">old_sh</span><span class="p">)</span>
-    <span class="p">)</span>
-    <span class="k">return</span> <span class="n">new_sts</span> <span class="k">if</span> <span class="n">valid</span> <span class="k">else</span> <span class="kc">None</span>
-
-
-<div class="viewcode-block" id="reshape"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.reshape.html#dpctl.tensor.reshape">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">reshape</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="o">/</span><span class="p">,</span> <span class="n">shape</span><span class="p">,</span> <span class="o">*</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;reshape(x, shape, order=&quot;C&quot;)</span>
-
-<span class="sd">    Reshapes array ``x`` into new shape.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x (usm_ndarray):</span>
-<span class="sd">            input array</span>
-<span class="sd">        shape (Tuple[int]):</span>
-<span class="sd">            the desired shape of the resulting array.</span>
-<span class="sd">        order (&quot;C&quot;, &quot;F&quot;, optional):</span>
-<span class="sd">            memory layout of the resulting array</span>
-<span class="sd">            if a copy is found to be necessary. Supported</span>
-<span class="sd">            choices are ``&quot;C&quot;`` for C-contiguous, or row-major layout;</span>
-<span class="sd">            and ``&quot;F&quot;`` for F-contiguous, or column-major layout.</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            Reshaped array is a view, if possible,</span>
-<span class="sd">            and a copy otherwise with memory layout as indicated</span>
-<span class="sd">            by ``order`` keyword.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">shape</span><span class="p">,</span> <span class="p">(</span><span class="nb">list</span><span class="p">,</span> <span class="nb">tuple</span><span class="p">)):</span>
-        <span class="n">shape</span> <span class="o">=</span> <span class="p">(</span><span class="n">shape</span><span class="p">,)</span>
-    <span class="k">if</span> <span class="n">order</span> <span class="ow">in</span> <span class="s2">&quot;cfCF&quot;</span><span class="p">:</span>
-        <span class="n">order</span> <span class="o">=</span> <span class="n">order</span><span class="o">.</span><span class="n">upper</span><span class="p">()</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-            <span class="sa">f</span><span class="s2">&quot;Keyword &#39;order&#39; not recognized. Expecting &#39;C&#39; or &#39;F&#39;, got </span><span class="si">{</span><span class="n">order</span><span class="si">}</span><span class="s2">&quot;</span>
-        <span class="p">)</span>
-    <span class="k">if</span> <span class="n">copy</span> <span class="ow">not</span> <span class="ow">in</span> <span class="p">(</span><span class="kc">True</span><span class="p">,</span> <span class="kc">False</span><span class="p">,</span> <span class="kc">None</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-            <span class="sa">f</span><span class="s2">&quot;Keyword &#39;copy&#39; not recognized. Expecting True, False, &quot;</span>
-            <span class="sa">f</span><span class="s2">&quot;or None, got </span><span class="si">{</span><span class="n">copy</span><span class="si">}</span><span class="s2">&quot;</span>
-        <span class="p">)</span>
-    <span class="n">shape</span> <span class="o">=</span> <span class="p">[</span><span class="n">operator</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">d</span><span class="p">)</span> <span class="k">for</span> <span class="n">d</span> <span class="ow">in</span> <span class="n">shape</span><span class="p">]</span>
-    <span class="n">negative_ones_count</span> <span class="o">=</span> <span class="mi">0</span>
-    <span class="k">for</span> <span class="n">nshi</span> <span class="ow">in</span> <span class="n">shape</span><span class="p">:</span>
-        <span class="k">if</span> <span class="n">nshi</span> <span class="o">==</span> <span class="o">-</span><span class="mi">1</span><span class="p">:</span>
-            <span class="n">negative_ones_count</span> <span class="o">=</span> <span class="n">negative_ones_count</span> <span class="o">+</span> <span class="mi">1</span>
-        <span class="k">if</span> <span class="p">(</span><span class="n">nshi</span> <span class="o">&lt;</span> <span class="o">-</span><span class="mi">1</span><span class="p">)</span> <span class="ow">or</span> <span class="n">negative_ones_count</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                <span class="s2">&quot;Target shape should have at most 1 negative &quot;</span>
-                <span class="s2">&quot;value which can only be -1&quot;</span>
-            <span class="p">)</span>
-    <span class="k">if</span> <span class="n">negative_ones_count</span><span class="p">:</span>
-        <span class="n">sz</span> <span class="o">=</span> <span class="o">-</span><span class="n">np</span><span class="o">.</span><span class="n">prod</span><span class="p">(</span><span class="n">shape</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">sz</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                <span class="sa">f</span><span class="s2">&quot;Can not reshape array of size </span><span class="si">{</span><span class="n">X</span><span class="o">.</span><span class="n">size</span><span class="si">}</span><span class="s2"> into &quot;</span>
-                <span class="sa">f</span><span class="s2">&quot;shape </span><span class="si">{</span><span class="nb">tuple</span><span class="p">(</span><span class="n">i</span><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="ow">in</span><span class="w"> </span><span class="n">shape</span><span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">&gt;=</span><span class="w"> </span><span class="mi">0</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span>
-            <span class="p">)</span>
-        <span class="n">v</span> <span class="o">=</span> <span class="n">X</span><span class="o">.</span><span class="n">size</span> <span class="o">//</span> <span class="n">sz</span>
-        <span class="n">shape</span> <span class="o">=</span> <span class="p">[</span><span class="n">v</span> <span class="k">if</span> <span class="n">d</span> <span class="o">==</span> <span class="o">-</span><span class="mi">1</span> <span class="k">else</span> <span class="n">d</span> <span class="k">for</span> <span class="n">d</span> <span class="ow">in</span> <span class="n">shape</span><span class="p">]</span>
-    <span class="k">if</span> <span class="n">X</span><span class="o">.</span><span class="n">size</span> <span class="o">!=</span> <span class="n">np</span><span class="o">.</span><span class="n">prod</span><span class="p">(</span><span class="n">shape</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Can not reshape into </span><span class="si">{</span><span class="n">shape</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">X</span><span class="o">.</span><span class="n">size</span><span class="p">:</span>
-        <span class="n">newsts</span> <span class="o">=</span> <span class="n">reshaped_strides</span><span class="p">(</span><span class="n">X</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">X</span><span class="o">.</span><span class="n">strides</span><span class="p">,</span> <span class="n">shape</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">newsts</span> <span class="o">=</span> <span class="p">(</span><span class="mi">1</span><span class="p">,)</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">shape</span><span class="p">)</span>
-    <span class="n">copy_required</span> <span class="o">=</span> <span class="n">newsts</span> <span class="ow">is</span> <span class="kc">None</span>
-    <span class="k">if</span> <span class="n">copy_required</span> <span class="ow">and</span> <span class="p">(</span><span class="n">copy</span> <span class="ow">is</span> <span class="kc">False</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-            <span class="s2">&quot;Reshaping the array requires a copy, but no copying was &quot;</span>
-            <span class="s2">&quot;requested by using copy=False&quot;</span>
-        <span class="p">)</span>
-    <span class="n">copy_q</span> <span class="o">=</span> <span class="n">X</span><span class="o">.</span><span class="n">sycl_queue</span>
-    <span class="k">if</span> <span class="n">copy_required</span> <span class="ow">or</span> <span class="p">(</span><span class="n">copy</span> <span class="ow">is</span> <span class="kc">True</span><span class="p">):</span>
-        <span class="c1"># must perform a copy</span>
-        <span class="n">copy_q</span> <span class="o">=</span> <span class="n">X</span><span class="o">.</span><span class="n">sycl_queue</span>
-        <span class="n">flat_res</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">(</span>
-            <span class="p">(</span><span class="n">X</span><span class="o">.</span><span class="n">size</span><span class="p">,),</span>
-            <span class="n">dtype</span><span class="o">=</span><span class="n">X</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span>
-            <span class="n">buffer</span><span class="o">=</span><span class="n">X</span><span class="o">.</span><span class="n">usm_type</span><span class="p">,</span>
-            <span class="n">buffer_ctor_kwargs</span><span class="o">=</span><span class="p">{</span><span class="s2">&quot;queue&quot;</span><span class="p">:</span> <span class="n">copy_q</span><span class="p">},</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">copy_q</span><span class="p">]</span>
-        <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-        <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;C&quot;</span><span class="p">:</span>
-            <span class="n">hev</span><span class="p">,</span> <span class="n">r_e</span> <span class="o">=</span> <span class="n">_copy_usm_ndarray_for_reshape</span><span class="p">(</span>
-                <span class="n">src</span><span class="o">=</span><span class="n">X</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">flat_res</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">copy_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-            <span class="p">)</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">X_t</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">permute_dims</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="nb">range</span><span class="p">(</span><span class="n">X</span><span class="o">.</span><span class="n">ndim</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">))</span>
-            <span class="n">hev</span><span class="p">,</span> <span class="n">r_e</span> <span class="o">=</span> <span class="n">_copy_usm_ndarray_for_reshape</span><span class="p">(</span>
-                <span class="n">src</span><span class="o">=</span><span class="n">X_t</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">flat_res</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">copy_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-            <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">hev</span><span class="p">,</span> <span class="n">r_e</span><span class="p">)</span>
-        <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">(</span>
-            <span class="nb">tuple</span><span class="p">(</span><span class="n">shape</span><span class="p">),</span> <span class="n">dtype</span><span class="o">=</span><span class="n">X</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span> <span class="n">buffer</span><span class="o">=</span><span class="n">flat_res</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="n">order</span>
-        <span class="p">)</span>
-    <span class="c1"># can form a view</span>
-    <span class="k">if</span> <span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">shape</span><span class="p">)</span> <span class="o">==</span> <span class="n">X</span><span class="o">.</span><span class="n">ndim</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">all</span><span class="p">(</span>
-        <span class="n">s1</span> <span class="o">==</span> <span class="n">s2</span> <span class="k">for</span> <span class="n">s1</span><span class="p">,</span> <span class="n">s2</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">shape</span><span class="p">,</span> <span class="n">X</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
-    <span class="p">):</span>
-        <span class="k">return</span> <span class="n">X</span>
-    <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">(</span>
-        <span class="n">shape</span><span class="p">,</span>
-        <span class="n">dtype</span><span class="o">=</span><span class="n">X</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span>
-        <span class="n">buffer</span><span class="o">=</span><span class="n">X</span><span class="p">,</span>
-        <span class="n">strides</span><span class="o">=</span><span class="nb">tuple</span><span class="p">(</span><span class="n">newsts</span><span class="p">),</span>
-        <span class="n">offset</span><span class="o">=</span><span class="n">X</span><span class="o">.</span><span class="n">_element_offset</span><span class="p">,</span>
-    <span class="p">)</span></div>
-</pre></div>
-        </article>
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diff --git a/pulls/1961/_modules/dpctl/tensor/_search_functions.html b/pulls/1961/_modules/dpctl/tensor/_search_functions.html
deleted file mode 100644
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-          <label class="toc-overlay-icon toc-content-icon no-toc" for="__toc">
-            <div class="visually-hidden">Toggle table of contents sidebar</div>
-            <i class="icon"><svg><use href="#svg-toc"></use></svg></i>
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-        <article role="main" id="furo-main-content">
-          <h1>Source code for dpctl.tensor._search_functions</h1><div class="highlight"><pre>
-<span></span><span class="c1">#                       Data Parallel Control (dpctl)</span>
-<span class="c1">#</span>
-<span class="c1">#  Copyright 2020-2025 Intel Corporation</span>
-<span class="c1">#</span>
-<span class="c1">#  Licensed under the Apache License, Version 2.0 (the &quot;License&quot;);</span>
-<span class="c1">#  you may not use this file except in compliance with the License.</span>
-<span class="c1">#  You may obtain a copy of the License at</span>
-<span class="c1">#</span>
-<span class="c1">#     http://www.apache.org/licenses/LICENSE-2.0</span>
-<span class="c1">#</span>
-<span class="c1">#  Unless required by applicable law or agreed to in writing, software</span>
-<span class="c1">#  distributed under the License is distributed on an &quot;AS IS&quot; BASIS,</span>
-<span class="c1">#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.</span>
-<span class="c1">#  See the License for the specific language governing permissions and</span>
-<span class="c1">#  limitations under the License.</span>
-
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.tensor</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">dpt</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.tensor._tensor_impl</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">ti</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">dpctl.tensor._elementwise_common</span><span class="w"> </span><span class="kn">import</span> <span class="p">(</span>
-    <span class="n">_get_dtype</span><span class="p">,</span>
-    <span class="n">_get_queue_usm_type</span><span class="p">,</span>
-    <span class="n">_get_shape</span><span class="p">,</span>
-    <span class="n">_validate_dtype</span><span class="p">,</span>
-<span class="p">)</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">dpctl.tensor._manipulation_functions</span><span class="w"> </span><span class="kn">import</span> <span class="n">_broadcast_shape_impl</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">dpctl.utils</span><span class="w"> </span><span class="kn">import</span> <span class="n">ExecutionPlacementError</span><span class="p">,</span> <span class="n">SequentialOrderManager</span>
-
-<span class="kn">from</span><span class="w"> </span><span class="nn">._copy_utils</span><span class="w"> </span><span class="kn">import</span> <span class="n">_empty_like_orderK</span><span class="p">,</span> <span class="n">_empty_like_triple_orderK</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">._type_utils</span><span class="w"> </span><span class="kn">import</span> <span class="p">(</span>
-    <span class="n">WeakBooleanType</span><span class="p">,</span>
-    <span class="n">WeakComplexType</span><span class="p">,</span>
-    <span class="n">WeakFloatingType</span><span class="p">,</span>
-    <span class="n">WeakIntegralType</span><span class="p">,</span>
-    <span class="n">_all_data_types</span><span class="p">,</span>
-    <span class="n">_can_cast</span><span class="p">,</span>
-    <span class="n">_is_weak_dtype</span><span class="p">,</span>
-    <span class="n">_strong_dtype_num_kind</span><span class="p">,</span>
-    <span class="n">_to_device_supported_dtype</span><span class="p">,</span>
-    <span class="n">_weak_type_num_kind</span><span class="p">,</span>
-<span class="p">)</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_default_dtype_from_weak_type</span><span class="p">(</span><span class="n">dt</span><span class="p">,</span> <span class="n">dev</span><span class="p">):</span>
-    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">dt</span><span class="p">,</span> <span class="n">WeakBooleanType</span><span class="p">):</span>
-        <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">bool</span>
-    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">dt</span><span class="p">,</span> <span class="n">WeakIntegralType</span><span class="p">):</span>
-        <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">ti</span><span class="o">.</span><span class="n">default_device_int_type</span><span class="p">(</span><span class="n">dev</span><span class="p">))</span>
-    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">dt</span><span class="p">,</span> <span class="n">WeakFloatingType</span><span class="p">):</span>
-        <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">ti</span><span class="o">.</span><span class="n">default_device_fp_type</span><span class="p">(</span><span class="n">dev</span><span class="p">))</span>
-    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">dt</span><span class="p">,</span> <span class="n">WeakComplexType</span><span class="p">):</span>
-        <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">ti</span><span class="o">.</span><span class="n">default_device_complex_type</span><span class="p">(</span><span class="n">dev</span><span class="p">))</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_resolve_two_weak_types</span><span class="p">(</span><span class="n">o1_dtype</span><span class="p">,</span> <span class="n">o2_dtype</span><span class="p">,</span> <span class="n">dev</span><span class="p">):</span>
-    <span class="s2">&quot;Resolves two weak data types per NEP-0050&quot;</span>
-    <span class="k">if</span> <span class="n">_is_weak_dtype</span><span class="p">(</span><span class="n">o1_dtype</span><span class="p">):</span>
-        <span class="k">if</span> <span class="n">_is_weak_dtype</span><span class="p">(</span><span class="n">o2_dtype</span><span class="p">):</span>
-            <span class="k">return</span> <span class="n">_default_dtype_from_weak_type</span><span class="p">(</span>
-                <span class="n">o1_dtype</span><span class="p">,</span> <span class="n">dev</span>
-            <span class="p">),</span> <span class="n">_default_dtype_from_weak_type</span><span class="p">(</span><span class="n">o2_dtype</span><span class="p">,</span> <span class="n">dev</span><span class="p">)</span>
-        <span class="n">o1_kind_num</span> <span class="o">=</span> <span class="n">_weak_type_num_kind</span><span class="p">(</span><span class="n">o1_dtype</span><span class="p">)</span>
-        <span class="n">o2_kind_num</span> <span class="o">=</span> <span class="n">_strong_dtype_num_kind</span><span class="p">(</span><span class="n">o2_dtype</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">o1_kind_num</span> <span class="o">&gt;</span> <span class="n">o2_kind_num</span><span class="p">:</span>
-            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">o1_dtype</span><span class="p">,</span> <span class="n">WeakIntegralType</span><span class="p">):</span>
-                <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">ti</span><span class="o">.</span><span class="n">default_device_int_type</span><span class="p">(</span><span class="n">dev</span><span class="p">)),</span> <span class="n">o2_dtype</span>
-            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">o1_dtype</span><span class="p">,</span> <span class="n">WeakComplexType</span><span class="p">):</span>
-                <span class="k">if</span> <span class="n">o2_dtype</span> <span class="ow">is</span> <span class="n">dpt</span><span class="o">.</span><span class="n">float16</span> <span class="ow">or</span> <span class="n">o2_dtype</span> <span class="ow">is</span> <span class="n">dpt</span><span class="o">.</span><span class="n">float32</span><span class="p">:</span>
-                    <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">complex64</span><span class="p">,</span> <span class="n">o2_dtype</span>
-                <span class="k">return</span> <span class="p">(</span>
-                    <span class="n">_to_device_supported_dtype</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">complex128</span><span class="p">,</span> <span class="n">dev</span><span class="p">),</span>
-                    <span class="n">o2_dtype</span><span class="p">,</span>
-                <span class="p">)</span>
-            <span class="k">return</span> <span class="n">_to_device_supported_dtype</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">float64</span><span class="p">,</span> <span class="n">dev</span><span class="p">),</span> <span class="n">o2_dtype</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="k">return</span> <span class="n">o2_dtype</span><span class="p">,</span> <span class="n">o2_dtype</span>
-    <span class="k">elif</span> <span class="n">_is_weak_dtype</span><span class="p">(</span><span class="n">o2_dtype</span><span class="p">):</span>
-        <span class="n">o1_kind_num</span> <span class="o">=</span> <span class="n">_strong_dtype_num_kind</span><span class="p">(</span><span class="n">o1_dtype</span><span class="p">)</span>
-        <span class="n">o2_kind_num</span> <span class="o">=</span> <span class="n">_weak_type_num_kind</span><span class="p">(</span><span class="n">o2_dtype</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">o2_kind_num</span> <span class="o">&gt;</span> <span class="n">o1_kind_num</span><span class="p">:</span>
-            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">o2_dtype</span><span class="p">,</span> <span class="n">WeakIntegralType</span><span class="p">):</span>
-                <span class="k">return</span> <span class="n">o1_dtype</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">ti</span><span class="o">.</span><span class="n">default_device_int_type</span><span class="p">(</span><span class="n">dev</span><span class="p">))</span>
-            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">o2_dtype</span><span class="p">,</span> <span class="n">WeakComplexType</span><span class="p">):</span>
-                <span class="k">if</span> <span class="n">o1_dtype</span> <span class="ow">is</span> <span class="n">dpt</span><span class="o">.</span><span class="n">float16</span> <span class="ow">or</span> <span class="n">o1_dtype</span> <span class="ow">is</span> <span class="n">dpt</span><span class="o">.</span><span class="n">float32</span><span class="p">:</span>
-                    <span class="k">return</span> <span class="n">o1_dtype</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">complex64</span>
-                <span class="k">return</span> <span class="n">o1_dtype</span><span class="p">,</span> <span class="n">_to_device_supported_dtype</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">complex128</span><span class="p">,</span> <span class="n">dev</span><span class="p">)</span>
-            <span class="k">return</span> <span class="p">(</span>
-                <span class="n">o1_dtype</span><span class="p">,</span>
-                <span class="n">_to_device_supported_dtype</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">float64</span><span class="p">,</span> <span class="n">dev</span><span class="p">),</span>
-            <span class="p">)</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="k">return</span> <span class="n">o1_dtype</span><span class="p">,</span> <span class="n">o1_dtype</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">o1_dtype</span><span class="p">,</span> <span class="n">o2_dtype</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_where_result_type</span><span class="p">(</span><span class="n">dt1</span><span class="p">,</span> <span class="n">dt2</span><span class="p">,</span> <span class="n">dev</span><span class="p">):</span>
-    <span class="n">res_dtype</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">result_type</span><span class="p">(</span><span class="n">dt1</span><span class="p">,</span> <span class="n">dt2</span><span class="p">)</span>
-    <span class="n">fp16</span> <span class="o">=</span> <span class="n">dev</span><span class="o">.</span><span class="n">has_aspect_fp16</span>
-    <span class="n">fp64</span> <span class="o">=</span> <span class="n">dev</span><span class="o">.</span><span class="n">has_aspect_fp64</span>
-
-    <span class="n">all_dts</span> <span class="o">=</span> <span class="n">_all_data_types</span><span class="p">(</span><span class="n">fp16</span><span class="p">,</span> <span class="n">fp64</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">res_dtype</span> <span class="ow">in</span> <span class="n">all_dts</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">res_dtype</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="k">for</span> <span class="n">res_dtype_</span> <span class="ow">in</span> <span class="n">all_dts</span><span class="p">:</span>
-            <span class="k">if</span> <span class="n">_can_cast</span><span class="p">(</span><span class="n">dt1</span><span class="p">,</span> <span class="n">res_dtype_</span><span class="p">,</span> <span class="n">fp16</span><span class="p">,</span> <span class="n">fp64</span><span class="p">)</span> <span class="ow">and</span> <span class="n">_can_cast</span><span class="p">(</span>
-                <span class="n">dt2</span><span class="p">,</span> <span class="n">res_dtype_</span><span class="p">,</span> <span class="n">fp16</span><span class="p">,</span> <span class="n">fp64</span>
-            <span class="p">):</span>
-                <span class="k">return</span> <span class="n">res_dtype_</span>
-        <span class="k">return</span> <span class="kc">None</span>
-
-
-<div class="viewcode-block" id="where"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.where.html#dpctl.tensor.where">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">where</span><span class="p">(</span><span class="n">condition</span><span class="p">,</span> <span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="o">/</span><span class="p">,</span> <span class="o">*</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;K&quot;</span><span class="p">,</span> <span class="n">out</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Returns :class:`dpctl.tensor.usm_ndarray` with elements chosen</span>
-<span class="sd">    from ``x1`` or ``x2`` depending on ``condition``.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        condition (usm_ndarray): When ``True`` yields from ``x1``,</span>
-<span class="sd">            and otherwise yields from ``x2``.</span>
-<span class="sd">            Must be compatible with ``x1`` and ``x2`` according</span>
-<span class="sd">            to broadcasting rules.</span>
-<span class="sd">        x1 (Union[usm_ndarray, bool, int, float, complex]):</span>
-<span class="sd">            Array from which values are chosen when ``condition`` is ``True``.</span>
-<span class="sd">            Must be compatible with ``condition`` and ``x2`` according</span>
-<span class="sd">            to broadcasting rules.</span>
-<span class="sd">        x2 (Union[usm_ndarray, bool, int, float, complex]):</span>
-<span class="sd">            Array from which values are chosen when ``condition`` is not</span>
-<span class="sd">            ``True``.</span>
-<span class="sd">            Must be compatible with ``condition`` and ``x2`` according</span>
-<span class="sd">            to broadcasting rules.</span>
-<span class="sd">        order (``&quot;K&quot;``, ``&quot;C&quot;``, ``&quot;F&quot;``, ``&quot;A&quot;``, optional):</span>
-<span class="sd">            Memory layout of the new output array,</span>
-<span class="sd">            if parameter ``out`` is ``None``.</span>
-<span class="sd">            Default: ``&quot;K&quot;``.</span>
-<span class="sd">        out (Optional[usm_ndarray]):</span>
-<span class="sd">            the array into which the result is written.</span>
-<span class="sd">            The data type of `out` must match the expected shape and the</span>
-<span class="sd">            expected data type of the result.</span>
-<span class="sd">            If ``None`` then a new array is returned. Default: ``None``.</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            An array with elements from ``x1`` where ``condition`` is ``True``,</span>
-<span class="sd">            and elements from ``x2`` elsewhere.</span>
-
-<span class="sd">    The data type of the returned array is determined by applying</span>
-<span class="sd">    the Type Promotion Rules to ``x1`` and ``x2``.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">condition</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="s2">&quot;Expecting dpctl.tensor.usm_ndarray type, &quot;</span> <span class="sa">f</span><span class="s2">&quot;got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">condition</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span>
-        <span class="p">)</span>
-    <span class="k">if</span> <span class="n">order</span> <span class="ow">not</span> <span class="ow">in</span> <span class="p">[</span><span class="s2">&quot;K&quot;</span><span class="p">,</span> <span class="s2">&quot;C&quot;</span><span class="p">,</span> <span class="s2">&quot;F&quot;</span><span class="p">,</span> <span class="s2">&quot;A&quot;</span><span class="p">]:</span>
-        <span class="n">order</span> <span class="o">=</span> <span class="s2">&quot;K&quot;</span>
-    <span class="n">q1</span><span class="p">,</span> <span class="n">condition_usm_type</span> <span class="o">=</span> <span class="n">condition</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">condition</span><span class="o">.</span><span class="n">usm_type</span>
-    <span class="n">q2</span><span class="p">,</span> <span class="n">x1_usm_type</span> <span class="o">=</span> <span class="n">_get_queue_usm_type</span><span class="p">(</span><span class="n">x1</span><span class="p">)</span>
-    <span class="n">q3</span><span class="p">,</span> <span class="n">x2_usm_type</span> <span class="o">=</span> <span class="n">_get_queue_usm_type</span><span class="p">(</span><span class="n">x2</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">q2</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">and</span> <span class="n">q3</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">exec_q</span> <span class="o">=</span> <span class="n">q1</span>
-        <span class="n">out_usm_type</span> <span class="o">=</span> <span class="n">condition_usm_type</span>
-    <span class="k">elif</span> <span class="n">q3</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">exec_q</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_execution_queue</span><span class="p">((</span><span class="n">q1</span><span class="p">,</span> <span class="n">q2</span><span class="p">))</span>
-        <span class="k">if</span> <span class="n">exec_q</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="n">ExecutionPlacementError</span><span class="p">(</span>
-                <span class="s2">&quot;Execution placement can not be unambiguously inferred &quot;</span>
-                <span class="s2">&quot;from input arguments.&quot;</span>
-            <span class="p">)</span>
-        <span class="n">out_usm_type</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_coerced_usm_type</span><span class="p">(</span>
-            <span class="p">(</span>
-                <span class="n">condition_usm_type</span><span class="p">,</span>
-                <span class="n">x1_usm_type</span><span class="p">,</span>
-            <span class="p">)</span>
-        <span class="p">)</span>
-    <span class="k">elif</span> <span class="n">q2</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">exec_q</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_execution_queue</span><span class="p">((</span><span class="n">q1</span><span class="p">,</span> <span class="n">q3</span><span class="p">))</span>
-        <span class="k">if</span> <span class="n">exec_q</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="n">ExecutionPlacementError</span><span class="p">(</span>
-                <span class="s2">&quot;Execution placement can not be unambiguously inferred &quot;</span>
-                <span class="s2">&quot;from input arguments.&quot;</span>
-            <span class="p">)</span>
-        <span class="n">out_usm_type</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_coerced_usm_type</span><span class="p">(</span>
-            <span class="p">(</span>
-                <span class="n">condition_usm_type</span><span class="p">,</span>
-                <span class="n">x2_usm_type</span><span class="p">,</span>
-            <span class="p">)</span>
-        <span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">exec_q</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_execution_queue</span><span class="p">((</span><span class="n">q1</span><span class="p">,</span> <span class="n">q2</span><span class="p">,</span> <span class="n">q3</span><span class="p">))</span>
-        <span class="k">if</span> <span class="n">exec_q</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="n">ExecutionPlacementError</span><span class="p">(</span>
-                <span class="s2">&quot;Execution placement can not be unambiguously inferred &quot;</span>
-                <span class="s2">&quot;from input arguments.&quot;</span>
-            <span class="p">)</span>
-        <span class="n">out_usm_type</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_coerced_usm_type</span><span class="p">(</span>
-            <span class="p">(</span>
-                <span class="n">condition_usm_type</span><span class="p">,</span>
-                <span class="n">x1_usm_type</span><span class="p">,</span>
-                <span class="n">x2_usm_type</span><span class="p">,</span>
-            <span class="p">)</span>
-        <span class="p">)</span>
-    <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">validate_usm_type</span><span class="p">(</span><span class="n">out_usm_type</span><span class="p">,</span> <span class="n">allow_none</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
-    <span class="n">condition_shape</span> <span class="o">=</span> <span class="n">condition</span><span class="o">.</span><span class="n">shape</span>
-    <span class="n">x1_shape</span> <span class="o">=</span> <span class="n">_get_shape</span><span class="p">(</span><span class="n">x1</span><span class="p">)</span>
-    <span class="n">x2_shape</span> <span class="o">=</span> <span class="n">_get_shape</span><span class="p">(</span><span class="n">x2</span><span class="p">)</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">all</span><span class="p">(</span>
-        <span class="nb">isinstance</span><span class="p">(</span><span class="n">s</span><span class="p">,</span> <span class="p">(</span><span class="nb">tuple</span><span class="p">,</span> <span class="nb">list</span><span class="p">))</span>
-        <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="p">(</span>
-            <span class="n">x1_shape</span><span class="p">,</span>
-            <span class="n">x2_shape</span><span class="p">,</span>
-        <span class="p">)</span>
-    <span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="s2">&quot;Shape of arguments can not be inferred. &quot;</span>
-            <span class="s2">&quot;Arguments are expected to be &quot;</span>
-            <span class="s2">&quot;lists, tuples, or both&quot;</span>
-        <span class="p">)</span>
-    <span class="k">try</span><span class="p">:</span>
-        <span class="n">res_shape</span> <span class="o">=</span> <span class="n">_broadcast_shape_impl</span><span class="p">(</span>
-            <span class="p">[</span>
-                <span class="n">condition_shape</span><span class="p">,</span>
-                <span class="n">x1_shape</span><span class="p">,</span>
-                <span class="n">x2_shape</span><span class="p">,</span>
-            <span class="p">]</span>
-        <span class="p">)</span>
-    <span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-            <span class="s2">&quot;operands could not be broadcast together with shapes &quot;</span>
-            <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">condition_shape</span><span class="si">}</span><span class="s2">, </span><span class="si">{</span><span class="n">x1_shape</span><span class="si">}</span><span class="s2">, and </span><span class="si">{</span><span class="n">x2_shape</span><span class="si">}</span><span class="s2">&quot;</span>
-        <span class="p">)</span>
-    <span class="n">sycl_dev</span> <span class="o">=</span> <span class="n">exec_q</span><span class="o">.</span><span class="n">sycl_device</span>
-    <span class="n">x1_dtype</span> <span class="o">=</span> <span class="n">_get_dtype</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">sycl_dev</span><span class="p">)</span>
-    <span class="n">x2_dtype</span> <span class="o">=</span> <span class="n">_get_dtype</span><span class="p">(</span><span class="n">x2</span><span class="p">,</span> <span class="n">sycl_dev</span><span class="p">)</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">all</span><span class="p">(</span><span class="n">_validate_dtype</span><span class="p">(</span><span class="n">o</span><span class="p">)</span> <span class="k">for</span> <span class="n">o</span> <span class="ow">in</span> <span class="p">(</span><span class="n">x1_dtype</span><span class="p">,</span> <span class="n">x2_dtype</span><span class="p">)):</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;Operands have unsupported data types&quot;</span><span class="p">)</span>
-    <span class="n">x1_dtype</span><span class="p">,</span> <span class="n">x2_dtype</span> <span class="o">=</span> <span class="n">_resolve_two_weak_types</span><span class="p">(</span><span class="n">x1_dtype</span><span class="p">,</span> <span class="n">x2_dtype</span><span class="p">,</span> <span class="n">sycl_dev</span><span class="p">)</span>
-    <span class="n">out_dtype</span> <span class="o">=</span> <span class="n">_where_result_type</span><span class="p">(</span><span class="n">x1_dtype</span><span class="p">,</span> <span class="n">x2_dtype</span><span class="p">,</span> <span class="n">sycl_dev</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">out_dtype</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="s2">&quot;function &#39;where&#39; does not support input &quot;</span>
-            <span class="sa">f</span><span class="s2">&quot;types (</span><span class="si">{</span><span class="n">x1_dtype</span><span class="si">}</span><span class="s2">, </span><span class="si">{</span><span class="n">x2_dtype</span><span class="si">}</span><span class="s2">), &quot;</span>
-            <span class="s2">&quot;and the inputs could not be safely coerced &quot;</span>
-            <span class="s2">&quot;to any supported types according to the casting rule &#39;&#39;safe&#39;&#39;.&quot;</span>
-        <span class="p">)</span>
-
-    <span class="n">orig_out</span> <span class="o">=</span> <span class="n">out</span>
-    <span class="k">if</span> <span class="n">out</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">out</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-            <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-                <span class="s2">&quot;output array must be of usm_ndarray type, got &quot;</span> <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">out</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span>
-            <span class="p">)</span>
-
-        <span class="k">if</span> <span class="ow">not</span> <span class="n">out</span><span class="o">.</span><span class="n">flags</span><span class="o">.</span><span class="n">writable</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;provided `out` array is read-only&quot;</span><span class="p">)</span>
-
-        <span class="k">if</span> <span class="n">out</span><span class="o">.</span><span class="n">shape</span> <span class="o">!=</span> <span class="n">res_shape</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                <span class="s2">&quot;The shape of input and output arrays are &quot;</span>
-                <span class="sa">f</span><span class="s2">&quot;inconsistent. Expected output shape is </span><span class="si">{</span><span class="n">res_shape</span><span class="si">}</span><span class="s2">, &quot;</span>
-                <span class="sa">f</span><span class="s2">&quot;got </span><span class="si">{</span><span class="n">out</span><span class="o">.</span><span class="n">shape</span><span class="si">}</span><span class="s2">&quot;</span>
-            <span class="p">)</span>
-
-        <span class="k">if</span> <span class="n">out_dtype</span> <span class="o">!=</span> <span class="n">out</span><span class="o">.</span><span class="n">dtype</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                <span class="sa">f</span><span class="s2">&quot;Output array of type </span><span class="si">{</span><span class="n">out_dtype</span><span class="si">}</span><span class="s2"> is needed, &quot;</span>
-                <span class="sa">f</span><span class="s2">&quot;got </span><span class="si">{</span><span class="n">out</span><span class="o">.</span><span class="n">dtype</span><span class="si">}</span><span class="s2">&quot;</span>
-            <span class="p">)</span>
-
-        <span class="k">if</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_execution_queue</span><span class="p">((</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">out</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">))</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="n">ExecutionPlacementError</span><span class="p">(</span>
-                <span class="s2">&quot;Input and output allocation queues are not compatible&quot;</span>
-            <span class="p">)</span>
-
-        <span class="k">if</span> <span class="n">ti</span><span class="o">.</span><span class="n">_array_overlap</span><span class="p">(</span><span class="n">condition</span><span class="p">,</span> <span class="n">out</span><span class="p">)</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">ti</span><span class="o">.</span><span class="n">_same_logical_tensors</span><span class="p">(</span>
-            <span class="n">condition</span><span class="p">,</span> <span class="n">out</span>
-        <span class="p">):</span>
-            <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">out</span><span class="p">)</span>
-
-        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-            <span class="k">if</span> <span class="p">(</span>
-                <span class="n">ti</span><span class="o">.</span><span class="n">_array_overlap</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">out</span><span class="p">)</span>
-                <span class="ow">and</span> <span class="ow">not</span> <span class="n">ti</span><span class="o">.</span><span class="n">_same_logical_tensors</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">out</span><span class="p">)</span>
-                <span class="ow">and</span> <span class="n">x1_dtype</span> <span class="o">==</span> <span class="n">out_dtype</span>
-            <span class="p">):</span>
-                <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">out</span><span class="p">)</span>
-
-        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x2</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-            <span class="k">if</span> <span class="p">(</span>
-                <span class="n">ti</span><span class="o">.</span><span class="n">_array_overlap</span><span class="p">(</span><span class="n">x2</span><span class="p">,</span> <span class="n">out</span><span class="p">)</span>
-                <span class="ow">and</span> <span class="ow">not</span> <span class="n">ti</span><span class="o">.</span><span class="n">_same_logical_tensors</span><span class="p">(</span><span class="n">x2</span><span class="p">,</span> <span class="n">out</span><span class="p">)</span>
-                <span class="ow">and</span> <span class="n">x2_dtype</span> <span class="o">==</span> <span class="n">out_dtype</span>
-            <span class="p">):</span>
-                <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">out</span><span class="p">)</span>
-
-    <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;A&quot;</span><span class="p">:</span>
-        <span class="n">order</span> <span class="o">=</span> <span class="p">(</span>
-            <span class="s2">&quot;F&quot;</span>
-            <span class="k">if</span> <span class="nb">all</span><span class="p">(</span>
-                <span class="n">arr</span><span class="o">.</span><span class="n">flags</span><span class="o">.</span><span class="n">f_contiguous</span>
-                <span class="k">for</span> <span class="n">arr</span> <span class="ow">in</span> <span class="p">(</span>
-                    <span class="n">condition</span><span class="p">,</span>
-                    <span class="n">x1</span><span class="p">,</span>
-                    <span class="n">x2</span><span class="p">,</span>
-                <span class="p">)</span>
-            <span class="p">)</span>
-            <span class="k">else</span> <span class="s2">&quot;C&quot;</span>
-        <span class="p">)</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="n">x1</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">x1_dtype</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">)</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x2</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="n">x2</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">x2</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">x2_dtype</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">)</span>
-
-    <span class="k">if</span> <span class="n">condition</span><span class="o">.</span><span class="n">size</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
-        <span class="k">if</span> <span class="n">out</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="k">return</span> <span class="n">out</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;K&quot;</span><span class="p">:</span>
-                <span class="k">return</span> <span class="n">_empty_like_triple_orderK</span><span class="p">(</span>
-                    <span class="n">condition</span><span class="p">,</span>
-                    <span class="n">x1</span><span class="p">,</span>
-                    <span class="n">x2</span><span class="p">,</span>
-                    <span class="n">out_dtype</span><span class="p">,</span>
-                    <span class="n">res_shape</span><span class="p">,</span>
-                    <span class="n">out_usm_type</span><span class="p">,</span>
-                    <span class="n">exec_q</span><span class="p">,</span>
-                <span class="p">)</span>
-            <span class="k">else</span><span class="p">:</span>
-                <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-                    <span class="n">res_shape</span><span class="p">,</span>
-                    <span class="n">dtype</span><span class="o">=</span><span class="n">out_dtype</span><span class="p">,</span>
-                    <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">,</span>
-                    <span class="n">usm_type</span><span class="o">=</span><span class="n">out_usm_type</span><span class="p">,</span>
-                    <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-                <span class="p">)</span>
-
-    <span class="n">_manager</span> <span class="o">=</span> <span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">exec_q</span><span class="p">]</span>
-    <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-    <span class="k">if</span> <span class="n">x1_dtype</span> <span class="o">!=</span> <span class="n">out_dtype</span><span class="p">:</span>
-        <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;K&quot;</span><span class="p">:</span>
-            <span class="n">_x1</span> <span class="o">=</span> <span class="n">_empty_like_orderK</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">out_dtype</span><span class="p">)</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">_x1</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">out_dtype</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">)</span>
-        <span class="n">ht_copy1_ev</span><span class="p">,</span> <span class="n">copy1_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">x1</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">_x1</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-        <span class="p">)</span>
-        <span class="n">x1</span> <span class="o">=</span> <span class="n">_x1</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_copy1_ev</span><span class="p">,</span> <span class="n">copy1_ev</span><span class="p">)</span>
-
-    <span class="k">if</span> <span class="n">x2_dtype</span> <span class="o">!=</span> <span class="n">out_dtype</span><span class="p">:</span>
-        <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;K&quot;</span><span class="p">:</span>
-            <span class="n">_x2</span> <span class="o">=</span> <span class="n">_empty_like_orderK</span><span class="p">(</span><span class="n">x2</span><span class="p">,</span> <span class="n">out_dtype</span><span class="p">)</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">_x2</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">x2</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">out_dtype</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">)</span>
-        <span class="n">ht_copy2_ev</span><span class="p">,</span> <span class="n">copy2_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">x2</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">_x2</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-        <span class="p">)</span>
-        <span class="n">x2</span> <span class="o">=</span> <span class="n">_x2</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_copy2_ev</span><span class="p">,</span> <span class="n">copy2_ev</span><span class="p">)</span>
-
-    <span class="k">if</span> <span class="n">out</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="k">if</span> <span class="n">order</span> <span class="o">==</span> <span class="s2">&quot;K&quot;</span><span class="p">:</span>
-            <span class="n">out</span> <span class="o">=</span> <span class="n">_empty_like_triple_orderK</span><span class="p">(</span>
-                <span class="n">condition</span><span class="p">,</span> <span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">,</span> <span class="n">out_dtype</span><span class="p">,</span> <span class="n">res_shape</span><span class="p">,</span> <span class="n">out_usm_type</span><span class="p">,</span> <span class="n">exec_q</span>
-            <span class="p">)</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">out</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-                <span class="n">res_shape</span><span class="p">,</span>
-                <span class="n">dtype</span><span class="o">=</span><span class="n">out_dtype</span><span class="p">,</span>
-                <span class="n">order</span><span class="o">=</span><span class="n">order</span><span class="p">,</span>
-                <span class="n">usm_type</span><span class="o">=</span><span class="n">out_usm_type</span><span class="p">,</span>
-                <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-            <span class="p">)</span>
-
-    <span class="k">if</span> <span class="n">condition_shape</span> <span class="o">!=</span> <span class="n">res_shape</span><span class="p">:</span>
-        <span class="n">condition</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">condition</span><span class="p">,</span> <span class="n">res_shape</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">x1_shape</span> <span class="o">!=</span> <span class="n">res_shape</span><span class="p">:</span>
-        <span class="n">x1</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">res_shape</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">x2_shape</span> <span class="o">!=</span> <span class="n">res_shape</span><span class="p">:</span>
-        <span class="n">x2</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">x2</span><span class="p">,</span> <span class="n">res_shape</span><span class="p">)</span>
-
-    <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-    <span class="n">hev</span><span class="p">,</span> <span class="n">where_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_where</span><span class="p">(</span>
-        <span class="n">condition</span><span class="o">=</span><span class="n">condition</span><span class="p">,</span>
-        <span class="n">x1</span><span class="o">=</span><span class="n">x1</span><span class="p">,</span>
-        <span class="n">x2</span><span class="o">=</span><span class="n">x2</span><span class="p">,</span>
-        <span class="n">dst</span><span class="o">=</span><span class="n">out</span><span class="p">,</span>
-        <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-        <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span><span class="p">,</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">hev</span><span class="p">,</span> <span class="n">where_ev</span><span class="p">)</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="p">(</span><span class="n">orig_out</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span> <span class="n">orig_out</span> <span class="ow">is</span> <span class="n">out</span><span class="p">):</span>
-        <span class="c1"># Copy the out data from temporary buffer to original memory</span>
-        <span class="n">ht_copy_out_ev</span><span class="p">,</span> <span class="n">cpy_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">out</span><span class="p">,</span>
-            <span class="n">dst</span><span class="o">=</span><span class="n">orig_out</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-            <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">where_ev</span><span class="p">],</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_copy_out_ev</span><span class="p">,</span> <span class="n">cpy_ev</span><span class="p">)</span>
-        <span class="n">out</span> <span class="o">=</span> <span class="n">orig_out</span>
-
-    <span class="k">return</span> <span class="n">out</span></div>
-</pre></div>
-        </article>
-      </div>
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diff --git a/pulls/1961/_modules/dpctl/tensor/_searchsorted.html b/pulls/1961/_modules/dpctl/tensor/_searchsorted.html
deleted file mode 100644
index 4c6a732d2b..0000000000
--- a/pulls/1961/_modules/dpctl/tensor/_searchsorted.html
+++ /dev/null
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-<html class="no-js" lang="en" data-content_root="">
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-          <h1>Source code for dpctl.tensor._searchsorted</h1><div class="highlight"><pre>
-<span></span><span class="kn">from</span><span class="w"> </span><span class="nn">typing</span><span class="w"> </span><span class="kn">import</span> <span class="n">Literal</span><span class="p">,</span> <span class="n">Union</span>
-
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.utils</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">du</span>
-
-<span class="kn">from</span><span class="w"> </span><span class="nn">._copy_utils</span><span class="w"> </span><span class="kn">import</span> <span class="n">_empty_like_orderK</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">._ctors</span><span class="w"> </span><span class="kn">import</span> <span class="n">empty</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">._tensor_impl</span><span class="w"> </span><span class="kn">import</span> <span class="n">_copy_usm_ndarray_into_usm_ndarray</span> <span class="k">as</span> <span class="n">ti_copy</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">._tensor_impl</span><span class="w"> </span><span class="kn">import</span> <span class="n">_take</span> <span class="k">as</span> <span class="n">ti_take</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">._tensor_impl</span><span class="w"> </span><span class="kn">import</span> <span class="p">(</span>
-    <span class="n">default_device_index_type</span> <span class="k">as</span> <span class="n">ti_default_device_index_type</span><span class="p">,</span>
-<span class="p">)</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">._tensor_sorting_impl</span><span class="w"> </span><span class="kn">import</span> <span class="n">_searchsorted_left</span><span class="p">,</span> <span class="n">_searchsorted_right</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">._type_utils</span><span class="w"> </span><span class="kn">import</span> <span class="n">isdtype</span><span class="p">,</span> <span class="n">result_type</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">._usmarray</span><span class="w"> </span><span class="kn">import</span> <span class="n">usm_ndarray</span>
-
-
-<div class="viewcode-block" id="searchsorted"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.searchsorted.html#dpctl.tensor.searchsorted">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">searchsorted</span><span class="p">(</span>
-    <span class="n">x1</span><span class="p">:</span> <span class="n">usm_ndarray</span><span class="p">,</span>
-    <span class="n">x2</span><span class="p">:</span> <span class="n">usm_ndarray</span><span class="p">,</span>
-    <span class="o">/</span><span class="p">,</span>
-    <span class="o">*</span><span class="p">,</span>
-    <span class="n">side</span><span class="p">:</span> <span class="n">Literal</span><span class="p">[</span><span class="s2">&quot;left&quot;</span><span class="p">,</span> <span class="s2">&quot;right&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="s2">&quot;left&quot;</span><span class="p">,</span>
-    <span class="n">sorter</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="n">usm_ndarray</span><span class="p">,</span> <span class="kc">None</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
-<span class="p">)</span> <span class="o">-&gt;</span> <span class="n">usm_ndarray</span><span class="p">:</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;searchsorted(x1, x2, side=&#39;left&#39;, sorter=None)</span>
-
-<span class="sd">    Finds the indices into `x1` such that, if the corresponding elements</span>
-<span class="sd">    in `x2` were inserted before the indices, the order of `x1`, when sorted</span>
-<span class="sd">    in ascending order, would be preserved.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x1 (usm_ndarray):</span>
-<span class="sd">            input array. Must be a one-dimensional array. If `sorter` is</span>
-<span class="sd">            `None`, must be sorted in ascending order; otherwise, `sorter` must</span>
-<span class="sd">            be an array of indices that sort `x1` in ascending order.</span>
-<span class="sd">        x2 (usm_ndarray):</span>
-<span class="sd">            array containing search values.</span>
-<span class="sd">        side (Literal[&quot;left&quot;, &quot;right]):</span>
-<span class="sd">            argument controlling which index is returned if a value lands</span>
-<span class="sd">            exactly on an edge. If `x2` is an array of rank `N` where</span>
-<span class="sd">            `v = x2[n, m, ..., j]`, the element `ret[n, m, ..., j]` in the</span>
-<span class="sd">            return array `ret` contains the position `i` such that</span>
-<span class="sd">            if `side=&quot;left&quot;`, it is the first index such that</span>
-<span class="sd">            `x1[i-1] &lt; v &lt;= x1[i]`, `0` if `v &lt;= x1[0]`, and `x1.size`</span>
-<span class="sd">            if `v &gt; x1[-1]`;</span>
-<span class="sd">            and if `side=&quot;right&quot;`, it is the first position `i` such that</span>
-<span class="sd">            `x1[i-1] &lt;= v &lt; x1[i]`, `0` if `v &lt; x1[0]`, and `x1.size`</span>
-<span class="sd">            if `v &gt;= x1[-1]`. Default: `&quot;left&quot;`.</span>
-<span class="sd">        sorter (Optional[usm_ndarray]):</span>
-<span class="sd">            array of indices that sort `x1` in ascending order. The array must</span>
-<span class="sd">            have the same shape as `x1` and have an integral data type.</span>
-<span class="sd">            Out of bound index values of `sorter` array are treated using</span>
-<span class="sd">            `&quot;wrap&quot;` mode documented in :py:func:`dpctl.tensor.take`.</span>
-<span class="sd">            Default: `None`.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected dpctl.tensor.usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">x1</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x2</span><span class="p">,</span> <span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected dpctl.tensor.usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">x2</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">sorter</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">sorter</span><span class="p">,</span> <span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="sa">f</span><span class="s2">&quot;Expected dpctl.tensor.usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">sorter</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span>
-        <span class="p">)</span>
-
-    <span class="k">if</span> <span class="n">side</span> <span class="ow">not</span> <span class="ow">in</span> <span class="p">[</span><span class="s2">&quot;left&quot;</span><span class="p">,</span> <span class="s2">&quot;right&quot;</span><span class="p">]:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-            <span class="s2">&quot;Unrecognized value of &#39;side&#39; keyword argument. &quot;</span>
-            <span class="s2">&quot;Expected either &#39;left&#39; or &#39;right&#39;&quot;</span>
-        <span class="p">)</span>
-
-    <span class="k">if</span> <span class="n">sorter</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">q</span> <span class="o">=</span> <span class="n">du</span><span class="o">.</span><span class="n">get_execution_queue</span><span class="p">([</span><span class="n">x1</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">x2</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">])</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">q</span> <span class="o">=</span> <span class="n">du</span><span class="o">.</span><span class="n">get_execution_queue</span><span class="p">(</span>
-            <span class="p">[</span><span class="n">x1</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">x2</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">sorter</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">]</span>
-        <span class="p">)</span>
-    <span class="k">if</span> <span class="n">q</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="n">du</span><span class="o">.</span><span class="n">ExecutionPlacementError</span><span class="p">(</span>
-            <span class="s2">&quot;Execution placement can not be unambiguously &quot;</span>
-            <span class="s2">&quot;inferred from input arguments.&quot;</span>
-        <span class="p">)</span>
-
-    <span class="k">if</span> <span class="n">x1</span><span class="o">.</span><span class="n">ndim</span> <span class="o">!=</span> <span class="mi">1</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;First argument array must be one-dimensional&quot;</span><span class="p">)</span>
-
-    <span class="n">x1_dt</span> <span class="o">=</span> <span class="n">x1</span><span class="o">.</span><span class="n">dtype</span>
-    <span class="n">x2_dt</span> <span class="o">=</span> <span class="n">x2</span><span class="o">.</span><span class="n">dtype</span>
-
-    <span class="n">_manager</span> <span class="o">=</span> <span class="n">du</span><span class="o">.</span><span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">q</span><span class="p">]</span>
-    <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-    <span class="n">ev</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclEvent</span><span class="p">()</span>
-    <span class="k">if</span> <span class="n">sorter</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="n">isdtype</span><span class="p">(</span><span class="n">sorter</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span> <span class="s2">&quot;integral&quot;</span><span class="p">):</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                <span class="sa">f</span><span class="s2">&quot;Sorter array must have integral data type, got </span><span class="si">{</span><span class="n">sorter</span><span class="o">.</span><span class="n">dtype</span><span class="si">}</span><span class="s2">&quot;</span>
-            <span class="p">)</span>
-        <span class="k">if</span> <span class="n">x1</span><span class="o">.</span><span class="n">shape</span> <span class="o">!=</span> <span class="n">sorter</span><span class="o">.</span><span class="n">shape</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                <span class="s2">&quot;Sorter array must be one-dimension with the same &quot;</span>
-                <span class="s2">&quot;shape as the first argument array&quot;</span>
-            <span class="p">)</span>
-        <span class="n">res</span> <span class="o">=</span> <span class="n">empty</span><span class="p">(</span><span class="n">x1</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">x1_dt</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="n">x1</span><span class="o">.</span><span class="n">usm_type</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span><span class="p">)</span>
-        <span class="n">ind</span> <span class="o">=</span> <span class="p">(</span><span class="n">sorter</span><span class="p">,)</span>
-        <span class="n">axis</span> <span class="o">=</span> <span class="mi">0</span>
-        <span class="n">wrap_out_of_bound_indices_mode</span> <span class="o">=</span> <span class="mi">0</span>
-        <span class="n">ht_ev</span><span class="p">,</span> <span class="n">ev</span> <span class="o">=</span> <span class="n">ti_take</span><span class="p">(</span>
-            <span class="n">x1</span><span class="p">,</span>
-            <span class="n">ind</span><span class="p">,</span>
-            <span class="n">res</span><span class="p">,</span>
-            <span class="n">axis</span><span class="p">,</span>
-            <span class="n">wrap_out_of_bound_indices_mode</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span><span class="p">,</span>
-            <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span><span class="p">,</span>
-        <span class="p">)</span>
-        <span class="n">x1</span> <span class="o">=</span> <span class="n">res</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">ev</span><span class="p">)</span>
-
-    <span class="k">if</span> <span class="n">x1_dt</span> <span class="o">!=</span> <span class="n">x2_dt</span><span class="p">:</span>
-        <span class="n">dt</span> <span class="o">=</span> <span class="n">result_type</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">x1_dt</span> <span class="o">!=</span> <span class="n">dt</span><span class="p">:</span>
-            <span class="n">x1_buf</span> <span class="o">=</span> <span class="n">_empty_like_orderK</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">dt</span><span class="p">)</span>
-            <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-            <span class="n">ht_ev</span><span class="p">,</span> <span class="n">ev</span> <span class="o">=</span> <span class="n">ti_copy</span><span class="p">(</span>
-                <span class="n">src</span><span class="o">=</span><span class="n">x1</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">x1_buf</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-            <span class="p">)</span>
-            <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">ev</span><span class="p">)</span>
-            <span class="n">x1</span> <span class="o">=</span> <span class="n">x1_buf</span>
-        <span class="k">if</span> <span class="n">x2_dt</span> <span class="o">!=</span> <span class="n">dt</span><span class="p">:</span>
-            <span class="n">x2_buf</span> <span class="o">=</span> <span class="n">_empty_like_orderK</span><span class="p">(</span><span class="n">x2</span><span class="p">,</span> <span class="n">dt</span><span class="p">)</span>
-            <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-            <span class="n">ht_ev</span><span class="p">,</span> <span class="n">ev</span> <span class="o">=</span> <span class="n">ti_copy</span><span class="p">(</span>
-                <span class="n">src</span><span class="o">=</span><span class="n">x2</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">x2_buf</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-            <span class="p">)</span>
-            <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">ev</span><span class="p">)</span>
-            <span class="n">x2</span> <span class="o">=</span> <span class="n">x2_buf</span>
-
-    <span class="n">dst_usm_type</span> <span class="o">=</span> <span class="n">du</span><span class="o">.</span><span class="n">get_coerced_usm_type</span><span class="p">([</span><span class="n">x1</span><span class="o">.</span><span class="n">usm_type</span><span class="p">,</span> <span class="n">x2</span><span class="o">.</span><span class="n">usm_type</span><span class="p">])</span>
-    <span class="n">index_dt</span> <span class="o">=</span> <span class="n">ti_default_device_index_type</span><span class="p">(</span><span class="n">q</span><span class="p">)</span>
-
-    <span class="n">dst</span> <span class="o">=</span> <span class="n">_empty_like_orderK</span><span class="p">(</span><span class="n">x2</span><span class="p">,</span> <span class="n">index_dt</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="n">dst_usm_type</span><span class="p">)</span>
-
-    <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-    <span class="k">if</span> <span class="n">side</span> <span class="o">==</span> <span class="s2">&quot;left&quot;</span><span class="p">:</span>
-        <span class="n">ht_ev</span><span class="p">,</span> <span class="n">s_ev</span> <span class="o">=</span> <span class="n">_searchsorted_left</span><span class="p">(</span>
-            <span class="n">hay</span><span class="o">=</span><span class="n">x1</span><span class="p">,</span>
-            <span class="n">needles</span><span class="o">=</span><span class="n">x2</span><span class="p">,</span>
-            <span class="n">positions</span><span class="o">=</span><span class="n">dst</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span><span class="p">,</span>
-            <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span><span class="p">,</span>
-        <span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">ht_ev</span><span class="p">,</span> <span class="n">s_ev</span> <span class="o">=</span> <span class="n">_searchsorted_right</span><span class="p">(</span>
-            <span class="n">hay</span><span class="o">=</span><span class="n">x1</span><span class="p">,</span> <span class="n">needles</span><span class="o">=</span><span class="n">x2</span><span class="p">,</span> <span class="n">positions</span><span class="o">=</span><span class="n">dst</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-        <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">s_ev</span><span class="p">)</span>
-    <span class="k">return</span> <span class="n">dst</span></div>
-</pre></div>
-        </article>
-      </div>
-      <footer>
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-</ul>
-</li>
-<li class="toctree-l3 has-children"><a class="reference internal" href="../../../api_reference/dpctl/tensor.utility_functions.html">Utility functions</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of Utility functions</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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-</ul>
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-</ul>
-</li>
-<li class="toctree-l2 has-children"><a class="reference internal" href="../../../api_reference/libsyclinterface/index.html">C Library SyclInterface</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of C Library SyclInterface</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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-<li class="toctree-l7 has-children"><a class="reference internal" href="../../../api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_accelerator_selector.html">class dpctl::syclinterface::dpctl_accelerator_selector</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of class dpctl::syclinterface::dpctl_accelerator_selector</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
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-</ul>
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-<li class="toctree-l5 has-children"><a class="reference internal" href="../../../api_reference/libsyclinterface/generated/struct_MDLocalAccessorTy.html">struct MDLocalAccessorTy</a><input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" role="switch" type="checkbox"/><label for="toctree-checkbox-45"><div class="visually-hidden">Toggle navigation of struct MDLocalAccessorTy</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
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-<li class="toctree-l2"><a class="reference internal" href="../../../api_reference/dpctl_cython.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code> Cython API</a></li>
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-        <article role="main" id="furo-main-content">
-          <h1>Source code for dpctl.tensor._set_functions</h1><div class="highlight"><pre>
-<span></span><span class="c1">#                       Data Parallel Control (dpctl)</span>
-<span class="c1">#</span>
-<span class="c1">#  Copyright 2020-2025 Intel Corporation</span>
-<span class="c1">#</span>
-<span class="c1">#  Licensed under the Apache License, Version 2.0 (the &quot;License&quot;);</span>
-<span class="c1">#  you may not use this file except in compliance with the License.</span>
-<span class="c1">#  You may obtain a copy of the License at</span>
-<span class="c1">#</span>
-<span class="c1">#     http://www.apache.org/licenses/LICENSE-2.0</span>
-<span class="c1">#</span>
-<span class="c1">#  Unless required by applicable law or agreed to in writing, software</span>
-<span class="c1">#  distributed under the License is distributed on an &quot;AS IS&quot; BASIS,</span>
-<span class="c1">#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.</span>
-<span class="c1">#  See the License for the specific language governing permissions and</span>
-<span class="c1">#  limitations under the License.</span>
-
-<span class="kn">from</span><span class="w"> </span><span class="nn">typing</span><span class="w"> </span><span class="kn">import</span> <span class="n">NamedTuple</span>
-
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.tensor</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">dpt</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.utils</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">du</span>
-
-<span class="kn">from</span><span class="w"> </span><span class="nn">._tensor_elementwise_impl</span><span class="w"> </span><span class="kn">import</span> <span class="n">_not_equal</span><span class="p">,</span> <span class="n">_subtract</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">._tensor_impl</span><span class="w"> </span><span class="kn">import</span> <span class="p">(</span>
-    <span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">,</span>
-    <span class="n">_extract</span><span class="p">,</span>
-    <span class="n">_full_usm_ndarray</span><span class="p">,</span>
-    <span class="n">_linspace_step</span><span class="p">,</span>
-    <span class="n">_take</span><span class="p">,</span>
-    <span class="n">default_device_index_type</span><span class="p">,</span>
-    <span class="n">mask_positions</span><span class="p">,</span>
-<span class="p">)</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">._tensor_sorting_impl</span><span class="w"> </span><span class="kn">import</span> <span class="p">(</span>
-    <span class="n">_argsort_ascending</span><span class="p">,</span>
-    <span class="n">_searchsorted_left</span><span class="p">,</span>
-    <span class="n">_sort_ascending</span><span class="p">,</span>
-<span class="p">)</span>
-
-<span class="n">__all__</span> <span class="o">=</span> <span class="p">[</span>
-    <span class="s2">&quot;unique_values&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;unique_counts&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;unique_inverse&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;unique_all&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;UniqueAllResult&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;UniqueCountsResult&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;UniqueInverseResult&quot;</span><span class="p">,</span>
-<span class="p">]</span>
-
-
-<span class="k">class</span><span class="w"> </span><span class="nc">UniqueAllResult</span><span class="p">(</span><span class="n">NamedTuple</span><span class="p">):</span>
-    <span class="n">values</span><span class="p">:</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span>
-    <span class="n">indices</span><span class="p">:</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span>
-    <span class="n">inverse_indices</span><span class="p">:</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span>
-    <span class="n">counts</span><span class="p">:</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span>
-
-
-<span class="k">class</span><span class="w"> </span><span class="nc">UniqueCountsResult</span><span class="p">(</span><span class="n">NamedTuple</span><span class="p">):</span>
-    <span class="n">values</span><span class="p">:</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span>
-    <span class="n">counts</span><span class="p">:</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span>
-
-
-<span class="k">class</span><span class="w"> </span><span class="nc">UniqueInverseResult</span><span class="p">(</span><span class="n">NamedTuple</span><span class="p">):</span>
-    <span class="n">values</span><span class="p">:</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span>
-    <span class="n">inverse_indices</span><span class="p">:</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span>
-
-
-<div class="viewcode-block" id="unique_values"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.unique_values.html#dpctl.tensor.unique_values">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">unique_values</span><span class="p">(</span><span class="n">x</span><span class="p">:</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">:</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;unique_values(x)</span>
-
-<span class="sd">    Returns the unique elements of an input array `x`.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x (usm_ndarray):</span>
-<span class="sd">            input array. Inputs with more than one dimension are flattened.</span>
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray</span>
-<span class="sd">            an array containing the set of unique elements in `x`. The</span>
-<span class="sd">            returned array has the same data type as `x`.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected dpctl.tensor.usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-    <span class="n">array_api_dev</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">device</span>
-    <span class="n">exec_q</span> <span class="o">=</span> <span class="n">array_api_dev</span><span class="o">.</span><span class="n">sycl_queue</span>
-    <span class="k">if</span> <span class="n">x</span><span class="o">.</span><span class="n">ndim</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
-        <span class="n">fx</span> <span class="o">=</span> <span class="n">x</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">fx</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">size</span><span class="p">,),</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">fx</span><span class="o">.</span><span class="n">size</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">fx</span>
-    <span class="n">s</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">fx</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">)</span>
-    <span class="n">_manager</span> <span class="o">=</span> <span class="n">du</span><span class="o">.</span><span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">exec_q</span><span class="p">]</span>
-    <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-    <span class="k">if</span> <span class="n">fx</span><span class="o">.</span><span class="n">flags</span><span class="o">.</span><span class="n">c_contiguous</span><span class="p">:</span>
-        <span class="n">ht_ev</span><span class="p">,</span> <span class="n">sort_ev</span> <span class="o">=</span> <span class="n">_sort_ascending</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">fx</span><span class="p">,</span>
-            <span class="n">trailing_dims_to_sort</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
-            <span class="n">dst</span><span class="o">=</span><span class="n">s</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-            <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span><span class="p">,</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">sort_ev</span><span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">tmp</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">fx</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">)</span>
-        <span class="n">ht_ev</span><span class="p">,</span> <span class="n">copy_ev</span> <span class="o">=</span> <span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">fx</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">tmp</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">copy_ev</span><span class="p">)</span>
-        <span class="n">ht_ev</span><span class="p">,</span> <span class="n">sort_ev</span> <span class="o">=</span> <span class="n">_sort_ascending</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">tmp</span><span class="p">,</span>
-            <span class="n">trailing_dims_to_sort</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
-            <span class="n">dst</span><span class="o">=</span><span class="n">s</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-            <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">copy_ev</span><span class="p">],</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">sort_ev</span><span class="p">)</span>
-    <span class="n">unique_mask</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span><span class="n">fx</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="s2">&quot;?&quot;</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">)</span>
-    <span class="n">ht_ev</span><span class="p">,</span> <span class="n">uneq_ev</span> <span class="o">=</span> <span class="n">_not_equal</span><span class="p">(</span>
-        <span class="n">src1</span><span class="o">=</span><span class="n">s</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">],</span>
-        <span class="n">src2</span><span class="o">=</span><span class="n">s</span><span class="p">[</span><span class="mi">1</span><span class="p">:],</span>
-        <span class="n">dst</span><span class="o">=</span><span class="n">unique_mask</span><span class="p">[</span><span class="mi">1</span><span class="p">:],</span>
-        <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-        <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">sort_ev</span><span class="p">],</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">uneq_ev</span><span class="p">)</span>
-    <span class="c1"># writing into new allocation, no dependencies</span>
-    <span class="n">ht_ev</span><span class="p">,</span> <span class="n">one_ev</span> <span class="o">=</span> <span class="n">_full_usm_ndarray</span><span class="p">(</span>
-        <span class="n">fill_value</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">unique_mask</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">one_ev</span><span class="p">)</span>
-    <span class="n">cumsum</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span><span class="n">s</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">dpt</span><span class="o">.</span><span class="n">int64</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">)</span>
-    <span class="c1"># synchronizing call</span>
-    <span class="n">n_uniques</span> <span class="o">=</span> <span class="n">mask_positions</span><span class="p">(</span>
-        <span class="n">unique_mask</span><span class="p">,</span> <span class="n">cumsum</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">one_ev</span><span class="p">,</span> <span class="n">uneq_ev</span><span class="p">]</span>
-    <span class="p">)</span>
-    <span class="k">if</span> <span class="n">n_uniques</span> <span class="o">==</span> <span class="n">fx</span><span class="o">.</span><span class="n">size</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">s</span>
-    <span class="n">unique_vals</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-        <span class="n">n_uniques</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">x</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="n">x</span><span class="o">.</span><span class="n">usm_type</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span>
-    <span class="p">)</span>
-    <span class="n">ht_ev</span><span class="p">,</span> <span class="n">ex_e</span> <span class="o">=</span> <span class="n">_extract</span><span class="p">(</span>
-        <span class="n">src</span><span class="o">=</span><span class="n">s</span><span class="p">,</span>
-        <span class="n">cumsum</span><span class="o">=</span><span class="n">cumsum</span><span class="p">,</span>
-        <span class="n">axis_start</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span>
-        <span class="n">axis_end</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
-        <span class="n">dst</span><span class="o">=</span><span class="n">unique_vals</span><span class="p">,</span>
-        <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">ex_e</span><span class="p">)</span>
-    <span class="k">return</span> <span class="n">unique_vals</span></div>
-
-
-<div class="viewcode-block" id="unique_counts"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.unique_counts.html#dpctl.tensor.unique_counts">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">unique_counts</span><span class="p">(</span><span class="n">x</span><span class="p">:</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">UniqueCountsResult</span><span class="p">:</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;unique_counts(x)</span>
-
-<span class="sd">    Returns the unique elements of an input array `x` and the corresponding</span>
-<span class="sd">    counts for each unique element in `x`.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x (usm_ndarray):</span>
-<span class="sd">            input array. Inputs with more than one dimension are flattened.</span>
-<span class="sd">    Returns:</span>
-<span class="sd">        tuple[usm_ndarray, usm_ndarray]</span>
-<span class="sd">            a namedtuple `(values, counts)` whose</span>
-
-<span class="sd">            * first element is the field name `values` and is an array</span>
-<span class="sd">               containing the unique elements of `x`. This array has the</span>
-<span class="sd">               same data type as `x`.</span>
-<span class="sd">            * second element has the field name `counts` and is an array</span>
-<span class="sd">              containing the number of times each unique element occurs in `x`.</span>
-<span class="sd">              This array has the same shape as `values` and has the default</span>
-<span class="sd">              array index data type.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected dpctl.tensor.usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-    <span class="n">array_api_dev</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">device</span>
-    <span class="n">exec_q</span> <span class="o">=</span> <span class="n">array_api_dev</span><span class="o">.</span><span class="n">sycl_queue</span>
-    <span class="n">x_usm_type</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">usm_type</span>
-    <span class="k">if</span> <span class="n">x</span><span class="o">.</span><span class="n">ndim</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
-        <span class="n">fx</span> <span class="o">=</span> <span class="n">x</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">fx</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">size</span><span class="p">,),</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">)</span>
-    <span class="n">ind_dt</span> <span class="o">=</span> <span class="n">default_device_index_type</span><span class="p">(</span><span class="n">exec_q</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">fx</span><span class="o">.</span><span class="n">size</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">UniqueCountsResult</span><span class="p">(</span><span class="n">fx</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">fx</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">ind_dt</span><span class="p">))</span>
-    <span class="n">s</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">fx</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">)</span>
-
-    <span class="n">_manager</span> <span class="o">=</span> <span class="n">du</span><span class="o">.</span><span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">exec_q</span><span class="p">]</span>
-    <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-    <span class="k">if</span> <span class="n">fx</span><span class="o">.</span><span class="n">flags</span><span class="o">.</span><span class="n">c_contiguous</span><span class="p">:</span>
-        <span class="n">ht_ev</span><span class="p">,</span> <span class="n">sort_ev</span> <span class="o">=</span> <span class="n">_sort_ascending</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">fx</span><span class="p">,</span>
-            <span class="n">trailing_dims_to_sort</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
-            <span class="n">dst</span><span class="o">=</span><span class="n">s</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-            <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span><span class="p">,</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">sort_ev</span><span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">tmp</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">fx</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">)</span>
-        <span class="n">ht_ev</span><span class="p">,</span> <span class="n">copy_ev</span> <span class="o">=</span> <span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">fx</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">tmp</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">copy_ev</span><span class="p">)</span>
-        <span class="n">ht_ev</span><span class="p">,</span> <span class="n">sort_ev</span> <span class="o">=</span> <span class="n">_sort_ascending</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">tmp</span><span class="p">,</span>
-            <span class="n">dst</span><span class="o">=</span><span class="n">s</span><span class="p">,</span>
-            <span class="n">trailing_dims_to_sort</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-            <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">copy_ev</span><span class="p">],</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">sort_ev</span><span class="p">)</span>
-    <span class="n">unique_mask</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span><span class="n">s</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="s2">&quot;?&quot;</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">)</span>
-    <span class="n">ht_ev</span><span class="p">,</span> <span class="n">uneq_ev</span> <span class="o">=</span> <span class="n">_not_equal</span><span class="p">(</span>
-        <span class="n">src1</span><span class="o">=</span><span class="n">s</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">],</span>
-        <span class="n">src2</span><span class="o">=</span><span class="n">s</span><span class="p">[</span><span class="mi">1</span><span class="p">:],</span>
-        <span class="n">dst</span><span class="o">=</span><span class="n">unique_mask</span><span class="p">[</span><span class="mi">1</span><span class="p">:],</span>
-        <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-        <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">sort_ev</span><span class="p">],</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">uneq_ev</span><span class="p">)</span>
-    <span class="c1"># no dependency, since we write into new allocation</span>
-    <span class="n">ht_ev</span><span class="p">,</span> <span class="n">one_ev</span> <span class="o">=</span> <span class="n">_full_usm_ndarray</span><span class="p">(</span>
-        <span class="n">fill_value</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">unique_mask</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">one_ev</span><span class="p">)</span>
-    <span class="n">cumsum</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span><span class="n">unique_mask</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">dpt</span><span class="o">.</span><span class="n">int64</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">)</span>
-    <span class="c1"># synchronizing call</span>
-    <span class="n">n_uniques</span> <span class="o">=</span> <span class="n">mask_positions</span><span class="p">(</span>
-        <span class="n">unique_mask</span><span class="p">,</span> <span class="n">cumsum</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">one_ev</span><span class="p">,</span> <span class="n">uneq_ev</span><span class="p">]</span>
-    <span class="p">)</span>
-    <span class="k">if</span> <span class="n">n_uniques</span> <span class="o">==</span> <span class="n">fx</span><span class="o">.</span><span class="n">size</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">UniqueCountsResult</span><span class="p">(</span>
-            <span class="n">s</span><span class="p">,</span>
-            <span class="n">dpt</span><span class="o">.</span><span class="n">ones</span><span class="p">(</span>
-                <span class="n">n_uniques</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">ind_dt</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="n">x_usm_type</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span>
-            <span class="p">),</span>
-        <span class="p">)</span>
-    <span class="n">unique_vals</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-        <span class="n">n_uniques</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">x</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="n">x_usm_type</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span>
-    <span class="p">)</span>
-    <span class="c1"># populate unique values</span>
-    <span class="n">ht_ev</span><span class="p">,</span> <span class="n">ex_e</span> <span class="o">=</span> <span class="n">_extract</span><span class="p">(</span>
-        <span class="n">src</span><span class="o">=</span><span class="n">s</span><span class="p">,</span>
-        <span class="n">cumsum</span><span class="o">=</span><span class="n">cumsum</span><span class="p">,</span>
-        <span class="n">axis_start</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span>
-        <span class="n">axis_end</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
-        <span class="n">dst</span><span class="o">=</span><span class="n">unique_vals</span><span class="p">,</span>
-        <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">ex_e</span><span class="p">)</span>
-    <span class="n">unique_counts</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-        <span class="n">n_uniques</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">ind_dt</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="n">x_usm_type</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span>
-    <span class="p">)</span>
-    <span class="n">idx</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">size</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">ind_dt</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">)</span>
-    <span class="c1"># writing into new allocation, no dependency</span>
-    <span class="n">ht_ev</span><span class="p">,</span> <span class="n">id_ev</span> <span class="o">=</span> <span class="n">_linspace_step</span><span class="p">(</span><span class="n">start</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">dt</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">idx</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">id_ev</span><span class="p">)</span>
-    <span class="n">ht_ev</span><span class="p">,</span> <span class="n">extr_ev</span> <span class="o">=</span> <span class="n">_extract</span><span class="p">(</span>
-        <span class="n">src</span><span class="o">=</span><span class="n">idx</span><span class="p">,</span>
-        <span class="n">cumsum</span><span class="o">=</span><span class="n">cumsum</span><span class="p">,</span>
-        <span class="n">axis_start</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span>
-        <span class="n">axis_end</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
-        <span class="n">dst</span><span class="o">=</span><span class="n">unique_counts</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">],</span>
-        <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-        <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">id_ev</span><span class="p">],</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">extr_ev</span><span class="p">)</span>
-    <span class="c1"># no dependency, writing into disjoint segmenent of new allocation</span>
-    <span class="n">ht_ev</span><span class="p">,</span> <span class="n">set_ev</span> <span class="o">=</span> <span class="n">_full_usm_ndarray</span><span class="p">(</span>
-        <span class="n">x</span><span class="o">.</span><span class="n">size</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">unique_counts</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">],</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">set_ev</span><span class="p">)</span>
-    <span class="n">_counts</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">unique_counts</span><span class="p">[</span><span class="mi">1</span><span class="p">:])</span>
-    <span class="n">ht_ev</span><span class="p">,</span> <span class="n">sub_ev</span> <span class="o">=</span> <span class="n">_subtract</span><span class="p">(</span>
-        <span class="n">src1</span><span class="o">=</span><span class="n">unique_counts</span><span class="p">[</span><span class="mi">1</span><span class="p">:],</span>
-        <span class="n">src2</span><span class="o">=</span><span class="n">unique_counts</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">],</span>
-        <span class="n">dst</span><span class="o">=</span><span class="n">_counts</span><span class="p">,</span>
-        <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-        <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">set_ev</span><span class="p">,</span> <span class="n">extr_ev</span><span class="p">],</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">sub_ev</span><span class="p">)</span>
-    <span class="k">return</span> <span class="n">UniqueCountsResult</span><span class="p">(</span><span class="n">unique_vals</span><span class="p">,</span> <span class="n">_counts</span><span class="p">)</span></div>
-
-
-<div class="viewcode-block" id="unique_inverse"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.unique_inverse.html#dpctl.tensor.unique_inverse">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">unique_inverse</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;unique_inverse</span>
-
-<span class="sd">    Returns the unique elements of an input array x and the indices from the</span>
-<span class="sd">    set of unique elements that reconstruct `x`.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x (usm_ndarray):</span>
-<span class="sd">            input array. Inputs with more than one dimension are flattened.</span>
-<span class="sd">    Returns:</span>
-<span class="sd">        tuple[usm_ndarray, usm_ndarray]</span>
-<span class="sd">            a namedtuple `(values, inverse_indices)` whose</span>
-
-<span class="sd">            * first element has the field name `values` and is an array</span>
-<span class="sd">              containing the unique elements of `x`. The array has the same</span>
-<span class="sd">              data type as `x`.</span>
-<span class="sd">            * second element has the field name `inverse_indices` and is an</span>
-<span class="sd">              array containing the indices of values that reconstruct `x`.</span>
-<span class="sd">              The array has the same shape as `x` and has the default array</span>
-<span class="sd">              index data type.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected dpctl.tensor.usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-    <span class="n">array_api_dev</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">device</span>
-    <span class="n">exec_q</span> <span class="o">=</span> <span class="n">array_api_dev</span><span class="o">.</span><span class="n">sycl_queue</span>
-    <span class="n">x_usm_type</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">usm_type</span>
-    <span class="n">ind_dt</span> <span class="o">=</span> <span class="n">default_device_index_type</span><span class="p">(</span><span class="n">exec_q</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">x</span><span class="o">.</span><span class="n">ndim</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
-        <span class="n">fx</span> <span class="o">=</span> <span class="n">x</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">fx</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">size</span><span class="p">,),</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">)</span>
-    <span class="n">sorting_ids</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">fx</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">ind_dt</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">)</span>
-    <span class="n">unsorting_ids</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">sorting_ids</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">ind_dt</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">fx</span><span class="o">.</span><span class="n">size</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">UniqueInverseResult</span><span class="p">(</span><span class="n">fx</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">unsorting_ids</span><span class="p">,</span> <span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">))</span>
-
-    <span class="n">_manager</span> <span class="o">=</span> <span class="n">du</span><span class="o">.</span><span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">exec_q</span><span class="p">]</span>
-    <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-    <span class="k">if</span> <span class="n">fx</span><span class="o">.</span><span class="n">flags</span><span class="o">.</span><span class="n">c_contiguous</span><span class="p">:</span>
-        <span class="n">ht_ev</span><span class="p">,</span> <span class="n">sort_ev</span> <span class="o">=</span> <span class="n">_argsort_ascending</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">fx</span><span class="p">,</span>
-            <span class="n">trailing_dims_to_sort</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
-            <span class="n">dst</span><span class="o">=</span><span class="n">sorting_ids</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-            <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span><span class="p">,</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">sort_ev</span><span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">tmp</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">fx</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">)</span>
-        <span class="n">ht_ev</span><span class="p">,</span> <span class="n">copy_ev</span> <span class="o">=</span> <span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">fx</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">tmp</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">copy_ev</span><span class="p">)</span>
-        <span class="n">ht_ev</span><span class="p">,</span> <span class="n">sort_ev</span> <span class="o">=</span> <span class="n">_argsort_ascending</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">tmp</span><span class="p">,</span>
-            <span class="n">trailing_dims_to_sort</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
-            <span class="n">dst</span><span class="o">=</span><span class="n">sorting_ids</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-            <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">copy_ev</span><span class="p">],</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">sort_ev</span><span class="p">)</span>
-    <span class="n">ht_ev</span><span class="p">,</span> <span class="n">argsort_ev</span> <span class="o">=</span> <span class="n">_argsort_ascending</span><span class="p">(</span>
-        <span class="n">src</span><span class="o">=</span><span class="n">sorting_ids</span><span class="p">,</span>
-        <span class="n">trailing_dims_to_sort</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
-        <span class="n">dst</span><span class="o">=</span><span class="n">unsorting_ids</span><span class="p">,</span>
-        <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-        <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">sort_ev</span><span class="p">],</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">argsort_ev</span><span class="p">)</span>
-    <span class="n">s</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">fx</span><span class="p">)</span>
-    <span class="c1"># s = fx[sorting_ids]</span>
-    <span class="n">ht_ev</span><span class="p">,</span> <span class="n">take_ev</span> <span class="o">=</span> <span class="n">_take</span><span class="p">(</span>
-        <span class="n">src</span><span class="o">=</span><span class="n">fx</span><span class="p">,</span>
-        <span class="n">ind</span><span class="o">=</span><span class="p">(</span><span class="n">sorting_ids</span><span class="p">,),</span>
-        <span class="n">dst</span><span class="o">=</span><span class="n">s</span><span class="p">,</span>
-        <span class="n">axis_start</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span>
-        <span class="n">mode</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span>
-        <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-        <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">sort_ev</span><span class="p">],</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">take_ev</span><span class="p">)</span>
-    <span class="n">unique_mask</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span><span class="n">fx</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="s2">&quot;?&quot;</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">)</span>
-    <span class="n">ht_ev</span><span class="p">,</span> <span class="n">uneq_ev</span> <span class="o">=</span> <span class="n">_not_equal</span><span class="p">(</span>
-        <span class="n">src1</span><span class="o">=</span><span class="n">s</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">],</span>
-        <span class="n">src2</span><span class="o">=</span><span class="n">s</span><span class="p">[</span><span class="mi">1</span><span class="p">:],</span>
-        <span class="n">dst</span><span class="o">=</span><span class="n">unique_mask</span><span class="p">[</span><span class="mi">1</span><span class="p">:],</span>
-        <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-        <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">take_ev</span><span class="p">],</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">uneq_ev</span><span class="p">)</span>
-    <span class="c1"># no dependency</span>
-    <span class="n">ht_ev</span><span class="p">,</span> <span class="n">one_ev</span> <span class="o">=</span> <span class="n">_full_usm_ndarray</span><span class="p">(</span>
-        <span class="n">fill_value</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">unique_mask</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">one_ev</span><span class="p">)</span>
-    <span class="n">cumsum</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span><span class="n">unique_mask</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">dpt</span><span class="o">.</span><span class="n">int64</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">)</span>
-    <span class="c1"># synchronizing call</span>
-    <span class="n">n_uniques</span> <span class="o">=</span> <span class="n">mask_positions</span><span class="p">(</span>
-        <span class="n">unique_mask</span><span class="p">,</span> <span class="n">cumsum</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">uneq_ev</span><span class="p">,</span> <span class="n">one_ev</span><span class="p">]</span>
-    <span class="p">)</span>
-    <span class="k">if</span> <span class="n">n_uniques</span> <span class="o">==</span> <span class="n">fx</span><span class="o">.</span><span class="n">size</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">UniqueInverseResult</span><span class="p">(</span><span class="n">s</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">unsorting_ids</span><span class="p">,</span> <span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">))</span>
-    <span class="n">unique_vals</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-        <span class="n">n_uniques</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">x</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="n">x_usm_type</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span>
-    <span class="p">)</span>
-    <span class="n">ht_ev</span><span class="p">,</span> <span class="n">uv_ev</span> <span class="o">=</span> <span class="n">_extract</span><span class="p">(</span>
-        <span class="n">src</span><span class="o">=</span><span class="n">s</span><span class="p">,</span>
-        <span class="n">cumsum</span><span class="o">=</span><span class="n">cumsum</span><span class="p">,</span>
-        <span class="n">axis_start</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span>
-        <span class="n">axis_end</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
-        <span class="n">dst</span><span class="o">=</span><span class="n">unique_vals</span><span class="p">,</span>
-        <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">uv_ev</span><span class="p">)</span>
-    <span class="n">cum_unique_counts</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-        <span class="n">n_uniques</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">ind_dt</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="n">x_usm_type</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span>
-    <span class="p">)</span>
-    <span class="n">idx</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">size</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">ind_dt</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">)</span>
-    <span class="n">ht_ev</span><span class="p">,</span> <span class="n">id_ev</span> <span class="o">=</span> <span class="n">_linspace_step</span><span class="p">(</span><span class="n">start</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">dt</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">idx</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">id_ev</span><span class="p">)</span>
-    <span class="n">ht_ev</span><span class="p">,</span> <span class="n">extr_ev</span> <span class="o">=</span> <span class="n">_extract</span><span class="p">(</span>
-        <span class="n">src</span><span class="o">=</span><span class="n">idx</span><span class="p">,</span>
-        <span class="n">cumsum</span><span class="o">=</span><span class="n">cumsum</span><span class="p">,</span>
-        <span class="n">axis_start</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span>
-        <span class="n">axis_end</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
-        <span class="n">dst</span><span class="o">=</span><span class="n">cum_unique_counts</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">],</span>
-        <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-        <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">id_ev</span><span class="p">],</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">extr_ev</span><span class="p">)</span>
-    <span class="n">ht_ev</span><span class="p">,</span> <span class="n">set_ev</span> <span class="o">=</span> <span class="n">_full_usm_ndarray</span><span class="p">(</span>
-        <span class="n">x</span><span class="o">.</span><span class="n">size</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">cum_unique_counts</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">],</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">set_ev</span><span class="p">)</span>
-    <span class="n">_counts</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">cum_unique_counts</span><span class="p">[</span><span class="mi">1</span><span class="p">:])</span>
-    <span class="n">ht_ev</span><span class="p">,</span> <span class="n">sub_ev</span> <span class="o">=</span> <span class="n">_subtract</span><span class="p">(</span>
-        <span class="n">src1</span><span class="o">=</span><span class="n">cum_unique_counts</span><span class="p">[</span><span class="mi">1</span><span class="p">:],</span>
-        <span class="n">src2</span><span class="o">=</span><span class="n">cum_unique_counts</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">],</span>
-        <span class="n">dst</span><span class="o">=</span><span class="n">_counts</span><span class="p">,</span>
-        <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-        <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">set_ev</span><span class="p">,</span> <span class="n">extr_ev</span><span class="p">],</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">sub_ev</span><span class="p">)</span>
-
-    <span class="n">inv</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">ind_dt</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">)</span>
-    <span class="n">ht_ev</span><span class="p">,</span> <span class="n">ssl_ev</span> <span class="o">=</span> <span class="n">_searchsorted_left</span><span class="p">(</span>
-        <span class="n">hay</span><span class="o">=</span><span class="n">unique_vals</span><span class="p">,</span>
-        <span class="n">needles</span><span class="o">=</span><span class="n">x</span><span class="p">,</span>
-        <span class="n">positions</span><span class="o">=</span><span class="n">inv</span><span class="p">,</span>
-        <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-        <span class="n">depends</span><span class="o">=</span><span class="p">[</span>
-            <span class="n">uv_ev</span><span class="p">,</span>
-        <span class="p">],</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">ssl_ev</span><span class="p">)</span>
-
-    <span class="k">return</span> <span class="n">UniqueInverseResult</span><span class="p">(</span><span class="n">unique_vals</span><span class="p">,</span> <span class="n">inv</span><span class="p">)</span></div>
-
-
-<div class="viewcode-block" id="unique_all"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.unique_all.html#dpctl.tensor.unique_all">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">unique_all</span><span class="p">(</span><span class="n">x</span><span class="p">:</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">UniqueAllResult</span><span class="p">:</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;unique_all(x)</span>
-
-<span class="sd">    Returns the unique elements of an input array `x`, the first occurring</span>
-<span class="sd">    indices for each unique element in `x`, the indices from the set of unique</span>
-<span class="sd">    elements that reconstruct `x`, and the corresponding counts for each</span>
-<span class="sd">    unique element in `x`.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x (usm_ndarray):</span>
-<span class="sd">            input array. Inputs with more than one dimension are flattened.</span>
-<span class="sd">    Returns:</span>
-<span class="sd">        tuple[usm_ndarray, usm_ndarray, usm_ndarray, usm_ndarray]</span>
-<span class="sd">            a namedtuple `(values, indices, inverse_indices, counts)` whose</span>
-
-<span class="sd">            * first element has the field name `values` and is an array</span>
-<span class="sd">              containing the unique elements of `x`. The array has the same</span>
-<span class="sd">              data type as `x`.</span>
-<span class="sd">            * second element has the field name `indices` and is an array</span>
-<span class="sd">              the indices (of first occurrences) of `x` that result in</span>
-<span class="sd">              `values`. The array has the same shape as `values` and has the</span>
-<span class="sd">              default array index data type.</span>
-<span class="sd">            * third element has the field name `inverse_indices` and is an</span>
-<span class="sd">              array containing the indices of values that reconstruct `x`.</span>
-<span class="sd">              The array has the same shape as `x` and has the default array</span>
-<span class="sd">              index data type.</span>
-<span class="sd">            * fourth element has the field name `counts` and is an array</span>
-<span class="sd">              containing the number of times each unique element occurs in `x`.</span>
-<span class="sd">              This array has the same shape as `values` and has the default</span>
-<span class="sd">              array index data type.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected dpctl.tensor.usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-    <span class="n">array_api_dev</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">device</span>
-    <span class="n">exec_q</span> <span class="o">=</span> <span class="n">array_api_dev</span><span class="o">.</span><span class="n">sycl_queue</span>
-    <span class="n">x_usm_type</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">usm_type</span>
-    <span class="n">ind_dt</span> <span class="o">=</span> <span class="n">default_device_index_type</span><span class="p">(</span><span class="n">exec_q</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">x</span><span class="o">.</span><span class="n">ndim</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
-        <span class="n">fx</span> <span class="o">=</span> <span class="n">x</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">fx</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">size</span><span class="p">,),</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">)</span>
-    <span class="n">sorting_ids</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">fx</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">ind_dt</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">)</span>
-    <span class="n">unsorting_ids</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">sorting_ids</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">ind_dt</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">fx</span><span class="o">.</span><span class="n">size</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
-        <span class="c1"># original array contains no data</span>
-        <span class="c1"># so it can be safely returned as values</span>
-        <span class="k">return</span> <span class="n">UniqueAllResult</span><span class="p">(</span>
-            <span class="n">fx</span><span class="p">,</span>
-            <span class="n">sorting_ids</span><span class="p">,</span>
-            <span class="n">dpt</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">unsorting_ids</span><span class="p">,</span> <span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">),</span>
-            <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">fx</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">ind_dt</span><span class="p">),</span>
-        <span class="p">)</span>
-    <span class="n">_manager</span> <span class="o">=</span> <span class="n">du</span><span class="o">.</span><span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">exec_q</span><span class="p">]</span>
-    <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-    <span class="k">if</span> <span class="n">fx</span><span class="o">.</span><span class="n">flags</span><span class="o">.</span><span class="n">c_contiguous</span><span class="p">:</span>
-        <span class="n">ht_ev</span><span class="p">,</span> <span class="n">sort_ev</span> <span class="o">=</span> <span class="n">_argsort_ascending</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">fx</span><span class="p">,</span>
-            <span class="n">trailing_dims_to_sort</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
-            <span class="n">dst</span><span class="o">=</span><span class="n">sorting_ids</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-            <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span><span class="p">,</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">sort_ev</span><span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">tmp</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">fx</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">)</span>
-        <span class="n">ht_ev</span><span class="p">,</span> <span class="n">copy_ev</span> <span class="o">=</span> <span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">fx</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">tmp</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">copy_ev</span><span class="p">)</span>
-        <span class="n">ht_ev</span><span class="p">,</span> <span class="n">sort_ev</span> <span class="o">=</span> <span class="n">_argsort_ascending</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">tmp</span><span class="p">,</span>
-            <span class="n">trailing_dims_to_sort</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
-            <span class="n">dst</span><span class="o">=</span><span class="n">sorting_ids</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-            <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">copy_ev</span><span class="p">],</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">sort_ev</span><span class="p">)</span>
-    <span class="n">ht_ev</span><span class="p">,</span> <span class="n">args_ev</span> <span class="o">=</span> <span class="n">_argsort_ascending</span><span class="p">(</span>
-        <span class="n">src</span><span class="o">=</span><span class="n">sorting_ids</span><span class="p">,</span>
-        <span class="n">trailing_dims_to_sort</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
-        <span class="n">dst</span><span class="o">=</span><span class="n">unsorting_ids</span><span class="p">,</span>
-        <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-        <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">sort_ev</span><span class="p">],</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">args_ev</span><span class="p">)</span>
-    <span class="n">s</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">fx</span><span class="p">)</span>
-    <span class="c1"># s = fx[sorting_ids]</span>
-    <span class="n">ht_ev</span><span class="p">,</span> <span class="n">take_ev</span> <span class="o">=</span> <span class="n">_take</span><span class="p">(</span>
-        <span class="n">src</span><span class="o">=</span><span class="n">fx</span><span class="p">,</span>
-        <span class="n">ind</span><span class="o">=</span><span class="p">(</span><span class="n">sorting_ids</span><span class="p">,),</span>
-        <span class="n">dst</span><span class="o">=</span><span class="n">s</span><span class="p">,</span>
-        <span class="n">axis_start</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span>
-        <span class="n">mode</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span>
-        <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-        <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">sort_ev</span><span class="p">],</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">take_ev</span><span class="p">)</span>
-    <span class="n">unique_mask</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span><span class="n">fx</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="s2">&quot;?&quot;</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">)</span>
-    <span class="n">ht_ev</span><span class="p">,</span> <span class="n">uneq_ev</span> <span class="o">=</span> <span class="n">_not_equal</span><span class="p">(</span>
-        <span class="n">src1</span><span class="o">=</span><span class="n">s</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">],</span>
-        <span class="n">src2</span><span class="o">=</span><span class="n">s</span><span class="p">[</span><span class="mi">1</span><span class="p">:],</span>
-        <span class="n">dst</span><span class="o">=</span><span class="n">unique_mask</span><span class="p">[</span><span class="mi">1</span><span class="p">:],</span>
-        <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-        <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">take_ev</span><span class="p">],</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">uneq_ev</span><span class="p">)</span>
-    <span class="n">ht_ev</span><span class="p">,</span> <span class="n">one_ev</span> <span class="o">=</span> <span class="n">_full_usm_ndarray</span><span class="p">(</span>
-        <span class="n">fill_value</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">unique_mask</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">one_ev</span><span class="p">)</span>
-    <span class="n">cumsum</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span><span class="n">unique_mask</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">dpt</span><span class="o">.</span><span class="n">int64</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">)</span>
-    <span class="c1"># synchronizing call</span>
-    <span class="n">n_uniques</span> <span class="o">=</span> <span class="n">mask_positions</span><span class="p">(</span>
-        <span class="n">unique_mask</span><span class="p">,</span> <span class="n">cumsum</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">uneq_ev</span><span class="p">,</span> <span class="n">one_ev</span><span class="p">]</span>
-    <span class="p">)</span>
-    <span class="k">if</span> <span class="n">n_uniques</span> <span class="o">==</span> <span class="n">fx</span><span class="o">.</span><span class="n">size</span><span class="p">:</span>
-        <span class="n">_counts</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">ones</span><span class="p">(</span>
-            <span class="n">n_uniques</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">ind_dt</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="n">x_usm_type</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span>
-        <span class="p">)</span>
-        <span class="k">return</span> <span class="n">UniqueAllResult</span><span class="p">(</span>
-            <span class="n">s</span><span class="p">,</span>
-            <span class="n">sorting_ids</span><span class="p">,</span>
-            <span class="n">dpt</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">unsorting_ids</span><span class="p">,</span> <span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">),</span>
-            <span class="n">_counts</span><span class="p">,</span>
-        <span class="p">)</span>
-    <span class="n">unique_vals</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-        <span class="n">n_uniques</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">x</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="n">x_usm_type</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span>
-    <span class="p">)</span>
-    <span class="n">ht_ev</span><span class="p">,</span> <span class="n">uv_ev</span> <span class="o">=</span> <span class="n">_extract</span><span class="p">(</span>
-        <span class="n">src</span><span class="o">=</span><span class="n">s</span><span class="p">,</span>
-        <span class="n">cumsum</span><span class="o">=</span><span class="n">cumsum</span><span class="p">,</span>
-        <span class="n">axis_start</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span>
-        <span class="n">axis_end</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
-        <span class="n">dst</span><span class="o">=</span><span class="n">unique_vals</span><span class="p">,</span>
-        <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">uv_ev</span><span class="p">)</span>
-    <span class="n">cum_unique_counts</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-        <span class="n">n_uniques</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">ind_dt</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="n">x_usm_type</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span>
-    <span class="p">)</span>
-    <span class="n">idx</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">size</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">ind_dt</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">)</span>
-    <span class="n">ht_ev</span><span class="p">,</span> <span class="n">id_ev</span> <span class="o">=</span> <span class="n">_linspace_step</span><span class="p">(</span><span class="n">start</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">dt</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">idx</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">id_ev</span><span class="p">)</span>
-    <span class="n">ht_ev</span><span class="p">,</span> <span class="n">extr_ev</span> <span class="o">=</span> <span class="n">_extract</span><span class="p">(</span>
-        <span class="n">src</span><span class="o">=</span><span class="n">idx</span><span class="p">,</span>
-        <span class="n">cumsum</span><span class="o">=</span><span class="n">cumsum</span><span class="p">,</span>
-        <span class="n">axis_start</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span>
-        <span class="n">axis_end</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
-        <span class="n">dst</span><span class="o">=</span><span class="n">cum_unique_counts</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">],</span>
-        <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-        <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">id_ev</span><span class="p">],</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">extr_ev</span><span class="p">)</span>
-    <span class="n">ht_ev</span><span class="p">,</span> <span class="n">set_ev</span> <span class="o">=</span> <span class="n">_full_usm_ndarray</span><span class="p">(</span>
-        <span class="n">x</span><span class="o">.</span><span class="n">size</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">cum_unique_counts</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">],</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">set_ev</span><span class="p">)</span>
-    <span class="n">_counts</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">cum_unique_counts</span><span class="p">[</span><span class="mi">1</span><span class="p">:])</span>
-    <span class="n">ht_ev</span><span class="p">,</span> <span class="n">sub_ev</span> <span class="o">=</span> <span class="n">_subtract</span><span class="p">(</span>
-        <span class="n">src1</span><span class="o">=</span><span class="n">cum_unique_counts</span><span class="p">[</span><span class="mi">1</span><span class="p">:],</span>
-        <span class="n">src2</span><span class="o">=</span><span class="n">cum_unique_counts</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">],</span>
-        <span class="n">dst</span><span class="o">=</span><span class="n">_counts</span><span class="p">,</span>
-        <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-        <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">set_ev</span><span class="p">,</span> <span class="n">extr_ev</span><span class="p">],</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">sub_ev</span><span class="p">)</span>
-
-    <span class="n">inv</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">ind_dt</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">)</span>
-    <span class="n">ht_ev</span><span class="p">,</span> <span class="n">ssl_ev</span> <span class="o">=</span> <span class="n">_searchsorted_left</span><span class="p">(</span>
-        <span class="n">hay</span><span class="o">=</span><span class="n">unique_vals</span><span class="p">,</span>
-        <span class="n">needles</span><span class="o">=</span><span class="n">x</span><span class="p">,</span>
-        <span class="n">positions</span><span class="o">=</span><span class="n">inv</span><span class="p">,</span>
-        <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-        <span class="n">depends</span><span class="o">=</span><span class="p">[</span>
-            <span class="n">uv_ev</span><span class="p">,</span>
-        <span class="p">],</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">ssl_ev</span><span class="p">)</span>
-    <span class="k">return</span> <span class="n">UniqueAllResult</span><span class="p">(</span>
-        <span class="n">unique_vals</span><span class="p">,</span>
-        <span class="n">sorting_ids</span><span class="p">[</span><span class="n">cum_unique_counts</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">]],</span>
-        <span class="n">inv</span><span class="p">,</span>
-        <span class="n">_counts</span><span class="p">,</span>
-    <span class="p">)</span></div>
-</pre></div>
-        </article>
-      </div>
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diff --git a/pulls/1961/_modules/dpctl/tensor/_sorting.html b/pulls/1961/_modules/dpctl/tensor/_sorting.html
deleted file mode 100644
index 34fed2f569..0000000000
--- a/pulls/1961/_modules/dpctl/tensor/_sorting.html
+++ /dev/null
@@ -1,1253 +0,0 @@
-<!doctype html>
-<html class="no-js" lang="en" data-content_root="">
-  <head><meta charset="utf-8"/>
-    <meta name="viewport" content="width=device-width,initial-scale=1"/>
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-<li class="toctree-l2 has-children"><a class="reference internal" href="../../../api_reference/libsyclinterface/index.html">C Library SyclInterface</a><input class="toctree-checkbox" id="toctree-checkbox-32" name="toctree-checkbox-32" role="switch" type="checkbox"/><label for="toctree-checkbox-32"><div class="visually-hidden">Toggle navigation of C Library SyclInterface</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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-</ul>
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-<li class="toctree-l7 has-children"><a class="reference internal" href="../../../api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_accelerator_selector.html">class dpctl::syclinterface::dpctl_accelerator_selector</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of class dpctl::syclinterface::dpctl_accelerator_selector</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
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-<li class="toctree-l5"><a class="reference internal" href="../../../api_reference/libsyclinterface/generated/enum_DPCTLGlobalMemCacheType.html">enum DPCTLGlobalMemCacheType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../../../api_reference/libsyclinterface/generated/enum_DPCTLKernelArgType.html">enum DPCTLKernelArgType</a></li>
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-<li class="toctree-l5"><a class="reference internal" href="../../../api_reference/libsyclinterface/generated/enum_DPCTLQueuePropertyType.html">enum DPCTLQueuePropertyType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../../../api_reference/libsyclinterface/generated/enum_DPCTLSyclAspectType.html">enum DPCTLSyclAspectType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../../../api_reference/libsyclinterface/generated/enum_DPCTLSyclBackendType.html">enum DPCTLSyclBackendType</a></li>
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-<li class="toctree-l5 has-children"><a class="reference internal" href="../../../api_reference/libsyclinterface/generated/struct_MDLocalAccessorTy.html">struct MDLocalAccessorTy</a><input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" role="switch" type="checkbox"/><label for="toctree-checkbox-45"><div class="visually-hidden">Toggle navigation of struct MDLocalAccessorTy</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
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-          <h1>Source code for dpctl.tensor._sorting</h1><div class="highlight"><pre>
-<span></span><span class="c1">#                       Data Parallel Control (dpctl)</span>
-<span class="c1">#</span>
-<span class="c1">#  Copyright 2020-2025 Intel Corporation</span>
-<span class="c1">#</span>
-<span class="c1">#  Licensed under the Apache License, Version 2.0 (the &quot;License&quot;);</span>
-<span class="c1">#  you may not use this file except in compliance with the License.</span>
-<span class="c1">#  You may obtain a copy of the License at</span>
-<span class="c1">#</span>
-<span class="c1">#     http://www.apache.org/licenses/LICENSE-2.0</span>
-<span class="c1">#</span>
-<span class="c1">#  Unless required by applicable law or agreed to in writing, software</span>
-<span class="c1">#  distributed under the License is distributed on an &quot;AS IS&quot; BASIS,</span>
-<span class="c1">#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.</span>
-<span class="c1">#  See the License for the specific language governing permissions and</span>
-<span class="c1">#  limitations under the License.</span>
-
-<span class="kn">import</span><span class="w"> </span><span class="nn">operator</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">typing</span><span class="w"> </span><span class="kn">import</span> <span class="n">NamedTuple</span>
-
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.tensor</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">dpt</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.tensor._tensor_impl</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">ti</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.utils</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">du</span>
-
-<span class="kn">from</span><span class="w"> </span><span class="nn">._numpy_helper</span><span class="w"> </span><span class="kn">import</span> <span class="n">normalize_axis_index</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">._tensor_sorting_impl</span><span class="w"> </span><span class="kn">import</span> <span class="p">(</span>
-    <span class="n">_argsort_ascending</span><span class="p">,</span>
-    <span class="n">_argsort_descending</span><span class="p">,</span>
-    <span class="n">_radix_argsort_ascending</span><span class="p">,</span>
-    <span class="n">_radix_argsort_descending</span><span class="p">,</span>
-    <span class="n">_radix_sort_ascending</span><span class="p">,</span>
-    <span class="n">_radix_sort_descending</span><span class="p">,</span>
-    <span class="n">_radix_sort_dtype_supported</span><span class="p">,</span>
-    <span class="n">_sort_ascending</span><span class="p">,</span>
-    <span class="n">_sort_descending</span><span class="p">,</span>
-    <span class="n">_topk</span><span class="p">,</span>
-<span class="p">)</span>
-
-<span class="n">__all__</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;sort&quot;</span><span class="p">,</span> <span class="s2">&quot;argsort&quot;</span><span class="p">]</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_get_mergesort_impl_fn</span><span class="p">(</span><span class="n">descending</span><span class="p">):</span>
-    <span class="k">return</span> <span class="n">_sort_descending</span> <span class="k">if</span> <span class="n">descending</span> <span class="k">else</span> <span class="n">_sort_ascending</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_get_radixsort_impl_fn</span><span class="p">(</span><span class="n">descending</span><span class="p">):</span>
-    <span class="k">return</span> <span class="n">_radix_sort_descending</span> <span class="k">if</span> <span class="n">descending</span> <span class="k">else</span> <span class="n">_radix_sort_ascending</span>
-
-
-<div class="viewcode-block" id="sort"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.sort.html#dpctl.tensor.sort">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">sort</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="o">/</span><span class="p">,</span> <span class="o">*</span><span class="p">,</span> <span class="n">axis</span><span class="o">=-</span><span class="mi">1</span><span class="p">,</span> <span class="n">descending</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">stable</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">kind</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;sort(x, axis=-1, descending=False, stable=True)</span>
-
-<span class="sd">    Returns a sorted copy of an input array `x`.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x (usm_ndarray):</span>
-<span class="sd">            input array.</span>
-<span class="sd">        axis (Optional[int]):</span>
-<span class="sd">            axis along which to sort. If set to `-1`, the function</span>
-<span class="sd">            must sort along the last axis. Default: `-1`.</span>
-<span class="sd">        descending (Optional[bool]):</span>
-<span class="sd">            sort order. If `True`, the array must be sorted in descending</span>
-<span class="sd">            order (by value). If `False`, the array must be sorted in</span>
-<span class="sd">            ascending order (by value). Default: `False`.</span>
-<span class="sd">        stable (Optional[bool]):</span>
-<span class="sd">            sort stability. If `True`, the returned array must maintain the</span>
-<span class="sd">            relative order of `x` values which compare as equal. If `False`,</span>
-<span class="sd">            the returned array may or may not maintain the relative order of</span>
-<span class="sd">            `x` values which compare as equal. Default: `True`.</span>
-<span class="sd">        kind (Optional[Literal[&quot;stable&quot;, &quot;mergesort&quot;, &quot;radixsort&quot;]]):</span>
-<span class="sd">            Sorting algorithm. The default is `&quot;stable&quot;`, which uses parallel</span>
-<span class="sd">            merge-sort or parallel radix-sort algorithms depending on the</span>
-<span class="sd">            array data type.</span>
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            a sorted array. The returned array has the same data type and</span>
-<span class="sd">            the same shape as the input array `x`.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="sa">f</span><span class="s2">&quot;Expected type dpctl.tensor.usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span>
-        <span class="p">)</span>
-    <span class="n">nd</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">ndim</span>
-    <span class="k">if</span> <span class="n">nd</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
-        <span class="n">axis</span> <span class="o">=</span> <span class="n">normalize_axis_index</span><span class="p">(</span><span class="n">axis</span><span class="p">,</span> <span class="n">ndim</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">msg_prefix</span><span class="o">=</span><span class="s2">&quot;axis&quot;</span><span class="p">)</span>
-        <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">axis</span> <span class="o">=</span> <span class="n">normalize_axis_index</span><span class="p">(</span><span class="n">axis</span><span class="p">,</span> <span class="n">ndim</span><span class="o">=</span><span class="n">nd</span><span class="p">,</span> <span class="n">msg_prefix</span><span class="o">=</span><span class="s2">&quot;axis&quot;</span><span class="p">)</span>
-    <span class="n">a1</span> <span class="o">=</span> <span class="n">axis</span> <span class="o">+</span> <span class="mi">1</span>
-    <span class="k">if</span> <span class="n">a1</span> <span class="o">==</span> <span class="n">nd</span><span class="p">:</span>
-        <span class="n">perm</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="n">nd</span><span class="p">))</span>
-        <span class="n">arr</span> <span class="o">=</span> <span class="n">x</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">perm</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">nd</span><span class="p">)</span> <span class="k">if</span> <span class="n">i</span> <span class="o">!=</span> <span class="n">axis</span><span class="p">]</span> <span class="o">+</span> <span class="p">[</span>
-            <span class="n">axis</span><span class="p">,</span>
-        <span class="p">]</span>
-        <span class="n">arr</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">permute_dims</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">perm</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">kind</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">kind</span> <span class="o">=</span> <span class="s2">&quot;stable&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">kind</span><span class="p">,</span> <span class="nb">str</span><span class="p">)</span> <span class="ow">or</span> <span class="n">kind</span> <span class="ow">not</span> <span class="ow">in</span> <span class="p">[</span>
-        <span class="s2">&quot;stable&quot;</span><span class="p">,</span>
-        <span class="s2">&quot;radixsort&quot;</span><span class="p">,</span>
-        <span class="s2">&quot;mergesort&quot;</span><span class="p">,</span>
-    <span class="p">]:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-            <span class="s2">&quot;Unsupported kind value. Expected &#39;stable&#39;, &#39;mergesort&#39;, &quot;</span>
-            <span class="sa">f</span><span class="s2">&quot;or &#39;radixsort&#39;, but got &#39;</span><span class="si">{</span><span class="n">kind</span><span class="si">}</span><span class="s2">&#39;&quot;</span>
-        <span class="p">)</span>
-    <span class="k">if</span> <span class="n">kind</span> <span class="o">==</span> <span class="s2">&quot;mergesort&quot;</span><span class="p">:</span>
-        <span class="n">impl_fn</span> <span class="o">=</span> <span class="n">_get_mergesort_impl_fn</span><span class="p">(</span><span class="n">descending</span><span class="p">)</span>
-    <span class="k">elif</span> <span class="n">kind</span> <span class="o">==</span> <span class="s2">&quot;radixsort&quot;</span><span class="p">:</span>
-        <span class="k">if</span> <span class="n">_radix_sort_dtype_supported</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">dtype</span><span class="o">.</span><span class="n">num</span><span class="p">):</span>
-            <span class="n">impl_fn</span> <span class="o">=</span> <span class="n">_get_radixsort_impl_fn</span><span class="p">(</span><span class="n">descending</span><span class="p">)</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Radix sort is not supported for </span><span class="si">{</span><span class="n">x</span><span class="o">.</span><span class="n">dtype</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">dt</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">dtype</span>
-        <span class="k">if</span> <span class="n">dt</span> <span class="ow">in</span> <span class="p">[</span><span class="n">dpt</span><span class="o">.</span><span class="n">bool</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">uint8</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">int8</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">int16</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">uint16</span><span class="p">]:</span>
-            <span class="n">impl_fn</span> <span class="o">=</span> <span class="n">_get_radixsort_impl_fn</span><span class="p">(</span><span class="n">descending</span><span class="p">)</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">impl_fn</span> <span class="o">=</span> <span class="n">_get_mergesort_impl_fn</span><span class="p">(</span><span class="n">descending</span><span class="p">)</span>
-    <span class="n">exec_q</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">sycl_queue</span>
-    <span class="n">_manager</span> <span class="o">=</span> <span class="n">du</span><span class="o">.</span><span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">exec_q</span><span class="p">]</span>
-    <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-    <span class="k">if</span> <span class="n">arr</span><span class="o">.</span><span class="n">flags</span><span class="o">.</span><span class="n">c_contiguous</span><span class="p">:</span>
-        <span class="n">res</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">arr</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">)</span>
-        <span class="n">ht_ev</span><span class="p">,</span> <span class="n">impl_ev</span> <span class="o">=</span> <span class="n">impl_fn</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">arr</span><span class="p">,</span>
-            <span class="n">trailing_dims_to_sort</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
-            <span class="n">dst</span><span class="o">=</span><span class="n">res</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-            <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span><span class="p">,</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">impl_ev</span><span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">tmp</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">arr</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">)</span>
-        <span class="n">ht_ev</span><span class="p">,</span> <span class="n">copy_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">arr</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">tmp</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">copy_ev</span><span class="p">)</span>
-        <span class="n">res</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">arr</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">)</span>
-        <span class="n">ht_ev</span><span class="p">,</span> <span class="n">impl_ev</span> <span class="o">=</span> <span class="n">impl_fn</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">tmp</span><span class="p">,</span>
-            <span class="n">trailing_dims_to_sort</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
-            <span class="n">dst</span><span class="o">=</span><span class="n">res</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-            <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">copy_ev</span><span class="p">],</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">impl_ev</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">a1</span> <span class="o">!=</span> <span class="n">nd</span><span class="p">:</span>
-        <span class="n">inv_perm</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="n">nd</span><span class="p">),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">d</span><span class="p">:</span> <span class="n">perm</span><span class="p">[</span><span class="n">d</span><span class="p">])</span>
-        <span class="n">res</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">permute_dims</span><span class="p">(</span><span class="n">res</span><span class="p">,</span> <span class="n">inv_perm</span><span class="p">)</span>
-    <span class="k">return</span> <span class="n">res</span></div>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_get_mergeargsort_impl_fn</span><span class="p">(</span><span class="n">descending</span><span class="p">):</span>
-    <span class="k">return</span> <span class="n">_argsort_descending</span> <span class="k">if</span> <span class="n">descending</span> <span class="k">else</span> <span class="n">_argsort_ascending</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_get_radixargsort_impl_fn</span><span class="p">(</span><span class="n">descending</span><span class="p">):</span>
-    <span class="k">return</span> <span class="n">_radix_argsort_descending</span> <span class="k">if</span> <span class="n">descending</span> <span class="k">else</span> <span class="n">_radix_argsort_ascending</span>
-
-
-<div class="viewcode-block" id="argsort"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.argsort.html#dpctl.tensor.argsort">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">argsort</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">axis</span><span class="o">=-</span><span class="mi">1</span><span class="p">,</span> <span class="n">descending</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">stable</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">kind</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;argsort(x, axis=-1, descending=False, stable=True)</span>
-
-<span class="sd">    Returns the indices that sort an array `x` along a specified axis.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x (usm_ndarray):</span>
-<span class="sd">            input array.</span>
-<span class="sd">        axis (Optional[int]):</span>
-<span class="sd">            axis along which to sort. If set to `-1`, the function</span>
-<span class="sd">            must sort along the last axis. Default: `-1`.</span>
-<span class="sd">        descending (Optional[bool]):</span>
-<span class="sd">            sort order. If `True`, the array must be sorted in descending</span>
-<span class="sd">            order (by value). If `False`, the array must be sorted in</span>
-<span class="sd">            ascending order (by value). Default: `False`.</span>
-<span class="sd">        stable (Optional[bool]):</span>
-<span class="sd">            sort stability. If `True`, the returned array must maintain the</span>
-<span class="sd">            relative order of `x` values which compare as equal. If `False`,</span>
-<span class="sd">            the returned array may or may not maintain the relative order of</span>
-<span class="sd">            `x` values which compare as equal. Default: `True`.</span>
-<span class="sd">        kind (Optional[Literal[&quot;stable&quot;, &quot;mergesort&quot;, &quot;radixsort&quot;]]):</span>
-<span class="sd">            Sorting algorithm. The default is `&quot;stable&quot;`, which uses parallel</span>
-<span class="sd">            merge-sort or parallel radix-sort algorithms depending on the</span>
-<span class="sd">            array data type.</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            an array of indices. The returned array has the  same shape as</span>
-<span class="sd">            the input array `x`. The return array has default array index</span>
-<span class="sd">            data type.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="sa">f</span><span class="s2">&quot;Expected type dpctl.tensor.usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span>
-        <span class="p">)</span>
-    <span class="n">nd</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">ndim</span>
-    <span class="k">if</span> <span class="n">nd</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
-        <span class="n">axis</span> <span class="o">=</span> <span class="n">normalize_axis_index</span><span class="p">(</span><span class="n">axis</span><span class="p">,</span> <span class="n">ndim</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">msg_prefix</span><span class="o">=</span><span class="s2">&quot;axis&quot;</span><span class="p">)</span>
-        <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">zeros_like</span><span class="p">(</span>
-            <span class="n">x</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">ti</span><span class="o">.</span><span class="n">default_device_index_type</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">),</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span>
-        <span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">axis</span> <span class="o">=</span> <span class="n">normalize_axis_index</span><span class="p">(</span><span class="n">axis</span><span class="p">,</span> <span class="n">ndim</span><span class="o">=</span><span class="n">nd</span><span class="p">,</span> <span class="n">msg_prefix</span><span class="o">=</span><span class="s2">&quot;axis&quot;</span><span class="p">)</span>
-    <span class="n">a1</span> <span class="o">=</span> <span class="n">axis</span> <span class="o">+</span> <span class="mi">1</span>
-    <span class="k">if</span> <span class="n">a1</span> <span class="o">==</span> <span class="n">nd</span><span class="p">:</span>
-        <span class="n">perm</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="n">nd</span><span class="p">))</span>
-        <span class="n">arr</span> <span class="o">=</span> <span class="n">x</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">perm</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">nd</span><span class="p">)</span> <span class="k">if</span> <span class="n">i</span> <span class="o">!=</span> <span class="n">axis</span><span class="p">]</span> <span class="o">+</span> <span class="p">[</span>
-            <span class="n">axis</span><span class="p">,</span>
-        <span class="p">]</span>
-        <span class="n">arr</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">permute_dims</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">perm</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">kind</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">kind</span> <span class="o">=</span> <span class="s2">&quot;stable&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">kind</span><span class="p">,</span> <span class="nb">str</span><span class="p">)</span> <span class="ow">or</span> <span class="n">kind</span> <span class="ow">not</span> <span class="ow">in</span> <span class="p">[</span>
-        <span class="s2">&quot;stable&quot;</span><span class="p">,</span>
-        <span class="s2">&quot;radixsort&quot;</span><span class="p">,</span>
-        <span class="s2">&quot;mergesort&quot;</span><span class="p">,</span>
-    <span class="p">]:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-            <span class="s2">&quot;Unsupported kind value. Expected &#39;stable&#39;, &#39;mergesort&#39;, &quot;</span>
-            <span class="sa">f</span><span class="s2">&quot;or &#39;radixsort&#39;, but got &#39;</span><span class="si">{</span><span class="n">kind</span><span class="si">}</span><span class="s2">&#39;&quot;</span>
-        <span class="p">)</span>
-    <span class="k">if</span> <span class="n">kind</span> <span class="o">==</span> <span class="s2">&quot;mergesort&quot;</span><span class="p">:</span>
-        <span class="n">impl_fn</span> <span class="o">=</span> <span class="n">_get_mergeargsort_impl_fn</span><span class="p">(</span><span class="n">descending</span><span class="p">)</span>
-    <span class="k">elif</span> <span class="n">kind</span> <span class="o">==</span> <span class="s2">&quot;radixsort&quot;</span><span class="p">:</span>
-        <span class="k">if</span> <span class="n">_radix_sort_dtype_supported</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">dtype</span><span class="o">.</span><span class="n">num</span><span class="p">):</span>
-            <span class="n">impl_fn</span> <span class="o">=</span> <span class="n">_get_radixargsort_impl_fn</span><span class="p">(</span><span class="n">descending</span><span class="p">)</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Radix sort is not supported for </span><span class="si">{</span><span class="n">x</span><span class="o">.</span><span class="n">dtype</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">dt</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">dtype</span>
-        <span class="k">if</span> <span class="n">dt</span> <span class="ow">in</span> <span class="p">[</span><span class="n">dpt</span><span class="o">.</span><span class="n">bool</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">uint8</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">int8</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">int16</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">uint16</span><span class="p">]:</span>
-            <span class="n">impl_fn</span> <span class="o">=</span> <span class="n">_get_radixargsort_impl_fn</span><span class="p">(</span><span class="n">descending</span><span class="p">)</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">impl_fn</span> <span class="o">=</span> <span class="n">_get_mergeargsort_impl_fn</span><span class="p">(</span><span class="n">descending</span><span class="p">)</span>
-    <span class="n">exec_q</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">sycl_queue</span>
-    <span class="n">_manager</span> <span class="o">=</span> <span class="n">du</span><span class="o">.</span><span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">exec_q</span><span class="p">]</span>
-    <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-    <span class="n">index_dt</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">default_device_index_type</span><span class="p">(</span><span class="n">exec_q</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">arr</span><span class="o">.</span><span class="n">flags</span><span class="o">.</span><span class="n">c_contiguous</span><span class="p">:</span>
-        <span class="n">res</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">arr</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">index_dt</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">)</span>
-        <span class="n">ht_ev</span><span class="p">,</span> <span class="n">impl_ev</span> <span class="o">=</span> <span class="n">impl_fn</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">arr</span><span class="p">,</span>
-            <span class="n">trailing_dims_to_sort</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
-            <span class="n">dst</span><span class="o">=</span><span class="n">res</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-            <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span><span class="p">,</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">impl_ev</span><span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">tmp</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">arr</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">)</span>
-        <span class="n">ht_ev</span><span class="p">,</span> <span class="n">copy_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">arr</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">tmp</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">copy_ev</span><span class="p">)</span>
-        <span class="n">res</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">arr</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">index_dt</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">)</span>
-        <span class="n">ht_ev</span><span class="p">,</span> <span class="n">impl_ev</span> <span class="o">=</span> <span class="n">impl_fn</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">tmp</span><span class="p">,</span>
-            <span class="n">trailing_dims_to_sort</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
-            <span class="n">dst</span><span class="o">=</span><span class="n">res</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-            <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">copy_ev</span><span class="p">],</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">impl_ev</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">a1</span> <span class="o">!=</span> <span class="n">nd</span><span class="p">:</span>
-        <span class="n">inv_perm</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="n">nd</span><span class="p">),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">d</span><span class="p">:</span> <span class="n">perm</span><span class="p">[</span><span class="n">d</span><span class="p">])</span>
-        <span class="n">res</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">permute_dims</span><span class="p">(</span><span class="n">res</span><span class="p">,</span> <span class="n">inv_perm</span><span class="p">)</span>
-    <span class="k">return</span> <span class="n">res</span></div>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_get_top_k_largest</span><span class="p">(</span><span class="n">mode</span><span class="p">):</span>
-    <span class="n">modes</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;largest&quot;</span><span class="p">:</span> <span class="kc">True</span><span class="p">,</span> <span class="s2">&quot;smallest&quot;</span><span class="p">:</span> <span class="kc">False</span><span class="p">}</span>
-    <span class="k">try</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">modes</span><span class="p">[</span><span class="n">mode</span><span class="p">]</span>
-    <span class="k">except</span> <span class="ne">KeyError</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-            <span class="sa">f</span><span class="s2">&quot;`mode` must be `largest` or `smallest`. Got `</span><span class="si">{</span><span class="n">mode</span><span class="si">}</span><span class="s2">`.&quot;</span>
-        <span class="p">)</span>
-
-
-<span class="k">class</span><span class="w"> </span><span class="nc">TopKResult</span><span class="p">(</span><span class="n">NamedTuple</span><span class="p">):</span>
-    <span class="n">values</span><span class="p">:</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span>
-    <span class="n">indices</span><span class="p">:</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span>
-
-
-<div class="viewcode-block" id="top_k"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.top_k.html#dpctl.tensor.top_k">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">top_k</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">k</span><span class="p">,</span> <span class="o">/</span><span class="p">,</span> <span class="o">*</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">mode</span><span class="o">=</span><span class="s2">&quot;largest&quot;</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;top_k(x, k, axis=None, mode=&quot;largest&quot;)</span>
-
-<span class="sd">    Returns the `k` largest or smallest values and their indices in the input</span>
-<span class="sd">    array `x` along the specified axis `axis`.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x (usm_ndarray):</span>
-<span class="sd">            input array.</span>
-<span class="sd">        k (int):</span>
-<span class="sd">            number of elements to find. Must be a positive integer value.</span>
-<span class="sd">        axis (Optional[int]):</span>
-<span class="sd">            axis along which to search. If `None`, the search will be performed</span>
-<span class="sd">            over the flattened array. Default: ``None``.</span>
-<span class="sd">        mode (Literal[&quot;largest&quot;, &quot;smallest&quot;]):</span>
-<span class="sd">            search mode. Must be one of the following modes:</span>
-
-<span class="sd">            - `&quot;largest&quot;`: return the `k` largest elements.</span>
-<span class="sd">            - `&quot;smallest&quot;`: return the `k` smallest elements.</span>
-
-<span class="sd">            Default: `&quot;largest&quot;`.</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        tuple[usm_ndarray, usm_ndarray]</span>
-<span class="sd">            a namedtuple `(values, indices)` whose</span>
-
-<span class="sd">            * first element `values` will be an array containing the `k`</span>
-<span class="sd">              largest or smallest elements of `x`. The array has the same data</span>
-<span class="sd">              type as `x`. If `axis` was `None`, `values` will be a</span>
-<span class="sd">              one-dimensional array with shape `(k,)` and otherwise, `values`</span>
-<span class="sd">              will have shape `x.shape[:axis] + (k,) + x.shape[axis+1:]`</span>
-<span class="sd">            * second element `indices` will be an array containing indices of</span>
-<span class="sd">              `x` that result in `values`. The array will have the same shape</span>
-<span class="sd">              as `values` and will have the default array index data type.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="n">largest</span> <span class="o">=</span> <span class="n">_get_top_k_largest</span><span class="p">(</span><span class="n">mode</span><span class="p">)</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="sa">f</span><span class="s2">&quot;Expected type dpctl.tensor.usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span>
-        <span class="p">)</span>
-
-    <span class="n">k</span> <span class="o">=</span> <span class="n">operator</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">k</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">k</span> <span class="o">&lt;</span> <span class="mi">0</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;`k` must be a positive integer value&quot;</span><span class="p">)</span>
-
-    <span class="n">nd</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">ndim</span>
-    <span class="k">if</span> <span class="n">axis</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">sz</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">size</span>
-        <span class="k">if</span> <span class="n">nd</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
-            <span class="k">if</span> <span class="n">k</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
-                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;`k`=</span><span class="si">{</span><span class="n">k</span><span class="si">}</span><span class="s2"> is out of bounds 1&quot;</span><span class="p">)</span>
-            <span class="k">return</span> <span class="n">TopKResult</span><span class="p">(</span>
-                <span class="n">dpt</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">),</span>
-                <span class="n">dpt</span><span class="o">.</span><span class="n">zeros_like</span><span class="p">(</span>
-                    <span class="n">x</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">ti</span><span class="o">.</span><span class="n">default_device_index_type</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">)</span>
-                <span class="p">),</span>
-            <span class="p">)</span>
-        <span class="n">arr</span> <span class="o">=</span> <span class="n">x</span>
-        <span class="n">n_search_dims</span> <span class="o">=</span> <span class="kc">None</span>
-        <span class="n">res_sh</span> <span class="o">=</span> <span class="n">k</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">axis</span> <span class="o">=</span> <span class="n">normalize_axis_index</span><span class="p">(</span><span class="n">axis</span><span class="p">,</span> <span class="n">ndim</span><span class="o">=</span><span class="n">nd</span><span class="p">,</span> <span class="n">msg_prefix</span><span class="o">=</span><span class="s2">&quot;axis&quot;</span><span class="p">)</span>
-        <span class="n">sz</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="n">axis</span><span class="p">]</span>
-        <span class="n">a1</span> <span class="o">=</span> <span class="n">axis</span> <span class="o">+</span> <span class="mi">1</span>
-        <span class="k">if</span> <span class="n">a1</span> <span class="o">==</span> <span class="n">nd</span><span class="p">:</span>
-            <span class="n">perm</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="n">nd</span><span class="p">))</span>
-            <span class="n">arr</span> <span class="o">=</span> <span class="n">x</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">perm</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">nd</span><span class="p">)</span> <span class="k">if</span> <span class="n">i</span> <span class="o">!=</span> <span class="n">axis</span><span class="p">]</span> <span class="o">+</span> <span class="p">[</span>
-                <span class="n">axis</span><span class="p">,</span>
-            <span class="p">]</span>
-            <span class="n">arr</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">permute_dims</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">perm</span><span class="p">)</span>
-        <span class="n">n_search_dims</span> <span class="o">=</span> <span class="mi">1</span>
-        <span class="n">res_sh</span> <span class="o">=</span> <span class="n">arr</span><span class="o">.</span><span class="n">shape</span><span class="p">[:</span> <span class="n">nd</span> <span class="o">-</span> <span class="mi">1</span><span class="p">]</span> <span class="o">+</span> <span class="p">(</span><span class="n">k</span><span class="p">,)</span>
-
-    <span class="k">if</span> <span class="n">k</span> <span class="o">&gt;</span> <span class="n">sz</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;`k`=</span><span class="si">{</span><span class="n">k</span><span class="si">}</span><span class="s2"> is out of bounds </span><span class="si">{</span><span class="n">sz</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-
-    <span class="n">exec_q</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">sycl_queue</span>
-    <span class="n">_manager</span> <span class="o">=</span> <span class="n">du</span><span class="o">.</span><span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">exec_q</span><span class="p">]</span>
-    <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-
-    <span class="n">res_usm_type</span> <span class="o">=</span> <span class="n">arr</span><span class="o">.</span><span class="n">usm_type</span>
-    <span class="k">if</span> <span class="n">arr</span><span class="o">.</span><span class="n">flags</span><span class="o">.</span><span class="n">c_contiguous</span><span class="p">:</span>
-        <span class="n">vals</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-            <span class="n">res_sh</span><span class="p">,</span>
-            <span class="n">dtype</span><span class="o">=</span><span class="n">arr</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span>
-            <span class="n">usm_type</span><span class="o">=</span><span class="n">res_usm_type</span><span class="p">,</span>
-            <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-        <span class="p">)</span>
-        <span class="n">inds</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-            <span class="n">res_sh</span><span class="p">,</span>
-            <span class="n">dtype</span><span class="o">=</span><span class="n">ti</span><span class="o">.</span><span class="n">default_device_index_type</span><span class="p">(</span><span class="n">exec_q</span><span class="p">),</span>
-            <span class="n">usm_type</span><span class="o">=</span><span class="n">res_usm_type</span><span class="p">,</span>
-            <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-        <span class="p">)</span>
-        <span class="n">ht_ev</span><span class="p">,</span> <span class="n">impl_ev</span> <span class="o">=</span> <span class="n">_topk</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">arr</span><span class="p">,</span>
-            <span class="n">trailing_dims_to_search</span><span class="o">=</span><span class="n">n_search_dims</span><span class="p">,</span>
-            <span class="n">k</span><span class="o">=</span><span class="n">k</span><span class="p">,</span>
-            <span class="n">largest</span><span class="o">=</span><span class="n">largest</span><span class="p">,</span>
-            <span class="n">vals</span><span class="o">=</span><span class="n">vals</span><span class="p">,</span>
-            <span class="n">inds</span><span class="o">=</span><span class="n">inds</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-            <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span><span class="p">,</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">impl_ev</span><span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">tmp</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">arr</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">)</span>
-        <span class="n">ht_ev</span><span class="p">,</span> <span class="n">copy_ev</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">arr</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">tmp</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">copy_ev</span><span class="p">)</span>
-        <span class="n">vals</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-            <span class="n">res_sh</span><span class="p">,</span>
-            <span class="n">dtype</span><span class="o">=</span><span class="n">arr</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span>
-            <span class="n">usm_type</span><span class="o">=</span><span class="n">res_usm_type</span><span class="p">,</span>
-            <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-        <span class="p">)</span>
-        <span class="n">inds</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-            <span class="n">res_sh</span><span class="p">,</span>
-            <span class="n">dtype</span><span class="o">=</span><span class="n">ti</span><span class="o">.</span><span class="n">default_device_index_type</span><span class="p">(</span><span class="n">exec_q</span><span class="p">),</span>
-            <span class="n">usm_type</span><span class="o">=</span><span class="n">res_usm_type</span><span class="p">,</span>
-            <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-        <span class="p">)</span>
-        <span class="n">ht_ev</span><span class="p">,</span> <span class="n">impl_ev</span> <span class="o">=</span> <span class="n">_topk</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">tmp</span><span class="p">,</span>
-            <span class="n">trailing_dims_to_search</span><span class="o">=</span><span class="n">n_search_dims</span><span class="p">,</span>
-            <span class="n">k</span><span class="o">=</span><span class="n">k</span><span class="p">,</span>
-            <span class="n">largest</span><span class="o">=</span><span class="n">largest</span><span class="p">,</span>
-            <span class="n">vals</span><span class="o">=</span><span class="n">vals</span><span class="p">,</span>
-            <span class="n">inds</span><span class="o">=</span><span class="n">inds</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-            <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">copy_ev</span><span class="p">],</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">impl_ev</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">axis</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> <span class="n">a1</span> <span class="o">!=</span> <span class="n">nd</span><span class="p">:</span>
-        <span class="n">inv_perm</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="n">nd</span><span class="p">),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">d</span><span class="p">:</span> <span class="n">perm</span><span class="p">[</span><span class="n">d</span><span class="p">])</span>
-        <span class="n">vals</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">permute_dims</span><span class="p">(</span><span class="n">vals</span><span class="p">,</span> <span class="n">inv_perm</span><span class="p">)</span>
-        <span class="n">inds</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">permute_dims</span><span class="p">(</span><span class="n">inds</span><span class="p">,</span> <span class="n">inv_perm</span><span class="p">)</span>
-
-    <span class="k">return</span> <span class="n">TopKResult</span><span class="p">(</span><span class="n">vals</span><span class="p">,</span> <span class="n">inds</span><span class="p">)</span></div>
-</pre></div>
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diff --git a/pulls/1961/_modules/dpctl/tensor/_statistical_functions.html b/pulls/1961/_modules/dpctl/tensor/_statistical_functions.html
deleted file mode 100644
index 00a2e52c29..0000000000
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-<li class="toctree-l7 has-children"><a class="reference internal" href="../../../api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_accelerator_selector.html">class dpctl::syclinterface::dpctl_accelerator_selector</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of class dpctl::syclinterface::dpctl_accelerator_selector</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
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-<li class="toctree-l5 has-children"><a class="reference internal" href="../../../api_reference/libsyclinterface/generated/struct_MDLocalAccessorTy.html">struct MDLocalAccessorTy</a><input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" role="switch" type="checkbox"/><label for="toctree-checkbox-45"><div class="visually-hidden">Toggle navigation of struct MDLocalAccessorTy</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
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-          <h1>Source code for dpctl.tensor._statistical_functions</h1><div class="highlight"><pre>
-<span></span><span class="c1">#                       Data Parallel Control (dpctl)</span>
-<span class="c1">#</span>
-<span class="c1">#  Copyright 2020-2025 Intel Corporation</span>
-<span class="c1">#</span>
-<span class="c1">#  Licensed under the Apache License, Version 2.0 (the &quot;License&quot;);</span>
-<span class="c1">#  you may not use this file except in compliance with the License.</span>
-<span class="c1">#  You may obtain a copy of the License at</span>
-<span class="c1">#</span>
-<span class="c1">#     http://www.apache.org/licenses/LICENSE-2.0</span>
-<span class="c1">#</span>
-<span class="c1">#  Unless required by applicable law or agreed to in writing, software</span>
-<span class="c1">#  distributed under the License is distributed on an &quot;AS IS&quot; BASIS,</span>
-<span class="c1">#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.</span>
-<span class="c1">#  See the License for the specific language governing permissions and</span>
-<span class="c1">#  limitations under the License.</span>
-
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.tensor</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">dpt</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.tensor._tensor_elementwise_impl</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">tei</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.tensor._tensor_impl</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">ti</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.tensor._tensor_reductions_impl</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">tri</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.utils</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">du</span>
-
-<span class="kn">from</span><span class="w"> </span><span class="nn">._numpy_helper</span><span class="w"> </span><span class="kn">import</span> <span class="n">normalize_axis_tuple</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_var_impl</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">axis</span><span class="p">,</span> <span class="n">correction</span><span class="p">,</span> <span class="n">keepdims</span><span class="p">):</span>
-    <span class="n">nd</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">ndim</span>
-    <span class="k">if</span> <span class="n">axis</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">axis</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="n">nd</span><span class="p">))</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">axis</span><span class="p">,</span> <span class="p">(</span><span class="nb">tuple</span><span class="p">,</span> <span class="nb">list</span><span class="p">)):</span>
-        <span class="n">axis</span> <span class="o">=</span> <span class="p">(</span><span class="n">axis</span><span class="p">,)</span>
-    <span class="n">axis</span> <span class="o">=</span> <span class="n">normalize_axis_tuple</span><span class="p">(</span><span class="n">axis</span><span class="p">,</span> <span class="n">nd</span><span class="p">,</span> <span class="s2">&quot;axis&quot;</span><span class="p">)</span>
-    <span class="n">perm</span> <span class="o">=</span> <span class="p">[]</span>
-    <span class="n">nelems</span> <span class="o">=</span> <span class="mi">1</span>
-    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">nd</span><span class="p">):</span>
-        <span class="k">if</span> <span class="n">i</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">axis</span><span class="p">:</span>
-            <span class="n">perm</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">nelems</span> <span class="o">*=</span> <span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
-    <span class="n">red_nd</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">axis</span><span class="p">)</span>
-    <span class="n">perm</span> <span class="o">=</span> <span class="n">perm</span> <span class="o">+</span> <span class="nb">list</span><span class="p">(</span><span class="n">axis</span><span class="p">)</span>
-    <span class="n">q</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">sycl_queue</span>
-    <span class="n">inp_dt</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">dtype</span>
-    <span class="n">res_dt</span> <span class="o">=</span> <span class="p">(</span>
-        <span class="n">inp_dt</span>
-        <span class="k">if</span> <span class="n">inp_dt</span><span class="o">.</span><span class="n">kind</span> <span class="o">==</span> <span class="s2">&quot;f&quot;</span>
-        <span class="k">else</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">ti</span><span class="o">.</span><span class="n">default_device_fp_type</span><span class="p">(</span><span class="n">q</span><span class="p">))</span>
-    <span class="p">)</span>
-    <span class="n">res_usm_type</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">usm_type</span>
-
-    <span class="n">_manager</span> <span class="o">=</span> <span class="n">du</span><span class="o">.</span><span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">q</span><span class="p">]</span>
-    <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-    <span class="k">if</span> <span class="n">inp_dt</span> <span class="o">!=</span> <span class="n">res_dt</span><span class="p">:</span>
-        <span class="n">buf</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">res_dt</span><span class="p">)</span>
-        <span class="n">ht_e_buf</span><span class="p">,</span> <span class="n">c_e1</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">x</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">buf</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_e_buf</span><span class="p">,</span> <span class="n">c_e1</span><span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">buf</span> <span class="o">=</span> <span class="n">x</span>
-    <span class="c1"># calculate mean</span>
-    <span class="n">buf2</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">permute_dims</span><span class="p">(</span><span class="n">buf</span><span class="p">,</span> <span class="n">perm</span><span class="p">)</span>
-    <span class="n">res_shape</span> <span class="o">=</span> <span class="n">buf2</span><span class="o">.</span><span class="n">shape</span><span class="p">[:</span> <span class="n">nd</span> <span class="o">-</span> <span class="n">red_nd</span><span class="p">]</span>
-    <span class="c1"># use keepdims=True path for later broadcasting</span>
-    <span class="k">if</span> <span class="n">red_nd</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
-        <span class="n">mean_ary</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">buf</span><span class="p">)</span>
-        <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-        <span class="n">ht_e1</span><span class="p">,</span> <span class="n">c_e2</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">buf</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">mean_ary</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_e1</span><span class="p">,</span> <span class="n">c_e2</span><span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">mean_ary</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-            <span class="n">res_shape</span><span class="p">,</span>
-            <span class="n">dtype</span><span class="o">=</span><span class="n">res_dt</span><span class="p">,</span>
-            <span class="n">usm_type</span><span class="o">=</span><span class="n">res_usm_type</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span><span class="p">,</span>
-        <span class="p">)</span>
-        <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-        <span class="n">ht_e1</span><span class="p">,</span> <span class="n">r_e1</span> <span class="o">=</span> <span class="n">tri</span><span class="o">.</span><span class="n">_sum_over_axis</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">buf2</span><span class="p">,</span>
-            <span class="n">trailing_dims_to_reduce</span><span class="o">=</span><span class="n">red_nd</span><span class="p">,</span>
-            <span class="n">dst</span><span class="o">=</span><span class="n">mean_ary</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span><span class="p">,</span>
-            <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span><span class="p">,</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_e1</span><span class="p">,</span> <span class="n">r_e1</span><span class="p">)</span>
-
-        <span class="n">mean_ary_shape</span> <span class="o">=</span> <span class="n">res_shape</span> <span class="o">+</span> <span class="p">(</span><span class="mi">1</span><span class="p">,)</span> <span class="o">*</span> <span class="n">red_nd</span>
-        <span class="n">inv_perm</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="n">nd</span><span class="p">),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">d</span><span class="p">:</span> <span class="n">perm</span><span class="p">[</span><span class="n">d</span><span class="p">])</span>
-        <span class="n">mean_ary</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">permute_dims</span><span class="p">(</span>
-            <span class="n">dpt</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">mean_ary</span><span class="p">,</span> <span class="n">mean_ary_shape</span><span class="p">),</span> <span class="n">inv_perm</span>
-        <span class="p">)</span>
-    <span class="c1"># divide in-place to get mean</span>
-    <span class="n">mean_ary_shape</span> <span class="o">=</span> <span class="n">mean_ary</span><span class="o">.</span><span class="n">shape</span>
-
-    <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-    <span class="n">ht_e2</span><span class="p">,</span> <span class="n">d_e1</span> <span class="o">=</span> <span class="n">tei</span><span class="o">.</span><span class="n">_divide_by_scalar</span><span class="p">(</span>
-        <span class="n">src</span><span class="o">=</span><span class="n">mean_ary</span><span class="p">,</span> <span class="n">scalar</span><span class="o">=</span><span class="n">nelems</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">mean_ary</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_e2</span><span class="p">,</span> <span class="n">d_e1</span><span class="p">)</span>
-
-    <span class="c1"># subtract mean from original array to get deviations</span>
-    <span class="n">dev_ary</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">buf</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">mean_ary_shape</span> <span class="o">!=</span> <span class="n">buf</span><span class="o">.</span><span class="n">shape</span><span class="p">:</span>
-        <span class="n">mean_ary</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">mean_ary</span><span class="p">,</span> <span class="n">buf</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
-    <span class="n">ht_e4</span><span class="p">,</span> <span class="n">su_e</span> <span class="o">=</span> <span class="n">tei</span><span class="o">.</span><span class="n">_subtract</span><span class="p">(</span>
-        <span class="n">src1</span><span class="o">=</span><span class="n">buf</span><span class="p">,</span> <span class="n">src2</span><span class="o">=</span><span class="n">mean_ary</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">dev_ary</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">d_e1</span><span class="p">]</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_e4</span><span class="p">,</span> <span class="n">su_e</span><span class="p">)</span>
-    <span class="c1"># square deviations</span>
-    <span class="n">ht_e5</span><span class="p">,</span> <span class="n">sq_e</span> <span class="o">=</span> <span class="n">tei</span><span class="o">.</span><span class="n">_square</span><span class="p">(</span>
-        <span class="n">src</span><span class="o">=</span><span class="n">dev_ary</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">dev_ary</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">su_e</span><span class="p">]</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_e5</span><span class="p">,</span> <span class="n">sq_e</span><span class="p">)</span>
-
-    <span class="c1"># take sum of squared deviations</span>
-    <span class="n">dev_ary2</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">permute_dims</span><span class="p">(</span><span class="n">dev_ary</span><span class="p">,</span> <span class="n">perm</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">red_nd</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
-        <span class="n">res</span> <span class="o">=</span> <span class="n">dev_ary</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">res</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-            <span class="n">res_shape</span><span class="p">,</span>
-            <span class="n">dtype</span><span class="o">=</span><span class="n">res_dt</span><span class="p">,</span>
-            <span class="n">usm_type</span><span class="o">=</span><span class="n">res_usm_type</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span><span class="p">,</span>
-        <span class="p">)</span>
-        <span class="n">ht_e6</span><span class="p">,</span> <span class="n">r_e2</span> <span class="o">=</span> <span class="n">tri</span><span class="o">.</span><span class="n">_sum_over_axis</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">dev_ary2</span><span class="p">,</span>
-            <span class="n">trailing_dims_to_reduce</span><span class="o">=</span><span class="n">red_nd</span><span class="p">,</span>
-            <span class="n">dst</span><span class="o">=</span><span class="n">res</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span><span class="p">,</span>
-            <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">sq_e</span><span class="p">],</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_e6</span><span class="p">,</span> <span class="n">r_e2</span><span class="p">)</span>
-
-        <span class="k">if</span> <span class="n">keepdims</span><span class="p">:</span>
-            <span class="n">res_shape</span> <span class="o">=</span> <span class="n">res_shape</span> <span class="o">+</span> <span class="p">(</span><span class="mi">1</span><span class="p">,)</span> <span class="o">*</span> <span class="n">red_nd</span>
-            <span class="n">inv_perm</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="n">nd</span><span class="p">),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">d</span><span class="p">:</span> <span class="n">perm</span><span class="p">[</span><span class="n">d</span><span class="p">])</span>
-            <span class="n">res</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">permute_dims</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">res</span><span class="p">,</span> <span class="n">res_shape</span><span class="p">),</span> <span class="n">inv_perm</span><span class="p">)</span>
-    <span class="n">res_shape</span> <span class="o">=</span> <span class="n">res</span><span class="o">.</span><span class="n">shape</span>
-    <span class="c1"># when nelems - correction &lt;= 0, yield nans</span>
-    <span class="n">div</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">nelems</span> <span class="o">-</span> <span class="n">correction</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="n">div</span><span class="p">:</span>
-        <span class="n">div</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">nan</span>
-    <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-    <span class="n">ht_e7</span><span class="p">,</span> <span class="n">d_e2</span> <span class="o">=</span> <span class="n">tei</span><span class="o">.</span><span class="n">_divide_by_scalar</span><span class="p">(</span>
-        <span class="n">src</span><span class="o">=</span><span class="n">res</span><span class="p">,</span> <span class="n">scalar</span><span class="o">=</span><span class="n">div</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">res</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_e7</span><span class="p">,</span> <span class="n">d_e2</span><span class="p">)</span>
-    <span class="k">return</span> <span class="n">res</span><span class="p">,</span> <span class="p">[</span><span class="n">d_e2</span><span class="p">]</span>
-
-
-<div class="viewcode-block" id="mean"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.mean.html#dpctl.tensor.mean">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">mean</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">keepdims</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;mean(x, axis=None, keepdims=False)</span>
-
-<span class="sd">    Calculates the arithmetic mean of elements in the input array `x`.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x (usm_ndarray):</span>
-<span class="sd">            input array.</span>
-<span class="sd">        axis (Optional[int, Tuple[int, ...]]):</span>
-<span class="sd">            axis or axes along which the arithmetic means must be computed. If</span>
-<span class="sd">            a tuple of unique integers, the means are computed over multiple</span>
-<span class="sd">            axes. If `None`, the mean is computed over the entire array.</span>
-<span class="sd">            Default: `None`.</span>
-<span class="sd">        keepdims (Optional[bool]):</span>
-<span class="sd">            if `True`, the reduced axes (dimensions) are included in the result</span>
-<span class="sd">            as singleton dimensions, so that the returned array remains</span>
-<span class="sd">            compatible with the input array according to Array Broadcasting</span>
-<span class="sd">            rules. Otherwise, if `False`, the reduced axes are not included in</span>
-<span class="sd">            the returned array. Default: `False`.</span>
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            an array containing the arithmetic means. If the mean was computed</span>
-<span class="sd">            over the entire array, a zero-dimensional array is returned.</span>
-
-<span class="sd">            If `x` has a floating-point data type, the returned array will have</span>
-<span class="sd">            the same data type as `x`.</span>
-<span class="sd">            If `x` has a boolean or integral data type, the returned array</span>
-<span class="sd">            will have the default floating point data type for the device</span>
-<span class="sd">            where input array `x` is allocated.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected dpctl.tensor.usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-    <span class="n">nd</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">ndim</span>
-    <span class="k">if</span> <span class="n">axis</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">axis</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="n">nd</span><span class="p">))</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">axis</span><span class="p">,</span> <span class="p">(</span><span class="nb">tuple</span><span class="p">,</span> <span class="nb">list</span><span class="p">)):</span>
-        <span class="n">axis</span> <span class="o">=</span> <span class="p">(</span><span class="n">axis</span><span class="p">,)</span>
-    <span class="n">axis</span> <span class="o">=</span> <span class="n">normalize_axis_tuple</span><span class="p">(</span><span class="n">axis</span><span class="p">,</span> <span class="n">nd</span><span class="p">,</span> <span class="s2">&quot;axis&quot;</span><span class="p">)</span>
-    <span class="n">perm</span> <span class="o">=</span> <span class="p">[]</span>
-    <span class="n">nelems</span> <span class="o">=</span> <span class="mi">1</span>
-    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">nd</span><span class="p">):</span>
-        <span class="k">if</span> <span class="n">i</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">axis</span><span class="p">:</span>
-            <span class="n">perm</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">nelems</span> <span class="o">*=</span> <span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
-    <span class="n">sum_nd</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">axis</span><span class="p">)</span>
-    <span class="n">perm</span> <span class="o">=</span> <span class="n">perm</span> <span class="o">+</span> <span class="nb">list</span><span class="p">(</span><span class="n">axis</span><span class="p">)</span>
-    <span class="n">arr2</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">permute_dims</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">perm</span><span class="p">)</span>
-    <span class="n">res_shape</span> <span class="o">=</span> <span class="n">arr2</span><span class="o">.</span><span class="n">shape</span><span class="p">[:</span> <span class="n">nd</span> <span class="o">-</span> <span class="n">sum_nd</span><span class="p">]</span>
-    <span class="n">q</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">sycl_queue</span>
-    <span class="n">inp_dt</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">dtype</span>
-    <span class="n">res_dt</span> <span class="o">=</span> <span class="p">(</span>
-        <span class="n">x</span><span class="o">.</span><span class="n">dtype</span>
-        <span class="k">if</span> <span class="n">x</span><span class="o">.</span><span class="n">dtype</span><span class="o">.</span><span class="n">kind</span> <span class="ow">in</span> <span class="s2">&quot;fc&quot;</span>
-        <span class="k">else</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">ti</span><span class="o">.</span><span class="n">default_device_fp_type</span><span class="p">(</span><span class="n">q</span><span class="p">))</span>
-    <span class="p">)</span>
-    <span class="n">res_usm_type</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">usm_type</span>
-    <span class="k">if</span> <span class="n">sum_nd</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">res_dt</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
-
-    <span class="n">_manager</span> <span class="o">=</span> <span class="n">du</span><span class="o">.</span><span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">q</span><span class="p">]</span>
-    <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-    <span class="k">if</span> <span class="n">tri</span><span class="o">.</span><span class="n">_sum_over_axis_dtype_supported</span><span class="p">(</span><span class="n">inp_dt</span><span class="p">,</span> <span class="n">res_dt</span><span class="p">,</span> <span class="n">res_usm_type</span><span class="p">,</span> <span class="n">q</span><span class="p">):</span>
-        <span class="n">res</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-            <span class="n">res_shape</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">res_dt</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="n">res_usm_type</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span>
-        <span class="p">)</span>
-        <span class="n">ht_e1</span><span class="p">,</span> <span class="n">r_e</span> <span class="o">=</span> <span class="n">tri</span><span class="o">.</span><span class="n">_sum_over_axis</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">arr2</span><span class="p">,</span>
-            <span class="n">trailing_dims_to_reduce</span><span class="o">=</span><span class="n">sum_nd</span><span class="p">,</span>
-            <span class="n">dst</span><span class="o">=</span><span class="n">res</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span><span class="p">,</span>
-            <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span><span class="p">,</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_e1</span><span class="p">,</span> <span class="n">r_e</span><span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">tmp</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-            <span class="n">arr2</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">res_dt</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="n">res_usm_type</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span>
-        <span class="p">)</span>
-        <span class="n">ht_e_cpy</span><span class="p">,</span> <span class="n">cpy_e</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">arr2</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">tmp</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_e_cpy</span><span class="p">,</span> <span class="n">cpy_e</span><span class="p">)</span>
-        <span class="n">res</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-            <span class="n">res_shape</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">res_dt</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="n">res_usm_type</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span>
-        <span class="p">)</span>
-        <span class="n">ht_e_red</span><span class="p">,</span> <span class="n">r_e</span> <span class="o">=</span> <span class="n">tri</span><span class="o">.</span><span class="n">_sum_over_axis</span><span class="p">(</span>
-            <span class="n">src</span><span class="o">=</span><span class="n">tmp</span><span class="p">,</span>
-            <span class="n">trailing_dims_to_reduce</span><span class="o">=</span><span class="n">sum_nd</span><span class="p">,</span>
-            <span class="n">dst</span><span class="o">=</span><span class="n">res</span><span class="p">,</span>
-            <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span><span class="p">,</span>
-            <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">cpy_e</span><span class="p">],</span>
-        <span class="p">)</span>
-        <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_e_red</span><span class="p">,</span> <span class="n">r_e</span><span class="p">)</span>
-
-    <span class="k">if</span> <span class="n">keepdims</span><span class="p">:</span>
-        <span class="n">res_shape</span> <span class="o">=</span> <span class="n">res_shape</span> <span class="o">+</span> <span class="p">(</span><span class="mi">1</span><span class="p">,)</span> <span class="o">*</span> <span class="n">sum_nd</span>
-        <span class="n">inv_perm</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="n">nd</span><span class="p">),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">d</span><span class="p">:</span> <span class="n">perm</span><span class="p">[</span><span class="n">d</span><span class="p">])</span>
-        <span class="n">res</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">permute_dims</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">res</span><span class="p">,</span> <span class="n">res_shape</span><span class="p">),</span> <span class="n">inv_perm</span><span class="p">)</span>
-
-    <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-    <span class="n">ht_e2</span><span class="p">,</span> <span class="n">div_e</span> <span class="o">=</span> <span class="n">tei</span><span class="o">.</span><span class="n">_divide_by_scalar</span><span class="p">(</span>
-        <span class="n">src</span><span class="o">=</span><span class="n">res</span><span class="p">,</span> <span class="n">scalar</span><span class="o">=</span><span class="n">nelems</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">res</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_e2</span><span class="p">,</span> <span class="n">div_e</span><span class="p">)</span>
-    <span class="k">return</span> <span class="n">res</span></div>
-
-
-<div class="viewcode-block" id="var"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.var.html#dpctl.tensor.var">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">var</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">correction</span><span class="o">=</span><span class="mf">0.0</span><span class="p">,</span> <span class="n">keepdims</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;var(x, axis=None, correction=0.0, keepdims=False)</span>
-
-<span class="sd">    Calculates the variance of elements in the input array `x`.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x (usm_ndarray):</span>
-<span class="sd">            input array.</span>
-<span class="sd">        axis (Optional[int, Tuple[int, ...]]):</span>
-<span class="sd">            axis or axes along which the variances must be computed. If a tuple</span>
-<span class="sd">            of unique integers, the variances are computed over multiple axes.</span>
-<span class="sd">            If `None`, the variance is computed over the entire array.</span>
-<span class="sd">            Default: `None`.</span>
-<span class="sd">        correction (Optional[float, int]):</span>
-<span class="sd">            degrees of freedom adjustment. The divisor used in calculating the</span>
-<span class="sd">            variance is `N - correction`, where `N` corresponds to the total</span>
-<span class="sd">            number of elements over which the variance is calculated.</span>
-<span class="sd">            Default: `0.0`.</span>
-<span class="sd">        keepdims (Optional[bool]):</span>
-<span class="sd">            if `True`, the reduced axes (dimensions) are included in the result</span>
-<span class="sd">            as singleton dimensions, so that the returned array remains</span>
-<span class="sd">            compatible with the input array according to Array Broadcasting</span>
-<span class="sd">            rules. Otherwise, if `False`, the reduced axes are not included in</span>
-<span class="sd">            the returned array. Default: `False`.</span>
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            an array containing the variances. If the variance was computed</span>
-<span class="sd">            over the entire array, a zero-dimensional array is returned.</span>
-
-<span class="sd">            If `x` has a real-valued floating-point data type, the returned</span>
-<span class="sd">            array will have the same data type as `x`.</span>
-<span class="sd">            If `x` has a boolean or integral data type, the returned array</span>
-<span class="sd">            will have the default floating point data type for the device</span>
-<span class="sd">            where input array `x` is allocated.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected dpctl.tensor.usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">correction</span><span class="p">,</span> <span class="p">(</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">)):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="s2">&quot;Expected a Python integer or float for `correction`, got&quot;</span>
-            <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span>
-        <span class="p">)</span>
-
-    <span class="k">if</span> <span class="n">x</span><span class="o">.</span><span class="n">dtype</span><span class="o">.</span><span class="n">kind</span> <span class="o">==</span> <span class="s2">&quot;c&quot;</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;`var` does not support complex types&quot;</span><span class="p">)</span>
-
-    <span class="n">res</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="n">_var_impl</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">axis</span><span class="p">,</span> <span class="n">correction</span><span class="p">,</span> <span class="n">keepdims</span><span class="p">)</span>
-    <span class="k">return</span> <span class="n">res</span></div>
-
-
-<div class="viewcode-block" id="std"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.std.html#dpctl.tensor.std">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">std</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">correction</span><span class="o">=</span><span class="mf">0.0</span><span class="p">,</span> <span class="n">keepdims</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;std(x, axis=None, correction=0.0, keepdims=False)</span>
-
-<span class="sd">    Calculates the standard deviation of elements in the input array `x`.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x (usm_ndarray):</span>
-<span class="sd">            input array.</span>
-<span class="sd">        axis (Optional[int, Tuple[int, ...]]):</span>
-<span class="sd">            axis or axes along which the standard deviations must be computed.</span>
-<span class="sd">            If a tuple of unique integers, the standard deviations are computed</span>
-<span class="sd">            over multiple axes. If `None`, the standard deviation is computed</span>
-<span class="sd">            over the entire array. Default: `None`.</span>
-<span class="sd">        correction (Optional[float, int]):</span>
-<span class="sd">            degrees of freedom adjustment. The divisor used in calculating the</span>
-<span class="sd">            standard deviation is `N - correction`, where `N` corresponds to the</span>
-<span class="sd">            total number of elements over which the standard deviation is</span>
-<span class="sd">            calculated. Default: `0.0`.</span>
-<span class="sd">        keepdims (Optional[bool]):</span>
-<span class="sd">            if `True`, the reduced axes (dimensions) are included in the result</span>
-<span class="sd">            as singleton dimensions, so that the returned array remains</span>
-<span class="sd">            compatible with the input array according to Array Broadcasting</span>
-<span class="sd">            rules. Otherwise, if `False`, the reduced axes are not included in</span>
-<span class="sd">            the returned array. Default: `False`.</span>
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            an array containing the standard deviations. If the standard</span>
-<span class="sd">            deviation was computed over the entire array, a zero-dimensional</span>
-<span class="sd">            array is returned.</span>
-
-<span class="sd">            If `x` has a real-valued floating-point data type, the returned</span>
-<span class="sd">            array will have the same data type as `x`.</span>
-<span class="sd">            If `x` has a boolean or integral data type, the returned array</span>
-<span class="sd">            will have the default floating point data type for the device</span>
-<span class="sd">            where input array `x` is allocated.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected dpctl.tensor.usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">correction</span><span class="p">,</span> <span class="p">(</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">)):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="s2">&quot;Expected a Python integer or float for `correction`,&quot;</span>
-            <span class="sa">f</span><span class="s2">&quot;got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span>
-        <span class="p">)</span>
-
-    <span class="k">if</span> <span class="n">x</span><span class="o">.</span><span class="n">dtype</span><span class="o">.</span><span class="n">kind</span> <span class="o">==</span> <span class="s2">&quot;c&quot;</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;`std` does not support complex types&quot;</span><span class="p">)</span>
-
-    <span class="n">exec_q</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">sycl_queue</span>
-    <span class="n">_manager</span> <span class="o">=</span> <span class="n">du</span><span class="o">.</span><span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">exec_q</span><span class="p">]</span>
-    <span class="n">res</span><span class="p">,</span> <span class="n">deps</span> <span class="o">=</span> <span class="n">_var_impl</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">axis</span><span class="p">,</span> <span class="n">correction</span><span class="p">,</span> <span class="n">keepdims</span><span class="p">)</span>
-    <span class="n">ht_ev</span><span class="p">,</span> <span class="n">sqrt_ev</span> <span class="o">=</span> <span class="n">tei</span><span class="o">.</span><span class="n">_sqrt</span><span class="p">(</span>
-        <span class="n">src</span><span class="o">=</span><span class="n">res</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">res</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="n">deps</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">ht_ev</span><span class="p">,</span> <span class="n">sqrt_ev</span><span class="p">)</span>
-    <span class="k">return</span> <span class="n">res</span></div>
-</pre></div>
-        </article>
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deleted file mode 100644
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-          <h1>Source code for dpctl.tensor._testing</h1><div class="highlight"><pre>
-<span></span><span class="c1">#                      Data Parallel Control (dpctl)</span>
-<span class="c1">#</span>
-<span class="c1"># Copyright 2020-2025 Intel Corporation</span>
-<span class="c1">#</span>
-<span class="c1"># Licensed under the Apache License, Version 2.0 (the &quot;License&quot;);</span>
-<span class="c1"># you may not use this file except in compliance with the License.</span>
-<span class="c1"># You may obtain a copy of the License at</span>
-<span class="c1">#</span>
-<span class="c1">#    http://www.apache.org/licenses/LICENSE-2.0</span>
-<span class="c1">#</span>
-<span class="c1"># Unless required by applicable law or agreed to in writing, software</span>
-<span class="c1"># distributed under the License is distributed on an &quot;AS IS&quot; BASIS,</span>
-<span class="c1"># WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.</span>
-<span class="c1"># See the License for the specific language governing permissions and</span>
-<span class="c1"># limitations under the License.</span>
-
-<span class="kn">import</span><span class="w"> </span><span class="nn">numpy</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">np</span>
-
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.tensor</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">dpt</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.utils</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">du</span>
-
-<span class="kn">from</span><span class="w"> </span><span class="nn">._manipulation_functions</span><span class="w"> </span><span class="kn">import</span> <span class="n">_broadcast_shape_impl</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">._type_utils</span><span class="w"> </span><span class="kn">import</span> <span class="n">_to_device_supported_dtype</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_allclose_complex_fp</span><span class="p">(</span><span class="n">z1</span><span class="p">,</span> <span class="n">z2</span><span class="p">,</span> <span class="n">atol</span><span class="p">,</span> <span class="n">rtol</span><span class="p">,</span> <span class="n">equal_nan</span><span class="p">):</span>
-    <span class="n">z1r</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">real</span><span class="p">(</span><span class="n">z1</span><span class="p">)</span>
-    <span class="n">z1i</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">imag</span><span class="p">(</span><span class="n">z1</span><span class="p">)</span>
-    <span class="n">z2r</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">real</span><span class="p">(</span><span class="n">z2</span><span class="p">)</span>
-    <span class="n">z2i</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">imag</span><span class="p">(</span><span class="n">z2</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">equal_nan</span><span class="p">:</span>
-        <span class="n">check1</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">all</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">isnan</span><span class="p">(</span><span class="n">z1r</span><span class="p">)</span> <span class="o">==</span> <span class="n">dpt</span><span class="o">.</span><span class="n">isnan</span><span class="p">(</span><span class="n">z2r</span><span class="p">))</span> <span class="ow">and</span> <span class="n">dpt</span><span class="o">.</span><span class="n">all</span><span class="p">(</span>
-            <span class="n">dpt</span><span class="o">.</span><span class="n">isnan</span><span class="p">(</span><span class="n">z1i</span><span class="p">)</span> <span class="o">==</span> <span class="n">dpt</span><span class="o">.</span><span class="n">isnan</span><span class="p">(</span><span class="n">z2i</span><span class="p">)</span>
-        <span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">check1</span> <span class="o">=</span> <span class="p">(</span>
-            <span class="n">dpt</span><span class="o">.</span><span class="n">logical_not</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">any</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">isnan</span><span class="p">(</span><span class="n">z1r</span><span class="p">)))</span>
-            <span class="ow">and</span> <span class="n">dpt</span><span class="o">.</span><span class="n">logical_not</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">any</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">isnan</span><span class="p">(</span><span class="n">z1i</span><span class="p">)))</span>
-        <span class="p">)</span> <span class="ow">and</span> <span class="p">(</span>
-            <span class="n">dpt</span><span class="o">.</span><span class="n">logical_not</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">any</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">isnan</span><span class="p">(</span><span class="n">z2r</span><span class="p">)))</span>
-            <span class="ow">and</span> <span class="n">dpt</span><span class="o">.</span><span class="n">logical_not</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">any</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">isnan</span><span class="p">(</span><span class="n">z2i</span><span class="p">)))</span>
-        <span class="p">)</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="n">check1</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">check1</span>
-    <span class="n">mr</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">isinf</span><span class="p">(</span><span class="n">z1r</span><span class="p">)</span>
-    <span class="n">mi</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">isinf</span><span class="p">(</span><span class="n">z1i</span><span class="p">)</span>
-    <span class="n">check2</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">all</span><span class="p">(</span><span class="n">mr</span> <span class="o">==</span> <span class="n">dpt</span><span class="o">.</span><span class="n">isinf</span><span class="p">(</span><span class="n">z2r</span><span class="p">))</span> <span class="ow">and</span> <span class="n">dpt</span><span class="o">.</span><span class="n">all</span><span class="p">(</span><span class="n">mi</span> <span class="o">==</span> <span class="n">dpt</span><span class="o">.</span><span class="n">isinf</span><span class="p">(</span><span class="n">z2i</span><span class="p">))</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="n">check2</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">check2</span>
-    <span class="n">check3</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">all</span><span class="p">(</span><span class="n">z1r</span><span class="p">[</span><span class="n">mr</span><span class="p">]</span> <span class="o">==</span> <span class="n">z2r</span><span class="p">[</span><span class="n">mr</span><span class="p">])</span> <span class="ow">and</span> <span class="n">dpt</span><span class="o">.</span><span class="n">all</span><span class="p">(</span><span class="n">z1i</span><span class="p">[</span><span class="n">mi</span><span class="p">]</span> <span class="o">==</span> <span class="n">z2i</span><span class="p">[</span><span class="n">mi</span><span class="p">])</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="n">check3</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">check3</span>
-    <span class="n">mr</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">isfinite</span><span class="p">(</span><span class="n">z1r</span><span class="p">)</span>
-    <span class="n">mi</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">isfinite</span><span class="p">(</span><span class="n">z1i</span><span class="p">)</span>
-    <span class="n">mv1</span> <span class="o">=</span> <span class="n">z1r</span><span class="p">[</span><span class="n">mr</span><span class="p">]</span>
-    <span class="n">mv2</span> <span class="o">=</span> <span class="n">z2r</span><span class="p">[</span><span class="n">mr</span><span class="p">]</span>
-    <span class="n">check4</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">all</span><span class="p">(</span>
-        <span class="n">dpt</span><span class="o">.</span><span class="n">abs</span><span class="p">(</span><span class="n">mv1</span> <span class="o">-</span> <span class="n">mv2</span><span class="p">)</span>
-        <span class="o">&lt;</span> <span class="n">dpt</span><span class="o">.</span><span class="n">maximum</span><span class="p">(</span><span class="n">atol</span><span class="p">,</span> <span class="n">rtol</span> <span class="o">*</span> <span class="n">dpt</span><span class="o">.</span><span class="n">maximum</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">abs</span><span class="p">(</span><span class="n">mv1</span><span class="p">),</span> <span class="n">dpt</span><span class="o">.</span><span class="n">abs</span><span class="p">(</span><span class="n">mv2</span><span class="p">)))</span>
-    <span class="p">)</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="n">check4</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">check4</span>
-    <span class="n">mv1</span> <span class="o">=</span> <span class="n">z1i</span><span class="p">[</span><span class="n">mi</span><span class="p">]</span>
-    <span class="n">mv2</span> <span class="o">=</span> <span class="n">z2i</span><span class="p">[</span><span class="n">mi</span><span class="p">]</span>
-    <span class="n">check5</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">all</span><span class="p">(</span>
-        <span class="n">dpt</span><span class="o">.</span><span class="n">abs</span><span class="p">(</span><span class="n">mv1</span> <span class="o">-</span> <span class="n">mv2</span><span class="p">)</span>
-        <span class="o">&lt;=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">maximum</span><span class="p">(</span><span class="n">atol</span><span class="p">,</span> <span class="n">rtol</span> <span class="o">*</span> <span class="n">dpt</span><span class="o">.</span><span class="n">maximum</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">abs</span><span class="p">(</span><span class="n">mv1</span><span class="p">),</span> <span class="n">dpt</span><span class="o">.</span><span class="n">abs</span><span class="p">(</span><span class="n">mv2</span><span class="p">)))</span>
-    <span class="p">)</span>
-    <span class="k">return</span> <span class="n">check5</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_allclose_real_fp</span><span class="p">(</span><span class="n">r1</span><span class="p">,</span> <span class="n">r2</span><span class="p">,</span> <span class="n">atol</span><span class="p">,</span> <span class="n">rtol</span><span class="p">,</span> <span class="n">equal_nan</span><span class="p">):</span>
-    <span class="k">if</span> <span class="n">equal_nan</span><span class="p">:</span>
-        <span class="n">check1</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">all</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">isnan</span><span class="p">(</span><span class="n">r1</span><span class="p">)</span> <span class="o">==</span> <span class="n">dpt</span><span class="o">.</span><span class="n">isnan</span><span class="p">(</span><span class="n">r2</span><span class="p">))</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">check1</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">logical_not</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">any</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">isnan</span><span class="p">(</span><span class="n">r1</span><span class="p">)))</span> <span class="ow">and</span> <span class="n">dpt</span><span class="o">.</span><span class="n">logical_not</span><span class="p">(</span>
-            <span class="n">dpt</span><span class="o">.</span><span class="n">any</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">isnan</span><span class="p">(</span><span class="n">r2</span><span class="p">))</span>
-        <span class="p">)</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="n">check1</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">check1</span>
-    <span class="n">mr</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">isinf</span><span class="p">(</span><span class="n">r1</span><span class="p">)</span>
-    <span class="n">check2</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">all</span><span class="p">(</span><span class="n">mr</span> <span class="o">==</span> <span class="n">dpt</span><span class="o">.</span><span class="n">isinf</span><span class="p">(</span><span class="n">r2</span><span class="p">))</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="n">check2</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">check2</span>
-    <span class="n">check3</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">all</span><span class="p">(</span><span class="n">r1</span><span class="p">[</span><span class="n">mr</span><span class="p">]</span> <span class="o">==</span> <span class="n">r2</span><span class="p">[</span><span class="n">mr</span><span class="p">])</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="n">check3</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">check3</span>
-    <span class="n">m</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">isfinite</span><span class="p">(</span><span class="n">r1</span><span class="p">)</span>
-    <span class="n">mv1</span> <span class="o">=</span> <span class="n">r1</span><span class="p">[</span><span class="n">m</span><span class="p">]</span>
-    <span class="n">mv2</span> <span class="o">=</span> <span class="n">r2</span><span class="p">[</span><span class="n">m</span><span class="p">]</span>
-    <span class="n">check4</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">all</span><span class="p">(</span>
-        <span class="n">dpt</span><span class="o">.</span><span class="n">abs</span><span class="p">(</span><span class="n">mv1</span> <span class="o">-</span> <span class="n">mv2</span><span class="p">)</span>
-        <span class="o">&lt;=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">maximum</span><span class="p">(</span><span class="n">atol</span><span class="p">,</span> <span class="n">rtol</span> <span class="o">*</span> <span class="n">dpt</span><span class="o">.</span><span class="n">maximum</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">abs</span><span class="p">(</span><span class="n">mv1</span><span class="p">),</span> <span class="n">dpt</span><span class="o">.</span><span class="n">abs</span><span class="p">(</span><span class="n">mv2</span><span class="p">)))</span>
-    <span class="p">)</span>
-    <span class="k">return</span> <span class="n">check4</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_allclose_others</span><span class="p">(</span><span class="n">r1</span><span class="p">,</span> <span class="n">r2</span><span class="p">):</span>
-    <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">all</span><span class="p">(</span><span class="n">r1</span> <span class="o">==</span> <span class="n">r2</span><span class="p">)</span>
-
-
-<div class="viewcode-block" id="allclose"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.allclose.html#dpctl.tensor.allclose">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">allclose</span><span class="p">(</span><span class="n">a1</span><span class="p">,</span> <span class="n">a2</span><span class="p">,</span> <span class="n">atol</span><span class="o">=</span><span class="mf">1e-8</span><span class="p">,</span> <span class="n">rtol</span><span class="o">=</span><span class="mf">1e-5</span><span class="p">,</span> <span class="n">equal_nan</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;allclose(a1, a2, atol=1e-8, rtol=1e-5, equal_nan=False)</span>
-
-<span class="sd">    Returns True if two arrays are element-wise equal within tolerances.</span>
-
-<span class="sd">    The testing is based on the following elementwise comparison:</span>
-
-<span class="sd">           abs(a - b) &lt;= max(atol, rtol * max(abs(a), abs(b)))</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">a1</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="sa">f</span><span class="s2">&quot;Expected dpctl.tensor.usm_ndarray type, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">a1</span><span class="p">)</span><span class="si">}</span><span class="s2">.&quot;</span>
-        <span class="p">)</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">a2</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="sa">f</span><span class="s2">&quot;Expected dpctl.tensor.usm_ndarray type, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">a2</span><span class="p">)</span><span class="si">}</span><span class="s2">.&quot;</span>
-        <span class="p">)</span>
-    <span class="n">atol</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">atol</span><span class="p">)</span>
-    <span class="n">rtol</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">rtol</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">atol</span> <span class="o">&lt;</span> <span class="mf">0.0</span> <span class="ow">or</span> <span class="n">rtol</span> <span class="o">&lt;</span> <span class="mf">0.0</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-            <span class="s2">&quot;Absolute and relative tolerances must be non-negative&quot;</span>
-        <span class="p">)</span>
-    <span class="n">equal_nan</span> <span class="o">=</span> <span class="nb">bool</span><span class="p">(</span><span class="n">equal_nan</span><span class="p">)</span>
-    <span class="n">exec_q</span> <span class="o">=</span> <span class="n">du</span><span class="o">.</span><span class="n">get_execution_queue</span><span class="p">(</span><span class="nb">tuple</span><span class="p">(</span><span class="n">a</span><span class="o">.</span><span class="n">sycl_queue</span> <span class="k">for</span> <span class="n">a</span> <span class="ow">in</span> <span class="p">(</span><span class="n">a1</span><span class="p">,</span> <span class="n">a2</span><span class="p">)))</span>
-    <span class="k">if</span> <span class="n">exec_q</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="n">du</span><span class="o">.</span><span class="n">ExecutionPlacementError</span><span class="p">(</span>
-            <span class="s2">&quot;Execution placement can not be unambiguously inferred &quot;</span>
-            <span class="s2">&quot;from input arguments.&quot;</span>
-        <span class="p">)</span>
-    <span class="n">res_sh</span> <span class="o">=</span> <span class="n">_broadcast_shape_impl</span><span class="p">([</span><span class="n">a1</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">a2</span><span class="o">.</span><span class="n">shape</span><span class="p">])</span>
-    <span class="n">b1</span> <span class="o">=</span> <span class="n">a1</span>
-    <span class="n">b2</span> <span class="o">=</span> <span class="n">a2</span>
-    <span class="k">if</span> <span class="n">b1</span><span class="o">.</span><span class="n">dtype</span> <span class="o">==</span> <span class="n">b2</span><span class="o">.</span><span class="n">dtype</span><span class="p">:</span>
-        <span class="n">res_dt</span> <span class="o">=</span> <span class="n">b1</span><span class="o">.</span><span class="n">dtype</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">res_dt</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">promote_types</span><span class="p">(</span><span class="n">b1</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span> <span class="n">b2</span><span class="o">.</span><span class="n">dtype</span><span class="p">)</span>
-        <span class="n">res_dt</span> <span class="o">=</span> <span class="n">_to_device_supported_dtype</span><span class="p">(</span><span class="n">res_dt</span><span class="p">,</span> <span class="n">exec_q</span><span class="o">.</span><span class="n">sycl_device</span><span class="p">)</span>
-        <span class="n">b1</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="n">b1</span><span class="p">,</span> <span class="n">res_dt</span><span class="p">)</span>
-        <span class="n">b2</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="n">b2</span><span class="p">,</span> <span class="n">res_dt</span><span class="p">)</span>
-
-    <span class="n">b1</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">b1</span><span class="p">,</span> <span class="n">res_sh</span><span class="p">)</span>
-    <span class="n">b2</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">b2</span><span class="p">,</span> <span class="n">res_sh</span><span class="p">)</span>
-
-    <span class="n">k</span> <span class="o">=</span> <span class="n">b1</span><span class="o">.</span><span class="n">dtype</span><span class="o">.</span><span class="n">kind</span>
-    <span class="k">if</span> <span class="n">k</span> <span class="o">==</span> <span class="s2">&quot;c&quot;</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">_allclose_complex_fp</span><span class="p">(</span><span class="n">b1</span><span class="p">,</span> <span class="n">b2</span><span class="p">,</span> <span class="n">atol</span><span class="p">,</span> <span class="n">rtol</span><span class="p">,</span> <span class="n">equal_nan</span><span class="p">)</span>
-    <span class="k">elif</span> <span class="n">k</span> <span class="o">==</span> <span class="s2">&quot;f&quot;</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">_allclose_real_fp</span><span class="p">(</span><span class="n">b1</span><span class="p">,</span> <span class="n">b2</span><span class="p">,</span> <span class="n">atol</span><span class="p">,</span> <span class="n">rtol</span><span class="p">,</span> <span class="n">equal_nan</span><span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">_allclose_others</span><span class="p">(</span><span class="n">b1</span><span class="p">,</span> <span class="n">b2</span><span class="p">)</span></div>
-</pre></div>
-        </article>
-      </div>
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-            <div class="copyright">
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-</ul>
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-<li class="toctree-l3 has-children"><a class="reference internal" href="../../../api_reference/dpctl/tensor.utility_functions.html">Utility functions</a><input class="toctree-checkbox" id="toctree-checkbox-31" name="toctree-checkbox-31" role="switch" type="checkbox"/><label for="toctree-checkbox-31"><div class="visually-hidden">Toggle navigation of Utility functions</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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-</ul>
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-</ul>
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-</ul>
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-<li class="toctree-l5"><a class="reference internal" href="../../../api_reference/libsyclinterface/generated/enum_DPCTLGlobalMemCacheType.html">enum DPCTLGlobalMemCacheType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../../../api_reference/libsyclinterface/generated/enum_DPCTLKernelArgType.html">enum DPCTLKernelArgType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../../../api_reference/libsyclinterface/generated/enum_DPCTLPartitionAffinityDomainType.html">enum DPCTLPartitionAffinityDomainType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../../../api_reference/libsyclinterface/generated/enum_DPCTLQueuePropertyType.html">enum DPCTLQueuePropertyType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../../../api_reference/libsyclinterface/generated/enum_DPCTLSyclAspectType.html">enum DPCTLSyclAspectType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../../../api_reference/libsyclinterface/generated/enum_DPCTLSyclBackendType.html">enum DPCTLSyclBackendType</a></li>
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-<li class="toctree-l5 has-children"><a class="reference internal" href="../../../api_reference/libsyclinterface/generated/struct_MDLocalAccessorTy.html">struct MDLocalAccessorTy</a><input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" role="switch" type="checkbox"/><label for="toctree-checkbox-45"><div class="visually-hidden">Toggle navigation of struct MDLocalAccessorTy</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
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-<li class="toctree-l2"><a class="reference internal" href="../../../api_reference/dpctl_cython.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code> Cython API</a></li>
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-        <article role="main" id="furo-main-content">
-          <h1>Source code for dpctl.tensor._type_utils</h1><div class="highlight"><pre>
-<span></span><span class="c1">#                      Data Parallel Control (dpctl)</span>
-<span class="c1">#</span>
-<span class="c1"># Copyright 2020-2025 Intel Corporation</span>
-<span class="c1">#</span>
-<span class="c1"># Licensed under the Apache License, Version 2.0 (the &quot;License&quot;);</span>
-<span class="c1"># you may not use this file except in compliance with the License.</span>
-<span class="c1"># You may obtain a copy of the License at</span>
-<span class="c1">#</span>
-<span class="c1">#    http://www.apache.org/licenses/LICENSE-2.0</span>
-<span class="c1">#</span>
-<span class="c1"># Unless required by applicable law or agreed to in writing, software</span>
-<span class="c1"># distributed under the License is distributed on an &quot;AS IS&quot; BASIS,</span>
-<span class="c1"># WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.</span>
-<span class="c1"># See the License for the specific language governing permissions and</span>
-<span class="c1"># limitations under the License.</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">__future__</span><span class="w"> </span><span class="kn">import</span> <span class="n">annotations</span>
-
-<span class="kn">import</span><span class="w"> </span><span class="nn">numpy</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">np</span>
-
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.tensor</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">dpt</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.tensor._tensor_impl</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">ti</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_all_data_types</span><span class="p">(</span><span class="n">_fp16</span><span class="p">,</span> <span class="n">_fp64</span><span class="p">):</span>
-    <span class="n">_non_fp_types</span> <span class="o">=</span> <span class="p">[</span>
-        <span class="n">dpt</span><span class="o">.</span><span class="n">bool</span><span class="p">,</span>
-        <span class="n">dpt</span><span class="o">.</span><span class="n">int8</span><span class="p">,</span>
-        <span class="n">dpt</span><span class="o">.</span><span class="n">uint8</span><span class="p">,</span>
-        <span class="n">dpt</span><span class="o">.</span><span class="n">int16</span><span class="p">,</span>
-        <span class="n">dpt</span><span class="o">.</span><span class="n">uint16</span><span class="p">,</span>
-        <span class="n">dpt</span><span class="o">.</span><span class="n">int32</span><span class="p">,</span>
-        <span class="n">dpt</span><span class="o">.</span><span class="n">uint32</span><span class="p">,</span>
-        <span class="n">dpt</span><span class="o">.</span><span class="n">int64</span><span class="p">,</span>
-        <span class="n">dpt</span><span class="o">.</span><span class="n">uint64</span><span class="p">,</span>
-    <span class="p">]</span>
-    <span class="k">if</span> <span class="n">_fp64</span><span class="p">:</span>
-        <span class="k">if</span> <span class="n">_fp16</span><span class="p">:</span>
-            <span class="k">return</span> <span class="n">_non_fp_types</span> <span class="o">+</span> <span class="p">[</span>
-                <span class="n">dpt</span><span class="o">.</span><span class="n">float16</span><span class="p">,</span>
-                <span class="n">dpt</span><span class="o">.</span><span class="n">float32</span><span class="p">,</span>
-                <span class="n">dpt</span><span class="o">.</span><span class="n">float64</span><span class="p">,</span>
-                <span class="n">dpt</span><span class="o">.</span><span class="n">complex64</span><span class="p">,</span>
-                <span class="n">dpt</span><span class="o">.</span><span class="n">complex128</span><span class="p">,</span>
-            <span class="p">]</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="k">return</span> <span class="n">_non_fp_types</span> <span class="o">+</span> <span class="p">[</span>
-                <span class="n">dpt</span><span class="o">.</span><span class="n">float32</span><span class="p">,</span>
-                <span class="n">dpt</span><span class="o">.</span><span class="n">float64</span><span class="p">,</span>
-                <span class="n">dpt</span><span class="o">.</span><span class="n">complex64</span><span class="p">,</span>
-                <span class="n">dpt</span><span class="o">.</span><span class="n">complex128</span><span class="p">,</span>
-            <span class="p">]</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="k">if</span> <span class="n">_fp16</span><span class="p">:</span>
-            <span class="k">return</span> <span class="n">_non_fp_types</span> <span class="o">+</span> <span class="p">[</span>
-                <span class="n">dpt</span><span class="o">.</span><span class="n">float16</span><span class="p">,</span>
-                <span class="n">dpt</span><span class="o">.</span><span class="n">float32</span><span class="p">,</span>
-                <span class="n">dpt</span><span class="o">.</span><span class="n">complex64</span><span class="p">,</span>
-            <span class="p">]</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="k">return</span> <span class="n">_non_fp_types</span> <span class="o">+</span> <span class="p">[</span>
-                <span class="n">dpt</span><span class="o">.</span><span class="n">float32</span><span class="p">,</span>
-                <span class="n">dpt</span><span class="o">.</span><span class="n">complex64</span><span class="p">,</span>
-            <span class="p">]</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_is_maximal_inexact_type</span><span class="p">(</span><span class="n">dt</span><span class="p">:</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span> <span class="n">_fp16</span><span class="p">:</span> <span class="nb">bool</span><span class="p">,</span> <span class="n">_fp64</span><span class="p">:</span> <span class="nb">bool</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Return True if data type `dt` is the</span>
-<span class="sd">    maximal size inexact data type</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="n">_fp64</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">dt</span> <span class="ow">in</span> <span class="p">[</span><span class="n">dpt</span><span class="o">.</span><span class="n">float64</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">complex128</span><span class="p">]</span>
-    <span class="k">return</span> <span class="n">dt</span> <span class="ow">in</span> <span class="p">[</span><span class="n">dpt</span><span class="o">.</span><span class="n">float32</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">complex64</span><span class="p">]</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_dtype_supported_by_device_impl</span><span class="p">(</span>
-    <span class="n">dt</span><span class="p">:</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span> <span class="n">has_fp16</span><span class="p">:</span> <span class="nb">bool</span><span class="p">,</span> <span class="n">has_fp64</span><span class="p">:</span> <span class="nb">bool</span>
-<span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">bool</span><span class="p">:</span>
-    <span class="k">if</span> <span class="n">has_fp64</span><span class="p">:</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="n">has_fp16</span><span class="p">:</span>
-            <span class="k">if</span> <span class="n">dt</span> <span class="ow">is</span> <span class="n">dpt</span><span class="o">.</span><span class="n">float16</span><span class="p">:</span>
-                <span class="k">return</span> <span class="kc">False</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="k">if</span> <span class="n">dt</span> <span class="ow">is</span> <span class="n">dpt</span><span class="o">.</span><span class="n">float64</span><span class="p">:</span>
-            <span class="k">return</span> <span class="kc">False</span>
-        <span class="k">elif</span> <span class="n">dt</span> <span class="ow">is</span> <span class="n">dpt</span><span class="o">.</span><span class="n">complex128</span><span class="p">:</span>
-            <span class="k">return</span> <span class="kc">False</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="n">has_fp16</span> <span class="ow">and</span> <span class="n">dt</span> <span class="ow">is</span> <span class="n">dpt</span><span class="o">.</span><span class="n">float16</span><span class="p">:</span>
-            <span class="k">return</span> <span class="kc">False</span>
-    <span class="k">return</span> <span class="kc">True</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_can_cast</span><span class="p">(</span>
-    <span class="n">from_</span><span class="p">:</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span> <span class="n">to_</span><span class="p">:</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">,</span> <span class="n">_fp16</span><span class="p">:</span> <span class="nb">bool</span><span class="p">,</span> <span class="n">_fp64</span><span class="p">:</span> <span class="nb">bool</span><span class="p">,</span> <span class="n">casting</span><span class="o">=</span><span class="s2">&quot;safe&quot;</span>
-<span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">bool</span><span class="p">:</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Can `from_` be cast to `to_` safely on a device with</span>
-<span class="sd">    fp16 and fp64 aspects as given?</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="n">_dtype_supported_by_device_impl</span><span class="p">(</span><span class="n">to_</span><span class="p">,</span> <span class="n">_fp16</span><span class="p">,</span> <span class="n">_fp64</span><span class="p">):</span>
-        <span class="k">return</span> <span class="kc">False</span>
-    <span class="n">can_cast_v</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">can_cast</span><span class="p">(</span><span class="n">from_</span><span class="p">,</span> <span class="n">to_</span><span class="p">,</span> <span class="n">casting</span><span class="o">=</span><span class="n">casting</span><span class="p">)</span>  <span class="c1"># ask NumPy</span>
-    <span class="k">if</span> <span class="n">_fp16</span> <span class="ow">and</span> <span class="n">_fp64</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">can_cast_v</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="n">can_cast_v</span><span class="p">:</span>
-        <span class="k">if</span> <span class="p">(</span>
-            <span class="n">from_</span><span class="o">.</span><span class="n">kind</span> <span class="ow">in</span> <span class="s2">&quot;biu&quot;</span>
-            <span class="ow">and</span> <span class="n">to_</span><span class="o">.</span><span class="n">kind</span> <span class="ow">in</span> <span class="s2">&quot;fc&quot;</span>
-            <span class="ow">and</span> <span class="n">_is_maximal_inexact_type</span><span class="p">(</span><span class="n">to_</span><span class="p">,</span> <span class="n">_fp16</span><span class="p">,</span> <span class="n">_fp64</span><span class="p">)</span>
-        <span class="p">):</span>
-            <span class="k">return</span> <span class="kc">True</span>
-
-    <span class="k">return</span> <span class="n">can_cast_v</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_to_device_supported_dtype_impl</span><span class="p">(</span><span class="n">dt</span><span class="p">,</span> <span class="n">has_fp16</span><span class="p">,</span> <span class="n">has_fp64</span><span class="p">):</span>
-    <span class="k">if</span> <span class="n">has_fp64</span><span class="p">:</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="n">has_fp16</span><span class="p">:</span>
-            <span class="k">if</span> <span class="n">dt</span> <span class="ow">is</span> <span class="n">dpt</span><span class="o">.</span><span class="n">float16</span><span class="p">:</span>
-                <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">float32</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="k">if</span> <span class="n">dt</span> <span class="ow">is</span> <span class="n">dpt</span><span class="o">.</span><span class="n">float64</span><span class="p">:</span>
-            <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">float32</span>
-        <span class="k">elif</span> <span class="n">dt</span> <span class="ow">is</span> <span class="n">dpt</span><span class="o">.</span><span class="n">complex128</span><span class="p">:</span>
-            <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">complex64</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="n">has_fp16</span> <span class="ow">and</span> <span class="n">dt</span> <span class="ow">is</span> <span class="n">dpt</span><span class="o">.</span><span class="n">float16</span><span class="p">:</span>
-            <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">float32</span>
-    <span class="k">return</span> <span class="n">dt</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_to_device_supported_dtype</span><span class="p">(</span><span class="n">dt</span><span class="p">,</span> <span class="n">dev</span><span class="p">):</span>
-    <span class="n">has_fp16</span> <span class="o">=</span> <span class="n">dev</span><span class="o">.</span><span class="n">has_aspect_fp16</span>
-    <span class="n">has_fp64</span> <span class="o">=</span> <span class="n">dev</span><span class="o">.</span><span class="n">has_aspect_fp64</span>
-
-    <span class="k">return</span> <span class="n">_to_device_supported_dtype_impl</span><span class="p">(</span><span class="n">dt</span><span class="p">,</span> <span class="n">has_fp16</span><span class="p">,</span> <span class="n">has_fp64</span><span class="p">)</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_acceptance_fn_default_unary</span><span class="p">(</span><span class="n">arg_dtype</span><span class="p">,</span> <span class="n">ret_buf_dt</span><span class="p">,</span> <span class="n">res_dt</span><span class="p">,</span> <span class="n">sycl_dev</span><span class="p">):</span>
-    <span class="k">return</span> <span class="kc">True</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_acceptance_fn_reciprocal</span><span class="p">(</span><span class="n">arg_dtype</span><span class="p">,</span> <span class="n">buf_dt</span><span class="p">,</span> <span class="n">res_dt</span><span class="p">,</span> <span class="n">sycl_dev</span><span class="p">):</span>
-    <span class="c1"># if the kind of result is different from the kind of input, we use the</span>
-    <span class="c1"># default floating-point dtype for the resulting kind. This guarantees</span>
-    <span class="c1"># alignment of reciprocal and divide output types.</span>
-    <span class="k">if</span> <span class="n">buf_dt</span><span class="o">.</span><span class="n">kind</span> <span class="o">!=</span> <span class="n">arg_dtype</span><span class="o">.</span><span class="n">kind</span><span class="p">:</span>
-        <span class="n">default_dt</span> <span class="o">=</span> <span class="n">_get_device_default_dtype</span><span class="p">(</span><span class="n">res_dt</span><span class="o">.</span><span class="n">kind</span><span class="p">,</span> <span class="n">sycl_dev</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">res_dt</span> <span class="o">==</span> <span class="n">default_dt</span><span class="p">:</span>
-            <span class="k">return</span> <span class="kc">True</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="k">return</span> <span class="kc">False</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="k">return</span> <span class="kc">True</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_acceptance_fn_negative</span><span class="p">(</span><span class="n">arg_dtype</span><span class="p">,</span> <span class="n">buf_dt</span><span class="p">,</span> <span class="n">res_dt</span><span class="p">,</span> <span class="n">sycl_dev</span><span class="p">):</span>
-    <span class="c1"># negative is not defined for boolean data type</span>
-    <span class="k">if</span> <span class="n">arg_dtype</span><span class="o">.</span><span class="n">char</span> <span class="o">==</span> <span class="s2">&quot;?&quot;</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-            <span class="s2">&quot;The `negative` function, the `-` operator, is not supported &quot;</span>
-            <span class="s2">&quot;for inputs of data type bool, use the `~` operator or the &quot;</span>
-            <span class="s2">&quot;`logical_not` function instead&quot;</span>
-        <span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="k">return</span> <span class="kc">True</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_acceptance_fn_subtract</span><span class="p">(</span>
-    <span class="n">arg1_dtype</span><span class="p">,</span> <span class="n">arg2_dtype</span><span class="p">,</span> <span class="n">buf1_dt</span><span class="p">,</span> <span class="n">buf2_dt</span><span class="p">,</span> <span class="n">res_dt</span><span class="p">,</span> <span class="n">sycl_dev</span>
-<span class="p">):</span>
-    <span class="c1"># subtract is not defined for boolean data type</span>
-    <span class="k">if</span> <span class="n">arg1_dtype</span><span class="o">.</span><span class="n">char</span> <span class="o">==</span> <span class="s2">&quot;?&quot;</span> <span class="ow">and</span> <span class="n">arg2_dtype</span><span class="o">.</span><span class="n">char</span> <span class="o">==</span> <span class="s2">&quot;?&quot;</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-            <span class="s2">&quot;The `subtract` function, the `-` operator, is not supported &quot;</span>
-            <span class="s2">&quot;for inputs of data type bool, use the `^` operator,  the &quot;</span>
-            <span class="s2">&quot;`bitwise_xor`, or the `logical_xor` function instead&quot;</span>
-        <span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="k">return</span> <span class="kc">True</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_find_buf_dtype</span><span class="p">(</span><span class="n">arg_dtype</span><span class="p">,</span> <span class="n">query_fn</span><span class="p">,</span> <span class="n">sycl_dev</span><span class="p">,</span> <span class="n">acceptance_fn</span><span class="p">):</span>
-    <span class="n">res_dt</span> <span class="o">=</span> <span class="n">query_fn</span><span class="p">(</span><span class="n">arg_dtype</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">res_dt</span><span class="p">:</span>
-        <span class="k">return</span> <span class="kc">None</span><span class="p">,</span> <span class="n">res_dt</span>
-
-    <span class="n">_fp16</span> <span class="o">=</span> <span class="n">sycl_dev</span><span class="o">.</span><span class="n">has_aspect_fp16</span>
-    <span class="n">_fp64</span> <span class="o">=</span> <span class="n">sycl_dev</span><span class="o">.</span><span class="n">has_aspect_fp64</span>
-    <span class="n">all_dts</span> <span class="o">=</span> <span class="n">_all_data_types</span><span class="p">(</span><span class="n">_fp16</span><span class="p">,</span> <span class="n">_fp64</span><span class="p">)</span>
-    <span class="k">for</span> <span class="n">buf_dt</span> <span class="ow">in</span> <span class="n">all_dts</span><span class="p">:</span>
-        <span class="k">if</span> <span class="n">_can_cast</span><span class="p">(</span><span class="n">arg_dtype</span><span class="p">,</span> <span class="n">buf_dt</span><span class="p">,</span> <span class="n">_fp16</span><span class="p">,</span> <span class="n">_fp64</span><span class="p">):</span>
-            <span class="n">res_dt</span> <span class="o">=</span> <span class="n">query_fn</span><span class="p">(</span><span class="n">buf_dt</span><span class="p">)</span>
-            <span class="k">if</span> <span class="n">res_dt</span><span class="p">:</span>
-                <span class="n">acceptable</span> <span class="o">=</span> <span class="n">acceptance_fn</span><span class="p">(</span><span class="n">arg_dtype</span><span class="p">,</span> <span class="n">buf_dt</span><span class="p">,</span> <span class="n">res_dt</span><span class="p">,</span> <span class="n">sycl_dev</span><span class="p">)</span>
-                <span class="k">if</span> <span class="n">acceptable</span><span class="p">:</span>
-                    <span class="k">return</span> <span class="n">buf_dt</span><span class="p">,</span> <span class="n">res_dt</span>
-                <span class="k">else</span><span class="p">:</span>
-                    <span class="k">continue</span>
-
-    <span class="k">return</span> <span class="kc">None</span><span class="p">,</span> <span class="kc">None</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_get_device_default_dtype</span><span class="p">(</span><span class="n">dt_kind</span><span class="p">,</span> <span class="n">sycl_dev</span><span class="p">):</span>
-    <span class="k">if</span> <span class="n">dt_kind</span> <span class="o">==</span> <span class="s2">&quot;b&quot;</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">ti</span><span class="o">.</span><span class="n">default_device_bool_type</span><span class="p">(</span><span class="n">sycl_dev</span><span class="p">))</span>
-    <span class="k">elif</span> <span class="n">dt_kind</span> <span class="o">==</span> <span class="s2">&quot;i&quot;</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">ti</span><span class="o">.</span><span class="n">default_device_int_type</span><span class="p">(</span><span class="n">sycl_dev</span><span class="p">))</span>
-    <span class="k">elif</span> <span class="n">dt_kind</span> <span class="o">==</span> <span class="s2">&quot;u&quot;</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">ti</span><span class="o">.</span><span class="n">default_device_uint_type</span><span class="p">(</span><span class="n">sycl_dev</span><span class="p">))</span>
-    <span class="k">elif</span> <span class="n">dt_kind</span> <span class="o">==</span> <span class="s2">&quot;f&quot;</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">ti</span><span class="o">.</span><span class="n">default_device_fp_type</span><span class="p">(</span><span class="n">sycl_dev</span><span class="p">))</span>
-    <span class="k">elif</span> <span class="n">dt_kind</span> <span class="o">==</span> <span class="s2">&quot;c&quot;</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">ti</span><span class="o">.</span><span class="n">default_device_complex_type</span><span class="p">(</span><span class="n">sycl_dev</span><span class="p">))</span>
-    <span class="k">raise</span> <span class="ne">RuntimeError</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_acceptance_fn_default_binary</span><span class="p">(</span>
-    <span class="n">arg1_dtype</span><span class="p">,</span> <span class="n">arg2_dtype</span><span class="p">,</span> <span class="n">ret_buf1_dt</span><span class="p">,</span> <span class="n">ret_buf2_dt</span><span class="p">,</span> <span class="n">res_dt</span><span class="p">,</span> <span class="n">sycl_dev</span>
-<span class="p">):</span>
-    <span class="k">return</span> <span class="kc">True</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_acceptance_fn_divide</span><span class="p">(</span>
-    <span class="n">arg1_dtype</span><span class="p">,</span> <span class="n">arg2_dtype</span><span class="p">,</span> <span class="n">ret_buf1_dt</span><span class="p">,</span> <span class="n">ret_buf2_dt</span><span class="p">,</span> <span class="n">res_dt</span><span class="p">,</span> <span class="n">sycl_dev</span>
-<span class="p">):</span>
-    <span class="c1"># both are being promoted, if the kind of result is</span>
-    <span class="c1"># different than the kind of original input dtypes,</span>
-    <span class="c1"># we use default dtype for the resulting kind.</span>
-    <span class="c1"># This covers, e.g. (array_dtype_i1 / array_dtype_u1)</span>
-    <span class="c1"># result of which in divide is double (in NumPy), but</span>
-    <span class="c1"># regular type promotion rules peg at float16</span>
-    <span class="k">if</span> <span class="p">(</span><span class="n">ret_buf1_dt</span><span class="o">.</span><span class="n">kind</span> <span class="o">!=</span> <span class="n">arg1_dtype</span><span class="o">.</span><span class="n">kind</span><span class="p">)</span> <span class="ow">and</span> <span class="p">(</span>
-        <span class="n">ret_buf2_dt</span><span class="o">.</span><span class="n">kind</span> <span class="o">!=</span> <span class="n">arg2_dtype</span><span class="o">.</span><span class="n">kind</span>
-    <span class="p">):</span>
-        <span class="n">default_dt</span> <span class="o">=</span> <span class="n">_get_device_default_dtype</span><span class="p">(</span><span class="n">res_dt</span><span class="o">.</span><span class="n">kind</span><span class="p">,</span> <span class="n">sycl_dev</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">res_dt</span> <span class="o">==</span> <span class="n">default_dt</span><span class="p">:</span>
-            <span class="k">return</span> <span class="kc">True</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="k">return</span> <span class="kc">False</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="k">return</span> <span class="kc">True</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_find_buf_dtype2</span><span class="p">(</span><span class="n">arg1_dtype</span><span class="p">,</span> <span class="n">arg2_dtype</span><span class="p">,</span> <span class="n">query_fn</span><span class="p">,</span> <span class="n">sycl_dev</span><span class="p">,</span> <span class="n">acceptance_fn</span><span class="p">):</span>
-    <span class="n">res_dt</span> <span class="o">=</span> <span class="n">query_fn</span><span class="p">(</span><span class="n">arg1_dtype</span><span class="p">,</span> <span class="n">arg2_dtype</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">res_dt</span><span class="p">:</span>
-        <span class="k">return</span> <span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">,</span> <span class="n">res_dt</span>
-
-    <span class="n">_fp16</span> <span class="o">=</span> <span class="n">sycl_dev</span><span class="o">.</span><span class="n">has_aspect_fp16</span>
-    <span class="n">_fp64</span> <span class="o">=</span> <span class="n">sycl_dev</span><span class="o">.</span><span class="n">has_aspect_fp64</span>
-    <span class="n">all_dts</span> <span class="o">=</span> <span class="n">_all_data_types</span><span class="p">(</span><span class="n">_fp16</span><span class="p">,</span> <span class="n">_fp64</span><span class="p">)</span>
-    <span class="k">for</span> <span class="n">buf1_dt</span> <span class="ow">in</span> <span class="n">all_dts</span><span class="p">:</span>
-        <span class="k">for</span> <span class="n">buf2_dt</span> <span class="ow">in</span> <span class="n">all_dts</span><span class="p">:</span>
-            <span class="k">if</span> <span class="n">_can_cast</span><span class="p">(</span><span class="n">arg1_dtype</span><span class="p">,</span> <span class="n">buf1_dt</span><span class="p">,</span> <span class="n">_fp16</span><span class="p">,</span> <span class="n">_fp64</span><span class="p">)</span> <span class="ow">and</span> <span class="n">_can_cast</span><span class="p">(</span>
-                <span class="n">arg2_dtype</span><span class="p">,</span> <span class="n">buf2_dt</span><span class="p">,</span> <span class="n">_fp16</span><span class="p">,</span> <span class="n">_fp64</span>
-            <span class="p">):</span>
-                <span class="n">res_dt</span> <span class="o">=</span> <span class="n">query_fn</span><span class="p">(</span><span class="n">buf1_dt</span><span class="p">,</span> <span class="n">buf2_dt</span><span class="p">)</span>
-                <span class="k">if</span> <span class="n">res_dt</span><span class="p">:</span>
-                    <span class="n">ret_buf1_dt</span> <span class="o">=</span> <span class="kc">None</span> <span class="k">if</span> <span class="n">buf1_dt</span> <span class="o">==</span> <span class="n">arg1_dtype</span> <span class="k">else</span> <span class="n">buf1_dt</span>
-                    <span class="n">ret_buf2_dt</span> <span class="o">=</span> <span class="kc">None</span> <span class="k">if</span> <span class="n">buf2_dt</span> <span class="o">==</span> <span class="n">arg2_dtype</span> <span class="k">else</span> <span class="n">buf2_dt</span>
-                    <span class="k">if</span> <span class="n">ret_buf1_dt</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span> <span class="n">ret_buf2_dt</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-                        <span class="k">return</span> <span class="n">ret_buf1_dt</span><span class="p">,</span> <span class="n">ret_buf2_dt</span><span class="p">,</span> <span class="n">res_dt</span>
-                    <span class="k">else</span><span class="p">:</span>
-                        <span class="n">acceptable</span> <span class="o">=</span> <span class="n">acceptance_fn</span><span class="p">(</span>
-                            <span class="n">arg1_dtype</span><span class="p">,</span>
-                            <span class="n">arg2_dtype</span><span class="p">,</span>
-                            <span class="n">ret_buf1_dt</span><span class="p">,</span>
-                            <span class="n">ret_buf2_dt</span><span class="p">,</span>
-                            <span class="n">res_dt</span><span class="p">,</span>
-                            <span class="n">sycl_dev</span><span class="p">,</span>
-                        <span class="p">)</span>
-                        <span class="k">if</span> <span class="n">acceptable</span><span class="p">:</span>
-                            <span class="k">return</span> <span class="n">ret_buf1_dt</span><span class="p">,</span> <span class="n">ret_buf2_dt</span><span class="p">,</span> <span class="n">res_dt</span>
-                        <span class="k">else</span><span class="p">:</span>
-                            <span class="k">continue</span>
-
-    <span class="k">return</span> <span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">,</span> <span class="kc">None</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_find_buf_dtype_in_place_op</span><span class="p">(</span><span class="n">arg1_dtype</span><span class="p">,</span> <span class="n">arg2_dtype</span><span class="p">,</span> <span class="n">query_fn</span><span class="p">,</span> <span class="n">sycl_dev</span><span class="p">):</span>
-    <span class="n">res_dt</span> <span class="o">=</span> <span class="n">query_fn</span><span class="p">(</span><span class="n">arg1_dtype</span><span class="p">,</span> <span class="n">arg2_dtype</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">res_dt</span><span class="p">:</span>
-        <span class="k">return</span> <span class="kc">None</span><span class="p">,</span> <span class="n">res_dt</span>
-
-    <span class="n">_fp16</span> <span class="o">=</span> <span class="n">sycl_dev</span><span class="o">.</span><span class="n">has_aspect_fp16</span>
-    <span class="n">_fp64</span> <span class="o">=</span> <span class="n">sycl_dev</span><span class="o">.</span><span class="n">has_aspect_fp64</span>
-    <span class="k">if</span> <span class="n">_can_cast</span><span class="p">(</span><span class="n">arg2_dtype</span><span class="p">,</span> <span class="n">arg1_dtype</span><span class="p">,</span> <span class="n">_fp16</span><span class="p">,</span> <span class="n">_fp64</span><span class="p">,</span> <span class="n">casting</span><span class="o">=</span><span class="s2">&quot;same_kind&quot;</span><span class="p">):</span>
-        <span class="n">res_dt</span> <span class="o">=</span> <span class="n">query_fn</span><span class="p">(</span><span class="n">arg1_dtype</span><span class="p">,</span> <span class="n">arg1_dtype</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">res_dt</span><span class="p">:</span>
-            <span class="k">return</span> <span class="n">arg1_dtype</span><span class="p">,</span> <span class="n">res_dt</span>
-
-    <span class="k">return</span> <span class="kc">None</span><span class="p">,</span> <span class="kc">None</span>
-
-
-<span class="k">class</span><span class="w"> </span><span class="nc">WeakBooleanType</span><span class="p">:</span>
-    <span class="s2">&quot;Python type representing type of Python boolean objects&quot;</span>
-
-    <span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">o</span><span class="p">):</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">o_</span> <span class="o">=</span> <span class="n">o</span>
-
-    <span class="k">def</span><span class="w"> </span><span class="nf">get</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">o_</span>
-
-
-<span class="k">class</span><span class="w"> </span><span class="nc">WeakIntegralType</span><span class="p">:</span>
-    <span class="s2">&quot;Python type representing type of Python integral objects&quot;</span>
-
-    <span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">o</span><span class="p">):</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">o_</span> <span class="o">=</span> <span class="n">o</span>
-
-    <span class="k">def</span><span class="w"> </span><span class="nf">get</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">o_</span>
-
-
-<span class="k">class</span><span class="w"> </span><span class="nc">WeakFloatingType</span><span class="p">:</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;Python type representing type of Python floating point objects&quot;&quot;&quot;</span>
-
-    <span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">o</span><span class="p">):</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">o_</span> <span class="o">=</span> <span class="n">o</span>
-
-    <span class="k">def</span><span class="w"> </span><span class="nf">get</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">o_</span>
-
-
-<span class="k">class</span><span class="w"> </span><span class="nc">WeakComplexType</span><span class="p">:</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;Python type representing type of Python complex floating point objects&quot;&quot;&quot;</span>
-
-    <span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">o</span><span class="p">):</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">o_</span> <span class="o">=</span> <span class="n">o</span>
-
-    <span class="k">def</span><span class="w"> </span><span class="nf">get</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">o_</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_weak_type_num_kind</span><span class="p">(</span><span class="n">o</span><span class="p">):</span>
-    <span class="n">_map</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;?&quot;</span><span class="p">:</span> <span class="mi">0</span><span class="p">,</span> <span class="s2">&quot;i&quot;</span><span class="p">:</span> <span class="mi">1</span><span class="p">,</span> <span class="s2">&quot;f&quot;</span><span class="p">:</span> <span class="mi">2</span><span class="p">,</span> <span class="s2">&quot;c&quot;</span><span class="p">:</span> <span class="mi">3</span><span class="p">}</span>
-    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">o</span><span class="p">,</span> <span class="n">WeakBooleanType</span><span class="p">):</span>
-        <span class="k">return</span> <span class="n">_map</span><span class="p">[</span><span class="s2">&quot;?&quot;</span><span class="p">]</span>
-    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">o</span><span class="p">,</span> <span class="n">WeakIntegralType</span><span class="p">):</span>
-        <span class="k">return</span> <span class="n">_map</span><span class="p">[</span><span class="s2">&quot;i&quot;</span><span class="p">]</span>
-    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">o</span><span class="p">,</span> <span class="n">WeakFloatingType</span><span class="p">):</span>
-        <span class="k">return</span> <span class="n">_map</span><span class="p">[</span><span class="s2">&quot;f&quot;</span><span class="p">]</span>
-    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">o</span><span class="p">,</span> <span class="n">WeakComplexType</span><span class="p">):</span>
-        <span class="k">return</span> <span class="n">_map</span><span class="p">[</span><span class="s2">&quot;c&quot;</span><span class="p">]</span>
-    <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-        <span class="sa">f</span><span class="s2">&quot;Unexpected type </span><span class="si">{</span><span class="n">o</span><span class="si">}</span><span class="s2"> while expecting &quot;</span>
-        <span class="s2">&quot;`WeakBooleanType`, `WeakIntegralType`,&quot;</span>
-        <span class="s2">&quot;`WeakFloatingType`, or `WeakComplexType`.&quot;</span>
-    <span class="p">)</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_strong_dtype_num_kind</span><span class="p">(</span><span class="n">o</span><span class="p">):</span>
-    <span class="n">_map</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;b&quot;</span><span class="p">:</span> <span class="mi">0</span><span class="p">,</span> <span class="s2">&quot;i&quot;</span><span class="p">:</span> <span class="mi">1</span><span class="p">,</span> <span class="s2">&quot;u&quot;</span><span class="p">:</span> <span class="mi">1</span><span class="p">,</span> <span class="s2">&quot;f&quot;</span><span class="p">:</span> <span class="mi">2</span><span class="p">,</span> <span class="s2">&quot;c&quot;</span><span class="p">:</span> <span class="mi">3</span><span class="p">}</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">o</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span>
-    <span class="n">k</span> <span class="o">=</span> <span class="n">o</span><span class="o">.</span><span class="n">kind</span>
-    <span class="k">if</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">_map</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">_map</span><span class="p">[</span><span class="n">k</span><span class="p">]</span>
-    <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Unrecognized kind </span><span class="si">{</span><span class="n">k</span><span class="si">}</span><span class="s2"> for dtype </span><span class="si">{</span><span class="n">o</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_is_weak_dtype</span><span class="p">(</span><span class="n">dtype</span><span class="p">):</span>
-    <span class="k">return</span> <span class="nb">isinstance</span><span class="p">(</span>
-        <span class="n">dtype</span><span class="p">,</span>
-        <span class="p">(</span><span class="n">WeakBooleanType</span><span class="p">,</span> <span class="n">WeakIntegralType</span><span class="p">,</span> <span class="n">WeakFloatingType</span><span class="p">,</span> <span class="n">WeakComplexType</span><span class="p">),</span>
-    <span class="p">)</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_resolve_weak_types</span><span class="p">(</span><span class="n">o1_dtype</span><span class="p">,</span> <span class="n">o2_dtype</span><span class="p">,</span> <span class="n">dev</span><span class="p">):</span>
-    <span class="s2">&quot;Resolves weak data type per NEP-0050&quot;</span>
-    <span class="k">if</span> <span class="n">_is_weak_dtype</span><span class="p">(</span><span class="n">o1_dtype</span><span class="p">):</span>
-        <span class="k">if</span> <span class="n">_is_weak_dtype</span><span class="p">(</span><span class="n">o2_dtype</span><span class="p">):</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span>
-        <span class="n">o1_kind_num</span> <span class="o">=</span> <span class="n">_weak_type_num_kind</span><span class="p">(</span><span class="n">o1_dtype</span><span class="p">)</span>
-        <span class="n">o2_kind_num</span> <span class="o">=</span> <span class="n">_strong_dtype_num_kind</span><span class="p">(</span><span class="n">o2_dtype</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">o1_kind_num</span> <span class="o">&gt;</span> <span class="n">o2_kind_num</span><span class="p">:</span>
-            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">o1_dtype</span><span class="p">,</span> <span class="n">WeakIntegralType</span><span class="p">):</span>
-                <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">ti</span><span class="o">.</span><span class="n">default_device_int_type</span><span class="p">(</span><span class="n">dev</span><span class="p">)),</span> <span class="n">o2_dtype</span>
-            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">o1_dtype</span><span class="p">,</span> <span class="n">WeakComplexType</span><span class="p">):</span>
-                <span class="k">if</span> <span class="n">o2_dtype</span> <span class="ow">is</span> <span class="n">dpt</span><span class="o">.</span><span class="n">float16</span> <span class="ow">or</span> <span class="n">o2_dtype</span> <span class="ow">is</span> <span class="n">dpt</span><span class="o">.</span><span class="n">float32</span><span class="p">:</span>
-                    <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">complex64</span><span class="p">,</span> <span class="n">o2_dtype</span>
-                <span class="k">return</span> <span class="p">(</span>
-                    <span class="n">_to_device_supported_dtype</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">complex128</span><span class="p">,</span> <span class="n">dev</span><span class="p">),</span>
-                    <span class="n">o2_dtype</span><span class="p">,</span>
-                <span class="p">)</span>
-            <span class="k">return</span> <span class="n">_to_device_supported_dtype</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">float64</span><span class="p">,</span> <span class="n">dev</span><span class="p">),</span> <span class="n">o2_dtype</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="k">return</span> <span class="n">o2_dtype</span><span class="p">,</span> <span class="n">o2_dtype</span>
-    <span class="k">elif</span> <span class="n">_is_weak_dtype</span><span class="p">(</span><span class="n">o2_dtype</span><span class="p">):</span>
-        <span class="n">o1_kind_num</span> <span class="o">=</span> <span class="n">_strong_dtype_num_kind</span><span class="p">(</span><span class="n">o1_dtype</span><span class="p">)</span>
-        <span class="n">o2_kind_num</span> <span class="o">=</span> <span class="n">_weak_type_num_kind</span><span class="p">(</span><span class="n">o2_dtype</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">o2_kind_num</span> <span class="o">&gt;</span> <span class="n">o1_kind_num</span><span class="p">:</span>
-            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">o2_dtype</span><span class="p">,</span> <span class="n">WeakIntegralType</span><span class="p">):</span>
-                <span class="k">return</span> <span class="n">o1_dtype</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">ti</span><span class="o">.</span><span class="n">default_device_int_type</span><span class="p">(</span><span class="n">dev</span><span class="p">))</span>
-            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">o2_dtype</span><span class="p">,</span> <span class="n">WeakComplexType</span><span class="p">):</span>
-                <span class="k">if</span> <span class="n">o1_dtype</span> <span class="ow">is</span> <span class="n">dpt</span><span class="o">.</span><span class="n">float16</span> <span class="ow">or</span> <span class="n">o1_dtype</span> <span class="ow">is</span> <span class="n">dpt</span><span class="o">.</span><span class="n">float32</span><span class="p">:</span>
-                    <span class="k">return</span> <span class="n">o1_dtype</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">complex64</span>
-                <span class="k">return</span> <span class="n">o1_dtype</span><span class="p">,</span> <span class="n">_to_device_supported_dtype</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">complex128</span><span class="p">,</span> <span class="n">dev</span><span class="p">)</span>
-            <span class="k">return</span> <span class="p">(</span>
-                <span class="n">o1_dtype</span><span class="p">,</span>
-                <span class="n">_to_device_supported_dtype</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">float64</span><span class="p">,</span> <span class="n">dev</span><span class="p">),</span>
-            <span class="p">)</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="k">return</span> <span class="n">o1_dtype</span><span class="p">,</span> <span class="n">o1_dtype</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">o1_dtype</span><span class="p">,</span> <span class="n">o2_dtype</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_resolve_weak_types_all_py_ints</span><span class="p">(</span><span class="n">o1_dtype</span><span class="p">,</span> <span class="n">o2_dtype</span><span class="p">,</span> <span class="n">dev</span><span class="p">):</span>
-    <span class="s2">&quot;Resolves weak data type per NEP-0050 for comparisons and&quot;</span>
-    <span class="s2">&quot; divide, where result type is known and special behavior&quot;</span>
-    <span class="s2">&quot;is needed to handle mixed integer kinds and Python integers&quot;</span>
-    <span class="s2">&quot;without overflow&quot;</span>
-    <span class="k">if</span> <span class="n">_is_weak_dtype</span><span class="p">(</span><span class="n">o1_dtype</span><span class="p">):</span>
-        <span class="k">if</span> <span class="n">_is_weak_dtype</span><span class="p">(</span><span class="n">o2_dtype</span><span class="p">):</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span>
-        <span class="n">o1_kind_num</span> <span class="o">=</span> <span class="n">_weak_type_num_kind</span><span class="p">(</span><span class="n">o1_dtype</span><span class="p">)</span>
-        <span class="n">o2_kind_num</span> <span class="o">=</span> <span class="n">_strong_dtype_num_kind</span><span class="p">(</span><span class="n">o2_dtype</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">o1_kind_num</span> <span class="o">&gt;</span> <span class="n">o2_kind_num</span><span class="p">:</span>
-            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">o1_dtype</span><span class="p">,</span> <span class="n">WeakIntegralType</span><span class="p">):</span>
-                <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">ti</span><span class="o">.</span><span class="n">default_device_int_type</span><span class="p">(</span><span class="n">dev</span><span class="p">)),</span> <span class="n">o2_dtype</span>
-            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">o1_dtype</span><span class="p">,</span> <span class="n">WeakComplexType</span><span class="p">):</span>
-                <span class="k">if</span> <span class="n">o2_dtype</span> <span class="ow">is</span> <span class="n">dpt</span><span class="o">.</span><span class="n">float16</span> <span class="ow">or</span> <span class="n">o2_dtype</span> <span class="ow">is</span> <span class="n">dpt</span><span class="o">.</span><span class="n">float32</span><span class="p">:</span>
-                    <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">complex64</span><span class="p">,</span> <span class="n">o2_dtype</span>
-                <span class="k">return</span> <span class="p">(</span>
-                    <span class="n">_to_device_supported_dtype</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">complex128</span><span class="p">,</span> <span class="n">dev</span><span class="p">),</span>
-                    <span class="n">o2_dtype</span><span class="p">,</span>
-                <span class="p">)</span>
-            <span class="k">return</span> <span class="n">_to_device_supported_dtype</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">float64</span><span class="p">,</span> <span class="n">dev</span><span class="p">),</span> <span class="n">o2_dtype</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="k">if</span> <span class="n">o1_kind_num</span> <span class="o">==</span> <span class="n">o2_kind_num</span> <span class="ow">and</span> <span class="nb">isinstance</span><span class="p">(</span>
-                <span class="n">o1_dtype</span><span class="p">,</span> <span class="n">WeakIntegralType</span>
-            <span class="p">):</span>
-                <span class="n">o1_val</span> <span class="o">=</span> <span class="n">o1_dtype</span><span class="o">.</span><span class="n">get</span><span class="p">()</span>
-                <span class="n">o2_iinfo</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">iinfo</span><span class="p">(</span><span class="n">o2_dtype</span><span class="p">)</span>
-                <span class="k">if</span> <span class="p">(</span><span class="n">o1_val</span> <span class="o">&lt;</span> <span class="n">o2_iinfo</span><span class="o">.</span><span class="n">min</span><span class="p">)</span> <span class="ow">or</span> <span class="p">(</span><span class="n">o1_val</span> <span class="o">&gt;</span> <span class="n">o2_iinfo</span><span class="o">.</span><span class="n">max</span><span class="p">):</span>
-                    <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">min_scalar_type</span><span class="p">(</span><span class="n">o1_val</span><span class="p">)),</span> <span class="n">o2_dtype</span>
-            <span class="k">return</span> <span class="n">o2_dtype</span><span class="p">,</span> <span class="n">o2_dtype</span>
-    <span class="k">elif</span> <span class="n">_is_weak_dtype</span><span class="p">(</span><span class="n">o2_dtype</span><span class="p">):</span>
-        <span class="n">o1_kind_num</span> <span class="o">=</span> <span class="n">_strong_dtype_num_kind</span><span class="p">(</span><span class="n">o1_dtype</span><span class="p">)</span>
-        <span class="n">o2_kind_num</span> <span class="o">=</span> <span class="n">_weak_type_num_kind</span><span class="p">(</span><span class="n">o2_dtype</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">o2_kind_num</span> <span class="o">&gt;</span> <span class="n">o1_kind_num</span><span class="p">:</span>
-            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">o2_dtype</span><span class="p">,</span> <span class="n">WeakIntegralType</span><span class="p">):</span>
-                <span class="k">return</span> <span class="n">o1_dtype</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">ti</span><span class="o">.</span><span class="n">default_device_int_type</span><span class="p">(</span><span class="n">dev</span><span class="p">))</span>
-            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">o2_dtype</span><span class="p">,</span> <span class="n">WeakComplexType</span><span class="p">):</span>
-                <span class="k">if</span> <span class="n">o1_dtype</span> <span class="ow">is</span> <span class="n">dpt</span><span class="o">.</span><span class="n">float16</span> <span class="ow">or</span> <span class="n">o1_dtype</span> <span class="ow">is</span> <span class="n">dpt</span><span class="o">.</span><span class="n">float32</span><span class="p">:</span>
-                    <span class="k">return</span> <span class="n">o1_dtype</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">complex64</span>
-                <span class="k">return</span> <span class="n">o1_dtype</span><span class="p">,</span> <span class="n">_to_device_supported_dtype</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">complex128</span><span class="p">,</span> <span class="n">dev</span><span class="p">)</span>
-            <span class="k">return</span> <span class="p">(</span>
-                <span class="n">o1_dtype</span><span class="p">,</span>
-                <span class="n">_to_device_supported_dtype</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">float64</span><span class="p">,</span> <span class="n">dev</span><span class="p">),</span>
-            <span class="p">)</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="k">if</span> <span class="n">o1_kind_num</span> <span class="o">==</span> <span class="n">o2_kind_num</span> <span class="ow">and</span> <span class="nb">isinstance</span><span class="p">(</span>
-                <span class="n">o2_dtype</span><span class="p">,</span> <span class="n">WeakIntegralType</span>
-            <span class="p">):</span>
-                <span class="n">o2_val</span> <span class="o">=</span> <span class="n">o2_dtype</span><span class="o">.</span><span class="n">get</span><span class="p">()</span>
-                <span class="n">o1_iinfo</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">iinfo</span><span class="p">(</span><span class="n">o1_dtype</span><span class="p">)</span>
-                <span class="k">if</span> <span class="p">(</span><span class="n">o2_val</span> <span class="o">&lt;</span> <span class="n">o1_iinfo</span><span class="o">.</span><span class="n">min</span><span class="p">)</span> <span class="ow">or</span> <span class="p">(</span><span class="n">o2_val</span> <span class="o">&gt;</span> <span class="n">o1_iinfo</span><span class="o">.</span><span class="n">max</span><span class="p">):</span>
-                    <span class="k">return</span> <span class="n">o1_dtype</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">min_scalar_type</span><span class="p">(</span><span class="n">o2_val</span><span class="p">))</span>
-            <span class="k">return</span> <span class="n">o1_dtype</span><span class="p">,</span> <span class="n">o1_dtype</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">o1_dtype</span><span class="p">,</span> <span class="n">o2_dtype</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_resolve_one_strong_two_weak_types</span><span class="p">(</span><span class="n">st_dtype</span><span class="p">,</span> <span class="n">dtype1</span><span class="p">,</span> <span class="n">dtype2</span><span class="p">,</span> <span class="n">dev</span><span class="p">):</span>
-    <span class="s2">&quot;Resolves weak data types per NEP-0050,&quot;</span>
-    <span class="s2">&quot;where the second and third arguments are&quot;</span>
-    <span class="s2">&quot;permitted to be weak types&quot;</span>
-    <span class="k">if</span> <span class="n">_is_weak_dtype</span><span class="p">(</span><span class="n">st_dtype</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span>
-    <span class="k">if</span> <span class="n">_is_weak_dtype</span><span class="p">(</span><span class="n">dtype1</span><span class="p">):</span>
-        <span class="k">if</span> <span class="n">_is_weak_dtype</span><span class="p">(</span><span class="n">dtype2</span><span class="p">):</span>
-            <span class="n">kind_num1</span> <span class="o">=</span> <span class="n">_weak_type_num_kind</span><span class="p">(</span><span class="n">dtype1</span><span class="p">)</span>
-            <span class="n">kind_num2</span> <span class="o">=</span> <span class="n">_weak_type_num_kind</span><span class="p">(</span><span class="n">dtype2</span><span class="p">)</span>
-            <span class="n">st_kind_num</span> <span class="o">=</span> <span class="n">_strong_dtype_num_kind</span><span class="p">(</span><span class="n">st_dtype</span><span class="p">)</span>
-
-            <span class="k">if</span> <span class="n">kind_num1</span> <span class="o">&gt;</span> <span class="n">st_kind_num</span><span class="p">:</span>
-                <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">dtype1</span><span class="p">,</span> <span class="n">WeakIntegralType</span><span class="p">):</span>
-                    <span class="n">ret_dtype1</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">ti</span><span class="o">.</span><span class="n">default_device_int_type</span><span class="p">(</span><span class="n">dev</span><span class="p">))</span>
-                <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">dtype1</span><span class="p">,</span> <span class="n">WeakComplexType</span><span class="p">):</span>
-                    <span class="k">if</span> <span class="n">st_dtype</span> <span class="ow">is</span> <span class="n">dpt</span><span class="o">.</span><span class="n">float16</span> <span class="ow">or</span> <span class="n">st_dtype</span> <span class="ow">is</span> <span class="n">dpt</span><span class="o">.</span><span class="n">float32</span><span class="p">:</span>
-                        <span class="n">ret_dtype1</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">complex64</span>
-                    <span class="n">ret_dtype1</span> <span class="o">=</span> <span class="n">_to_device_supported_dtype</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">complex128</span><span class="p">,</span> <span class="n">dev</span><span class="p">)</span>
-                <span class="k">else</span><span class="p">:</span>
-                    <span class="n">ret_dtype1</span> <span class="o">=</span> <span class="n">_to_device_supported_dtype</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">float64</span><span class="p">,</span> <span class="n">dev</span><span class="p">)</span>
-            <span class="k">else</span><span class="p">:</span>
-                <span class="n">ret_dtype1</span> <span class="o">=</span> <span class="n">st_dtype</span>
-
-            <span class="k">if</span> <span class="n">kind_num2</span> <span class="o">&gt;</span> <span class="n">st_kind_num</span><span class="p">:</span>
-                <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">dtype2</span><span class="p">,</span> <span class="n">WeakIntegralType</span><span class="p">):</span>
-                    <span class="n">ret_dtype2</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">ti</span><span class="o">.</span><span class="n">default_device_int_type</span><span class="p">(</span><span class="n">dev</span><span class="p">))</span>
-                <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">dtype2</span><span class="p">,</span> <span class="n">WeakComplexType</span><span class="p">):</span>
-                    <span class="k">if</span> <span class="n">st_dtype</span> <span class="ow">is</span> <span class="n">dpt</span><span class="o">.</span><span class="n">float16</span> <span class="ow">or</span> <span class="n">st_dtype</span> <span class="ow">is</span> <span class="n">dpt</span><span class="o">.</span><span class="n">float32</span><span class="p">:</span>
-                        <span class="n">ret_dtype2</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">complex64</span>
-                    <span class="n">ret_dtype2</span> <span class="o">=</span> <span class="n">_to_device_supported_dtype</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">complex128</span><span class="p">,</span> <span class="n">dev</span><span class="p">)</span>
-                <span class="k">else</span><span class="p">:</span>
-                    <span class="n">ret_dtype2</span> <span class="o">=</span> <span class="n">_to_device_supported_dtype</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">float64</span><span class="p">,</span> <span class="n">dev</span><span class="p">)</span>
-            <span class="k">else</span><span class="p">:</span>
-                <span class="n">ret_dtype2</span> <span class="o">=</span> <span class="n">st_dtype</span>
-
-            <span class="k">return</span> <span class="n">ret_dtype1</span><span class="p">,</span> <span class="n">ret_dtype2</span>
-
-        <span class="n">max_dt_num_kind</span><span class="p">,</span> <span class="n">max_dtype</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span>
-            <span class="p">[</span>
-                <span class="p">(</span><span class="n">_strong_dtype_num_kind</span><span class="p">(</span><span class="n">st_dtype</span><span class="p">),</span> <span class="n">st_dtype</span><span class="p">),</span>
-                <span class="p">(</span><span class="n">_strong_dtype_num_kind</span><span class="p">(</span><span class="n">dtype2</span><span class="p">),</span> <span class="n">dtype2</span><span class="p">),</span>
-            <span class="p">]</span>
-        <span class="p">)</span>
-        <span class="n">dt1_kind_num</span> <span class="o">=</span> <span class="n">_weak_type_num_kind</span><span class="p">(</span><span class="n">dtype1</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">dt1_kind_num</span> <span class="o">&gt;</span> <span class="n">max_dt_num_kind</span><span class="p">:</span>
-            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">dtype1</span><span class="p">,</span> <span class="n">WeakIntegralType</span><span class="p">):</span>
-                <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">ti</span><span class="o">.</span><span class="n">default_device_int_type</span><span class="p">(</span><span class="n">dev</span><span class="p">)),</span> <span class="n">dtype2</span>
-            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">dtype1</span><span class="p">,</span> <span class="n">WeakComplexType</span><span class="p">):</span>
-                <span class="k">if</span> <span class="n">max_dtype</span> <span class="ow">is</span> <span class="n">dpt</span><span class="o">.</span><span class="n">float16</span> <span class="ow">or</span> <span class="n">max_dtype</span> <span class="ow">is</span> <span class="n">dpt</span><span class="o">.</span><span class="n">float32</span><span class="p">:</span>
-                    <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">complex64</span><span class="p">,</span> <span class="n">dtype2</span>
-                <span class="k">return</span> <span class="p">(</span>
-                    <span class="n">_to_device_supported_dtype</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">complex128</span><span class="p">,</span> <span class="n">dev</span><span class="p">),</span>
-                    <span class="n">dtype2</span><span class="p">,</span>
-                <span class="p">)</span>
-            <span class="k">return</span> <span class="n">_to_device_supported_dtype</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">float64</span><span class="p">,</span> <span class="n">dev</span><span class="p">),</span> <span class="n">dtype2</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="k">return</span> <span class="n">max_dtype</span><span class="p">,</span> <span class="n">dtype2</span>
-    <span class="k">elif</span> <span class="n">_is_weak_dtype</span><span class="p">(</span><span class="n">dtype2</span><span class="p">):</span>
-        <span class="n">max_dt_num_kind</span><span class="p">,</span> <span class="n">max_dtype</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span>
-            <span class="p">[</span>
-                <span class="p">(</span><span class="n">_strong_dtype_num_kind</span><span class="p">(</span><span class="n">st_dtype</span><span class="p">),</span> <span class="n">st_dtype</span><span class="p">),</span>
-                <span class="p">(</span><span class="n">_strong_dtype_num_kind</span><span class="p">(</span><span class="n">dtype1</span><span class="p">),</span> <span class="n">dtype1</span><span class="p">),</span>
-            <span class="p">]</span>
-        <span class="p">)</span>
-        <span class="n">dt2_kind_num</span> <span class="o">=</span> <span class="n">_weak_type_num_kind</span><span class="p">(</span><span class="n">dtype2</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">dt2_kind_num</span> <span class="o">&gt;</span> <span class="n">max_dt_num_kind</span><span class="p">:</span>
-            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">dtype2</span><span class="p">,</span> <span class="n">WeakIntegralType</span><span class="p">):</span>
-                <span class="k">return</span> <span class="n">dtype1</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">ti</span><span class="o">.</span><span class="n">default_device_int_type</span><span class="p">(</span><span class="n">dev</span><span class="p">))</span>
-            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">dtype2</span><span class="p">,</span> <span class="n">WeakComplexType</span><span class="p">):</span>
-                <span class="k">if</span> <span class="n">max_dtype</span> <span class="ow">is</span> <span class="n">dpt</span><span class="o">.</span><span class="n">float16</span> <span class="ow">or</span> <span class="n">max_dtype</span> <span class="ow">is</span> <span class="n">dpt</span><span class="o">.</span><span class="n">float32</span><span class="p">:</span>
-                    <span class="k">return</span> <span class="n">dtype1</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">complex64</span>
-                <span class="k">return</span> <span class="p">(</span>
-                    <span class="n">dtype1</span><span class="p">,</span>
-                    <span class="n">_to_device_supported_dtype</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">complex128</span><span class="p">,</span> <span class="n">dev</span><span class="p">),</span>
-                <span class="p">)</span>
-            <span class="k">return</span> <span class="n">dtype1</span><span class="p">,</span> <span class="n">_to_device_supported_dtype</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">float64</span><span class="p">,</span> <span class="n">dev</span><span class="p">)</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="k">return</span> <span class="n">dtype1</span><span class="p">,</span> <span class="n">max_dtype</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="c1"># both are strong dtypes</span>
-        <span class="c1"># return unmodified</span>
-        <span class="k">return</span> <span class="n">dtype1</span><span class="p">,</span> <span class="n">dtype2</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_resolve_one_strong_one_weak_types</span><span class="p">(</span><span class="n">st_dtype</span><span class="p">,</span> <span class="n">dtype</span><span class="p">,</span> <span class="n">dev</span><span class="p">):</span>
-    <span class="s2">&quot;Resolves one weak data type with one strong data type per NEP-0050&quot;</span>
-    <span class="k">if</span> <span class="n">_is_weak_dtype</span><span class="p">(</span><span class="n">st_dtype</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span>
-    <span class="k">if</span> <span class="n">_is_weak_dtype</span><span class="p">(</span><span class="n">dtype</span><span class="p">):</span>
-        <span class="n">st_kind_num</span> <span class="o">=</span> <span class="n">_strong_dtype_num_kind</span><span class="p">(</span><span class="n">st_dtype</span><span class="p">)</span>
-        <span class="n">kind_num</span> <span class="o">=</span> <span class="n">_weak_type_num_kind</span><span class="p">(</span><span class="n">dtype</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">kind_num</span> <span class="o">&gt;</span> <span class="n">st_kind_num</span><span class="p">:</span>
-            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">dtype</span><span class="p">,</span> <span class="n">WeakIntegralType</span><span class="p">):</span>
-                <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">ti</span><span class="o">.</span><span class="n">default_device_int_type</span><span class="p">(</span><span class="n">dev</span><span class="p">))</span>
-            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">dtype</span><span class="p">,</span> <span class="n">WeakComplexType</span><span class="p">):</span>
-                <span class="k">if</span> <span class="n">st_dtype</span> <span class="ow">is</span> <span class="n">dpt</span><span class="o">.</span><span class="n">float16</span> <span class="ow">or</span> <span class="n">st_dtype</span> <span class="ow">is</span> <span class="n">dpt</span><span class="o">.</span><span class="n">float32</span><span class="p">:</span>
-                    <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">complex64</span>
-                <span class="k">return</span> <span class="n">_to_device_supported_dtype</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">complex128</span><span class="p">,</span> <span class="n">dev</span><span class="p">)</span>
-            <span class="k">return</span> <span class="n">_to_device_supported_dtype</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">float64</span><span class="p">,</span> <span class="n">dev</span><span class="p">)</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="k">return</span> <span class="n">st_dtype</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">dtype</span>
-
-
-<span class="k">class</span><span class="w"> </span><span class="nc">finfo_object</span><span class="p">:</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    `numpy.finfo` subclass which returns Python floating-point scalars for</span>
-<span class="sd">    `eps`, `max`, `min`, and `smallest_normal` attributes.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-
-    <span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dtype</span><span class="p">):</span>
-        <span class="n">_supported_dtype</span><span class="p">([</span><span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">dtype</span><span class="p">)])</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">_finfo</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">finfo</span><span class="p">(</span><span class="n">dtype</span><span class="p">)</span>
-
-    <span class="nd">@property</span>
-    <span class="k">def</span><span class="w"> </span><span class="nf">bits</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">        number of bits occupied by the real-valued floating-point data type.</span>
-<span class="sd">        &quot;&quot;&quot;</span>
-        <span class="k">return</span> <span class="nb">int</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_finfo</span><span class="o">.</span><span class="n">bits</span><span class="p">)</span>
-
-    <span class="nd">@property</span>
-    <span class="k">def</span><span class="w"> </span><span class="nf">smallest_normal</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">        smallest positive real-valued floating-point number with full</span>
-<span class="sd">        precision.</span>
-<span class="sd">        &quot;&quot;&quot;</span>
-        <span class="k">return</span> <span class="nb">float</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_finfo</span><span class="o">.</span><span class="n">smallest_normal</span><span class="p">)</span>
-
-    <span class="nd">@property</span>
-    <span class="k">def</span><span class="w"> </span><span class="nf">tiny</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&quot;&quot;&quot;an alias for `smallest_normal`&quot;&quot;&quot;</span>
-        <span class="k">return</span> <span class="nb">float</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_finfo</span><span class="o">.</span><span class="n">tiny</span><span class="p">)</span>
-
-    <span class="nd">@property</span>
-    <span class="k">def</span><span class="w"> </span><span class="nf">eps</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">        difference between 1.0 and the next smallest representable real-valued</span>
-<span class="sd">        floating-point number larger than 1.0 according to the IEEE-754</span>
-<span class="sd">        standard.</span>
-<span class="sd">        &quot;&quot;&quot;</span>
-        <span class="k">return</span> <span class="nb">float</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_finfo</span><span class="o">.</span><span class="n">eps</span><span class="p">)</span>
-
-    <span class="nd">@property</span>
-    <span class="k">def</span><span class="w"> </span><span class="nf">epsneg</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">        difference between 1.0 and the next smallest representable real-valued</span>
-<span class="sd">        floating-point number smaller than 1.0 according to the IEEE-754</span>
-<span class="sd">        standard.</span>
-<span class="sd">        &quot;&quot;&quot;</span>
-        <span class="k">return</span> <span class="nb">float</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_finfo</span><span class="o">.</span><span class="n">epsneg</span><span class="p">)</span>
-
-    <span class="nd">@property</span>
-    <span class="k">def</span><span class="w"> </span><span class="nf">min</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&quot;&quot;&quot;smallest representable real-valued number.&quot;&quot;&quot;</span>
-        <span class="k">return</span> <span class="nb">float</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_finfo</span><span class="o">.</span><span class="n">min</span><span class="p">)</span>
-
-    <span class="nd">@property</span>
-    <span class="k">def</span><span class="w"> </span><span class="nf">max</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-        <span class="s2">&quot;largest representable real-valued number.&quot;</span>
-        <span class="k">return</span> <span class="nb">float</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_finfo</span><span class="o">.</span><span class="n">max</span><span class="p">)</span>
-
-    <span class="nd">@property</span>
-    <span class="k">def</span><span class="w"> </span><span class="nf">resolution</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-        <span class="s2">&quot;the approximate decimal resolution of this type.&quot;</span>
-        <span class="k">return</span> <span class="nb">float</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_finfo</span><span class="o">.</span><span class="n">resolution</span><span class="p">)</span>
-
-    <span class="nd">@property</span>
-    <span class="k">def</span><span class="w"> </span><span class="nf">precision</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">        the approximate number of decimal digits to which this kind of</span>
-<span class="sd">        floating point type is precise.</span>
-<span class="sd">        &quot;&quot;&quot;</span>
-        <span class="k">return</span> <span class="nb">float</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_finfo</span><span class="o">.</span><span class="n">precision</span><span class="p">)</span>
-
-    <span class="nd">@property</span>
-    <span class="k">def</span><span class="w"> </span><span class="nf">dtype</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-<span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">        the dtype for which finfo returns information. For complex input, the</span>
-<span class="sd">        returned dtype is the associated floating point dtype for its real and</span>
-<span class="sd">        complex components.</span>
-<span class="sd">        &quot;&quot;&quot;</span>
-        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finfo</span><span class="o">.</span><span class="n">dtype</span>
-
-    <span class="k">def</span><span class="w"> </span><span class="fm">__str__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finfo</span><span class="o">.</span><span class="fm">__str__</span><span class="p">()</span>
-
-    <span class="k">def</span><span class="w"> </span><span class="fm">__repr__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_finfo</span><span class="o">.</span><span class="fm">__repr__</span><span class="p">()</span>
-
-
-<div class="viewcode-block" id="can_cast"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.can_cast.html#dpctl.tensor.can_cast">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">can_cast</span><span class="p">(</span><span class="n">from_</span><span class="p">,</span> <span class="n">to</span><span class="p">,</span> <span class="o">/</span><span class="p">,</span> <span class="o">*</span><span class="p">,</span> <span class="n">casting</span><span class="o">=</span><span class="s2">&quot;safe&quot;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">bool</span><span class="p">:</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot; can_cast(from, to, casting=&quot;safe&quot;)</span>
-
-<span class="sd">    Determines if one data type can be cast to another data type according \</span>
-<span class="sd">    to Type Promotion Rules.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">       from_ (Union[usm_ndarray, dtype]):</span>
-<span class="sd">           source data type. If `from_` is an array, a device-specific type</span>
-<span class="sd">           promotion rules apply.</span>
-<span class="sd">       to (dtype):</span>
-<span class="sd">           target data type</span>
-<span class="sd">       casting (Optional[str]):</span>
-<span class="sd">            controls what kind of data casting may occur.</span>
-
-<span class="sd">                * &quot;no&quot; means data types should not be cast at all.</span>
-<span class="sd">                * &quot;safe&quot; means only casts that preserve values are allowed.</span>
-<span class="sd">                * &quot;same_kind&quot; means only safe casts and casts within a kind,</span>
-<span class="sd">                  like `float64` to `float32`, are allowed.</span>
-<span class="sd">                * &quot;unsafe&quot; means any data conversion can be done.</span>
-
-<span class="sd">            Default: `&quot;safe&quot;`.</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        bool:</span>
-<span class="sd">            Gives `True` if cast can occur according to the casting rule.</span>
-
-<span class="sd">    Device-specific type promotion rules take into account which data type are</span>
-<span class="sd">    and are not supported by a specific device.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">to</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected `dpt.dtype` type, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">to</span><span class="p">)</span><span class="si">}</span><span class="s2">.&quot;</span><span class="p">)</span>
-
-    <span class="n">dtype_to</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">to</span><span class="p">)</span>
-    <span class="n">_supported_dtype</span><span class="p">([</span><span class="n">dtype_to</span><span class="p">])</span>
-
-    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">from_</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="n">dtype_from</span> <span class="o">=</span> <span class="n">from_</span><span class="o">.</span><span class="n">dtype</span>
-        <span class="k">return</span> <span class="n">_can_cast</span><span class="p">(</span>
-            <span class="n">dtype_from</span><span class="p">,</span>
-            <span class="n">dtype_to</span><span class="p">,</span>
-            <span class="n">from_</span><span class="o">.</span><span class="n">sycl_device</span><span class="o">.</span><span class="n">has_aspect_fp16</span><span class="p">,</span>
-            <span class="n">from_</span><span class="o">.</span><span class="n">sycl_device</span><span class="o">.</span><span class="n">has_aspect_fp64</span><span class="p">,</span>
-            <span class="n">casting</span><span class="o">=</span><span class="n">casting</span><span class="p">,</span>
-        <span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">dtype_from</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">from_</span><span class="p">)</span>
-        <span class="n">_supported_dtype</span><span class="p">([</span><span class="n">dtype_from</span><span class="p">])</span>
-        <span class="c1"># query casting as if all dtypes are supported</span>
-        <span class="k">return</span> <span class="n">_can_cast</span><span class="p">(</span><span class="n">dtype_from</span><span class="p">,</span> <span class="n">dtype_to</span><span class="p">,</span> <span class="kc">True</span><span class="p">,</span> <span class="kc">True</span><span class="p">,</span> <span class="n">casting</span><span class="o">=</span><span class="n">casting</span><span class="p">)</span></div>
-
-
-<div class="viewcode-block" id="result_type"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.result_type.html#dpctl.tensor.result_type">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">result_type</span><span class="p">(</span><span class="o">*</span><span class="n">arrays_and_dtypes</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    result_type(*arrays_and_dtypes)</span>
-
-<span class="sd">    Returns the dtype that results from applying the Type Promotion Rules to \</span>
-<span class="sd">        the arguments.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        arrays_and_dtypes (Union[usm_ndarray, dtype]):</span>
-<span class="sd">            An arbitrary length sequence of usm_ndarray objects or dtypes.</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        dtype:</span>
-<span class="sd">            The dtype resulting from an operation involving the</span>
-<span class="sd">            input arrays and dtypes.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="n">dtypes</span> <span class="o">=</span> <span class="p">[]</span>
-    <span class="n">devices</span> <span class="o">=</span> <span class="p">[]</span>
-    <span class="n">weak_dtypes</span> <span class="o">=</span> <span class="p">[]</span>
-    <span class="k">for</span> <span class="n">arg_i</span> <span class="ow">in</span> <span class="n">arrays_and_dtypes</span><span class="p">:</span>
-        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">arg_i</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-            <span class="n">devices</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">arg_i</span><span class="o">.</span><span class="n">sycl_device</span><span class="p">)</span>
-            <span class="n">dtypes</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">arg_i</span><span class="o">.</span><span class="n">dtype</span><span class="p">)</span>
-        <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">arg_i</span><span class="p">,</span> <span class="nb">int</span><span class="p">):</span>
-            <span class="n">weak_dtypes</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">WeakIntegralType</span><span class="p">(</span><span class="n">arg_i</span><span class="p">))</span>
-        <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">arg_i</span><span class="p">,</span> <span class="nb">float</span><span class="p">):</span>
-            <span class="n">weak_dtypes</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">WeakFloatingType</span><span class="p">(</span><span class="n">arg_i</span><span class="p">))</span>
-        <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">arg_i</span><span class="p">,</span> <span class="nb">complex</span><span class="p">):</span>
-            <span class="n">weak_dtypes</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">WeakComplexType</span><span class="p">(</span><span class="n">arg_i</span><span class="p">))</span>
-        <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">arg_i</span><span class="p">,</span> <span class="nb">bool</span><span class="p">):</span>
-            <span class="n">weak_dtypes</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">WeakBooleanType</span><span class="p">(</span><span class="n">arg_i</span><span class="p">))</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">dt</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">arg_i</span><span class="p">)</span>
-            <span class="n">_supported_dtype</span><span class="p">([</span><span class="n">dt</span><span class="p">])</span>
-            <span class="n">dtypes</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">dt</span><span class="p">)</span>
-
-    <span class="n">has_fp16</span> <span class="o">=</span> <span class="kc">True</span>
-    <span class="n">has_fp64</span> <span class="o">=</span> <span class="kc">True</span>
-    <span class="n">target_dev</span> <span class="o">=</span> <span class="kc">None</span>
-    <span class="k">if</span> <span class="n">devices</span><span class="p">:</span>
-        <span class="n">inspected</span> <span class="o">=</span> <span class="kc">False</span>
-        <span class="k">for</span> <span class="n">d</span> <span class="ow">in</span> <span class="n">devices</span><span class="p">:</span>
-            <span class="k">if</span> <span class="n">inspected</span><span class="p">:</span>
-                <span class="n">unsame_fp16_support</span> <span class="o">=</span> <span class="n">d</span><span class="o">.</span><span class="n">has_aspect_fp16</span> <span class="o">!=</span> <span class="n">has_fp16</span>
-                <span class="n">unsame_fp64_support</span> <span class="o">=</span> <span class="n">d</span><span class="o">.</span><span class="n">has_aspect_fp64</span> <span class="o">!=</span> <span class="n">has_fp64</span>
-                <span class="k">if</span> <span class="n">unsame_fp16_support</span> <span class="ow">or</span> <span class="n">unsame_fp64_support</span><span class="p">:</span>
-                    <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                        <span class="s2">&quot;Input arrays reside on devices &quot;</span>
-                        <span class="s2">&quot;with different device supports; &quot;</span>
-                        <span class="s2">&quot;unable to determine which &quot;</span>
-                        <span class="s2">&quot;device-specific type promotion rules &quot;</span>
-                        <span class="s2">&quot;to use.&quot;</span>
-                    <span class="p">)</span>
-            <span class="k">else</span><span class="p">:</span>
-                <span class="n">has_fp16</span> <span class="o">=</span> <span class="n">d</span><span class="o">.</span><span class="n">has_aspect_fp16</span>
-                <span class="n">has_fp64</span> <span class="o">=</span> <span class="n">d</span><span class="o">.</span><span class="n">has_aspect_fp64</span>
-                <span class="n">target_dev</span> <span class="o">=</span> <span class="n">d</span>
-                <span class="n">inspected</span> <span class="o">=</span> <span class="kc">True</span>
-
-    <span class="k">if</span> <span class="ow">not</span> <span class="n">dtypes</span> <span class="ow">and</span> <span class="n">weak_dtypes</span><span class="p">:</span>
-        <span class="n">dtypes</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">weak_dtypes</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">get</span><span class="p">())</span>
-
-    <span class="k">if</span> <span class="ow">not</span> <span class="p">(</span><span class="n">has_fp16</span> <span class="ow">and</span> <span class="n">has_fp64</span><span class="p">):</span>
-        <span class="k">for</span> <span class="n">dt</span> <span class="ow">in</span> <span class="n">dtypes</span><span class="p">:</span>
-            <span class="k">if</span> <span class="ow">not</span> <span class="n">_dtype_supported_by_device_impl</span><span class="p">(</span><span class="n">dt</span><span class="p">,</span> <span class="n">has_fp16</span><span class="p">,</span> <span class="n">has_fp64</span><span class="p">):</span>
-                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                    <span class="sa">f</span><span class="s2">&quot;Argument </span><span class="si">{</span><span class="n">dt</span><span class="si">}</span><span class="s2"> is not supported by the device&quot;</span>
-                <span class="p">)</span>
-        <span class="n">res_dt</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">result_type</span><span class="p">(</span><span class="o">*</span><span class="n">dtypes</span><span class="p">)</span>
-        <span class="n">res_dt</span> <span class="o">=</span> <span class="n">_to_device_supported_dtype_impl</span><span class="p">(</span><span class="n">res_dt</span><span class="p">,</span> <span class="n">has_fp16</span><span class="p">,</span> <span class="n">has_fp64</span><span class="p">)</span>
-        <span class="k">for</span> <span class="n">wdt</span> <span class="ow">in</span> <span class="n">weak_dtypes</span><span class="p">:</span>
-            <span class="n">pair</span> <span class="o">=</span> <span class="n">_resolve_weak_types</span><span class="p">(</span><span class="n">wdt</span><span class="p">,</span> <span class="n">res_dt</span><span class="p">,</span> <span class="n">target_dev</span><span class="p">)</span>
-            <span class="n">res_dt</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">result_type</span><span class="p">(</span><span class="o">*</span><span class="n">pair</span><span class="p">)</span>
-            <span class="n">res_dt</span> <span class="o">=</span> <span class="n">_to_device_supported_dtype_impl</span><span class="p">(</span><span class="n">res_dt</span><span class="p">,</span> <span class="n">has_fp16</span><span class="p">,</span> <span class="n">has_fp64</span><span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">res_dt</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">result_type</span><span class="p">(</span><span class="o">*</span><span class="n">dtypes</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">weak_dtypes</span><span class="p">:</span>
-            <span class="n">weak_dt_obj</span> <span class="o">=</span> <span class="p">[</span><span class="n">wdt</span><span class="o">.</span><span class="n">get</span><span class="p">()</span> <span class="k">for</span> <span class="n">wdt</span> <span class="ow">in</span> <span class="n">weak_dtypes</span><span class="p">]</span>
-            <span class="n">res_dt</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">result_type</span><span class="p">(</span><span class="n">res_dt</span><span class="p">,</span> <span class="o">*</span><span class="n">weak_dt_obj</span><span class="p">)</span>
-
-    <span class="k">return</span> <span class="n">res_dt</span></div>
-
-
-<div class="viewcode-block" id="iinfo"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.iinfo.html#dpctl.tensor.iinfo">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">iinfo</span><span class="p">(</span><span class="n">dtype</span><span class="p">,</span> <span class="o">/</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;iinfo(dtype)</span>
-
-<span class="sd">    Returns machine limits for integer data types.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        dtype (dtype, usm_ndarray):</span>
-<span class="sd">            integer dtype or</span>
-<span class="sd">            an array with integer dtype.</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        iinfo_object:</span>
-<span class="sd">            An object with the following attributes:</span>
-
-<span class="sd">            * bits: int</span>
-<span class="sd">                number of bits occupied by the data type</span>
-<span class="sd">            * max: int</span>
-<span class="sd">                largest representable number.</span>
-<span class="sd">            * min: int</span>
-<span class="sd">                smallest representable number.</span>
-<span class="sd">            * dtype: dtype</span>
-<span class="sd">                integer data type.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">dtype</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="n">dtype</span> <span class="o">=</span> <span class="n">dtype</span><span class="o">.</span><span class="n">dtype</span>
-    <span class="n">_supported_dtype</span><span class="p">([</span><span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">dtype</span><span class="p">)])</span>
-    <span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">iinfo</span><span class="p">(</span><span class="n">dtype</span><span class="p">)</span></div>
-
-
-<div class="viewcode-block" id="finfo"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.finfo.html#dpctl.tensor.finfo">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">finfo</span><span class="p">(</span><span class="n">dtype</span><span class="p">,</span> <span class="o">/</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;finfo(type)</span>
-
-<span class="sd">    Returns machine limits for floating-point data types.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        dtype (dtype, usm_ndarray): floating-point dtype or</span>
-<span class="sd">            an array with floating point data type.</span>
-<span class="sd">            If complex, the information is about its component</span>
-<span class="sd">            data type.</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        finfo_object:</span>
-<span class="sd">            an object have the following attributes:</span>
-
-<span class="sd">                * bits: int</span>
-<span class="sd">                    number of bits occupied by dtype.</span>
-<span class="sd">                * eps: float</span>
-<span class="sd">                    difference between 1.0 and the next smallest representable</span>
-<span class="sd">                    real-valued floating-point number larger than 1.0 according</span>
-<span class="sd">                    to the IEEE-754 standard.</span>
-<span class="sd">                * max: float</span>
-<span class="sd">                    largest representable real-valued number.</span>
-<span class="sd">                * min: float</span>
-<span class="sd">                    smallest representable real-valued number.</span>
-<span class="sd">                * smallest_normal: float</span>
-<span class="sd">                    smallest positive real-valued floating-point number with</span>
-<span class="sd">                    full precision.</span>
-<span class="sd">                * dtype: dtype</span>
-<span class="sd">                    real-valued floating-point data type.</span>
-
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">dtype</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="n">dtype</span> <span class="o">=</span> <span class="n">dtype</span><span class="o">.</span><span class="n">dtype</span>
-    <span class="n">_supported_dtype</span><span class="p">([</span><span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">dtype</span><span class="p">)])</span>
-    <span class="k">return</span> <span class="n">finfo_object</span><span class="p">(</span><span class="n">dtype</span><span class="p">)</span></div>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_supported_dtype</span><span class="p">(</span><span class="n">dtypes</span><span class="p">):</span>
-    <span class="k">for</span> <span class="n">dtype</span> <span class="ow">in</span> <span class="n">dtypes</span><span class="p">:</span>
-        <span class="k">if</span> <span class="n">dtype</span><span class="o">.</span><span class="n">char</span> <span class="ow">not</span> <span class="ow">in</span> <span class="s2">&quot;?bBhHiIlLqQefdFD&quot;</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Dpctl doesn&#39;t support dtype </span><span class="si">{</span><span class="n">dtype</span><span class="si">}</span><span class="s2">.&quot;</span><span class="p">)</span>
-    <span class="k">return</span> <span class="kc">True</span>
-
-
-<div class="viewcode-block" id="isdtype"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.isdtype.html#dpctl.tensor.isdtype">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">isdtype</span><span class="p">(</span><span class="n">dtype</span><span class="p">,</span> <span class="n">kind</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;isdtype(dtype, kind)</span>
-
-<span class="sd">    Returns a boolean indicating whether a provided `dtype` is</span>
-<span class="sd">    of a specified data type `kind`.</span>
-
-<span class="sd">    See [array API](array_api) for more information.</span>
-
-<span class="sd">    [array_api]: https://data-apis.org/array-api/latest/</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">dtype</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">dtype</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected instance of `dpt.dtype`, got </span><span class="si">{</span><span class="n">dtype</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-
-    <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">kind</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">dtype</span><span class="p">):</span>
-        <span class="k">return</span> <span class="n">dtype</span> <span class="o">==</span> <span class="n">kind</span>
-
-    <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">kind</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
-        <span class="k">if</span> <span class="n">kind</span> <span class="o">==</span> <span class="s2">&quot;bool&quot;</span><span class="p">:</span>
-            <span class="k">return</span> <span class="n">dtype</span> <span class="o">==</span> <span class="n">np</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="s2">&quot;bool&quot;</span><span class="p">)</span>
-        <span class="k">elif</span> <span class="n">kind</span> <span class="o">==</span> <span class="s2">&quot;signed integer&quot;</span><span class="p">:</span>
-            <span class="k">return</span> <span class="n">dtype</span><span class="o">.</span><span class="n">kind</span> <span class="o">==</span> <span class="s2">&quot;i&quot;</span>
-        <span class="k">elif</span> <span class="n">kind</span> <span class="o">==</span> <span class="s2">&quot;unsigned integer&quot;</span><span class="p">:</span>
-            <span class="k">return</span> <span class="n">dtype</span><span class="o">.</span><span class="n">kind</span> <span class="o">==</span> <span class="s2">&quot;u&quot;</span>
-        <span class="k">elif</span> <span class="n">kind</span> <span class="o">==</span> <span class="s2">&quot;integral&quot;</span><span class="p">:</span>
-            <span class="k">return</span> <span class="n">dtype</span><span class="o">.</span><span class="n">kind</span> <span class="ow">in</span> <span class="s2">&quot;iu&quot;</span>
-        <span class="k">elif</span> <span class="n">kind</span> <span class="o">==</span> <span class="s2">&quot;real floating&quot;</span><span class="p">:</span>
-            <span class="k">return</span> <span class="n">dtype</span><span class="o">.</span><span class="n">kind</span> <span class="o">==</span> <span class="s2">&quot;f&quot;</span>
-        <span class="k">elif</span> <span class="n">kind</span> <span class="o">==</span> <span class="s2">&quot;complex floating&quot;</span><span class="p">:</span>
-            <span class="k">return</span> <span class="n">dtype</span><span class="o">.</span><span class="n">kind</span> <span class="o">==</span> <span class="s2">&quot;c&quot;</span>
-        <span class="k">elif</span> <span class="n">kind</span> <span class="o">==</span> <span class="s2">&quot;numeric&quot;</span><span class="p">:</span>
-            <span class="k">return</span> <span class="n">dtype</span><span class="o">.</span><span class="n">kind</span> <span class="ow">in</span> <span class="s2">&quot;iufc&quot;</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Unrecognized data type kind: </span><span class="si">{</span><span class="n">kind</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-
-    <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">kind</span><span class="p">,</span> <span class="nb">tuple</span><span class="p">):</span>
-        <span class="k">return</span> <span class="nb">any</span><span class="p">(</span><span class="n">isdtype</span><span class="p">(</span><span class="n">dtype</span><span class="p">,</span> <span class="n">k</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">kind</span><span class="p">)</span>
-
-    <span class="k">else</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Unsupported data type kind: </span><span class="si">{</span><span class="n">kind</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span></div>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_default_accumulation_dtype</span><span class="p">(</span><span class="n">inp_dt</span><span class="p">,</span> <span class="n">q</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;Gives default output data type for given input data</span>
-<span class="sd">    type `inp_dt` when accumulation is performed on queue `q`</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="n">inp_kind</span> <span class="o">=</span> <span class="n">inp_dt</span><span class="o">.</span><span class="n">kind</span>
-    <span class="k">if</span> <span class="n">inp_kind</span> <span class="ow">in</span> <span class="s2">&quot;bi&quot;</span><span class="p">:</span>
-        <span class="n">res_dt</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">ti</span><span class="o">.</span><span class="n">default_device_int_type</span><span class="p">(</span><span class="n">q</span><span class="p">))</span>
-        <span class="k">if</span> <span class="n">inp_dt</span><span class="o">.</span><span class="n">itemsize</span> <span class="o">&gt;</span> <span class="n">res_dt</span><span class="o">.</span><span class="n">itemsize</span><span class="p">:</span>
-            <span class="n">res_dt</span> <span class="o">=</span> <span class="n">inp_dt</span>
-    <span class="k">elif</span> <span class="n">inp_kind</span> <span class="ow">in</span> <span class="s2">&quot;u&quot;</span><span class="p">:</span>
-        <span class="n">res_dt</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">ti</span><span class="o">.</span><span class="n">default_device_uint_type</span><span class="p">(</span><span class="n">q</span><span class="p">))</span>
-        <span class="n">res_ii</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">iinfo</span><span class="p">(</span><span class="n">res_dt</span><span class="p">)</span>
-        <span class="n">inp_ii</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">iinfo</span><span class="p">(</span><span class="n">inp_dt</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">inp_ii</span><span class="o">.</span><span class="n">min</span> <span class="o">&gt;=</span> <span class="n">res_ii</span><span class="o">.</span><span class="n">min</span> <span class="ow">and</span> <span class="n">inp_ii</span><span class="o">.</span><span class="n">max</span> <span class="o">&lt;=</span> <span class="n">res_ii</span><span class="o">.</span><span class="n">max</span><span class="p">:</span>
-            <span class="k">pass</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">res_dt</span> <span class="o">=</span> <span class="n">inp_dt</span>
-    <span class="k">elif</span> <span class="n">inp_kind</span> <span class="ow">in</span> <span class="s2">&quot;fc&quot;</span><span class="p">:</span>
-        <span class="n">res_dt</span> <span class="o">=</span> <span class="n">inp_dt</span>
-
-    <span class="k">return</span> <span class="n">res_dt</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_default_accumulation_dtype_fp_types</span><span class="p">(</span><span class="n">inp_dt</span><span class="p">,</span> <span class="n">q</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;Gives default output data type for given input data</span>
-<span class="sd">    type `inp_dt` when accumulation is performed on queue `q`</span>
-<span class="sd">    and the accumulation supports only floating-point data types</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="n">inp_kind</span> <span class="o">=</span> <span class="n">inp_dt</span><span class="o">.</span><span class="n">kind</span>
-    <span class="k">if</span> <span class="n">inp_kind</span> <span class="ow">in</span> <span class="s2">&quot;biu&quot;</span><span class="p">:</span>
-        <span class="n">res_dt</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">ti</span><span class="o">.</span><span class="n">default_device_fp_type</span><span class="p">(</span><span class="n">q</span><span class="p">))</span>
-        <span class="n">can_cast_v</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">can_cast</span><span class="p">(</span><span class="n">inp_dt</span><span class="p">,</span> <span class="n">res_dt</span><span class="p">)</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="n">can_cast_v</span><span class="p">:</span>
-            <span class="n">_fp64</span> <span class="o">=</span> <span class="n">q</span><span class="o">.</span><span class="n">sycl_device</span><span class="o">.</span><span class="n">has_aspect_fp64</span>
-            <span class="n">res_dt</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">float64</span> <span class="k">if</span> <span class="n">_fp64</span> <span class="k">else</span> <span class="n">dpt</span><span class="o">.</span><span class="n">float32</span>
-    <span class="k">elif</span> <span class="n">inp_kind</span> <span class="ow">in</span> <span class="s2">&quot;f&quot;</span><span class="p">:</span>
-        <span class="n">res_dt</span> <span class="o">=</span> <span class="n">inp_dt</span>
-    <span class="k">elif</span> <span class="n">inp_kind</span> <span class="ow">in</span> <span class="s2">&quot;c&quot;</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;function not defined for complex types&quot;</span><span class="p">)</span>
-
-    <span class="k">return</span> <span class="n">res_dt</span>
-
-
-<span class="n">__all__</span> <span class="o">=</span> <span class="p">[</span>
-    <span class="s2">&quot;_find_buf_dtype&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;_find_buf_dtype2&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;_to_device_supported_dtype&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;_acceptance_fn_default_unary&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;_acceptance_fn_reciprocal&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;_acceptance_fn_default_binary&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;_acceptance_fn_divide&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;_acceptance_fn_negative&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;_acceptance_fn_subtract&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;_resolve_one_strong_one_weak_types&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;_resolve_one_strong_two_weak_types&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;_resolve_weak_types&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;_resolve_weak_types_all_py_ints&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;_weak_type_num_kind&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;_strong_dtype_num_kind&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;can_cast&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;finfo&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;iinfo&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;isdtype&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;result_type&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;WeakBooleanType&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;WeakIntegralType&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;WeakFloatingType&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;WeakComplexType&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;_default_accumulation_dtype&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;_default_accumulation_dtype_fp_types&quot;</span><span class="p">,</span>
-    <span class="s2">&quot;_find_buf_dtype_in_place_op&quot;</span><span class="p">,</span>
-<span class="p">]</span>
-</pre></div>
-        </article>
-      </div>
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diff --git a/pulls/1961/_modules/dpctl/tensor/_utility_functions.html b/pulls/1961/_modules/dpctl/tensor/_utility_functions.html
deleted file mode 100644
index 95e162d538..0000000000
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-<li class="toctree-l5"><a class="reference internal" href="../../../api_reference/libsyclinterface/generated/enum_DPCTLQueuePropertyType.html">enum DPCTLQueuePropertyType</a></li>
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-<li class="toctree-l5 has-children"><a class="reference internal" href="../../../api_reference/libsyclinterface/generated/struct_MDLocalAccessorTy.html">struct MDLocalAccessorTy</a><input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" role="switch" type="checkbox"/><label for="toctree-checkbox-45"><div class="visually-hidden">Toggle navigation of struct MDLocalAccessorTy</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
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-          <h1>Source code for dpctl.tensor._utility_functions</h1><div class="highlight"><pre>
-<span></span><span class="c1">#                       Data Parallel Control (dpctl)</span>
-<span class="c1">#</span>
-<span class="c1">#  Copyright 2020-2025 Intel Corporation</span>
-<span class="c1">#</span>
-<span class="c1">#  Licensed under the Apache License, Version 2.0 (the &quot;License&quot;);</span>
-<span class="c1">#  you may not use this file except in compliance with the License.</span>
-<span class="c1">#  You may obtain a copy of the License at</span>
-<span class="c1">#</span>
-<span class="c1">#     http://www.apache.org/licenses/LICENSE-2.0</span>
-<span class="c1">#</span>
-<span class="c1">#  Unless required by applicable law or agreed to in writing, software</span>
-<span class="c1">#  distributed under the License is distributed on an &quot;AS IS&quot; BASIS,</span>
-<span class="c1">#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.</span>
-<span class="c1">#  See the License for the specific language governing permissions and</span>
-<span class="c1">#  limitations under the License.</span>
-
-<span class="kn">import</span><span class="w"> </span><span class="nn">builtins</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">operator</span>
-
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.tensor</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">dpt</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.tensor._tensor_impl</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">ti</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.tensor._tensor_reductions_impl</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">tri</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.utils</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">du</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">dpctl.tensor._elementwise_common</span><span class="w"> </span><span class="kn">import</span> <span class="p">(</span>
-    <span class="n">_get_dtype</span><span class="p">,</span>
-    <span class="n">_get_queue_usm_type</span><span class="p">,</span>
-    <span class="n">_get_shape</span><span class="p">,</span>
-    <span class="n">_validate_dtype</span><span class="p">,</span>
-<span class="p">)</span>
-
-<span class="kn">from</span><span class="w"> </span><span class="nn">._numpy_helper</span><span class="w"> </span><span class="kn">import</span> <span class="n">normalize_axis_index</span><span class="p">,</span> <span class="n">normalize_axis_tuple</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">._type_utils</span><span class="w"> </span><span class="kn">import</span> <span class="p">(</span>
-    <span class="n">_resolve_one_strong_one_weak_types</span><span class="p">,</span>
-    <span class="n">_resolve_one_strong_two_weak_types</span><span class="p">,</span>
-<span class="p">)</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_boolean_reduction</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">axis</span><span class="p">,</span> <span class="n">keepdims</span><span class="p">,</span> <span class="n">func</span><span class="p">):</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected dpctl.tensor.usm_ndarray, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-
-    <span class="n">nd</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">ndim</span>
-    <span class="k">if</span> <span class="n">axis</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">red_nd</span> <span class="o">=</span> <span class="n">nd</span>
-        <span class="c1"># case of a scalar</span>
-        <span class="k">if</span> <span class="n">red_nd</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
-            <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">bool</span><span class="p">)</span>
-        <span class="n">x_tmp</span> <span class="o">=</span> <span class="n">x</span>
-        <span class="n">res_shape</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">()</span>
-        <span class="n">perm</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="n">nd</span><span class="p">))</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">axis</span><span class="p">,</span> <span class="p">(</span><span class="nb">tuple</span><span class="p">,</span> <span class="nb">list</span><span class="p">)):</span>
-            <span class="n">axis</span> <span class="o">=</span> <span class="p">(</span><span class="n">axis</span><span class="p">,)</span>
-        <span class="n">axis</span> <span class="o">=</span> <span class="n">normalize_axis_tuple</span><span class="p">(</span><span class="n">axis</span><span class="p">,</span> <span class="n">nd</span><span class="p">,</span> <span class="s2">&quot;axis&quot;</span><span class="p">)</span>
-
-        <span class="n">red_nd</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">axis</span><span class="p">)</span>
-        <span class="c1"># check for axis=()</span>
-        <span class="k">if</span> <span class="n">red_nd</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
-            <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">bool</span><span class="p">)</span>
-        <span class="n">perm</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">nd</span><span class="p">)</span> <span class="k">if</span> <span class="n">i</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">axis</span><span class="p">]</span> <span class="o">+</span> <span class="nb">list</span><span class="p">(</span><span class="n">axis</span><span class="p">)</span>
-        <span class="n">x_tmp</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">permute_dims</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">perm</span><span class="p">)</span>
-        <span class="n">res_shape</span> <span class="o">=</span> <span class="n">x_tmp</span><span class="o">.</span><span class="n">shape</span><span class="p">[:</span> <span class="n">nd</span> <span class="o">-</span> <span class="n">red_nd</span><span class="p">]</span>
-
-    <span class="n">exec_q</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">sycl_queue</span>
-    <span class="n">res_usm_type</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">usm_type</span>
-
-    <span class="n">_manager</span> <span class="o">=</span> <span class="n">du</span><span class="o">.</span><span class="n">SequentialOrderManager</span><span class="p">[</span><span class="n">exec_q</span><span class="p">]</span>
-    <span class="n">dep_evs</span> <span class="o">=</span> <span class="n">_manager</span><span class="o">.</span><span class="n">submitted_events</span>
-    <span class="c1"># always allocate the temporary as</span>
-    <span class="c1"># int32 and usm-device  to ensure that atomic updates</span>
-    <span class="c1"># are supported</span>
-    <span class="n">res_tmp</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-        <span class="n">res_shape</span><span class="p">,</span>
-        <span class="n">dtype</span><span class="o">=</span><span class="n">dpt</span><span class="o">.</span><span class="n">int32</span><span class="p">,</span>
-        <span class="n">usm_type</span><span class="o">=</span><span class="s2">&quot;device&quot;</span><span class="p">,</span>
-        <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-    <span class="p">)</span>
-    <span class="n">hev0</span><span class="p">,</span> <span class="n">ev0</span> <span class="o">=</span> <span class="n">func</span><span class="p">(</span>
-        <span class="n">src</span><span class="o">=</span><span class="n">x_tmp</span><span class="p">,</span>
-        <span class="n">trailing_dims_to_reduce</span><span class="o">=</span><span class="n">red_nd</span><span class="p">,</span>
-        <span class="n">dst</span><span class="o">=</span><span class="n">res_tmp</span><span class="p">,</span>
-        <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-        <span class="n">depends</span><span class="o">=</span><span class="n">dep_evs</span><span class="p">,</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">hev0</span><span class="p">,</span> <span class="n">ev0</span><span class="p">)</span>
-
-    <span class="c1"># copy to boolean result array</span>
-    <span class="n">res</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">empty</span><span class="p">(</span>
-        <span class="n">res_shape</span><span class="p">,</span>
-        <span class="n">dtype</span><span class="o">=</span><span class="n">dpt</span><span class="o">.</span><span class="n">bool</span><span class="p">,</span>
-        <span class="n">usm_type</span><span class="o">=</span><span class="n">res_usm_type</span><span class="p">,</span>
-        <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-    <span class="p">)</span>
-    <span class="n">hev1</span><span class="p">,</span> <span class="n">ev1</span> <span class="o">=</span> <span class="n">ti</span><span class="o">.</span><span class="n">_copy_usm_ndarray_into_usm_ndarray</span><span class="p">(</span>
-        <span class="n">src</span><span class="o">=</span><span class="n">res_tmp</span><span class="p">,</span> <span class="n">dst</span><span class="o">=</span><span class="n">res</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span> <span class="n">depends</span><span class="o">=</span><span class="p">[</span><span class="n">ev0</span><span class="p">]</span>
-    <span class="p">)</span>
-    <span class="n">_manager</span><span class="o">.</span><span class="n">add_event_pair</span><span class="p">(</span><span class="n">hev1</span><span class="p">,</span> <span class="n">ev1</span><span class="p">)</span>
-
-    <span class="k">if</span> <span class="n">keepdims</span><span class="p">:</span>
-        <span class="n">res_shape</span> <span class="o">=</span> <span class="n">res_shape</span> <span class="o">+</span> <span class="p">(</span><span class="mi">1</span><span class="p">,)</span> <span class="o">*</span> <span class="n">red_nd</span>
-        <span class="n">inv_perm</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="n">nd</span><span class="p">),</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">d</span><span class="p">:</span> <span class="n">perm</span><span class="p">[</span><span class="n">d</span><span class="p">])</span>
-        <span class="n">res</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">permute_dims</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">res</span><span class="p">,</span> <span class="n">res_shape</span><span class="p">),</span> <span class="n">inv_perm</span><span class="p">)</span>
-    <span class="k">return</span> <span class="n">res</span>
-
-
-<div class="viewcode-block" id="all"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.all.html#dpctl.tensor.all">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">all</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="o">/</span><span class="p">,</span> <span class="o">*</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">keepdims</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    all(x, axis=None, keepdims=False)</span>
-
-<span class="sd">    Tests whether all input array elements evaluate to True along a given axis.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x (usm_ndarray): Input array.</span>
-<span class="sd">        axis (Optional[Union[int, Tuple[int,...]]]): Axis (or axes)</span>
-<span class="sd">            along which to perform a logical AND reduction.</span>
-<span class="sd">            When `axis` is `None`, a logical AND reduction</span>
-<span class="sd">            is performed over all dimensions of `x`.</span>
-<span class="sd">            If `axis` is negative, the axis is counted from</span>
-<span class="sd">            the last dimension to the first.</span>
-<span class="sd">            Default: `None`.</span>
-<span class="sd">        keepdims (bool, optional): If `True`, the reduced axes are included</span>
-<span class="sd">            in the result as singleton dimensions, and the result is</span>
-<span class="sd">            broadcastable to the input array shape.</span>
-<span class="sd">            If `False`, the reduced axes are not included in the result.</span>
-<span class="sd">            Default: `False`.</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            An array with a data type of `bool`</span>
-<span class="sd">            containing the results of the logical AND reduction.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">return</span> <span class="n">_boolean_reduction</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">axis</span><span class="p">,</span> <span class="n">keepdims</span><span class="p">,</span> <span class="n">tri</span><span class="o">.</span><span class="n">_all</span><span class="p">)</span></div>
-
-
-<div class="viewcode-block" id="any"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.any.html#dpctl.tensor.any">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">any</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="o">/</span><span class="p">,</span> <span class="o">*</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">keepdims</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    any(x, axis=None, keepdims=False)</span>
-
-<span class="sd">    Tests whether any input array elements evaluate to True along a given axis.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x (usm_ndarray): Input array.</span>
-<span class="sd">        axis (Optional[Union[int, Tuple[int,...]]]): Axis (or axes)</span>
-<span class="sd">            along which to perform a logical OR reduction.</span>
-<span class="sd">            When `axis` is `None`, a logical OR reduction</span>
-<span class="sd">            is performed over all dimensions of `x`.</span>
-<span class="sd">            If `axis` is negative, the axis is counted from</span>
-<span class="sd">            the last dimension to the first.</span>
-<span class="sd">            Default: `None`.</span>
-<span class="sd">        keepdims (bool, optional): If `True`, the reduced axes are included</span>
-<span class="sd">            in the result as singleton dimensions, and the result is</span>
-<span class="sd">            broadcastable to the input array shape.</span>
-<span class="sd">            If `False`, the reduced axes are not included in the result.</span>
-<span class="sd">            Default: `False`.</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            An array with a data type of `bool`</span>
-<span class="sd">            containing the results of the logical OR reduction.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">return</span> <span class="n">_boolean_reduction</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">axis</span><span class="p">,</span> <span class="n">keepdims</span><span class="p">,</span> <span class="n">tri</span><span class="o">.</span><span class="n">_any</span><span class="p">)</span></div>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_validate_diff_shape</span><span class="p">(</span><span class="n">sh1</span><span class="p">,</span> <span class="n">sh2</span><span class="p">,</span> <span class="n">axis</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;Utility for validating that two shapes `sh1` and `sh2`</span>
-<span class="sd">    are possible to concatenate along `axis`.&quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="n">sh2</span><span class="p">:</span>
-        <span class="c1"># scalars will always be accepted</span>
-        <span class="k">return</span> <span class="kc">True</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">sh1_ndim</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">sh1</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">sh1_ndim</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="n">sh2</span><span class="p">)</span> <span class="ow">and</span> <span class="n">builtins</span><span class="o">.</span><span class="n">all</span><span class="p">(</span>
-            <span class="n">sh1</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">==</span> <span class="n">sh2</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">sh1_ndim</span><span class="p">)</span> <span class="k">if</span> <span class="n">i</span> <span class="o">!=</span> <span class="n">axis</span>
-        <span class="p">):</span>
-            <span class="k">return</span> <span class="kc">True</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="k">return</span> <span class="kc">False</span>
-
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_concat_diff_input</span><span class="p">(</span><span class="n">arr</span><span class="p">,</span> <span class="n">axis</span><span class="p">,</span> <span class="n">prepend</span><span class="p">,</span> <span class="n">append</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Concatenates `arr`, `prepend` and, `append` along `axis`,</span>
-<span class="sd">    where `arr` is an array and `prepend` and `append` are</span>
-<span class="sd">    any mixture of arrays and scalars.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="n">prepend</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> <span class="n">append</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">q1</span><span class="p">,</span> <span class="n">x_usm_type</span> <span class="o">=</span> <span class="n">arr</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">arr</span><span class="o">.</span><span class="n">usm_type</span>
-        <span class="n">q2</span><span class="p">,</span> <span class="n">prepend_usm_type</span> <span class="o">=</span> <span class="n">_get_queue_usm_type</span><span class="p">(</span><span class="n">prepend</span><span class="p">)</span>
-        <span class="n">q3</span><span class="p">,</span> <span class="n">append_usm_type</span> <span class="o">=</span> <span class="n">_get_queue_usm_type</span><span class="p">(</span><span class="n">append</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">q2</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">and</span> <span class="n">q3</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="n">exec_q</span> <span class="o">=</span> <span class="n">q1</span>
-            <span class="n">coerced_usm_type</span> <span class="o">=</span> <span class="n">x_usm_type</span>
-        <span class="k">elif</span> <span class="n">q3</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="n">exec_q</span> <span class="o">=</span> <span class="n">du</span><span class="o">.</span><span class="n">get_execution_queue</span><span class="p">((</span><span class="n">q1</span><span class="p">,</span> <span class="n">q2</span><span class="p">))</span>
-            <span class="k">if</span> <span class="n">exec_q</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-                <span class="k">raise</span> <span class="n">du</span><span class="o">.</span><span class="n">ExecutionPlacementError</span><span class="p">(</span>
-                    <span class="s2">&quot;Execution placement can not be unambiguously inferred &quot;</span>
-                    <span class="s2">&quot;from input arguments.&quot;</span>
-                <span class="p">)</span>
-            <span class="n">coerced_usm_type</span> <span class="o">=</span> <span class="n">du</span><span class="o">.</span><span class="n">get_coerced_usm_type</span><span class="p">(</span>
-                <span class="p">(</span>
-                    <span class="n">x_usm_type</span><span class="p">,</span>
-                    <span class="n">prepend_usm_type</span><span class="p">,</span>
-                <span class="p">)</span>
-            <span class="p">)</span>
-        <span class="k">elif</span> <span class="n">q2</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="n">exec_q</span> <span class="o">=</span> <span class="n">du</span><span class="o">.</span><span class="n">get_execution_queue</span><span class="p">((</span><span class="n">q1</span><span class="p">,</span> <span class="n">q3</span><span class="p">))</span>
-            <span class="k">if</span> <span class="n">exec_q</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-                <span class="k">raise</span> <span class="n">du</span><span class="o">.</span><span class="n">ExecutionPlacementError</span><span class="p">(</span>
-                    <span class="s2">&quot;Execution placement can not be unambiguously inferred &quot;</span>
-                    <span class="s2">&quot;from input arguments.&quot;</span>
-                <span class="p">)</span>
-            <span class="n">coerced_usm_type</span> <span class="o">=</span> <span class="n">du</span><span class="o">.</span><span class="n">get_coerced_usm_type</span><span class="p">(</span>
-                <span class="p">(</span>
-                    <span class="n">x_usm_type</span><span class="p">,</span>
-                    <span class="n">append_usm_type</span><span class="p">,</span>
-                <span class="p">)</span>
-            <span class="p">)</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">exec_q</span> <span class="o">=</span> <span class="n">du</span><span class="o">.</span><span class="n">get_execution_queue</span><span class="p">((</span><span class="n">q1</span><span class="p">,</span> <span class="n">q2</span><span class="p">,</span> <span class="n">q3</span><span class="p">))</span>
-            <span class="k">if</span> <span class="n">exec_q</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-                <span class="k">raise</span> <span class="n">du</span><span class="o">.</span><span class="n">ExecutionPlacementError</span><span class="p">(</span>
-                    <span class="s2">&quot;Execution placement can not be unambiguously inferred &quot;</span>
-                    <span class="s2">&quot;from input arguments.&quot;</span>
-                <span class="p">)</span>
-            <span class="n">coerced_usm_type</span> <span class="o">=</span> <span class="n">du</span><span class="o">.</span><span class="n">get_coerced_usm_type</span><span class="p">(</span>
-                <span class="p">(</span>
-                    <span class="n">x_usm_type</span><span class="p">,</span>
-                    <span class="n">prepend_usm_type</span><span class="p">,</span>
-                    <span class="n">append_usm_type</span><span class="p">,</span>
-                <span class="p">)</span>
-            <span class="p">)</span>
-        <span class="n">du</span><span class="o">.</span><span class="n">validate_usm_type</span><span class="p">(</span><span class="n">coerced_usm_type</span><span class="p">,</span> <span class="n">allow_none</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
-        <span class="n">arr_shape</span> <span class="o">=</span> <span class="n">arr</span><span class="o">.</span><span class="n">shape</span>
-        <span class="n">prepend_shape</span> <span class="o">=</span> <span class="n">_get_shape</span><span class="p">(</span><span class="n">prepend</span><span class="p">)</span>
-        <span class="n">append_shape</span> <span class="o">=</span> <span class="n">_get_shape</span><span class="p">(</span><span class="n">append</span><span class="p">)</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="n">builtins</span><span class="o">.</span><span class="n">all</span><span class="p">(</span>
-            <span class="nb">isinstance</span><span class="p">(</span><span class="n">s</span><span class="p">,</span> <span class="p">(</span><span class="nb">tuple</span><span class="p">,</span> <span class="nb">list</span><span class="p">))</span>
-            <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="p">(</span>
-                <span class="n">prepend_shape</span><span class="p">,</span>
-                <span class="n">append_shape</span><span class="p">,</span>
-            <span class="p">)</span>
-        <span class="p">):</span>
-            <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-                <span class="s2">&quot;Shape of arguments can not be inferred. &quot;</span>
-                <span class="s2">&quot;Arguments are expected to be &quot;</span>
-                <span class="s2">&quot;lists, tuples, or both&quot;</span>
-            <span class="p">)</span>
-        <span class="n">valid_prepend_shape</span> <span class="o">=</span> <span class="n">_validate_diff_shape</span><span class="p">(</span>
-            <span class="n">arr_shape</span><span class="p">,</span> <span class="n">prepend_shape</span><span class="p">,</span> <span class="n">axis</span>
-        <span class="p">)</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="n">valid_prepend_shape</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                <span class="sa">f</span><span class="s2">&quot;`diff` argument `prepend` with shape </span><span class="si">{</span><span class="n">prepend_shape</span><span class="si">}</span><span class="s2"> is &quot;</span>
-                <span class="sa">f</span><span class="s2">&quot;invalid for first input with shape </span><span class="si">{</span><span class="n">arr_shape</span><span class="si">}</span><span class="s2">&quot;</span>
-            <span class="p">)</span>
-        <span class="n">valid_append_shape</span> <span class="o">=</span> <span class="n">_validate_diff_shape</span><span class="p">(</span><span class="n">arr_shape</span><span class="p">,</span> <span class="n">append_shape</span><span class="p">,</span> <span class="n">axis</span><span class="p">)</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="n">valid_append_shape</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                <span class="sa">f</span><span class="s2">&quot;`diff` argument `append` with shape </span><span class="si">{</span><span class="n">append_shape</span><span class="si">}</span><span class="s2"> is invalid&quot;</span>
-                <span class="sa">f</span><span class="s2">&quot; for first input with shape </span><span class="si">{</span><span class="n">arr_shape</span><span class="si">}</span><span class="s2">&quot;</span>
-            <span class="p">)</span>
-        <span class="n">sycl_dev</span> <span class="o">=</span> <span class="n">exec_q</span><span class="o">.</span><span class="n">sycl_device</span>
-        <span class="n">arr_dtype</span> <span class="o">=</span> <span class="n">arr</span><span class="o">.</span><span class="n">dtype</span>
-        <span class="n">prepend_dtype</span> <span class="o">=</span> <span class="n">_get_dtype</span><span class="p">(</span><span class="n">prepend</span><span class="p">,</span> <span class="n">sycl_dev</span><span class="p">)</span>
-        <span class="n">append_dtype</span> <span class="o">=</span> <span class="n">_get_dtype</span><span class="p">(</span><span class="n">append</span><span class="p">,</span> <span class="n">sycl_dev</span><span class="p">)</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="n">builtins</span><span class="o">.</span><span class="n">all</span><span class="p">(</span>
-            <span class="n">_validate_dtype</span><span class="p">(</span><span class="n">o</span><span class="p">)</span> <span class="k">for</span> <span class="n">o</span> <span class="ow">in</span> <span class="p">(</span><span class="n">prepend_dtype</span><span class="p">,</span> <span class="n">append_dtype</span><span class="p">)</span>
-        <span class="p">):</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;Operands have unsupported data types&quot;</span><span class="p">)</span>
-        <span class="n">prepend_dtype</span><span class="p">,</span> <span class="n">append_dtype</span> <span class="o">=</span> <span class="n">_resolve_one_strong_two_weak_types</span><span class="p">(</span>
-            <span class="n">arr_dtype</span><span class="p">,</span> <span class="n">prepend_dtype</span><span class="p">,</span> <span class="n">append_dtype</span><span class="p">,</span> <span class="n">sycl_dev</span>
-        <span class="p">)</span>
-        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">prepend</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-            <span class="n">a_prepend</span> <span class="o">=</span> <span class="n">prepend</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">a_prepend</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span>
-                <span class="n">prepend</span><span class="p">,</span>
-                <span class="n">dtype</span><span class="o">=</span><span class="n">prepend_dtype</span><span class="p">,</span>
-                <span class="n">usm_type</span><span class="o">=</span><span class="n">coerced_usm_type</span><span class="p">,</span>
-                <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-            <span class="p">)</span>
-        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">append</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-            <span class="n">a_append</span> <span class="o">=</span> <span class="n">append</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">a_append</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span>
-                <span class="n">append</span><span class="p">,</span>
-                <span class="n">dtype</span><span class="o">=</span><span class="n">append_dtype</span><span class="p">,</span>
-                <span class="n">usm_type</span><span class="o">=</span><span class="n">coerced_usm_type</span><span class="p">,</span>
-                <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-            <span class="p">)</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="n">prepend_shape</span><span class="p">:</span>
-            <span class="n">prepend_shape</span> <span class="o">=</span> <span class="n">arr_shape</span><span class="p">[:</span><span class="n">axis</span><span class="p">]</span> <span class="o">+</span> <span class="p">(</span><span class="mi">1</span><span class="p">,)</span> <span class="o">+</span> <span class="n">arr_shape</span><span class="p">[</span><span class="n">axis</span> <span class="o">+</span> <span class="mi">1</span> <span class="p">:]</span>
-            <span class="n">a_prepend</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">a_prepend</span><span class="p">,</span> <span class="n">prepend_shape</span><span class="p">)</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="n">append_shape</span><span class="p">:</span>
-            <span class="n">append_shape</span> <span class="o">=</span> <span class="n">arr_shape</span><span class="p">[:</span><span class="n">axis</span><span class="p">]</span> <span class="o">+</span> <span class="p">(</span><span class="mi">1</span><span class="p">,)</span> <span class="o">+</span> <span class="n">arr_shape</span><span class="p">[</span><span class="n">axis</span> <span class="o">+</span> <span class="mi">1</span> <span class="p">:]</span>
-            <span class="n">a_append</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">a_append</span><span class="p">,</span> <span class="n">append_shape</span><span class="p">)</span>
-        <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">concat</span><span class="p">((</span><span class="n">a_prepend</span><span class="p">,</span> <span class="n">arr</span><span class="p">,</span> <span class="n">a_append</span><span class="p">),</span> <span class="n">axis</span><span class="o">=</span><span class="n">axis</span><span class="p">)</span>
-    <span class="k">elif</span> <span class="n">prepend</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">q1</span><span class="p">,</span> <span class="n">x_usm_type</span> <span class="o">=</span> <span class="n">arr</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">arr</span><span class="o">.</span><span class="n">usm_type</span>
-        <span class="n">q2</span><span class="p">,</span> <span class="n">prepend_usm_type</span> <span class="o">=</span> <span class="n">_get_queue_usm_type</span><span class="p">(</span><span class="n">prepend</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">q2</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="n">exec_q</span> <span class="o">=</span> <span class="n">q1</span>
-            <span class="n">coerced_usm_type</span> <span class="o">=</span> <span class="n">x_usm_type</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">exec_q</span> <span class="o">=</span> <span class="n">du</span><span class="o">.</span><span class="n">get_execution_queue</span><span class="p">((</span><span class="n">q1</span><span class="p">,</span> <span class="n">q2</span><span class="p">))</span>
-            <span class="k">if</span> <span class="n">exec_q</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-                <span class="k">raise</span> <span class="n">du</span><span class="o">.</span><span class="n">ExecutionPlacementError</span><span class="p">(</span>
-                    <span class="s2">&quot;Execution placement can not be unambiguously inferred &quot;</span>
-                    <span class="s2">&quot;from input arguments.&quot;</span>
-                <span class="p">)</span>
-            <span class="n">coerced_usm_type</span> <span class="o">=</span> <span class="n">du</span><span class="o">.</span><span class="n">get_coerced_usm_type</span><span class="p">(</span>
-                <span class="p">(</span>
-                    <span class="n">x_usm_type</span><span class="p">,</span>
-                    <span class="n">prepend_usm_type</span><span class="p">,</span>
-                <span class="p">)</span>
-            <span class="p">)</span>
-        <span class="n">du</span><span class="o">.</span><span class="n">validate_usm_type</span><span class="p">(</span><span class="n">coerced_usm_type</span><span class="p">,</span> <span class="n">allow_none</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
-        <span class="n">arr_shape</span> <span class="o">=</span> <span class="n">arr</span><span class="o">.</span><span class="n">shape</span>
-        <span class="n">prepend_shape</span> <span class="o">=</span> <span class="n">_get_shape</span><span class="p">(</span><span class="n">prepend</span><span class="p">)</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">prepend_shape</span><span class="p">,</span> <span class="p">(</span><span class="nb">tuple</span><span class="p">,</span> <span class="nb">list</span><span class="p">)):</span>
-            <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-                <span class="s2">&quot;Shape of argument can not be inferred. &quot;</span>
-                <span class="s2">&quot;Argument is expected to be a &quot;</span>
-                <span class="s2">&quot;list or tuple&quot;</span>
-            <span class="p">)</span>
-        <span class="n">valid_prepend_shape</span> <span class="o">=</span> <span class="n">_validate_diff_shape</span><span class="p">(</span>
-            <span class="n">arr_shape</span><span class="p">,</span> <span class="n">prepend_shape</span><span class="p">,</span> <span class="n">axis</span>
-        <span class="p">)</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="n">valid_prepend_shape</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                <span class="sa">f</span><span class="s2">&quot;`diff` argument `prepend` with shape </span><span class="si">{</span><span class="n">prepend_shape</span><span class="si">}</span><span class="s2"> is &quot;</span>
-                <span class="sa">f</span><span class="s2">&quot;invalid for first input with shape </span><span class="si">{</span><span class="n">arr_shape</span><span class="si">}</span><span class="s2">&quot;</span>
-            <span class="p">)</span>
-        <span class="n">sycl_dev</span> <span class="o">=</span> <span class="n">exec_q</span><span class="o">.</span><span class="n">sycl_device</span>
-        <span class="n">arr_dtype</span> <span class="o">=</span> <span class="n">arr</span><span class="o">.</span><span class="n">dtype</span>
-        <span class="n">prepend_dtype</span> <span class="o">=</span> <span class="n">_get_dtype</span><span class="p">(</span><span class="n">prepend</span><span class="p">,</span> <span class="n">sycl_dev</span><span class="p">)</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="n">_validate_dtype</span><span class="p">(</span><span class="n">prepend_dtype</span><span class="p">):</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;Operand has unsupported data type&quot;</span><span class="p">)</span>
-        <span class="n">prepend_dtype</span> <span class="o">=</span> <span class="n">_resolve_one_strong_one_weak_types</span><span class="p">(</span>
-            <span class="n">arr_dtype</span><span class="p">,</span> <span class="n">prepend_dtype</span><span class="p">,</span> <span class="n">sycl_dev</span>
-        <span class="p">)</span>
-        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">prepend</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-            <span class="n">a_prepend</span> <span class="o">=</span> <span class="n">prepend</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">a_prepend</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span>
-                <span class="n">prepend</span><span class="p">,</span>
-                <span class="n">dtype</span><span class="o">=</span><span class="n">prepend_dtype</span><span class="p">,</span>
-                <span class="n">usm_type</span><span class="o">=</span><span class="n">coerced_usm_type</span><span class="p">,</span>
-                <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-            <span class="p">)</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="n">prepend_shape</span><span class="p">:</span>
-            <span class="n">prepend_shape</span> <span class="o">=</span> <span class="n">arr_shape</span><span class="p">[:</span><span class="n">axis</span><span class="p">]</span> <span class="o">+</span> <span class="p">(</span><span class="mi">1</span><span class="p">,)</span> <span class="o">+</span> <span class="n">arr_shape</span><span class="p">[</span><span class="n">axis</span> <span class="o">+</span> <span class="mi">1</span> <span class="p">:]</span>
-            <span class="n">a_prepend</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">a_prepend</span><span class="p">,</span> <span class="n">prepend_shape</span><span class="p">)</span>
-        <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">concat</span><span class="p">((</span><span class="n">a_prepend</span><span class="p">,</span> <span class="n">arr</span><span class="p">),</span> <span class="n">axis</span><span class="o">=</span><span class="n">axis</span><span class="p">)</span>
-    <span class="k">elif</span> <span class="n">append</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="n">q1</span><span class="p">,</span> <span class="n">x_usm_type</span> <span class="o">=</span> <span class="n">arr</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">arr</span><span class="o">.</span><span class="n">usm_type</span>
-        <span class="n">q2</span><span class="p">,</span> <span class="n">append_usm_type</span> <span class="o">=</span> <span class="n">_get_queue_usm_type</span><span class="p">(</span><span class="n">append</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">q2</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="n">exec_q</span> <span class="o">=</span> <span class="n">q1</span>
-            <span class="n">coerced_usm_type</span> <span class="o">=</span> <span class="n">x_usm_type</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">exec_q</span> <span class="o">=</span> <span class="n">du</span><span class="o">.</span><span class="n">get_execution_queue</span><span class="p">((</span><span class="n">q1</span><span class="p">,</span> <span class="n">q2</span><span class="p">))</span>
-            <span class="k">if</span> <span class="n">exec_q</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-                <span class="k">raise</span> <span class="n">du</span><span class="o">.</span><span class="n">ExecutionPlacementError</span><span class="p">(</span>
-                    <span class="s2">&quot;Execution placement can not be unambiguously inferred &quot;</span>
-                    <span class="s2">&quot;from input arguments.&quot;</span>
-                <span class="p">)</span>
-            <span class="n">coerced_usm_type</span> <span class="o">=</span> <span class="n">du</span><span class="o">.</span><span class="n">get_coerced_usm_type</span><span class="p">(</span>
-                <span class="p">(</span>
-                    <span class="n">x_usm_type</span><span class="p">,</span>
-                    <span class="n">append_usm_type</span><span class="p">,</span>
-                <span class="p">)</span>
-            <span class="p">)</span>
-        <span class="n">du</span><span class="o">.</span><span class="n">validate_usm_type</span><span class="p">(</span><span class="n">coerced_usm_type</span><span class="p">,</span> <span class="n">allow_none</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
-        <span class="n">arr_shape</span> <span class="o">=</span> <span class="n">arr</span><span class="o">.</span><span class="n">shape</span>
-        <span class="n">append_shape</span> <span class="o">=</span> <span class="n">_get_shape</span><span class="p">(</span><span class="n">append</span><span class="p">)</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">append_shape</span><span class="p">,</span> <span class="p">(</span><span class="nb">tuple</span><span class="p">,</span> <span class="nb">list</span><span class="p">)):</span>
-            <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-                <span class="s2">&quot;Shape of argument can not be inferred. &quot;</span>
-                <span class="s2">&quot;Argument is expected to be a &quot;</span>
-                <span class="s2">&quot;list or tuple&quot;</span>
-            <span class="p">)</span>
-        <span class="n">valid_append_shape</span> <span class="o">=</span> <span class="n">_validate_diff_shape</span><span class="p">(</span><span class="n">arr_shape</span><span class="p">,</span> <span class="n">append_shape</span><span class="p">,</span> <span class="n">axis</span><span class="p">)</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="n">valid_append_shape</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
-                <span class="sa">f</span><span class="s2">&quot;`diff` argument `append` with shape </span><span class="si">{</span><span class="n">append_shape</span><span class="si">}</span><span class="s2"> is invalid&quot;</span>
-                <span class="sa">f</span><span class="s2">&quot; for first input with shape </span><span class="si">{</span><span class="n">arr_shape</span><span class="si">}</span><span class="s2">&quot;</span>
-            <span class="p">)</span>
-        <span class="n">sycl_dev</span> <span class="o">=</span> <span class="n">exec_q</span><span class="o">.</span><span class="n">sycl_device</span>
-        <span class="n">arr_dtype</span> <span class="o">=</span> <span class="n">arr</span><span class="o">.</span><span class="n">dtype</span>
-        <span class="n">append_dtype</span> <span class="o">=</span> <span class="n">_get_dtype</span><span class="p">(</span><span class="n">append</span><span class="p">,</span> <span class="n">sycl_dev</span><span class="p">)</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="n">_validate_dtype</span><span class="p">(</span><span class="n">append_dtype</span><span class="p">):</span>
-            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;Operand has unsupported data type&quot;</span><span class="p">)</span>
-        <span class="n">append_dtype</span> <span class="o">=</span> <span class="n">_resolve_one_strong_one_weak_types</span><span class="p">(</span>
-            <span class="n">arr_dtype</span><span class="p">,</span> <span class="n">append_dtype</span><span class="p">,</span> <span class="n">sycl_dev</span>
-        <span class="p">)</span>
-        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">append</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-            <span class="n">a_append</span> <span class="o">=</span> <span class="n">append</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">a_append</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span>
-                <span class="n">append</span><span class="p">,</span>
-                <span class="n">dtype</span><span class="o">=</span><span class="n">append_dtype</span><span class="p">,</span>
-                <span class="n">usm_type</span><span class="o">=</span><span class="n">coerced_usm_type</span><span class="p">,</span>
-                <span class="n">sycl_queue</span><span class="o">=</span><span class="n">exec_q</span><span class="p">,</span>
-            <span class="p">)</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="n">append_shape</span><span class="p">:</span>
-            <span class="n">append_shape</span> <span class="o">=</span> <span class="n">arr_shape</span><span class="p">[:</span><span class="n">axis</span><span class="p">]</span> <span class="o">+</span> <span class="p">(</span><span class="mi">1</span><span class="p">,)</span> <span class="o">+</span> <span class="n">arr_shape</span><span class="p">[</span><span class="n">axis</span> <span class="o">+</span> <span class="mi">1</span> <span class="p">:]</span>
-            <span class="n">a_append</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">broadcast_to</span><span class="p">(</span><span class="n">a_append</span><span class="p">,</span> <span class="n">append_shape</span><span class="p">)</span>
-        <span class="k">return</span> <span class="n">dpt</span><span class="o">.</span><span class="n">concat</span><span class="p">((</span><span class="n">arr</span><span class="p">,</span> <span class="n">a_append</span><span class="p">),</span> <span class="n">axis</span><span class="o">=</span><span class="n">axis</span><span class="p">)</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">arr1</span> <span class="o">=</span> <span class="n">arr</span>
-    <span class="k">return</span> <span class="n">arr1</span>
-
-
-<div class="viewcode-block" id="diff"><a class="viewcode-back" href="../../../api_reference/dpctl/generated/dpctl.tensor.diff.html#dpctl.tensor.diff">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">diff</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="o">/</span><span class="p">,</span> <span class="o">*</span><span class="p">,</span> <span class="n">axis</span><span class="o">=-</span><span class="mi">1</span><span class="p">,</span> <span class="n">n</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">prepend</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">append</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Calculates the `n`-th discrete forward difference of `x` along `axis`.</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        x (usm_ndarray):</span>
-<span class="sd">            input array.</span>
-<span class="sd">        axis (int):</span>
-<span class="sd">            axis along which to compute the difference. A valid axis must be on</span>
-<span class="sd">            the interval `[-N, N)`, where `N` is the rank (number of</span>
-<span class="sd">            dimensions) of `x`.</span>
-<span class="sd">            Default: `-1`</span>
-<span class="sd">        n (int):</span>
-<span class="sd">            number of times to recursively compute the difference.</span>
-<span class="sd">            Default: `1`.</span>
-<span class="sd">        prepend (Union[usm_ndarray, bool, int, float, complex]):</span>
-<span class="sd">            value or values to prepend to the specified axis before taking the</span>
-<span class="sd">            difference.</span>
-<span class="sd">            Must have the same shape as `x` except along `axis`, which can have</span>
-<span class="sd">            any shape.</span>
-<span class="sd">            Default: `None`.</span>
-<span class="sd">        append (Union[usm_ndarray, bool, int, float, complex]):</span>
-<span class="sd">            value or values to append to the specified axis before taking the</span>
-<span class="sd">            difference.</span>
-<span class="sd">            Must have the same shape as `x` except along `axis`, which can have</span>
-<span class="sd">            any shape.</span>
-<span class="sd">            Default: `None`.</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        usm_ndarray:</span>
-<span class="sd">            an array containing the `n`-th differences. The array will have the</span>
-<span class="sd">            same shape as `x`, except along `axis`, which will have shape:</span>
-<span class="sd">            ``prepend.shape[axis] + x.shape[axis] + append.shape[axis] - n``</span>
-
-<span class="sd">            The data type of the returned array is determined by the Type</span>
-<span class="sd">            Promotion Rules.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span>
-            <span class="s2">&quot;Expecting dpctl.tensor.usm_ndarray type, &quot;</span> <span class="sa">f</span><span class="s2">&quot;got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span>
-        <span class="p">)</span>
-    <span class="n">x_nd</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">ndim</span>
-    <span class="n">axis</span> <span class="o">=</span> <span class="n">normalize_axis_index</span><span class="p">(</span><span class="n">operator</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">axis</span><span class="p">),</span> <span class="n">x_nd</span><span class="p">)</span>
-    <span class="n">n</span> <span class="o">=</span> <span class="n">operator</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">n</span> <span class="o">&lt;</span> <span class="mi">0</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;`n` must be positive, got </span><span class="si">{</span><span class="n">n</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-    <span class="n">arr</span> <span class="o">=</span> <span class="n">_concat_diff_input</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">axis</span><span class="p">,</span> <span class="n">prepend</span><span class="p">,</span> <span class="n">append</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">n</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
-        <span class="k">return</span> <span class="n">arr</span>
-    <span class="c1"># form slices and recurse</span>
-    <span class="n">sl0</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span>
-        <span class="nb">slice</span><span class="p">(</span><span class="kc">None</span><span class="p">)</span> <span class="k">if</span> <span class="n">i</span> <span class="o">!=</span> <span class="n">axis</span> <span class="k">else</span> <span class="nb">slice</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">x_nd</span><span class="p">)</span>
-    <span class="p">)</span>
-    <span class="n">sl1</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span>
-        <span class="nb">slice</span><span class="p">(</span><span class="kc">None</span><span class="p">)</span> <span class="k">if</span> <span class="n">i</span> <span class="o">!=</span> <span class="n">axis</span> <span class="k">else</span> <span class="nb">slice</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">x_nd</span><span class="p">)</span>
-    <span class="p">)</span>
-
-    <span class="n">diff_op</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">not_equal</span> <span class="k">if</span> <span class="n">x</span><span class="o">.</span><span class="n">dtype</span> <span class="o">==</span> <span class="n">dpt</span><span class="o">.</span><span class="n">bool</span> <span class="k">else</span> <span class="n">dpt</span><span class="o">.</span><span class="n">subtract</span>
-    <span class="k">if</span> <span class="n">n</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
-        <span class="n">arr_tmp0</span> <span class="o">=</span> <span class="n">diff_op</span><span class="p">(</span><span class="n">arr</span><span class="p">[</span><span class="n">sl0</span><span class="p">],</span> <span class="n">arr</span><span class="p">[</span><span class="n">sl1</span><span class="p">])</span>
-        <span class="n">arr_tmp1</span> <span class="o">=</span> <span class="n">diff_op</span><span class="p">(</span><span class="n">arr_tmp0</span><span class="p">[</span><span class="n">sl0</span><span class="p">],</span> <span class="n">arr_tmp0</span><span class="p">[</span><span class="n">sl1</span><span class="p">])</span>
-        <span class="n">n</span> <span class="o">=</span> <span class="n">n</span> <span class="o">-</span> <span class="mi">2</span>
-        <span class="k">if</span> <span class="n">n</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
-            <span class="n">sl3</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span>
-                <span class="nb">slice</span><span class="p">(</span><span class="kc">None</span><span class="p">)</span> <span class="k">if</span> <span class="n">i</span> <span class="o">!=</span> <span class="n">axis</span> <span class="k">else</span> <span class="nb">slice</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="o">-</span><span class="mi">2</span><span class="p">)</span>
-                <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">x_nd</span><span class="p">)</span>
-            <span class="p">)</span>
-            <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">n</span><span class="p">):</span>
-                <span class="n">arr_tmp0_sliced</span> <span class="o">=</span> <span class="n">arr_tmp0</span><span class="p">[</span><span class="n">sl3</span><span class="p">]</span>
-                <span class="n">diff_op</span><span class="p">(</span><span class="n">arr_tmp1</span><span class="p">[</span><span class="n">sl0</span><span class="p">],</span> <span class="n">arr_tmp1</span><span class="p">[</span><span class="n">sl1</span><span class="p">],</span> <span class="n">out</span><span class="o">=</span><span class="n">arr_tmp0_sliced</span><span class="p">)</span>
-                <span class="n">arr_tmp0</span><span class="p">,</span> <span class="n">arr_tmp1</span> <span class="o">=</span> <span class="n">arr_tmp1</span><span class="p">,</span> <span class="n">arr_tmp0_sliced</span>
-        <span class="n">arr</span> <span class="o">=</span> <span class="n">arr_tmp1</span>
-    <span class="k">else</span><span class="p">:</span>
-        <span class="n">arr</span> <span class="o">=</span> <span class="n">diff_op</span><span class="p">(</span><span class="n">arr</span><span class="p">[</span><span class="n">sl0</span><span class="p">],</span> <span class="n">arr</span><span class="p">[</span><span class="n">sl1</span><span class="p">])</span>
-    <span class="k">return</span> <span class="n">arr</span></div>
-</pre></div>
-        </article>
-      </div>
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-          
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-            </div>
-            Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
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diff --git a/pulls/1961/_modules/dpctl/utils/_intel_device_info.html b/pulls/1961/_modules/dpctl/utils/_intel_device_info.html
deleted file mode 100644
index fe72bbf6bd..0000000000
--- a/pulls/1961/_modules/dpctl/utils/_intel_device_info.html
+++ /dev/null
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-<!doctype html>
-<html class="no-js" lang="en" data-content_root="">
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-</ul>
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-          <h1>Source code for dpctl.utils._intel_device_info</h1><div class="highlight"><pre>
-<span></span><span class="c1">#                      Data Parallel Control (dpctl)</span>
-<span class="c1">#</span>
-<span class="c1"># Copyright 2020-2025 Intel Corporation</span>
-<span class="c1">#</span>
-<span class="c1"># Licensed under the Apache License, Version 2.0 (the &quot;License&quot;);</span>
-<span class="c1"># you may not use this file except in compliance with the License.</span>
-<span class="c1"># You may obtain a copy of the License at</span>
-<span class="c1">#</span>
-<span class="c1">#    http://www.apache.org/licenses/LICENSE-2.0</span>
-<span class="c1">#</span>
-<span class="c1"># Unless required by applicable law or agreed to in writing, software</span>
-<span class="c1"># distributed under the License is distributed on an &quot;AS IS&quot; BASIS,</span>
-<span class="c1"># WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.</span>
-<span class="c1"># See the License for the specific language governing permissions and</span>
-<span class="c1"># limitations under the License.</span>
-
-<span class="kn">from</span><span class="w"> </span><span class="nn">.._sycl_device</span><span class="w"> </span><span class="kn">import</span> <span class="n">SyclDevice</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">._device_queries</span><span class="w"> </span><span class="kn">import</span> <span class="p">(</span>
-    <span class="n">intel_device_info_device_id</span><span class="p">,</span>
-    <span class="n">intel_device_info_free_memory</span><span class="p">,</span>
-    <span class="n">intel_device_info_gpu_eu_count</span><span class="p">,</span>
-    <span class="n">intel_device_info_gpu_eu_count_per_subslice</span><span class="p">,</span>
-    <span class="n">intel_device_info_gpu_eu_simd_width</span><span class="p">,</span>
-    <span class="n">intel_device_info_gpu_hw_threads_per_eu</span><span class="p">,</span>
-    <span class="n">intel_device_info_gpu_slices</span><span class="p">,</span>
-    <span class="n">intel_device_info_gpu_subslices_per_slice</span><span class="p">,</span>
-    <span class="n">intel_device_info_max_mem_bandwidth</span><span class="p">,</span>
-    <span class="n">intel_device_info_memory_bus_width</span><span class="p">,</span>
-    <span class="n">intel_device_info_memory_clock_rate</span><span class="p">,</span>
-<span class="p">)</span>
-
-
-<div class="viewcode-block" id="intel_device_info"><a class="viewcode-back" href="../../../api_reference/dpctl/utils.html#dpctl.utils.intel_device_info">[docs]</a><span class="k">def</span><span class="w"> </span><span class="nf">intel_device_info</span><span class="p">(</span><span class="n">dev</span><span class="p">,</span> <span class="o">/</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;intel_device_info(sycl_device)</span>
-
-<span class="sd">    For Intel(R) GPU devices returns a dictionary</span>
-<span class="sd">    with device architectural details, and an empty</span>
-<span class="sd">    dictionary otherwise. The dictionary contains</span>
-<span class="sd">    the following keys:</span>
-
-<span class="sd">    device_id:</span>
-<span class="sd">        32-bits device PCI identifier</span>
-<span class="sd">    gpu_eu_count:</span>
-<span class="sd">        Total number of execution units</span>
-<span class="sd">    gpu_hw_threads_per_eu:</span>
-<span class="sd">        Number of thread contexts in EU</span>
-<span class="sd">    gpu_eu_simd_width:</span>
-<span class="sd">        Physical SIMD width of EU</span>
-<span class="sd">    gpu_slices:</span>
-<span class="sd">        Total number of slices</span>
-<span class="sd">    gpu_subslices_per_slice:</span>
-<span class="sd">        Number of sub-slices per slice</span>
-<span class="sd">    gpu_eu_count_per_subslice:</span>
-<span class="sd">        Number of EUs in subslice</span>
-<span class="sd">    max_mem_bandwidth:</span>
-<span class="sd">        Maximum memory bandwidth in bytes/second</span>
-<span class="sd">    free_memory:</span>
-<span class="sd">        Global memory available on the device in units of bytes</span>
-
-<span class="sd">    Unsupported descriptors are omitted from the dictionary.</span>
-
-<span class="sd">    Descriptors other than the PCI identifier are supported only</span>
-<span class="sd">    for :class:`.SyclDevices` with Level-Zero backend.</span>
-
-<span class="sd">    .. note::</span>
-<span class="sd">        Environment variable ``ZES_ENABLE_SYSMAN`` may need to be set</span>
-<span class="sd">        to ``1`` for the ``&quot;free_memory&quot;`` key to be reported.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">dev</span><span class="p">,</span> <span class="n">SyclDevice</span><span class="p">):</span>
-        <span class="k">raise</span> <span class="ne">TypeError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Expected dpctl.SyclDevice, got </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">dev</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-    <span class="n">dev_id</span> <span class="o">=</span> <span class="n">intel_device_info_device_id</span><span class="p">(</span><span class="n">dev</span><span class="p">)</span>
-    <span class="k">if</span> <span class="n">dev_id</span><span class="p">:</span>
-        <span class="n">res</span> <span class="o">=</span> <span class="p">{</span>
-            <span class="s2">&quot;device_id&quot;</span><span class="p">:</span> <span class="n">dev_id</span><span class="p">,</span>
-        <span class="p">}</span>
-        <span class="k">if</span> <span class="n">dev</span><span class="o">.</span><span class="n">has_aspect_gpu</span><span class="p">:</span>
-            <span class="n">eu_count</span> <span class="o">=</span> <span class="n">intel_device_info_gpu_eu_count</span><span class="p">(</span><span class="n">dev</span><span class="p">)</span>
-            <span class="k">if</span> <span class="n">eu_count</span><span class="p">:</span>
-                <span class="n">res</span><span class="p">[</span><span class="s2">&quot;gpu_eu_count&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">eu_count</span>
-            <span class="n">hw_threads</span> <span class="o">=</span> <span class="n">intel_device_info_gpu_hw_threads_per_eu</span><span class="p">(</span><span class="n">dev</span><span class="p">)</span>
-            <span class="k">if</span> <span class="n">hw_threads</span><span class="p">:</span>
-                <span class="n">res</span><span class="p">[</span><span class="s2">&quot;gpu_hw_threads_per_eu&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">hw_threads</span>
-            <span class="n">simd_w</span> <span class="o">=</span> <span class="n">intel_device_info_gpu_eu_simd_width</span><span class="p">(</span><span class="n">dev</span><span class="p">)</span>
-            <span class="k">if</span> <span class="n">simd_w</span><span class="p">:</span>
-                <span class="n">res</span><span class="p">[</span><span class="s2">&quot;gpu_eu_simd_width&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">simd_w</span>
-            <span class="n">n_slices</span> <span class="o">=</span> <span class="n">intel_device_info_gpu_slices</span><span class="p">(</span><span class="n">dev</span><span class="p">)</span>
-            <span class="k">if</span> <span class="n">n_slices</span><span class="p">:</span>
-                <span class="n">res</span><span class="p">[</span><span class="s2">&quot;gpu_slices&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">n_slices</span>
-            <span class="n">n_subslices</span> <span class="o">=</span> <span class="n">intel_device_info_gpu_subslices_per_slice</span><span class="p">(</span><span class="n">dev</span><span class="p">)</span>
-            <span class="k">if</span> <span class="n">n_subslices</span><span class="p">:</span>
-                <span class="n">res</span><span class="p">[</span><span class="s2">&quot;gpu_subslices_per_slice&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">n_subslices</span>
-            <span class="n">n_eu_per_subslice</span> <span class="o">=</span> <span class="n">intel_device_info_gpu_eu_count_per_subslice</span><span class="p">(</span><span class="n">dev</span><span class="p">)</span>
-            <span class="k">if</span> <span class="n">n_eu_per_subslice</span><span class="p">:</span>
-                <span class="n">res</span><span class="p">[</span><span class="s2">&quot;gpu_eu_count_per_subslice&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">n_eu_per_subslice</span>
-        <span class="n">bw</span> <span class="o">=</span> <span class="n">intel_device_info_max_mem_bandwidth</span><span class="p">(</span><span class="n">dev</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">bw</span><span class="p">:</span>
-            <span class="n">res</span><span class="p">[</span><span class="s2">&quot;max_mem_bandwidth&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">bw</span>
-        <span class="n">fm</span> <span class="o">=</span> <span class="n">intel_device_info_free_memory</span><span class="p">(</span><span class="n">dev</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">fm</span><span class="p">:</span>
-            <span class="n">res</span><span class="p">[</span><span class="s2">&quot;free_memory&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">fm</span>
-        <span class="n">mcr</span> <span class="o">=</span> <span class="n">intel_device_info_memory_clock_rate</span><span class="p">(</span><span class="n">dev</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">mcr</span><span class="p">:</span>
-            <span class="n">res</span><span class="p">[</span><span class="s2">&quot;memory_clock_rate&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">mcr</span>
-        <span class="n">mbw</span> <span class="o">=</span> <span class="n">intel_device_info_memory_bus_width</span><span class="p">(</span><span class="n">dev</span><span class="p">)</span>
-        <span class="k">if</span> <span class="n">mbw</span><span class="p">:</span>
-            <span class="n">res</span><span class="p">[</span><span class="s2">&quot;memory_bus_width&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">mbw</span>
-        <span class="k">return</span> <span class="n">res</span>
-    <span class="k">return</span> <span class="nb">dict</span><span class="p">()</span></div>
-
-
-<span class="n">__all__</span> <span class="o">=</span> <span class="p">[</span>
-    <span class="s2">&quot;intel_device_info&quot;</span><span class="p">,</span>
-<span class="p">]</span>
-</pre></div>
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-          <h1>Source code for dpctl.utils._onetrace_context</h1><div class="highlight"><pre>
-<span></span><span class="c1">#                      Data Parallel Control (dpctl)</span>
-<span class="c1">#</span>
-<span class="c1"># Copyright 2020-2025 Intel Corporation</span>
-<span class="c1">#</span>
-<span class="c1"># Licensed under the Apache License, Version 2.0 (the &quot;License&quot;);</span>
-<span class="c1"># you may not use this file except in compliance with the License.</span>
-<span class="c1"># You may obtain a copy of the License at</span>
-<span class="c1">#</span>
-<span class="c1">#    http://www.apache.org/licenses/LICENSE-2.0</span>
-<span class="c1">#</span>
-<span class="c1"># Unless required by applicable law or agreed to in writing, software</span>
-<span class="c1"># distributed under the License is distributed on an &quot;AS IS&quot; BASIS,</span>
-<span class="c1"># WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.</span>
-<span class="c1"># See the License for the specific language governing permissions and</span>
-<span class="c1"># limitations under the License.</span>
-
-<span class="kn">from</span><span class="w"> </span><span class="nn">contextlib</span><span class="w"> </span><span class="kn">import</span> <span class="n">contextmanager</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">os</span><span class="w"> </span><span class="kn">import</span> <span class="n">environ</span><span class="p">,</span> <span class="n">getenv</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">platform</span><span class="w"> </span><span class="kn">import</span> <span class="n">system</span> <span class="k">as</span> <span class="n">sys_platform</span>
-
-<span class="vm">__doc__</span> <span class="o">=</span> <span class="p">(</span>
-    <span class="s2">&quot;Implementation module of :class:`dpctl.utils.onetrace_enabled` &quot;</span>
-    <span class="s2">&quot;context manager.&quot;</span>
-<span class="p">)</span>
-
-<span class="n">_UNCHECKED</span> <span class="o">=</span> <span class="n">sys_platform</span><span class="p">()</span> <span class="o">==</span> <span class="s2">&quot;Linux&quot;</span>
-<span class="k">del</span> <span class="n">sys_platform</span>
-
-
-<div class="viewcode-block" id="onetrace_enabled"><a class="viewcode-back" href="../../../api_reference/dpctl/utils.html#dpctl.utils.onetrace_enabled">[docs]</a><span class="nd">@contextmanager</span>
-<span class="k">def</span><span class="w"> </span><span class="nf">onetrace_enabled</span><span class="p">():</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;Enable ``onetrace`` collection for kernels executed in this context.</span>
-
-<span class="sd">    .. note::</span>
-<span class="sd">        Proper working of this utility assumes that Python interpreter</span>
-<span class="sd">        has been launched by ``onetrace`` or ``unitrace`` tool from project</span>
-<span class="sd">        `intel/pti-gpu &lt;https://github.com/intel/pti-gpu&gt;`_.</span>
-
-<span class="sd">    :Example:</span>
-<span class="sd">        Launch the Python interpreter using `onetrace` tool:</span>
-
-<span class="sd">        .. code-block:: bash</span>
-
-<span class="sd">            $ onetrace --conditional-collection -v -t --demangle python app.py</span>
-
-<span class="sd">        Now using the context manager in the Python sessions enables</span>
-<span class="sd">        data collection and its output for every offloaded kernel:</span>
-
-<span class="sd">        .. code-block:: python</span>
-
-<span class="sd">            import dpctl.tensor as dpt</span>
-<span class="sd">            from dpctl.utils import onetrace_enabled</span>
-
-<span class="sd">            # onetrace output reporting on execution of the kernel</span>
-<span class="sd">            # should be seen, starting with &quot;Device Timeline&quot;</span>
-<span class="sd">            with onetrace_enabled():</span>
-<span class="sd">                a = dpt.arange(100, dtype=&#39;int16&#39;)</span>
-
-<span class="sd">        Sample output:</span>
-
-<span class="sd">        .. code-block:: text</span>
-
-<span class="sd">            &gt;&gt;&gt; with onetrace_enabled():</span>
-<span class="sd">            ...     a = dpt.arange(100, dtype=&#39;int16&#39;)</span>
-<span class="sd">            ...</span>
-<span class="sd">            Device Timeline (queue: 0x555aee86bed0): dpctl::tensor::kernels::constructors::linear_sequence_step_kernel&lt;short&gt;[SIMD32 {1; 1; 1} {100; 1; 1}]&lt;1.1&gt; [ns] = 44034325658 (append) 44034816544 (submit) 44036296752 (start) 44036305918 (end)</span>
-<span class="sd">            &gt;&gt;&gt;</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">global</span> <span class="n">_UNCHECKED</span>
-
-    <span class="k">if</span> <span class="n">_UNCHECKED</span><span class="p">:</span>
-        <span class="n">_UNCHECKED</span> <span class="o">=</span> <span class="kc">False</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="p">(</span>
-            <span class="n">getenv</span><span class="p">(</span><span class="s2">&quot;PTI_ENABLE&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span> <span class="o">==</span> <span class="s2">&quot;1&quot;</span>
-            <span class="ow">and</span> <span class="s2">&quot;onetrace_tool&quot;</span> <span class="ow">in</span> <span class="n">getenv</span><span class="p">(</span><span class="s2">&quot;LD_PRELOAD&quot;</span><span class="p">,</span> <span class="s2">&quot;&quot;</span><span class="p">)</span>
-        <span class="p">):</span>
-            <span class="kn">import</span><span class="w"> </span><span class="nn">warnings</span>
-
-            <span class="n">warnings</span><span class="o">.</span><span class="n">warn</span><span class="p">(</span>
-                <span class="s2">&quot;It looks like Python interpreter was not started using &quot;</span>
-                <span class="s2">&quot;`onetrace` utility. Using `onetrace_enabled` may have &quot;</span>
-                <span class="s2">&quot;no effect. See `onetrace_enabled.__doc__` for usage.&quot;</span><span class="p">,</span>
-                <span class="ne">RuntimeWarning</span><span class="p">,</span>
-                <span class="n">stacklevel</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span>
-            <span class="p">)</span>
-
-    <span class="n">_env_var_name</span> <span class="o">=</span> <span class="s2">&quot;PTI_ENABLE_COLLECTION&quot;</span>
-    <span class="n">saved</span> <span class="o">=</span> <span class="n">getenv</span><span class="p">(</span><span class="n">_env_var_name</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
-    <span class="k">try</span><span class="p">:</span>
-        <span class="n">environ</span><span class="p">[</span><span class="n">_env_var_name</span><span class="p">]</span> <span class="o">=</span> <span class="s2">&quot;1&quot;</span>
-        <span class="k">yield</span>
-    <span class="k">finally</span><span class="p">:</span>
-        <span class="k">if</span> <span class="n">saved</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-            <span class="k">del</span> <span class="n">environ</span><span class="p">[</span><span class="n">_env_var_name</span><span class="p">]</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="n">environ</span><span class="p">[</span><span class="n">_env_var_name</span><span class="p">]</span> <span class="o">=</span> <span class="n">saved</span></div>
-</pre></div>
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-<li class="toctree-l4 has-children"><a class="reference internal" href="../api_reference/libsyclinterface/generated/group_PlatformManager.html">Platform class helper functions</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of Platform class helper functions</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
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-</ul>
-</li>
-<li class="toctree-l7 has-children"><a class="reference internal" href="../api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_filter_selector.html">class dpctl::syclinterface::dpctl_filter_selector</a><input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" role="switch" type="checkbox"/><label for="toctree-checkbox-43"><div class="visually-hidden">Toggle navigation of class dpctl::syclinterface::dpctl_filter_selector</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
-</li>
-<li class="toctree-l7 has-children"><a class="reference internal" href="../api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_gpu_selector.html">class dpctl::syclinterface::dpctl_gpu_selector</a><input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" role="switch" type="checkbox"/><label for="toctree-checkbox-44"><div class="visually-hidden">Toggle navigation of class dpctl::syclinterface::dpctl_gpu_selector</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
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-</li>
-</ul>
-</li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLGlobalMemCacheType.html">enum DPCTLGlobalMemCacheType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLKernelArgType.html">enum DPCTLKernelArgType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLPartitionAffinityDomainType.html">enum DPCTLPartitionAffinityDomainType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLQueuePropertyType.html">enum DPCTLQueuePropertyType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLSyclAspectType.html">enum DPCTLSyclAspectType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLSyclBackendType.html">enum DPCTLSyclBackendType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLSyclDeviceType.html">enum DPCTLSyclDeviceType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLSyclEventStatusType.html">enum DPCTLSyclEventStatusType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLSyclUSMType.html">enum DPCTLSyclUSMType</a></li>
-<li class="toctree-l5 has-children"><a class="reference internal" href="../api_reference/libsyclinterface/generated/struct_MDLocalAccessorTy.html">struct MDLocalAccessorTy</a><input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" role="switch" type="checkbox"/><label for="toctree-checkbox-45"><div class="visually-hidden">Toggle navigation of struct MDLocalAccessorTy</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
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-</ul>
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-<li class="toctree-l2"><a class="reference internal" href="../api_reference/dpctl_capi.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code> C API</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../api_reference/dpctl_cython.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code> Cython API</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../api_reference/dpctl_pybind11.html">pybind11 API</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../api_reference/dpctl_cmake.html">CMake support</a></li>
-</ul>
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-<li class="toctree-l1 has-children"><a class="reference internal" href="../contributor_guides/index.html">Contributing to <code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a><input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" role="switch" type="checkbox"/><label for="toctree-checkbox-46"><div class="visually-hidden">Toggle navigation of Contributing to dpctl</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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-<li class="toctree-l2"><a class="reference internal" href="../contributor_guides/building.html#building-the-libsyclinterface-library">Building the libsyclinterface Library</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../contributor_guides/memory_ownership_sycl_interface.html">Working with DPCTLSyclInterface library</a></li>
-</ul>
-</li>
-<li class="toctree-l1"><a class="reference internal" href="../license.html">Licenses</a></li>
-</ul>
-
-</div>
-</div>
-
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-      
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-          <h1>All modules for which code is available</h1>
-<ul><li><a href="dpctl.html">dpctl</a></li>
-<ul><li><a href="dpctl/_device_selection.html">dpctl._device_selection</a></li>
-<li><a href="dpctl/_sycl_context.html">dpctl._sycl_context</a></li>
-<li><a href="dpctl/_sycl_device.html">dpctl._sycl_device</a></li>
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-<li><a href="dpctl/_sycl_platform.html">dpctl._sycl_platform</a></li>
-<li><a href="dpctl/_sycl_queue.html">dpctl._sycl_queue</a></li>
-<li><a href="dpctl/_sycl_timer.html">dpctl._sycl_timer</a></li>
-<li><a href="dpctl/memory/_memory.html">dpctl.memory._memory</a></li>
-<li><a href="dpctl/program/_program.html">dpctl.program._program</a></li>
-<li><a href="dpctl/tensor/_array_api.html">dpctl.tensor._array_api</a></li>
-<li><a href="dpctl/tensor/_clip.html">dpctl.tensor._clip</a></li>
-<li><a href="dpctl/tensor/_copy_utils.html">dpctl.tensor._copy_utils</a></li>
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-<li><a href="dpctl/tensor/_flags.html">dpctl.tensor._flags</a></li>
-<li><a href="dpctl/tensor/_indexing_functions.html">dpctl.tensor._indexing_functions</a></li>
-<li><a href="dpctl/tensor/_linear_algebra_functions.html">dpctl.tensor._linear_algebra_functions</a></li>
-<li><a href="dpctl/tensor/_manipulation_functions.html">dpctl.tensor._manipulation_functions</a></li>
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-<li><a href="dpctl/tensor/_testing.html">dpctl.tensor._testing</a></li>
-<li><a href="dpctl/tensor/_type_utils.html">dpctl.tensor._type_utils</a></li>
-<li><a href="dpctl/tensor/_usmarray.html">dpctl.tensor._usmarray</a></li>
-<li><a href="dpctl/tensor/_utility_functions.html">dpctl.tensor._utility_functions</a></li>
-<li><a href="dpctl/utils/_compute_follows_data.html">dpctl.utils._compute_follows_data</a></li>
-<li><a href="dpctl/utils/_intel_device_info.html">dpctl.utils._intel_device_info</a></li>
-<li><a href="dpctl/utils/_onetrace_context.html">dpctl.utils._onetrace_context</a></li>
-</ul></ul>
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-            </div>
-            Made with <a href="https://www.sphinx-doc.org/">Sphinx</a> and <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
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diff --git a/pulls/1961/_sources/api_reference/dpctl/examples/usm_ndarray.rst.txt b/pulls/1961/_sources/api_reference/dpctl/examples/usm_ndarray.rst.txt
deleted file mode 100644
index f4dc7f4824..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/examples/usm_ndarray.rst.txt
+++ /dev/null
@@ -1,34 +0,0 @@
-.. rubric:: Use :meth:`usm_ndarray.to_device` to migrate array to different device
-
-.. code-block:: python
-    :caption: Migrate array to a different device
-
-        from dpctl import tensor
-
-        a = tensor.zeros(100, device="cpu")
-        b = a.to_device("gpu")
-
-
-.. rubric:: Use :meth:`usm_ndarray.device` to specify placement of new array
-
-.. code-block:: python
-    :caption: Create a USM-device empty array on the same device as another array
-
-        from dpctl import tensor
-
-        d = tensor.eye(100)
-        u = tensor.full(d.shape, fill_value=0.5, usm_type="device", device=d.device)
-
-.. rubric:: Use :meth:`usm_ndarray.mT` to transpose matrices in a array thought of as a stack of matrices
-
-.. code-block:: python
-    :caption: Transpose an array
-
-        from dpctl import tensor
-
-        # create stack of matrices
-        proto = tensor.asarray([[2, 1], [3, 4]])
-        ar = tensor.tile(proto, (5, 10, 10))
-
-        # transpose each matrix in the stack
-        arT = ar.mT
diff --git a/pulls/1961/_sources/api_reference/dpctl/filter_selector_string.rst.txt b/pulls/1961/_sources/api_reference/dpctl/filter_selector_string.rst.txt
deleted file mode 100644
index bf46322e9b..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/filter_selector_string.rst.txt
+++ /dev/null
@@ -1,54 +0,0 @@
-.. _filter_selector_string:
-
-Filter Selector String
-======================
-
-Filter selector string is a way to refer to unpartitioned SYCL devices
-proposed in :oneapi_filter_selection:`sycl_ext_oneapi_filter_selector <>`
-extension to SYCL standard.
-
-This document captures aspects of the referenced document relevant
-to :mod:`dpctl`.
-
-A filter selector string defines one or more filters, which must be
-separated using ``","`` character. A filter is specified as a
-triple of the form:
-
-.. code-block:: text
-
-    Backend:DeviceType:RelativeDeviceNumber
-
-Every element of the triple is optional, but a filter must contain at
-least one component.
-
-``Backend`` specifies the desired backend of targeted devices, while
-``DeviceType`` specifies the type of targeted devices.
-``RelativeDeviceNumber`` refers to the number of the device that matches
-any other given requirements, starting from `0` to marking the
-"first device that matches the requirements".
-
-Attempting to use a non-conforming string in places where filter selector
-string is expected will raise an exception.
-
-Supported values for ``Backend`` are:
-
-.. list-table::
-
-    * - cuda
-      - opencl
-      - level_zero
-      - hip
-
-Supported values for ``DeviceType`` are:
-
-.. list-table::
-
-    * - accelerator
-      - cpu
-      - gpu
-
-Filter selector strings can be used as arguments to constructors of
-:py:class:`dpctl.SyclDevice`, :py:class:`dpctl.SyclContext`,
-:py:class:`dpctl.SyclPlatform`, :py:class:`dpctl.SyclQueue`,
-or :py:class:`dpctl.tensor.Device` classes, as well as values of
-``device`` keyword in :ref:`array creation functions <dpctl_tensor_creation_functions>`.
diff --git a/pulls/1961/_sources/api_reference/dpctl/flags.rst.txt b/pulls/1961/_sources/api_reference/dpctl/flags.rst.txt
deleted file mode 100644
index d499b56d36..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/flags.rst.txt
+++ /dev/null
@@ -1,22 +0,0 @@
-.. _Flags_class:
-
-``Flags`` class
-===================
-
-.. autoclass:: dpctl.tensor._flags.Flags
-    :members:
-
-    Note that dictionary-like access to some members is permitted:
-
-        "C", "C_CONTIGUOUS":
-            Equivalent to ``c_contiguous``
-        "F", "F_CONTIGUOUS":
-            Equivalent to ``f_contiguous``
-        "W", "WRITABLE":
-            Equivalent to ``writable``
-        "FC":
-            Equivalent to ``fc``
-        "FNC":
-            Equivalent to ``fnc``
-        "FORC", "CONTIGUOUS":
-            Equivalent to ``forc`` and ``contiguous``
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.SyclContext.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.SyclContext.rst.txt
deleted file mode 100644
index 0aaad38e7e..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.SyclContext.rst.txt
+++ /dev/null
@@ -1,29 +0,0 @@
-dpctl.SyclContext
-=================
-
-.. currentmodule:: dpctl
-
-.. autoclass:: SyclContext
-   
-
-   
-   .. rubric:: Methods
-
-   .. autosummary::
-      :toctree: generated
-   
-      ~SyclContext.addressof_ref
-      ~SyclContext.get_devices
-   
-   
-
-   
-   
-   .. rubric:: Attributes
-
-   .. autosummary::
-      :toctree: generated
-   
-      ~SyclContext.device_count
-   
-   
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.SyclContextCreationError.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.SyclContextCreationError.rst.txt
deleted file mode 100644
index 5aa277758c..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.SyclContextCreationError.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclContextCreationError
-==============================
-
-.. currentmodule:: dpctl
-
-.. autoexception:: SyclContextCreationError
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.SyclDevice.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.SyclDevice.rst.txt
deleted file mode 100644
index 10ef862e15..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.SyclDevice.rst.txt
+++ /dev/null
@@ -1,101 +0,0 @@
-dpctl.SyclDevice
-================
-
-.. currentmodule:: dpctl
-
-.. autoclass:: SyclDevice
-   
-
-   
-   .. rubric:: Methods
-
-   .. autosummary::
-      :toctree: generated
-   
-      ~SyclDevice.addressof_ref
-      ~SyclDevice.create_sub_devices
-      ~SyclDevice.get_filter_string
-      ~SyclDevice.print_device_info
-   
-   
-
-   
-   
-   .. rubric:: Attributes
-
-   .. autosummary::
-      :toctree: generated
-   
-      ~SyclDevice.backend
-      ~SyclDevice.default_selector_score
-      ~SyclDevice.device_type
-      ~SyclDevice.driver_version
-      ~SyclDevice.filter_string
-      ~SyclDevice.global_mem_cache_line_size
-      ~SyclDevice.global_mem_cache_size
-      ~SyclDevice.global_mem_cache_type
-      ~SyclDevice.global_mem_size
-      ~SyclDevice.has_aspect_accelerator
-      ~SyclDevice.has_aspect_atomic64
-      ~SyclDevice.has_aspect_cpu
-      ~SyclDevice.has_aspect_custom
-      ~SyclDevice.has_aspect_emulated
-      ~SyclDevice.has_aspect_fp16
-      ~SyclDevice.has_aspect_fp64
-      ~SyclDevice.has_aspect_gpu
-      ~SyclDevice.has_aspect_host_debuggable
-      ~SyclDevice.has_aspect_image
-      ~SyclDevice.has_aspect_online_compiler
-      ~SyclDevice.has_aspect_online_linker
-      ~SyclDevice.has_aspect_queue_profiling
-      ~SyclDevice.has_aspect_usm_atomic_host_allocations
-      ~SyclDevice.has_aspect_usm_atomic_shared_allocations
-      ~SyclDevice.has_aspect_usm_device_allocations
-      ~SyclDevice.has_aspect_usm_host_allocations
-      ~SyclDevice.has_aspect_usm_shared_allocations
-      ~SyclDevice.has_aspect_usm_system_allocations
-      ~SyclDevice.image_2d_max_height
-      ~SyclDevice.image_2d_max_width
-      ~SyclDevice.image_3d_max_depth
-      ~SyclDevice.image_3d_max_height
-      ~SyclDevice.image_3d_max_width
-      ~SyclDevice.is_accelerator
-      ~SyclDevice.is_cpu
-      ~SyclDevice.is_gpu
-      ~SyclDevice.local_mem_size
-      ~SyclDevice.max_clock_frequency
-      ~SyclDevice.max_compute_units
-      ~SyclDevice.max_mem_alloc_size
-      ~SyclDevice.max_num_sub_groups
-      ~SyclDevice.max_read_image_args
-      ~SyclDevice.max_work_group_size
-      ~SyclDevice.max_work_item_dims
-      ~SyclDevice.max_work_item_sizes
-      ~SyclDevice.max_work_item_sizes1d
-      ~SyclDevice.max_work_item_sizes2d
-      ~SyclDevice.max_work_item_sizes3d
-      ~SyclDevice.max_write_image_args
-      ~SyclDevice.name
-      ~SyclDevice.native_vector_width_char
-      ~SyclDevice.native_vector_width_double
-      ~SyclDevice.native_vector_width_float
-      ~SyclDevice.native_vector_width_half
-      ~SyclDevice.native_vector_width_int
-      ~SyclDevice.native_vector_width_long
-      ~SyclDevice.native_vector_width_short
-      ~SyclDevice.parent_device
-      ~SyclDevice.partition_max_sub_devices
-      ~SyclDevice.preferred_vector_width_char
-      ~SyclDevice.preferred_vector_width_double
-      ~SyclDevice.preferred_vector_width_float
-      ~SyclDevice.preferred_vector_width_half
-      ~SyclDevice.preferred_vector_width_int
-      ~SyclDevice.preferred_vector_width_long
-      ~SyclDevice.preferred_vector_width_short
-      ~SyclDevice.profiling_timer_resolution
-      ~SyclDevice.sub_group_independent_forward_progress
-      ~SyclDevice.sub_group_sizes
-      ~SyclDevice.sycl_platform
-      ~SyclDevice.vendor
-   
-   
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.SyclDeviceCreationError.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.SyclDeviceCreationError.rst.txt
deleted file mode 100644
index 812c304c40..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.SyclDeviceCreationError.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDeviceCreationError
-=============================
-
-.. currentmodule:: dpctl
-
-.. autoexception:: SyclDeviceCreationError
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.SyclEvent.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.SyclEvent.rst.txt
deleted file mode 100644
index 586ed1e81e..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.SyclEvent.rst.txt
+++ /dev/null
@@ -1,35 +0,0 @@
-dpctl.SyclEvent
-===============
-
-.. currentmodule:: dpctl
-
-.. autoclass:: SyclEvent
-   
-
-   
-   .. rubric:: Methods
-
-   .. autosummary::
-      :toctree: generated
-   
-      ~SyclEvent.addressof_ref
-      ~SyclEvent.get_wait_list
-      ~SyclEvent.wait
-      ~SyclEvent.wait_for
-   
-   
-
-   
-   
-   .. rubric:: Attributes
-
-   .. autosummary::
-      :toctree: generated
-   
-      ~SyclEvent.backend
-      ~SyclEvent.execution_status
-      ~SyclEvent.profiling_info_end
-      ~SyclEvent.profiling_info_start
-      ~SyclEvent.profiling_info_submit
-   
-   
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.SyclPlatform.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.SyclPlatform.rst.txt
deleted file mode 100644
index d26ccff3e7..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.SyclPlatform.rst.txt
+++ /dev/null
@@ -1,32 +0,0 @@
-dpctl.SyclPlatform
-==================
-
-.. currentmodule:: dpctl
-
-.. autoclass:: SyclPlatform
-   
-
-   
-   .. rubric:: Methods
-
-   .. autosummary::
-      :toctree: generated
-   
-      ~SyclPlatform.print_platform_info
-   
-   
-
-   
-   
-   .. rubric:: Attributes
-
-   .. autosummary::
-      :toctree: generated
-   
-      ~SyclPlatform.backend
-      ~SyclPlatform.default_context
-      ~SyclPlatform.name
-      ~SyclPlatform.vendor
-      ~SyclPlatform.version
-   
-   
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.SyclQueue.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.SyclQueue.rst.txt
deleted file mode 100644
index 5f0b7f6186..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.SyclQueue.rst.txt
+++ /dev/null
@@ -1,45 +0,0 @@
-dpctl.SyclQueue
-===============
-
-.. currentmodule:: dpctl
-
-.. autoclass:: SyclQueue
-   
-
-   
-   .. rubric:: Methods
-
-   .. autosummary::
-      :toctree: generated
-   
-      ~SyclQueue.addressof_ref
-      ~SyclQueue.get_sycl_context
-      ~SyclQueue.get_sycl_device
-      ~SyclQueue.mem_advise
-      ~SyclQueue.memcpy
-      ~SyclQueue.memcpy_async
-      ~SyclQueue.prefetch
-      ~SyclQueue.print_device_info
-      ~SyclQueue.submit
-      ~SyclQueue.submit_async
-      ~SyclQueue.submit_barrier
-      ~SyclQueue.wait
-   
-   
-
-   
-   
-   .. rubric:: Attributes
-
-   .. autosummary::
-      :toctree: generated
-   
-      ~SyclQueue.backend
-      ~SyclQueue.driver_version
-      ~SyclQueue.has_enable_profiling
-      ~SyclQueue.is_in_order
-      ~SyclQueue.name
-      ~SyclQueue.sycl_context
-      ~SyclQueue.sycl_device
-   
-   
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.SyclQueueCreationError.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.SyclQueueCreationError.rst.txt
deleted file mode 100644
index 169adb6462..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.SyclQueueCreationError.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclQueueCreationError
-============================
-
-.. currentmodule:: dpctl
-
-.. autoexception:: SyclQueueCreationError
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.SyclSubDeviceCreationError.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.SyclSubDeviceCreationError.rst.txt
deleted file mode 100644
index 8aa149d61a..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.SyclSubDeviceCreationError.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclSubDeviceCreationError
-================================
-
-.. currentmodule:: dpctl
-
-.. autoexception:: SyclSubDeviceCreationError
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.SyclTimer.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.SyclTimer.rst.txt
deleted file mode 100644
index 84c98cd4e5..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.SyclTimer.rst.txt
+++ /dev/null
@@ -1,28 +0,0 @@
-dpctl.SyclTimer
-===============
-
-.. currentmodule:: dpctl
-
-.. autoclass:: SyclTimer
-   
-
-   
-   .. rubric:: Methods
-
-   .. autosummary::
-      :toctree: generated
-   
-      ~SyclTimer.__init__
-   
-   
-
-   
-   
-   .. rubric:: Attributes
-
-   .. autosummary::
-      :toctree: generated
-   
-      ~SyclTimer.dt
-   
-   
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.get_devices.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.get_devices.rst.txt
deleted file mode 100644
index baaad3cb91..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.get_devices.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.get\_devices
-==================
-
-.. currentmodule:: dpctl
-
-.. autofunction:: get_devices
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.get_include.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.get_include.rst.txt
deleted file mode 100644
index 88daa0405b..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.get_include.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.get\_include
-==================
-
-.. currentmodule:: dpctl
-
-.. autofunction:: get_include
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.get_num_devices.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.get_num_devices.rst.txt
deleted file mode 100644
index 2093e15c50..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.get_num_devices.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.get\_num\_devices
-=======================
-
-.. currentmodule:: dpctl
-
-.. autofunction:: get_num_devices
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.has_accelerator_devices.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.has_accelerator_devices.rst.txt
deleted file mode 100644
index f7a244d1d2..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.has_accelerator_devices.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.has\_accelerator\_devices
-===============================
-
-.. currentmodule:: dpctl
-
-.. autofunction:: has_accelerator_devices
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.has_cpu_devices.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.has_cpu_devices.rst.txt
deleted file mode 100644
index b952ee2f57..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.has_cpu_devices.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.has\_cpu\_devices
-=======================
-
-.. currentmodule:: dpctl
-
-.. autofunction:: has_cpu_devices
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.has_gpu_devices.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.has_gpu_devices.rst.txt
deleted file mode 100644
index 5090a58290..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.has_gpu_devices.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.has\_gpu\_devices
-=======================
-
-.. currentmodule:: dpctl
-
-.. autofunction:: has_gpu_devices
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.lsplatform.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.lsplatform.rst.txt
deleted file mode 100644
index dbe3f549f2..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.lsplatform.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.lsplatform
-================
-
-.. currentmodule:: dpctl
-
-.. autofunction:: lsplatform
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.memory.MemoryUSMDevice.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.memory.MemoryUSMDevice.rst.txt
deleted file mode 100644
index b957e12aa0..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.memory.MemoryUSMDevice.rst.txt
+++ /dev/null
@@ -1,43 +0,0 @@
-dpctl.memory.MemoryUSMDevice
-============================
-
-.. currentmodule:: dpctl.memory
-
-
-
-.. autoclass:: MemoryUSMDevice
-
-   
-
-   
-   .. rubric:: Methods
-
-   .. autosummary::
-      :toctree: generated
-   
-      ~MemoryUSMDevice.copy_from_device
-      ~MemoryUSMDevice.copy_from_host
-      ~MemoryUSMDevice.copy_to_host
-      ~MemoryUSMDevice.get_usm_type
-      ~MemoryUSMDevice.get_usm_type_enum
-      ~MemoryUSMDevice.memset
-      ~MemoryUSMDevice.tobytes
-   
-   
-
-   
-   
-   .. rubric:: Attributes
-
-   .. autosummary::
-      :toctree: generated
-   
-      ~MemoryUSMDevice.nbytes
-      ~MemoryUSMDevice.reference_obj
-      ~MemoryUSMDevice.size
-      ~MemoryUSMDevice.sycl_context
-      ~MemoryUSMDevice.sycl_device
-      ~MemoryUSMDevice.sycl_queue
-      ~MemoryUSMDevice.__sycl_usm_array_interface__
-   
-   
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.memory.MemoryUSMHost.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.memory.MemoryUSMHost.rst.txt
deleted file mode 100644
index 59fe44efd2..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.memory.MemoryUSMHost.rst.txt
+++ /dev/null
@@ -1,43 +0,0 @@
-dpctl.memory.MemoryUSMHost
-==========================
-
-.. currentmodule:: dpctl.memory
-
-
-
-.. autoclass:: MemoryUSMHost
-
-   
-
-   
-   .. rubric:: Methods
-
-   .. autosummary::
-      :toctree: generated
-   
-      ~MemoryUSMHost.copy_from_device
-      ~MemoryUSMHost.copy_from_host
-      ~MemoryUSMHost.copy_to_host
-      ~MemoryUSMHost.get_usm_type
-      ~MemoryUSMHost.get_usm_type_enum
-      ~MemoryUSMHost.memset
-      ~MemoryUSMHost.tobytes
-   
-   
-
-   
-   
-   .. rubric:: Attributes
-
-   .. autosummary::
-      :toctree: generated
-   
-      ~MemoryUSMHost.nbytes
-      ~MemoryUSMHost.reference_obj
-      ~MemoryUSMHost.size
-      ~MemoryUSMHost.sycl_context
-      ~MemoryUSMHost.sycl_device
-      ~MemoryUSMHost.sycl_queue
-      ~MemoryUSMHost.__sycl_usm_array_interface__
-   
-   
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.memory.MemoryUSMShared.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.memory.MemoryUSMShared.rst.txt
deleted file mode 100644
index d9912d6b77..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.memory.MemoryUSMShared.rst.txt
+++ /dev/null
@@ -1,43 +0,0 @@
-dpctl.memory.MemoryUSMShared
-============================
-
-.. currentmodule:: dpctl.memory
-
-
-
-.. autoclass:: MemoryUSMShared
-
-   
-
-   
-   .. rubric:: Methods
-
-   .. autosummary::
-      :toctree: generated
-   
-      ~MemoryUSMShared.copy_from_device
-      ~MemoryUSMShared.copy_from_host
-      ~MemoryUSMShared.copy_to_host
-      ~MemoryUSMShared.get_usm_type
-      ~MemoryUSMShared.get_usm_type_enum
-      ~MemoryUSMShared.memset
-      ~MemoryUSMShared.tobytes
-   
-   
-
-   
-   
-   .. rubric:: Attributes
-
-   .. autosummary::
-      :toctree: generated
-   
-      ~MemoryUSMShared.nbytes
-      ~MemoryUSMShared.reference_obj
-      ~MemoryUSMShared.size
-      ~MemoryUSMShared.sycl_context
-      ~MemoryUSMShared.sycl_device
-      ~MemoryUSMShared.sycl_queue
-      ~MemoryUSMShared.__sycl_usm_array_interface__
-   
-   
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.memory.USMAllocationError.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.memory.USMAllocationError.rst.txt
deleted file mode 100644
index 5d178bc412..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.memory.USMAllocationError.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.memory.USMAllocationError
-===============================
-
-.. currentmodule:: dpctl.memory
-
-.. autoexception:: USMAllocationError
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.memory.as_usm_memory.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.memory.as_usm_memory.rst.txt
deleted file mode 100644
index af64b36c1f..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.memory.as_usm_memory.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.memory.as\_usm\_memory
-============================
-
-.. currentmodule:: dpctl.memory
-
-.. autofunction:: as_usm_memory
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.program.SyclKernel.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.program.SyclKernel.rst.txt
deleted file mode 100644
index 98ed053dab..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.program.SyclKernel.rst.txt
+++ /dev/null
@@ -1,39 +0,0 @@
-dpctl.program.SyclKernel
-========================
-
-.. currentmodule:: dpctl.program
-
-
-
-.. autoclass:: SyclKernel
-
-   
-
-   
-   .. rubric:: Methods
-
-   .. autosummary::
-   
-      ~SyclKernel.__init__
-      ~SyclKernel.addressof_ref
-      ~SyclKernel.get_function_name
-      ~SyclKernel.get_num_args
-   
-   
-
-   
-   
-   .. rubric:: Attributes
-
-   .. autosummary::
-   
-      ~SyclKernel.compile_num_sub_groups
-      ~SyclKernel.compile_sub_group_size
-      ~SyclKernel.max_num_sub_groups
-      ~SyclKernel.max_sub_group_size
-      ~SyclKernel.num_args
-      ~SyclKernel.preferred_work_group_size_multiple
-      ~SyclKernel.private_mem_size
-      ~SyclKernel.work_group_size
-   
-   
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.program.SyclProgram.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.program.SyclProgram.rst.txt
deleted file mode 100644
index 0cc6235dfa..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.program.SyclProgram.rst.txt
+++ /dev/null
@@ -1,26 +0,0 @@
-dpctl.program.SyclProgram
-=========================
-
-.. currentmodule:: dpctl.program
-
-
-
-.. autoclass:: SyclProgram
-
-   
-
-   
-   .. rubric:: Methods
-
-   .. autosummary::
-   
-      ~SyclProgram.__init__
-      ~SyclProgram.addressof_ref
-      ~SyclProgram.get_sycl_kernel
-      ~SyclProgram.has_sycl_kernel
-   
-   
-
-   
-   
-   
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.program.SyclProgramCompilationError.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.program.SyclProgramCompilationError.rst.txt
deleted file mode 100644
index 36ebd4beae..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.program.SyclProgramCompilationError.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.program.SyclProgramCompilationError
-=========================================
-
-.. currentmodule:: dpctl.program
-
-.. autoexception:: SyclProgramCompilationError
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.program.create_program_from_source.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.program.create_program_from_source.rst.txt
deleted file mode 100644
index 08dae5a6d3..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.program.create_program_from_source.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.program.create\_program\_from\_source
-===========================================
-
-.. currentmodule:: dpctl.program
-
-.. autofunction:: create_program_from_source
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.program.create_program_from_spirv.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.program.create_program_from_spirv.rst.txt
deleted file mode 100644
index 386c71ef96..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.program.create_program_from_spirv.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.program.create\_program\_from\_spirv
-==========================================
-
-.. currentmodule:: dpctl.program
-
-.. autofunction:: create_program_from_spirv
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.select_accelerator_device.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.select_accelerator_device.rst.txt
deleted file mode 100644
index 5925f67f7d..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.select_accelerator_device.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.select\_accelerator\_device
-=================================
-
-.. currentmodule:: dpctl
-
-.. autofunction:: select_accelerator_device
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.select_cpu_device.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.select_cpu_device.rst.txt
deleted file mode 100644
index 82271525e2..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.select_cpu_device.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.select\_cpu\_device
-=========================
-
-.. currentmodule:: dpctl
-
-.. autofunction:: select_cpu_device
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.select_default_device.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.select_default_device.rst.txt
deleted file mode 100644
index 9cf687d9d3..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.select_default_device.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.select\_default\_device
-=============================
-
-.. currentmodule:: dpctl
-
-.. autofunction:: select_default_device
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.select_device_with_aspects.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.select_device_with_aspects.rst.txt
deleted file mode 100644
index 2f1c8299df..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.select_device_with_aspects.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.select\_device\_with\_aspects
-===================================
-
-.. currentmodule:: dpctl
-
-.. autofunction:: select_device_with_aspects
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.select_gpu_device.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.select_gpu_device.rst.txt
deleted file mode 100644
index 4edb77a3d5..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.select_gpu_device.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.select\_gpu\_device
-=========================
-
-.. currentmodule:: dpctl
-
-.. autofunction:: select_gpu_device
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.__array_api_version__.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.__array_api_version__.rst.txt
deleted file mode 100644
index 413d4fc60f..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.__array_api_version__.rst.txt
+++ /dev/null
@@ -1,14 +0,0 @@
-dpctl.tensor.\_\_array\_api\_version\_\_
-========================================
-
-.. currentmodule:: dpctl.tensor
-
-.. autoclass:: __array_api_version__
-   
-
-   
-   
-
-   
-   
-   
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.__array_namespace_info__.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.__array_namespace_info__.rst.txt
deleted file mode 100644
index eabbfb7ba4..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.__array_namespace_info__.rst.txt
+++ /dev/null
@@ -1,14 +0,0 @@
-dpctl.tensor.\_\_array\_namespace\_info\_\_
-===========================================
-
-.. currentmodule:: dpctl.tensor
-
-.. autoclass:: __array_namespace_info__
-   
-
-   
-   
-
-   
-   
-   
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor._array_api.Info.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor._array_api.Info.rst.txt
deleted file mode 100644
index bb422e3e71..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor._array_api.Info.rst.txt
+++ /dev/null
@@ -1,25 +0,0 @@
-dpctl.tensor.\_array\_api.Info
-==============================
-
-.. currentmodule:: dpctl.tensor._array_api
-
-.. autoclass:: Info
-   
-
-   
-   .. rubric:: Methods
-
-   .. autosummary::
-      :toctree: generated
-   
-      ~Info.capabilities
-      ~Info.default_device
-      ~Info.default_dtypes
-      ~Info.devices
-      ~Info.dtypes
-   
-   
-
-   
-   
-   
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.abs.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.abs.rst.txt
deleted file mode 100644
index e161cfa067..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.abs.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.abs
-================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: abs
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.acos.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.acos.rst.txt
deleted file mode 100644
index fd9be45bd5..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.acos.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.acos
-=================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: acos
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.acosh.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.acosh.rst.txt
deleted file mode 100644
index 2d92fa33f7..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.acosh.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.acosh
-==================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: acosh
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.add.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.add.rst.txt
deleted file mode 100644
index 750eb78422..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.add.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.add
-================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: add
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.all.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.all.rst.txt
deleted file mode 100644
index 55c811f7de..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.all.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.all
-================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: all
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.allclose.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.allclose.rst.txt
deleted file mode 100644
index d375801fe0..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.allclose.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.allclose
-=====================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: allclose
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.angle.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.angle.rst.txt
deleted file mode 100644
index 92bf7889d6..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.angle.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.angle
-==================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: angle
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.any.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.any.rst.txt
deleted file mode 100644
index 307ea12a87..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.any.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.any
-================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: any
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.arange.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.arange.rst.txt
deleted file mode 100644
index 521191f76d..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.arange.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.arange
-===================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: arange
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.argmax.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.argmax.rst.txt
deleted file mode 100644
index d2022a106c..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.argmax.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.argmax
-===================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: argmax
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.argmin.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.argmin.rst.txt
deleted file mode 100644
index 839e020e9d..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.argmin.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.argmin
-===================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: argmin
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.argsort.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.argsort.rst.txt
deleted file mode 100644
index 65e86d080c..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.argsort.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.argsort
-====================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: argsort
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.asarray.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.asarray.rst.txt
deleted file mode 100644
index 0e638f916d..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.asarray.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.asarray
-====================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: asarray
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.asin.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.asin.rst.txt
deleted file mode 100644
index 1953d52980..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.asin.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.asin
-=================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: asin
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.asinh.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.asinh.rst.txt
deleted file mode 100644
index dd60bf7cc6..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.asinh.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.asinh
-==================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: asinh
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.astype.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.astype.rst.txt
deleted file mode 100644
index d32a97c020..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.astype.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.astype
-===================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: astype
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.atan.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.atan.rst.txt
deleted file mode 100644
index faa84406bf..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.atan.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.atan
-=================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: atan
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.atan2.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.atan2.rst.txt
deleted file mode 100644
index 408a421aec..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.atan2.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.atan2
-==================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: atan2
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.atanh.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.atanh.rst.txt
deleted file mode 100644
index 1ce35c40d0..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.atanh.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.atanh
-==================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: atanh
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.bitwise_and.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.bitwise_and.rst.txt
deleted file mode 100644
index c1127d20ef..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.bitwise_and.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.bitwise\_and
-=========================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: bitwise_and
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.bitwise_invert.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.bitwise_invert.rst.txt
deleted file mode 100644
index 475eab383f..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.bitwise_invert.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.bitwise\_invert
-============================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: bitwise_invert
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.bitwise_left_shift.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.bitwise_left_shift.rst.txt
deleted file mode 100644
index d2cbaf2277..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.bitwise_left_shift.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.bitwise\_left\_shift
-=================================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: bitwise_left_shift
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.bitwise_or.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.bitwise_or.rst.txt
deleted file mode 100644
index 2bed3d45f8..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.bitwise_or.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.bitwise\_or
-========================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: bitwise_or
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.bitwise_right_shift.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.bitwise_right_shift.rst.txt
deleted file mode 100644
index f147201cdb..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.bitwise_right_shift.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.bitwise\_right\_shift
-==================================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: bitwise_right_shift
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.bitwise_xor.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.bitwise_xor.rst.txt
deleted file mode 100644
index 6089fbf6cb..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.bitwise_xor.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.bitwise\_xor
-=========================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: bitwise_xor
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.broadcast_arrays.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.broadcast_arrays.rst.txt
deleted file mode 100644
index 57255de661..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.broadcast_arrays.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.broadcast\_arrays
-==============================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: broadcast_arrays
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.broadcast_to.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.broadcast_to.rst.txt
deleted file mode 100644
index 3f59409f11..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.broadcast_to.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.broadcast\_to
-==========================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: broadcast_to
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.can_cast.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.can_cast.rst.txt
deleted file mode 100644
index edb4a008bc..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.can_cast.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.can\_cast
-======================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: can_cast
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.cbrt.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.cbrt.rst.txt
deleted file mode 100644
index 693d6cf3c0..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.cbrt.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.cbrt
-=================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: cbrt
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.ceil.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.ceil.rst.txt
deleted file mode 100644
index efab7e7653..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.ceil.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.ceil
-=================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: ceil
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.clip.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.clip.rst.txt
deleted file mode 100644
index f17d537e9d..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.clip.rst.txt
+++ /dev/null
@@ -1,9 +0,0 @@
-dpctl.tensor.clip
-=================
-
-.. currentmodule:: dpctl.tensor
-
-
-
-
-.. autofunction:: clip
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.concat.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.concat.rst.txt
deleted file mode 100644
index 8d8bb803b7..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.concat.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.concat
-===================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: concat
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.conj.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.conj.rst.txt
deleted file mode 100644
index 48daf1ef7e..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.conj.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.conj
-=================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: conj
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.copy.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.copy.rst.txt
deleted file mode 100644
index bf3ca11772..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.copy.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.copy
-=================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: copy
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.copysign.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.copysign.rst.txt
deleted file mode 100644
index 77ee455427..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.copysign.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.copysign
-=====================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: copysign
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.cos.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.cos.rst.txt
deleted file mode 100644
index fbab402136..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.cos.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.cos
-================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: cos
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.cosh.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.cosh.rst.txt
deleted file mode 100644
index ebbfab7152..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.cosh.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.cosh
-=================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: cosh
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.count_nonzero.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.count_nonzero.rst.txt
deleted file mode 100644
index 9636ee371d..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.count_nonzero.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.count\_nonzero
-===========================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: count_nonzero
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.diff.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.diff.rst.txt
deleted file mode 100644
index c0a567c910..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.diff.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.diff
-=================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: diff
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.divide.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.divide.rst.txt
deleted file mode 100644
index 98a0afc0cd..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.divide.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.divide
-===================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: divide
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.empty.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.empty.rst.txt
deleted file mode 100644
index 3a9c2822f4..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.empty.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.empty
-==================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: empty
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.empty_like.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.empty_like.rst.txt
deleted file mode 100644
index 69d983b8d8..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.empty_like.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.empty\_like
-========================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: empty_like
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.equal.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.equal.rst.txt
deleted file mode 100644
index b083456723..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.equal.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.equal
-==================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: equal
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.exp.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.exp.rst.txt
deleted file mode 100644
index d2c26fd761..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.exp.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.exp
-================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: exp
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.exp2.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.exp2.rst.txt
deleted file mode 100644
index 7149d922cc..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.exp2.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.exp2
-=================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: exp2
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.expand_dims.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.expand_dims.rst.txt
deleted file mode 100644
index b587a96026..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.expand_dims.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.expand\_dims
-=========================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: expand_dims
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.expm1.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.expm1.rst.txt
deleted file mode 100644
index 2c8ef7fb4c..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.expm1.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.expm1
-==================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: expm1
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.extract.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.extract.rst.txt
deleted file mode 100644
index 5f235537dd..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.extract.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.extract
-====================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: extract
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.eye.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.eye.rst.txt
deleted file mode 100644
index f0c9158859..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.eye.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.eye
-================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: eye
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.finfo.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.finfo.rst.txt
deleted file mode 100644
index 04076cd297..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.finfo.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.finfo
-==================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: finfo
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.flip.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.flip.rst.txt
deleted file mode 100644
index 05f329aaa6..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.flip.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.flip
-=================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: flip
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.floor.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.floor.rst.txt
deleted file mode 100644
index 675c83fdb4..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.floor.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.floor
-==================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: floor
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.floor_divide.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.floor_divide.rst.txt
deleted file mode 100644
index 7384e22ac2..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.floor_divide.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.floor\_divide
-==========================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: floor_divide
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.from_dlpack.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.from_dlpack.rst.txt
deleted file mode 100644
index ee2e5d1e29..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.from_dlpack.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.from\_dlpack
-=========================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: from_dlpack
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.from_numpy.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.from_numpy.rst.txt
deleted file mode 100644
index c9a0834f9e..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.from_numpy.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.from\_numpy
-========================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: from_numpy
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.full.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.full.rst.txt
deleted file mode 100644
index 3bd2d0dd19..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.full.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.full
-=================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: full
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.full_like.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.full_like.rst.txt
deleted file mode 100644
index d90e84fd95..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.full_like.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.full\_like
-=======================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: full_like
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.greater.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.greater.rst.txt
deleted file mode 100644
index 6542f006e5..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.greater.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.greater
-====================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: greater
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.greater_equal.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.greater_equal.rst.txt
deleted file mode 100644
index 694c8ec90a..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.greater_equal.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.greater\_equal
-===========================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: greater_equal
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.hypot.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.hypot.rst.txt
deleted file mode 100644
index 75674857d3..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.hypot.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.hypot
-==================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: hypot
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.iinfo.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.iinfo.rst.txt
deleted file mode 100644
index f7c289367f..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.iinfo.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.iinfo
-==================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: iinfo
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.imag.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.imag.rst.txt
deleted file mode 100644
index 8523007b7c..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.imag.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.imag
-=================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: imag
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.isdtype.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.isdtype.rst.txt
deleted file mode 100644
index 553ece7375..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.isdtype.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.isdtype
-====================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: isdtype
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.isfinite.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.isfinite.rst.txt
deleted file mode 100644
index 63a36d5f60..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.isfinite.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.isfinite
-=====================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: isfinite
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.isinf.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.isinf.rst.txt
deleted file mode 100644
index b07277dfc1..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.isinf.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.isinf
-==================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: isinf
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.isnan.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.isnan.rst.txt
deleted file mode 100644
index 6134a13110..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.isnan.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.isnan
-==================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: isnan
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.less.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.less.rst.txt
deleted file mode 100644
index 08f08c97ea..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.less.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.less
-=================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: less
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.less_equal.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.less_equal.rst.txt
deleted file mode 100644
index 5cf601ba5d..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.less_equal.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.less\_equal
-========================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: less_equal
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.linspace.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.linspace.rst.txt
deleted file mode 100644
index 4effd23805..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.linspace.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.linspace
-=====================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: linspace
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.log.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.log.rst.txt
deleted file mode 100644
index 63f74b80f6..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.log.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.log
-================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: log
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.log10.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.log10.rst.txt
deleted file mode 100644
index 62f92c4f13..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.log10.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.log10
-==================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: log10
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.log1p.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.log1p.rst.txt
deleted file mode 100644
index 292e5330e2..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.log1p.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.log1p
-==================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: log1p
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.log2.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.log2.rst.txt
deleted file mode 100644
index 719ce19450..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.log2.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.log2
-=================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: log2
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.logaddexp.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.logaddexp.rst.txt
deleted file mode 100644
index 0eb0f342f3..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.logaddexp.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.logaddexp
-======================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: logaddexp
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.logical_and.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.logical_and.rst.txt
deleted file mode 100644
index 0fa47583c6..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.logical_and.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.logical\_and
-=========================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: logical_and
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.logical_not.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.logical_not.rst.txt
deleted file mode 100644
index 252497e25b..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.logical_not.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.logical\_not
-=========================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: logical_not
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.logical_or.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.logical_or.rst.txt
deleted file mode 100644
index 2731776516..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.logical_or.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.logical\_or
-========================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: logical_or
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.logical_xor.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.logical_xor.rst.txt
deleted file mode 100644
index 3354e66a3a..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.logical_xor.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.logical\_xor
-=========================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: logical_xor
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.logsumexp.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.logsumexp.rst.txt
deleted file mode 100644
index 6c83d79f1c..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.logsumexp.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.logsumexp
-======================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: logsumexp
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.matmul.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.matmul.rst.txt
deleted file mode 100644
index 47f5028044..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.matmul.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.matmul
-===================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: matmul
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.matrix_transpose.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.matrix_transpose.rst.txt
deleted file mode 100644
index 35748e7296..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.matrix_transpose.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.matrix\_transpose
-==============================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: matrix_transpose
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.max.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.max.rst.txt
deleted file mode 100644
index 00510b5a94..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.max.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.max
-================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: max
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.maximum.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.maximum.rst.txt
deleted file mode 100644
index ee4368276c..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.maximum.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.maximum
-====================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: maximum
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.mean.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.mean.rst.txt
deleted file mode 100644
index 557098c2f1..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.mean.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.mean
-=================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: mean
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.meshgrid.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.meshgrid.rst.txt
deleted file mode 100644
index 80f275397c..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.meshgrid.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.meshgrid
-=====================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: meshgrid
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.min.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.min.rst.txt
deleted file mode 100644
index e09029799b..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.min.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.min
-================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: min
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.minimum.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.minimum.rst.txt
deleted file mode 100644
index 8b00b2a5ac..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.minimum.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.minimum
-====================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: minimum
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.moveaxis.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.moveaxis.rst.txt
deleted file mode 100644
index c2f5b89641..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.moveaxis.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.moveaxis
-=====================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: moveaxis
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.multiply.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.multiply.rst.txt
deleted file mode 100644
index 2ecbc311f5..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.multiply.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.multiply
-=====================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: multiply
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.negative.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.negative.rst.txt
deleted file mode 100644
index af317496db..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.negative.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.negative
-=====================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: negative
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.nextafter.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.nextafter.rst.txt
deleted file mode 100644
index 78f6b33f9f..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.nextafter.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.nextafter
-======================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: nextafter
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.nonzero.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.nonzero.rst.txt
deleted file mode 100644
index c6697fabc6..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.nonzero.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.nonzero
-====================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: nonzero
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.not_equal.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.not_equal.rst.txt
deleted file mode 100644
index 212fa0d2c8..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.not_equal.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.not\_equal
-=======================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: not_equal
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.ones.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.ones.rst.txt
deleted file mode 100644
index 1880283a19..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.ones.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.ones
-=================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: ones
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.ones_like.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.ones_like.rst.txt
deleted file mode 100644
index def1d4b0f4..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.ones_like.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.ones\_like
-=======================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: ones_like
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.permute_dims.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.permute_dims.rst.txt
deleted file mode 100644
index dd0de8f4af..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.permute_dims.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.permute\_dims
-==========================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: permute_dims
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.place.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.place.rst.txt
deleted file mode 100644
index fdb0b47df7..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.place.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.place
-==================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: place
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.positive.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.positive.rst.txt
deleted file mode 100644
index 972431c092..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.positive.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.positive
-=====================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: positive
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.pow.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.pow.rst.txt
deleted file mode 100644
index 9583f7f587..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.pow.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.pow
-================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: pow
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.prod.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.prod.rst.txt
deleted file mode 100644
index 7acfed6d8c..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.prod.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.prod
-=================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: prod
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.put.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.put.rst.txt
deleted file mode 100644
index bf6b4c3c19..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.put.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.put
-================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: put
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.put_along_axis.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.put_along_axis.rst.txt
deleted file mode 100644
index 43f4276fb9..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.put_along_axis.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.put\_along\_axis
-=============================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: put_along_axis
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.real.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.real.rst.txt
deleted file mode 100644
index 1dc994766b..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.real.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.real
-=================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: real
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.reciprocal.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.reciprocal.rst.txt
deleted file mode 100644
index eda17cf1a0..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.reciprocal.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.reciprocal
-=======================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: reciprocal
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.reduce_hypot.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.reduce_hypot.rst.txt
deleted file mode 100644
index ef5739e77c..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.reduce_hypot.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.reduce\_hypot
-==========================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: reduce_hypot
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.remainder.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.remainder.rst.txt
deleted file mode 100644
index 9fa11f3056..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.remainder.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.remainder
-======================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: remainder
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.repeat.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.repeat.rst.txt
deleted file mode 100644
index 265484d96b..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.repeat.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.repeat
-===================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: repeat
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.reshape.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.reshape.rst.txt
deleted file mode 100644
index da1f6c2861..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.reshape.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.reshape
-====================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: reshape
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.result_type.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.result_type.rst.txt
deleted file mode 100644
index a2e15379cb..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.result_type.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.result\_type
-=========================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: result_type
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.roll.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.roll.rst.txt
deleted file mode 100644
index 17b57beee0..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.roll.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.roll
-=================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: roll
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.round.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.round.rst.txt
deleted file mode 100644
index 1379aef0f6..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.round.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.round
-==================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: round
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.rsqrt.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.rsqrt.rst.txt
deleted file mode 100644
index fae8f3308a..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.rsqrt.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.rsqrt
-==================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: rsqrt
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.searchsorted.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.searchsorted.rst.txt
deleted file mode 100644
index 13c218de66..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.searchsorted.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.searchsorted
-=========================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: searchsorted
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.sign.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.sign.rst.txt
deleted file mode 100644
index f77540b131..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.sign.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.sign
-=================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: sign
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.signbit.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.signbit.rst.txt
deleted file mode 100644
index a9548b640f..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.signbit.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.signbit
-====================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: signbit
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.sin.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.sin.rst.txt
deleted file mode 100644
index 3e76056482..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.sin.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.sin
-================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: sin
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.sinh.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.sinh.rst.txt
deleted file mode 100644
index a9997c8eed..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.sinh.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.sinh
-=================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: sinh
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.sort.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.sort.rst.txt
deleted file mode 100644
index d2f5fa9d0c..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.sort.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.sort
-=================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: sort
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.sqrt.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.sqrt.rst.txt
deleted file mode 100644
index 3e3fd59c0a..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.sqrt.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.sqrt
-=================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: sqrt
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.square.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.square.rst.txt
deleted file mode 100644
index a24edb963d..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.square.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.square
-===================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: square
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.squeeze.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.squeeze.rst.txt
deleted file mode 100644
index b6efde4da2..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.squeeze.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.squeeze
-====================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: squeeze
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.stack.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.stack.rst.txt
deleted file mode 100644
index 20e7630c47..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.stack.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.stack
-==================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: stack
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.std.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.std.rst.txt
deleted file mode 100644
index f32a11c242..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.std.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.std
-================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: std
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.subtract.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.subtract.rst.txt
deleted file mode 100644
index b94a323444..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.subtract.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.subtract
-=====================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: subtract
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.sum.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.sum.rst.txt
deleted file mode 100644
index 3f67e6c94d..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.sum.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.sum
-================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: sum
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.take.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.take.rst.txt
deleted file mode 100644
index 09d3142aa9..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.take.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.take
-=================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: take
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.take_along_axis.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.take_along_axis.rst.txt
deleted file mode 100644
index c30144abc8..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.take_along_axis.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.take\_along\_axis
-==============================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: take_along_axis
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.tan.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.tan.rst.txt
deleted file mode 100644
index 4c546297d2..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.tan.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.tan
-================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: tan
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.tanh.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.tanh.rst.txt
deleted file mode 100644
index 72ec72609d..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.tanh.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.tanh
-=================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: tanh
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.tensordot.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.tensordot.rst.txt
deleted file mode 100644
index c77f0d75ef..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.tensordot.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.tensordot
-======================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: tensordot
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.tile.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.tile.rst.txt
deleted file mode 100644
index 8fa02c0044..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.tile.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.tile
-=================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: tile
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.top_k.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.top_k.rst.txt
deleted file mode 100644
index 9f407d3657..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.top_k.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.top\_k
-===================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: top_k
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.tril.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.tril.rst.txt
deleted file mode 100644
index 652076730a..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.tril.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.tril
-=================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: tril
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.triu.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.triu.rst.txt
deleted file mode 100644
index 0178f8fa5f..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.triu.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.triu
-=================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: triu
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.trunc.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.trunc.rst.txt
deleted file mode 100644
index 8c5ba10d29..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.trunc.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-dpctl.tensor.trunc
-==================
-
-.. currentmodule:: dpctl.tensor
-
-
-.. autodata:: trunc
-    :no-value:
-
-
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.unique_all.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.unique_all.rst.txt
deleted file mode 100644
index cfa2ef4fb0..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.unique_all.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.unique\_all
-========================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: unique_all
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.unique_counts.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.unique_counts.rst.txt
deleted file mode 100644
index 9fdb794afd..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.unique_counts.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.unique\_counts
-===========================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: unique_counts
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.unique_inverse.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.unique_inverse.rst.txt
deleted file mode 100644
index 9d15565039..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.unique_inverse.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.unique\_inverse
-============================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: unique_inverse
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.unique_values.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.unique_values.rst.txt
deleted file mode 100644
index 2f68c70eef..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.unique_values.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.unique\_values
-===========================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: unique_values
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.unstack.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.unstack.rst.txt
deleted file mode 100644
index 11555bfa4d..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.unstack.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.unstack
-====================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: unstack
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.usm_ndarray.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.usm_ndarray.rst.txt
deleted file mode 100644
index e3576e7f4e..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.usm_ndarray.rst.txt
+++ /dev/null
@@ -1,61 +0,0 @@
-dpctl.tensor.usm\_ndarray
-=========================
-
-.. currentmodule:: dpctl.tensor
-
-
-
-.. autoclass:: usm_ndarray
-
-   
-
-   
-   .. rubric:: Methods
-
-   .. autosummary::
-      :toctree: generated
-   
-      ~usm_ndarray.to_device
-   
-   
-
-   
-   
-   .. rubric:: Attributes
-
-   .. autosummary::
-      :toctree: generated
-   
-      ~usm_ndarray.T
-      ~usm_ndarray.device
-      ~usm_ndarray.dtype
-      ~usm_ndarray.flags
-      ~usm_ndarray.imag
-      ~usm_ndarray.itemsize
-      ~usm_ndarray.mT
-      ~usm_ndarray.nbytes
-      ~usm_ndarray.ndim
-      ~usm_ndarray.real
-      ~usm_ndarray.shape
-      ~usm_ndarray.size
-      ~usm_ndarray.strides
-      ~usm_ndarray.sycl_context
-      ~usm_ndarray.sycl_device
-      ~usm_ndarray.sycl_queue
-      ~usm_ndarray.usm_data
-      ~usm_ndarray.usm_type
-
-   .. rubric:: Special attributes
-
-   .. autosummary::
-      :toctree: generated
-
-      ~usm_ndarray.__dlpack_device__
-      ~usm_ndarray.__dlpack__
-      ~usm_ndarray.__sycl_usm_array_interface__
-      ~usm_ndarray._pointer
-      ~usm_ndarray._element_offset
-      ~usm_ndarray._byte_bounds
-
-   
-   
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.var.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.var.rst.txt
deleted file mode 100644
index f1a1df5acf..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.var.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.var
-================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: var
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.vecdot.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.vecdot.rst.txt
deleted file mode 100644
index 6d5fed3252..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.vecdot.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.vecdot
-===================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: vecdot
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.where.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.where.rst.txt
deleted file mode 100644
index c7b1519044..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.where.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.where
-==================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: where
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.zeros.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.zeros.rst.txt
deleted file mode 100644
index 6463bed904..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.zeros.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.zeros
-==================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: zeros
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.zeros_like.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.zeros_like.rst.txt
deleted file mode 100644
index d4ba5d525d..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/dpctl.tensor.zeros_like.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.zeros\_like
-========================
-
-.. currentmodule:: dpctl.tensor
-
-.. autofunction:: zeros_like
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclContext.addressof_ref.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclContext.addressof_ref.rst.txt
deleted file mode 100644
index 07131f4076..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclContext.addressof_ref.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclContext.addressof\_ref
-================================
-
-.. currentmodule:: dpctl
-
-.. automethod:: SyclContext.addressof_ref
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclContext.device_count.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclContext.device_count.rst.txt
deleted file mode 100644
index 5a23595996..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclContext.device_count.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclContext.device\_count
-===============================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclContext.device_count
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclContext.get_devices.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclContext.get_devices.rst.txt
deleted file mode 100644
index 5b51c1c4a1..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclContext.get_devices.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclContext.get\_devices
-==============================
-
-.. currentmodule:: dpctl
-
-.. automethod:: SyclContext.get_devices
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.addressof_ref.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.addressof_ref.rst.txt
deleted file mode 100644
index af5778d657..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.addressof_ref.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.addressof\_ref
-===============================
-
-.. currentmodule:: dpctl
-
-.. automethod:: SyclDevice.addressof_ref
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.backend.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.backend.rst.txt
deleted file mode 100644
index 152767821a..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.backend.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.backend
-========================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.backend
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.create_sub_devices.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.create_sub_devices.rst.txt
deleted file mode 100644
index 2c812a1cba..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.create_sub_devices.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.create\_sub\_devices
-=====================================
-
-.. currentmodule:: dpctl
-
-.. automethod:: SyclDevice.create_sub_devices
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.default_selector_score.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.default_selector_score.rst.txt
deleted file mode 100644
index 17fd7ff314..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.default_selector_score.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.default\_selector\_score
-=========================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.default_selector_score
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.device_type.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.device_type.rst.txt
deleted file mode 100644
index aaed05e3a1..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.device_type.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.device\_type
-=============================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.device_type
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.driver_version.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.driver_version.rst.txt
deleted file mode 100644
index f3bc2a5997..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.driver_version.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.driver\_version
-================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.driver_version
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.filter_string.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.filter_string.rst.txt
deleted file mode 100644
index d1d5e0c871..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.filter_string.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.filter\_string
-===============================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.filter_string
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.get_filter_string.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.get_filter_string.rst.txt
deleted file mode 100644
index 530e715621..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.get_filter_string.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.get\_filter\_string
-====================================
-
-.. currentmodule:: dpctl
-
-.. automethod:: SyclDevice.get_filter_string
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.global_mem_cache_line_size.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.global_mem_cache_line_size.rst.txt
deleted file mode 100644
index 519c81e8c4..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.global_mem_cache_line_size.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.global\_mem\_cache\_line\_size
-===============================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.global_mem_cache_line_size
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.global_mem_cache_size.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.global_mem_cache_size.rst.txt
deleted file mode 100644
index b27cd497f9..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.global_mem_cache_size.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.global\_mem\_cache\_size
-=========================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.global_mem_cache_size
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.global_mem_cache_type.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.global_mem_cache_type.rst.txt
deleted file mode 100644
index 001040046c..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.global_mem_cache_type.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.global\_mem\_cache\_type
-=========================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.global_mem_cache_type
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.global_mem_size.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.global_mem_size.rst.txt
deleted file mode 100644
index 6f09c8457f..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.global_mem_size.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.global\_mem\_size
-==================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.global_mem_size
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_accelerator.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_accelerator.rst.txt
deleted file mode 100644
index 6814150943..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_accelerator.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.has\_aspect\_accelerator
-=========================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.has_aspect_accelerator
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_atomic64.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_atomic64.rst.txt
deleted file mode 100644
index 38f0e32197..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_atomic64.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.has\_aspect\_atomic64
-======================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.has_aspect_atomic64
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_cpu.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_cpu.rst.txt
deleted file mode 100644
index 9d96710a5b..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_cpu.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.has\_aspect\_cpu
-=================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.has_aspect_cpu
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_custom.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_custom.rst.txt
deleted file mode 100644
index 3cfa159cfb..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_custom.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.has\_aspect\_custom
-====================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.has_aspect_custom
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_emulated.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_emulated.rst.txt
deleted file mode 100644
index a6fa71a374..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_emulated.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.has\_aspect\_emulated
-======================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.has_aspect_emulated
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_fp16.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_fp16.rst.txt
deleted file mode 100644
index 16c654d5c7..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_fp16.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.has\_aspect\_fp16
-==================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.has_aspect_fp16
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_fp64.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_fp64.rst.txt
deleted file mode 100644
index 143ae95c3a..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_fp64.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.has\_aspect\_fp64
-==================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.has_aspect_fp64
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_gpu.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_gpu.rst.txt
deleted file mode 100644
index 53e7c61634..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_gpu.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.has\_aspect\_gpu
-=================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.has_aspect_gpu
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_host_debuggable.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_host_debuggable.rst.txt
deleted file mode 100644
index 33fcf4ef41..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_host_debuggable.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.has\_aspect\_host\_debuggable
-==============================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.has_aspect_host_debuggable
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_image.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_image.rst.txt
deleted file mode 100644
index 8da3985aa4..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_image.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.has\_aspect\_image
-===================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.has_aspect_image
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_online_compiler.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_online_compiler.rst.txt
deleted file mode 100644
index a30c4db647..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_online_compiler.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.has\_aspect\_online\_compiler
-==============================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.has_aspect_online_compiler
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_online_linker.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_online_linker.rst.txt
deleted file mode 100644
index 814ea3eecb..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_online_linker.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.has\_aspect\_online\_linker
-============================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.has_aspect_online_linker
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_queue_profiling.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_queue_profiling.rst.txt
deleted file mode 100644
index a156d1bcf6..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_queue_profiling.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.has\_aspect\_queue\_profiling
-==============================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.has_aspect_queue_profiling
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_usm_atomic_host_allocations.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_usm_atomic_host_allocations.rst.txt
deleted file mode 100644
index c8e314bec1..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_usm_atomic_host_allocations.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.has\_aspect\_usm\_atomic\_host\_allocations
-============================================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.has_aspect_usm_atomic_host_allocations
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_usm_atomic_shared_allocations.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_usm_atomic_shared_allocations.rst.txt
deleted file mode 100644
index 48cd9349fb..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_usm_atomic_shared_allocations.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.has\_aspect\_usm\_atomic\_shared\_allocations
-==============================================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.has_aspect_usm_atomic_shared_allocations
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_usm_device_allocations.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_usm_device_allocations.rst.txt
deleted file mode 100644
index d72660a20d..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_usm_device_allocations.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.has\_aspect\_usm\_device\_allocations
-======================================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.has_aspect_usm_device_allocations
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_usm_host_allocations.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_usm_host_allocations.rst.txt
deleted file mode 100644
index f4fcc6d538..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_usm_host_allocations.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.has\_aspect\_usm\_host\_allocations
-====================================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.has_aspect_usm_host_allocations
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_usm_shared_allocations.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_usm_shared_allocations.rst.txt
deleted file mode 100644
index e4e9bbd054..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_usm_shared_allocations.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.has\_aspect\_usm\_shared\_allocations
-======================================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.has_aspect_usm_shared_allocations
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_usm_system_allocations.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_usm_system_allocations.rst.txt
deleted file mode 100644
index abe3820315..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_usm_system_allocations.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.has\_aspect\_usm\_system\_allocations
-======================================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.has_aspect_usm_system_allocations
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.image_2d_max_height.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.image_2d_max_height.rst.txt
deleted file mode 100644
index e5b2ed3782..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.image_2d_max_height.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.image\_2d\_max\_height
-=======================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.image_2d_max_height
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.image_2d_max_width.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.image_2d_max_width.rst.txt
deleted file mode 100644
index 15c2935c6f..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.image_2d_max_width.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.image\_2d\_max\_width
-======================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.image_2d_max_width
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.image_3d_max_depth.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.image_3d_max_depth.rst.txt
deleted file mode 100644
index c384a77bd8..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.image_3d_max_depth.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.image\_3d\_max\_depth
-======================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.image_3d_max_depth
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.image_3d_max_height.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.image_3d_max_height.rst.txt
deleted file mode 100644
index 6efd6bd079..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.image_3d_max_height.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.image\_3d\_max\_height
-=======================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.image_3d_max_height
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.image_3d_max_width.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.image_3d_max_width.rst.txt
deleted file mode 100644
index 8baf536954..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.image_3d_max_width.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.image\_3d\_max\_width
-======================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.image_3d_max_width
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.is_accelerator.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.is_accelerator.rst.txt
deleted file mode 100644
index 027100a97b..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.is_accelerator.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.is\_accelerator
-================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.is_accelerator
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.is_cpu.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.is_cpu.rst.txt
deleted file mode 100644
index a1474ece58..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.is_cpu.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.is\_cpu
-========================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.is_cpu
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.is_gpu.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.is_gpu.rst.txt
deleted file mode 100644
index c0ebe1dec0..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.is_gpu.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.is\_gpu
-========================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.is_gpu
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.local_mem_size.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.local_mem_size.rst.txt
deleted file mode 100644
index aae8867637..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.local_mem_size.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.local\_mem\_size
-=================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.local_mem_size
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_clock_frequency.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_clock_frequency.rst.txt
deleted file mode 100644
index 71f63b7123..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_clock_frequency.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.max\_clock\_frequency
-======================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.max_clock_frequency
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_compute_units.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_compute_units.rst.txt
deleted file mode 100644
index 4fe4a33502..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_compute_units.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.max\_compute\_units
-====================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.max_compute_units
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_mem_alloc_size.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_mem_alloc_size.rst.txt
deleted file mode 100644
index 8c5e092904..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_mem_alloc_size.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.max\_mem\_alloc\_size
-======================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.max_mem_alloc_size
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_num_sub_groups.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_num_sub_groups.rst.txt
deleted file mode 100644
index 0e72227797..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_num_sub_groups.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.max\_num\_sub\_groups
-======================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.max_num_sub_groups
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_read_image_args.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_read_image_args.rst.txt
deleted file mode 100644
index c1c21edbb8..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_read_image_args.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.max\_read\_image\_args
-=======================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.max_read_image_args
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_work_group_size.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_work_group_size.rst.txt
deleted file mode 100644
index d441d75a56..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_work_group_size.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.max\_work\_group\_size
-=======================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.max_work_group_size
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_work_item_dims.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_work_item_dims.rst.txt
deleted file mode 100644
index 3a4b226c27..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_work_item_dims.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.max\_work\_item\_dims
-======================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.max_work_item_dims
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_work_item_sizes.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_work_item_sizes.rst.txt
deleted file mode 100644
index 4fe8d27cfd..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_work_item_sizes.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.max\_work\_item\_sizes
-=======================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.max_work_item_sizes
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_work_item_sizes1d.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_work_item_sizes1d.rst.txt
deleted file mode 100644
index b482c408ae..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_work_item_sizes1d.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.max\_work\_item\_sizes1d
-=========================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.max_work_item_sizes1d
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_work_item_sizes2d.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_work_item_sizes2d.rst.txt
deleted file mode 100644
index e991b7cb21..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_work_item_sizes2d.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.max\_work\_item\_sizes2d
-=========================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.max_work_item_sizes2d
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_work_item_sizes3d.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_work_item_sizes3d.rst.txt
deleted file mode 100644
index e3cc5cdd40..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_work_item_sizes3d.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.max\_work\_item\_sizes3d
-=========================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.max_work_item_sizes3d
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_write_image_args.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_write_image_args.rst.txt
deleted file mode 100644
index bd4f6c9845..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_write_image_args.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.max\_write\_image\_args
-========================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.max_write_image_args
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.name.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.name.rst.txt
deleted file mode 100644
index d02983ab96..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.name.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.name
-=====================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.name
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.native_vector_width_char.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.native_vector_width_char.rst.txt
deleted file mode 100644
index 2fc9704c9a..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.native_vector_width_char.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.native\_vector\_width\_char
-============================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.native_vector_width_char
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.native_vector_width_double.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.native_vector_width_double.rst.txt
deleted file mode 100644
index e2d7ef627c..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.native_vector_width_double.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.native\_vector\_width\_double
-==============================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.native_vector_width_double
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.native_vector_width_float.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.native_vector_width_float.rst.txt
deleted file mode 100644
index 807b67f484..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.native_vector_width_float.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.native\_vector\_width\_float
-=============================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.native_vector_width_float
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.native_vector_width_half.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.native_vector_width_half.rst.txt
deleted file mode 100644
index 4dca543213..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.native_vector_width_half.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.native\_vector\_width\_half
-============================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.native_vector_width_half
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.native_vector_width_int.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.native_vector_width_int.rst.txt
deleted file mode 100644
index 4f9fafcc3f..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.native_vector_width_int.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.native\_vector\_width\_int
-===========================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.native_vector_width_int
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.native_vector_width_long.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.native_vector_width_long.rst.txt
deleted file mode 100644
index 64c976f917..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.native_vector_width_long.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.native\_vector\_width\_long
-============================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.native_vector_width_long
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.native_vector_width_short.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.native_vector_width_short.rst.txt
deleted file mode 100644
index 32510ac391..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.native_vector_width_short.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.native\_vector\_width\_short
-=============================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.native_vector_width_short
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.parent_device.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.parent_device.rst.txt
deleted file mode 100644
index c575f48675..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.parent_device.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.parent\_device
-===============================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.parent_device
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.partition_max_sub_devices.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.partition_max_sub_devices.rst.txt
deleted file mode 100644
index 69eea05c5e..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.partition_max_sub_devices.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.partition\_max\_sub\_devices
-=============================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.partition_max_sub_devices
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.preferred_vector_width_char.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.preferred_vector_width_char.rst.txt
deleted file mode 100644
index 2d063ba62b..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.preferred_vector_width_char.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.preferred\_vector\_width\_char
-===============================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.preferred_vector_width_char
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.preferred_vector_width_double.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.preferred_vector_width_double.rst.txt
deleted file mode 100644
index 57abef7a64..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.preferred_vector_width_double.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.preferred\_vector\_width\_double
-=================================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.preferred_vector_width_double
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.preferred_vector_width_float.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.preferred_vector_width_float.rst.txt
deleted file mode 100644
index b9608e99a4..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.preferred_vector_width_float.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.preferred\_vector\_width\_float
-================================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.preferred_vector_width_float
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.preferred_vector_width_half.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.preferred_vector_width_half.rst.txt
deleted file mode 100644
index 9a2012269c..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.preferred_vector_width_half.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.preferred\_vector\_width\_half
-===============================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.preferred_vector_width_half
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.preferred_vector_width_int.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.preferred_vector_width_int.rst.txt
deleted file mode 100644
index 1e481f3626..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.preferred_vector_width_int.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.preferred\_vector\_width\_int
-==============================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.preferred_vector_width_int
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.preferred_vector_width_long.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.preferred_vector_width_long.rst.txt
deleted file mode 100644
index 56d1b147ae..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.preferred_vector_width_long.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.preferred\_vector\_width\_long
-===============================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.preferred_vector_width_long
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.preferred_vector_width_short.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.preferred_vector_width_short.rst.txt
deleted file mode 100644
index d8c591470f..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.preferred_vector_width_short.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.preferred\_vector\_width\_short
-================================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.preferred_vector_width_short
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.print_device_info.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.print_device_info.rst.txt
deleted file mode 100644
index be1a4358a5..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.print_device_info.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.print\_device\_info
-====================================
-
-.. currentmodule:: dpctl
-
-.. automethod:: SyclDevice.print_device_info
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.profiling_timer_resolution.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.profiling_timer_resolution.rst.txt
deleted file mode 100644
index b850d40f7c..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.profiling_timer_resolution.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.profiling\_timer\_resolution
-=============================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.profiling_timer_resolution
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.sub_group_independent_forward_progress.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.sub_group_independent_forward_progress.rst.txt
deleted file mode 100644
index 5bd2810714..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.sub_group_independent_forward_progress.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.sub\_group\_independent\_forward\_progress
-===========================================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.sub_group_independent_forward_progress
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.sub_group_sizes.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.sub_group_sizes.rst.txt
deleted file mode 100644
index 8a596dd0b2..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.sub_group_sizes.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.sub\_group\_sizes
-==================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.sub_group_sizes
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.sycl_platform.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.sycl_platform.rst.txt
deleted file mode 100644
index 0bdc6e35ee..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.sycl_platform.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.sycl\_platform
-===============================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.sycl_platform
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.vendor.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.vendor.rst.txt
deleted file mode 100644
index ea898cbbbd..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclDevice.vendor.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclDevice.vendor
-=======================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclDevice.vendor
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclEvent.addressof_ref.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclEvent.addressof_ref.rst.txt
deleted file mode 100644
index 0afce28a92..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclEvent.addressof_ref.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclEvent.addressof\_ref
-==============================
-
-.. currentmodule:: dpctl
-
-.. automethod:: SyclEvent.addressof_ref
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclEvent.backend.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclEvent.backend.rst.txt
deleted file mode 100644
index 5687d4a545..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclEvent.backend.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclEvent.backend
-=======================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclEvent.backend
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclEvent.execution_status.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclEvent.execution_status.rst.txt
deleted file mode 100644
index 73cc738424..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclEvent.execution_status.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclEvent.execution\_status
-=================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclEvent.execution_status
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclEvent.get_wait_list.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclEvent.get_wait_list.rst.txt
deleted file mode 100644
index 5371d5e271..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclEvent.get_wait_list.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclEvent.get\_wait\_list
-===============================
-
-.. currentmodule:: dpctl
-
-.. automethod:: SyclEvent.get_wait_list
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclEvent.profiling_info_end.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclEvent.profiling_info_end.rst.txt
deleted file mode 100644
index ff3d540638..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclEvent.profiling_info_end.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclEvent.profiling\_info\_end
-====================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclEvent.profiling_info_end
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclEvent.profiling_info_start.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclEvent.profiling_info_start.rst.txt
deleted file mode 100644
index b32af439e3..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclEvent.profiling_info_start.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclEvent.profiling\_info\_start
-======================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclEvent.profiling_info_start
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclEvent.profiling_info_submit.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclEvent.profiling_info_submit.rst.txt
deleted file mode 100644
index aaeaf2b2d7..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclEvent.profiling_info_submit.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclEvent.profiling\_info\_submit
-=======================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclEvent.profiling_info_submit
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclEvent.wait.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclEvent.wait.rst.txt
deleted file mode 100644
index 3f44d21b98..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclEvent.wait.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclEvent.wait
-====================
-
-.. currentmodule:: dpctl
-
-.. automethod:: SyclEvent.wait
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclEvent.wait_for.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclEvent.wait_for.rst.txt
deleted file mode 100644
index 58ed3add34..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclEvent.wait_for.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclEvent.wait\_for
-=========================
-
-.. currentmodule:: dpctl
-
-.. automethod:: SyclEvent.wait_for
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclPlatform.backend.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclPlatform.backend.rst.txt
deleted file mode 100644
index 7dba2313ae..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclPlatform.backend.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclPlatform.backend
-==========================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclPlatform.backend
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclPlatform.default_context.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclPlatform.default_context.rst.txt
deleted file mode 100644
index 6624c185d0..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclPlatform.default_context.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclPlatform.default\_context
-===================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclPlatform.default_context
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclPlatform.name.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclPlatform.name.rst.txt
deleted file mode 100644
index 8d57834569..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclPlatform.name.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclPlatform.name
-=======================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclPlatform.name
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclPlatform.print_platform_info.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclPlatform.print_platform_info.rst.txt
deleted file mode 100644
index 943a2a5b81..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclPlatform.print_platform_info.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclPlatform.print\_platform\_info
-========================================
-
-.. currentmodule:: dpctl
-
-.. automethod:: SyclPlatform.print_platform_info
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclPlatform.vendor.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclPlatform.vendor.rst.txt
deleted file mode 100644
index c0a9dca5d0..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclPlatform.vendor.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclPlatform.vendor
-=========================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclPlatform.vendor
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclPlatform.version.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclPlatform.version.rst.txt
deleted file mode 100644
index 4939577921..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclPlatform.version.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclPlatform.version
-==========================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclPlatform.version
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.addressof_ref.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.addressof_ref.rst.txt
deleted file mode 100644
index 0c534fe222..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.addressof_ref.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclQueue.addressof\_ref
-==============================
-
-.. currentmodule:: dpctl
-
-.. automethod:: SyclQueue.addressof_ref
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.backend.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.backend.rst.txt
deleted file mode 100644
index 6e8c25e82c..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.backend.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclQueue.backend
-=======================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclQueue.backend
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.driver_version.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.driver_version.rst.txt
deleted file mode 100644
index 4fc9a03601..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.driver_version.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclQueue.driver\_version
-===============================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclQueue.driver_version
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.get_sycl_context.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.get_sycl_context.rst.txt
deleted file mode 100644
index a86373ede8..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.get_sycl_context.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclQueue.get\_sycl\_context
-==================================
-
-.. currentmodule:: dpctl
-
-.. automethod:: SyclQueue.get_sycl_context
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.get_sycl_device.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.get_sycl_device.rst.txt
deleted file mode 100644
index 07e219c280..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.get_sycl_device.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclQueue.get\_sycl\_device
-=================================
-
-.. currentmodule:: dpctl
-
-.. automethod:: SyclQueue.get_sycl_device
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.has_enable_profiling.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.has_enable_profiling.rst.txt
deleted file mode 100644
index aeef82cfa7..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.has_enable_profiling.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclQueue.has\_enable\_profiling
-======================================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclQueue.has_enable_profiling
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.is_in_order.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.is_in_order.rst.txt
deleted file mode 100644
index 4b1005a3d3..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.is_in_order.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclQueue.is\_in\_order
-=============================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclQueue.is_in_order
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.mem_advise.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.mem_advise.rst.txt
deleted file mode 100644
index d79966fab7..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.mem_advise.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclQueue.mem\_advise
-===========================
-
-.. currentmodule:: dpctl
-
-.. automethod:: SyclQueue.mem_advise
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.memcpy.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.memcpy.rst.txt
deleted file mode 100644
index 3f9f01e80e..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.memcpy.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclQueue.memcpy
-======================
-
-.. currentmodule:: dpctl
-
-.. automethod:: SyclQueue.memcpy
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.memcpy_async.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.memcpy_async.rst.txt
deleted file mode 100644
index 2add7c5476..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.memcpy_async.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclQueue.memcpy\_async
-=============================
-
-.. currentmodule:: dpctl
-
-.. automethod:: SyclQueue.memcpy_async
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.name.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.name.rst.txt
deleted file mode 100644
index 7c1babbb3d..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.name.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclQueue.name
-====================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclQueue.name
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.prefetch.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.prefetch.rst.txt
deleted file mode 100644
index 1de3739e4b..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.prefetch.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclQueue.prefetch
-========================
-
-.. currentmodule:: dpctl
-
-.. automethod:: SyclQueue.prefetch
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.print_device_info.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.print_device_info.rst.txt
deleted file mode 100644
index 7846dcafe9..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.print_device_info.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclQueue.print\_device\_info
-===================================
-
-.. currentmodule:: dpctl
-
-.. automethod:: SyclQueue.print_device_info
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.submit.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.submit.rst.txt
deleted file mode 100644
index 8bb8be9723..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.submit.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclQueue.submit
-======================
-
-.. currentmodule:: dpctl
-
-.. automethod:: SyclQueue.submit
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.submit_async.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.submit_async.rst.txt
deleted file mode 100644
index dda2ba31b3..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.submit_async.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclQueue.submit\_async
-=============================
-
-.. currentmodule:: dpctl
-
-.. automethod:: SyclQueue.submit_async
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.submit_barrier.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.submit_barrier.rst.txt
deleted file mode 100644
index 402d5389c0..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.submit_barrier.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclQueue.submit\_barrier
-===============================
-
-.. currentmodule:: dpctl
-
-.. automethod:: SyclQueue.submit_barrier
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.sycl_context.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.sycl_context.rst.txt
deleted file mode 100644
index 1b0e246681..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.sycl_context.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclQueue.sycl\_context
-=============================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclQueue.sycl_context
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.sycl_device.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.sycl_device.rst.txt
deleted file mode 100644
index dd18e65a4a..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.sycl_device.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclQueue.sycl\_device
-============================
-
-.. currentmodule:: dpctl
-
-.. autoattribute:: SyclQueue.sycl_device
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.wait.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.wait.rst.txt
deleted file mode 100644
index 79046fab42..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclQueue.wait.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclQueue.wait
-====================
-
-.. currentmodule:: dpctl
-
-.. automethod:: SyclQueue.wait
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclTimer.__init__.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclTimer.__init__.rst.txt
deleted file mode 100644
index fb92f154b0..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclTimer.__init__.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclTimer.\_\_init\_\_
-============================
-
-.. currentmodule:: dpctl
-
-.. automethod:: SyclTimer.__init__
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclTimer.dt.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclTimer.dt.rst.txt
deleted file mode 100644
index 46b807dad4..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.SyclTimer.dt.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.SyclTimer.dt
-==================
-
-.. currentmodule:: dpctl
-
-.. autoproperty:: SyclTimer.dt
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.__sycl_usm_array_interface__.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.__sycl_usm_array_interface__.rst.txt
deleted file mode 100644
index 76a9e0dc7b..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.__sycl_usm_array_interface__.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.memory.MemoryUSMDevice.\_\_sycl\_usm\_array\_interface\_\_
-================================================================
-
-.. currentmodule:: dpctl.memory
-
-.. autoattribute:: MemoryUSMDevice.__sycl_usm_array_interface__
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.copy_from_device.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.copy_from_device.rst.txt
deleted file mode 100644
index 8e9386b01b..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.copy_from_device.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.memory.MemoryUSMDevice.copy\_from\_device
-===============================================
-
-.. currentmodule:: dpctl.memory
-
-.. automethod:: MemoryUSMDevice.copy_from_device
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.copy_from_host.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.copy_from_host.rst.txt
deleted file mode 100644
index d2a99794b4..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.copy_from_host.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.memory.MemoryUSMDevice.copy\_from\_host
-=============================================
-
-.. currentmodule:: dpctl.memory
-
-.. automethod:: MemoryUSMDevice.copy_from_host
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.copy_to_host.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.copy_to_host.rst.txt
deleted file mode 100644
index 09f8a77ba1..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.copy_to_host.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.memory.MemoryUSMDevice.copy\_to\_host
-===========================================
-
-.. currentmodule:: dpctl.memory
-
-.. automethod:: MemoryUSMDevice.copy_to_host
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.get_usm_type.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.get_usm_type.rst.txt
deleted file mode 100644
index 7445b6d486..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.get_usm_type.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.memory.MemoryUSMDevice.get\_usm\_type
-===========================================
-
-.. currentmodule:: dpctl.memory
-
-.. automethod:: MemoryUSMDevice.get_usm_type
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.get_usm_type_enum.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.get_usm_type_enum.rst.txt
deleted file mode 100644
index 65d573b4c9..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.get_usm_type_enum.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.memory.MemoryUSMDevice.get\_usm\_type\_enum
-=================================================
-
-.. currentmodule:: dpctl.memory
-
-.. automethod:: MemoryUSMDevice.get_usm_type_enum
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.memset.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.memset.rst.txt
deleted file mode 100644
index ddfbd4b76e..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.memset.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.memory.MemoryUSMDevice.memset
-===================================
-
-.. currentmodule:: dpctl.memory
-
-.. automethod:: MemoryUSMDevice.memset
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.nbytes.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.nbytes.rst.txt
deleted file mode 100644
index 9694e8cede..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.nbytes.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.memory.MemoryUSMDevice.nbytes
-===================================
-
-.. currentmodule:: dpctl.memory
-
-.. autoattribute:: MemoryUSMDevice.nbytes
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.reference_obj.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.reference_obj.rst.txt
deleted file mode 100644
index 36b31a07af..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.reference_obj.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.memory.MemoryUSMDevice.reference\_obj
-===========================================
-
-.. currentmodule:: dpctl.memory
-
-.. autoattribute:: MemoryUSMDevice.reference_obj
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.size.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.size.rst.txt
deleted file mode 100644
index de16ffeee1..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.size.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.memory.MemoryUSMDevice.size
-=================================
-
-.. currentmodule:: dpctl.memory
-
-.. autoattribute:: MemoryUSMDevice.size
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.sycl_context.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.sycl_context.rst.txt
deleted file mode 100644
index 99dedcc19f..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.sycl_context.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.memory.MemoryUSMDevice.sycl\_context
-==========================================
-
-.. currentmodule:: dpctl.memory
-
-.. autoattribute:: MemoryUSMDevice.sycl_context
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.sycl_device.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.sycl_device.rst.txt
deleted file mode 100644
index 2563644e89..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.sycl_device.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.memory.MemoryUSMDevice.sycl\_device
-=========================================
-
-.. currentmodule:: dpctl.memory
-
-.. autoattribute:: MemoryUSMDevice.sycl_device
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.sycl_queue.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.sycl_queue.rst.txt
deleted file mode 100644
index a869d21474..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.sycl_queue.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.memory.MemoryUSMDevice.sycl\_queue
-========================================
-
-.. currentmodule:: dpctl.memory
-
-.. autoattribute:: MemoryUSMDevice.sycl_queue
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.tobytes.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.tobytes.rst.txt
deleted file mode 100644
index 6f1dc75caf..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.tobytes.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.memory.MemoryUSMDevice.tobytes
-====================================
-
-.. currentmodule:: dpctl.memory
-
-.. automethod:: MemoryUSMDevice.tobytes
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.__sycl_usm_array_interface__.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.__sycl_usm_array_interface__.rst.txt
deleted file mode 100644
index 20bfc2d9b2..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.__sycl_usm_array_interface__.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.memory.MemoryUSMHost.\_\_sycl\_usm\_array\_interface\_\_
-==============================================================
-
-.. currentmodule:: dpctl.memory
-
-.. autoattribute:: MemoryUSMHost.__sycl_usm_array_interface__
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.copy_from_device.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.copy_from_device.rst.txt
deleted file mode 100644
index 2897e40783..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.copy_from_device.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.memory.MemoryUSMHost.copy\_from\_device
-=============================================
-
-.. currentmodule:: dpctl.memory
-
-.. automethod:: MemoryUSMHost.copy_from_device
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.copy_from_host.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.copy_from_host.rst.txt
deleted file mode 100644
index ca694b23d0..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.copy_from_host.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.memory.MemoryUSMHost.copy\_from\_host
-===========================================
-
-.. currentmodule:: dpctl.memory
-
-.. automethod:: MemoryUSMHost.copy_from_host
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.copy_to_host.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.copy_to_host.rst.txt
deleted file mode 100644
index ef54bb6b37..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.copy_to_host.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.memory.MemoryUSMHost.copy\_to\_host
-=========================================
-
-.. currentmodule:: dpctl.memory
-
-.. automethod:: MemoryUSMHost.copy_to_host
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.get_usm_type.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.get_usm_type.rst.txt
deleted file mode 100644
index 119ef25719..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.get_usm_type.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.memory.MemoryUSMHost.get\_usm\_type
-=========================================
-
-.. currentmodule:: dpctl.memory
-
-.. automethod:: MemoryUSMHost.get_usm_type
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.get_usm_type_enum.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.get_usm_type_enum.rst.txt
deleted file mode 100644
index fd8943738d..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.get_usm_type_enum.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.memory.MemoryUSMHost.get\_usm\_type\_enum
-===============================================
-
-.. currentmodule:: dpctl.memory
-
-.. automethod:: MemoryUSMHost.get_usm_type_enum
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.memset.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.memset.rst.txt
deleted file mode 100644
index 8e18fe151c..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.memset.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.memory.MemoryUSMHost.memset
-=================================
-
-.. currentmodule:: dpctl.memory
-
-.. automethod:: MemoryUSMHost.memset
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.nbytes.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.nbytes.rst.txt
deleted file mode 100644
index aaaf25f6b7..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.nbytes.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.memory.MemoryUSMHost.nbytes
-=================================
-
-.. currentmodule:: dpctl.memory
-
-.. autoattribute:: MemoryUSMHost.nbytes
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.reference_obj.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.reference_obj.rst.txt
deleted file mode 100644
index 0dadc2bcaa..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.reference_obj.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.memory.MemoryUSMHost.reference\_obj
-=========================================
-
-.. currentmodule:: dpctl.memory
-
-.. autoattribute:: MemoryUSMHost.reference_obj
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.size.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.size.rst.txt
deleted file mode 100644
index 47b50208d4..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.size.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.memory.MemoryUSMHost.size
-===============================
-
-.. currentmodule:: dpctl.memory
-
-.. autoattribute:: MemoryUSMHost.size
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.sycl_context.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.sycl_context.rst.txt
deleted file mode 100644
index 32d35dd438..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.sycl_context.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.memory.MemoryUSMHost.sycl\_context
-========================================
-
-.. currentmodule:: dpctl.memory
-
-.. autoattribute:: MemoryUSMHost.sycl_context
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.sycl_device.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.sycl_device.rst.txt
deleted file mode 100644
index 49caf0f8dc..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.sycl_device.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.memory.MemoryUSMHost.sycl\_device
-=======================================
-
-.. currentmodule:: dpctl.memory
-
-.. autoattribute:: MemoryUSMHost.sycl_device
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.sycl_queue.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.sycl_queue.rst.txt
deleted file mode 100644
index 77dd9e8adb..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.sycl_queue.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.memory.MemoryUSMHost.sycl\_queue
-======================================
-
-.. currentmodule:: dpctl.memory
-
-.. autoattribute:: MemoryUSMHost.sycl_queue
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.tobytes.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.tobytes.rst.txt
deleted file mode 100644
index aa2ccfbef2..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.tobytes.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.memory.MemoryUSMHost.tobytes
-==================================
-
-.. currentmodule:: dpctl.memory
-
-.. automethod:: MemoryUSMHost.tobytes
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.__sycl_usm_array_interface__.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.__sycl_usm_array_interface__.rst.txt
deleted file mode 100644
index 8f1fa19852..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.__sycl_usm_array_interface__.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.memory.MemoryUSMShared.\_\_sycl\_usm\_array\_interface\_\_
-================================================================
-
-.. currentmodule:: dpctl.memory
-
-.. autoattribute:: MemoryUSMShared.__sycl_usm_array_interface__
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.copy_from_device.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.copy_from_device.rst.txt
deleted file mode 100644
index a28ee21909..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.copy_from_device.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.memory.MemoryUSMShared.copy\_from\_device
-===============================================
-
-.. currentmodule:: dpctl.memory
-
-.. automethod:: MemoryUSMShared.copy_from_device
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.copy_from_host.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.copy_from_host.rst.txt
deleted file mode 100644
index cc31055c9f..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.copy_from_host.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.memory.MemoryUSMShared.copy\_from\_host
-=============================================
-
-.. currentmodule:: dpctl.memory
-
-.. automethod:: MemoryUSMShared.copy_from_host
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.copy_to_host.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.copy_to_host.rst.txt
deleted file mode 100644
index 2bdbbe95ce..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.copy_to_host.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.memory.MemoryUSMShared.copy\_to\_host
-===========================================
-
-.. currentmodule:: dpctl.memory
-
-.. automethod:: MemoryUSMShared.copy_to_host
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.get_usm_type.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.get_usm_type.rst.txt
deleted file mode 100644
index ae98361610..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.get_usm_type.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.memory.MemoryUSMShared.get\_usm\_type
-===========================================
-
-.. currentmodule:: dpctl.memory
-
-.. automethod:: MemoryUSMShared.get_usm_type
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.get_usm_type_enum.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.get_usm_type_enum.rst.txt
deleted file mode 100644
index 75a51439e0..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.get_usm_type_enum.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.memory.MemoryUSMShared.get\_usm\_type\_enum
-=================================================
-
-.. currentmodule:: dpctl.memory
-
-.. automethod:: MemoryUSMShared.get_usm_type_enum
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.memset.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.memset.rst.txt
deleted file mode 100644
index e259da7717..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.memset.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.memory.MemoryUSMShared.memset
-===================================
-
-.. currentmodule:: dpctl.memory
-
-.. automethod:: MemoryUSMShared.memset
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.nbytes.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.nbytes.rst.txt
deleted file mode 100644
index 96dcca1a4c..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.nbytes.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.memory.MemoryUSMShared.nbytes
-===================================
-
-.. currentmodule:: dpctl.memory
-
-.. autoattribute:: MemoryUSMShared.nbytes
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.reference_obj.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.reference_obj.rst.txt
deleted file mode 100644
index 2ee6cf151c..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.reference_obj.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.memory.MemoryUSMShared.reference\_obj
-===========================================
-
-.. currentmodule:: dpctl.memory
-
-.. autoattribute:: MemoryUSMShared.reference_obj
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.size.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.size.rst.txt
deleted file mode 100644
index 44d15b607f..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.size.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.memory.MemoryUSMShared.size
-=================================
-
-.. currentmodule:: dpctl.memory
-
-.. autoattribute:: MemoryUSMShared.size
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.sycl_context.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.sycl_context.rst.txt
deleted file mode 100644
index afb9052b69..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.sycl_context.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.memory.MemoryUSMShared.sycl\_context
-==========================================
-
-.. currentmodule:: dpctl.memory
-
-.. autoattribute:: MemoryUSMShared.sycl_context
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.sycl_device.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.sycl_device.rst.txt
deleted file mode 100644
index 7a45b43afe..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.sycl_device.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.memory.MemoryUSMShared.sycl\_device
-=========================================
-
-.. currentmodule:: dpctl.memory
-
-.. autoattribute:: MemoryUSMShared.sycl_device
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.sycl_queue.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.sycl_queue.rst.txt
deleted file mode 100644
index 52ff1b2009..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.sycl_queue.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.memory.MemoryUSMShared.sycl\_queue
-========================================
-
-.. currentmodule:: dpctl.memory
-
-.. autoattribute:: MemoryUSMShared.sycl_queue
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.tobytes.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.tobytes.rst.txt
deleted file mode 100644
index 858b9b297d..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.tobytes.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.memory.MemoryUSMShared.tobytes
-====================================
-
-.. currentmodule:: dpctl.memory
-
-.. automethod:: MemoryUSMShared.tobytes
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor._array_api.Info.capabilities.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor._array_api.Info.capabilities.rst.txt
deleted file mode 100644
index 82eb731f6e..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor._array_api.Info.capabilities.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.\_array\_api.Info.capabilities
-===========================================
-
-.. currentmodule:: dpctl.tensor._array_api
-
-.. automethod:: Info.capabilities
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor._array_api.Info.default_device.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor._array_api.Info.default_device.rst.txt
deleted file mode 100644
index ee5b4aa4d3..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor._array_api.Info.default_device.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.\_array\_api.Info.default\_device
-==============================================
-
-.. currentmodule:: dpctl.tensor._array_api
-
-.. automethod:: Info.default_device
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor._array_api.Info.default_dtypes.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor._array_api.Info.default_dtypes.rst.txt
deleted file mode 100644
index f9fa7f12cb..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor._array_api.Info.default_dtypes.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.\_array\_api.Info.default\_dtypes
-==============================================
-
-.. currentmodule:: dpctl.tensor._array_api
-
-.. automethod:: Info.default_dtypes
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor._array_api.Info.devices.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor._array_api.Info.devices.rst.txt
deleted file mode 100644
index 5c772f366b..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor._array_api.Info.devices.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.\_array\_api.Info.devices
-======================================
-
-.. currentmodule:: dpctl.tensor._array_api
-
-.. automethod:: Info.devices
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor._array_api.Info.dtypes.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor._array_api.Info.dtypes.rst.txt
deleted file mode 100644
index 634ec3c005..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor._array_api.Info.dtypes.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.\_array\_api.Info.dtypes
-=====================================
-
-.. currentmodule:: dpctl.tensor._array_api
-
-.. automethod:: Info.dtypes
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.T.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.T.rst.txt
deleted file mode 100644
index ce2e782f27..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.T.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.usm\_ndarray.T
-===========================
-
-.. currentmodule:: dpctl.tensor
-
-.. autoattribute:: usm_ndarray.T
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.__dlpack__.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.__dlpack__.rst.txt
deleted file mode 100644
index a476ea1b3b..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.__dlpack__.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.usm\_ndarray.\_\_dlpack\_\_
-========================================
-
-.. currentmodule:: dpctl.tensor
-
-.. automethod:: usm_ndarray.__dlpack__
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.__dlpack_device__.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.__dlpack_device__.rst.txt
deleted file mode 100644
index 5261fd9a65..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.__dlpack_device__.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.usm\_ndarray.\_\_dlpack\_device\_\_
-================================================
-
-.. currentmodule:: dpctl.tensor
-
-.. automethod:: usm_ndarray.__dlpack_device__
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.__sycl_usm_array_interface__.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.__sycl_usm_array_interface__.rst.txt
deleted file mode 100644
index 7057604cf9..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.__sycl_usm_array_interface__.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.usm\_ndarray.\_\_sycl\_usm\_array\_interface\_\_
-=============================================================
-
-.. currentmodule:: dpctl.tensor
-
-.. autoattribute:: usm_ndarray.__sycl_usm_array_interface__
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray._byte_bounds.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray._byte_bounds.rst.txt
deleted file mode 100644
index 6a296a8757..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray._byte_bounds.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.usm\_ndarray.\_byte\_bounds
-========================================
-
-.. currentmodule:: dpctl.tensor
-
-.. autoattribute:: usm_ndarray._byte_bounds
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray._element_offset.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray._element_offset.rst.txt
deleted file mode 100644
index 0acbcc6f12..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray._element_offset.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.usm\_ndarray.\_element\_offset
-===========================================
-
-.. currentmodule:: dpctl.tensor
-
-.. autoattribute:: usm_ndarray._element_offset
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray._pointer.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray._pointer.rst.txt
deleted file mode 100644
index 17b69a80ed..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray._pointer.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.usm\_ndarray.\_pointer
-===================================
-
-.. currentmodule:: dpctl.tensor
-
-.. autoattribute:: usm_ndarray._pointer
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.device.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.device.rst.txt
deleted file mode 100644
index 57764caf7f..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.device.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.usm\_ndarray.device
-================================
-
-.. currentmodule:: dpctl.tensor
-
-.. autoattribute:: usm_ndarray.device
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.dtype.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.dtype.rst.txt
deleted file mode 100644
index aa6c354d92..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.dtype.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.usm\_ndarray.dtype
-===============================
-
-.. currentmodule:: dpctl.tensor
-
-.. autoattribute:: usm_ndarray.dtype
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.flags.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.flags.rst.txt
deleted file mode 100644
index af0c99bff3..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.flags.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.usm\_ndarray.flags
-===============================
-
-.. currentmodule:: dpctl.tensor
-
-.. autoattribute:: usm_ndarray.flags
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.imag.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.imag.rst.txt
deleted file mode 100644
index e01fb8111d..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.imag.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.usm\_ndarray.imag
-==============================
-
-.. currentmodule:: dpctl.tensor
-
-.. autoattribute:: usm_ndarray.imag
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.itemsize.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.itemsize.rst.txt
deleted file mode 100644
index b4ed0717f5..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.itemsize.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.usm\_ndarray.itemsize
-==================================
-
-.. currentmodule:: dpctl.tensor
-
-.. autoattribute:: usm_ndarray.itemsize
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.mT.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.mT.rst.txt
deleted file mode 100644
index 1222670e0f..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.mT.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.usm\_ndarray.mT
-============================
-
-.. currentmodule:: dpctl.tensor
-
-.. autoattribute:: usm_ndarray.mT
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.nbytes.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.nbytes.rst.txt
deleted file mode 100644
index 6816090203..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.nbytes.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.usm\_ndarray.nbytes
-================================
-
-.. currentmodule:: dpctl.tensor
-
-.. autoattribute:: usm_ndarray.nbytes
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.ndim.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.ndim.rst.txt
deleted file mode 100644
index 197396a1a1..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.ndim.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.usm\_ndarray.ndim
-==============================
-
-.. currentmodule:: dpctl.tensor
-
-.. autoattribute:: usm_ndarray.ndim
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.real.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.real.rst.txt
deleted file mode 100644
index 1f31c4ae1c..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.real.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.usm\_ndarray.real
-==============================
-
-.. currentmodule:: dpctl.tensor
-
-.. autoattribute:: usm_ndarray.real
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.shape.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.shape.rst.txt
deleted file mode 100644
index a46c0710b3..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.shape.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.usm\_ndarray.shape
-===============================
-
-.. currentmodule:: dpctl.tensor
-
-.. autoattribute:: usm_ndarray.shape
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.size.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.size.rst.txt
deleted file mode 100644
index 6ef7707e30..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.size.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.usm\_ndarray.size
-==============================
-
-.. currentmodule:: dpctl.tensor
-
-.. autoattribute:: usm_ndarray.size
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.strides.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.strides.rst.txt
deleted file mode 100644
index a736497c10..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.strides.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.usm\_ndarray.strides
-=================================
-
-.. currentmodule:: dpctl.tensor
-
-.. autoattribute:: usm_ndarray.strides
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.sycl_context.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.sycl_context.rst.txt
deleted file mode 100644
index 443b65d45d..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.sycl_context.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.usm\_ndarray.sycl\_context
-=======================================
-
-.. currentmodule:: dpctl.tensor
-
-.. autoattribute:: usm_ndarray.sycl_context
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.sycl_device.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.sycl_device.rst.txt
deleted file mode 100644
index d735bdbe06..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.sycl_device.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.usm\_ndarray.sycl\_device
-======================================
-
-.. currentmodule:: dpctl.tensor
-
-.. autoattribute:: usm_ndarray.sycl_device
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.sycl_queue.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.sycl_queue.rst.txt
deleted file mode 100644
index 34c09e12a2..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.sycl_queue.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.usm\_ndarray.sycl\_queue
-=====================================
-
-.. currentmodule:: dpctl.tensor
-
-.. autoattribute:: usm_ndarray.sycl_queue
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.to_device.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.to_device.rst.txt
deleted file mode 100644
index 5e42b5e348..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.to_device.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.usm\_ndarray.to\_device
-====================================
-
-.. currentmodule:: dpctl.tensor
-
-.. automethod:: usm_ndarray.to_device
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.usm_data.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.usm_data.rst.txt
deleted file mode 100644
index dc628dc0a1..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.usm_data.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.usm\_ndarray.usm\_data
-===================================
-
-.. currentmodule:: dpctl.tensor
-
-.. autoattribute:: usm_ndarray.usm_data
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.usm_type.rst.txt b/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.usm_type.rst.txt
deleted file mode 100644
index d461a539ed..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.usm_type.rst.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-dpctl.tensor.usm\_ndarray.usm\_type
-===================================
-
-.. currentmodule:: dpctl.tensor
-
-.. autoattribute:: usm_ndarray.usm_type
\ No newline at end of file
diff --git a/pulls/1961/_sources/api_reference/dpctl/index.rst.txt b/pulls/1961/_sources/api_reference/dpctl/index.rst.txt
deleted file mode 100644
index 2547bbdf32..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/index.rst.txt
+++ /dev/null
@@ -1,86 +0,0 @@
-.. _dpctl_pyapi:
-
-.. currentmodule:: dpctl
-
-:py:mod:`dpctl`
-===============
-
-.. py:module:: dpctl
-
-.. rubric:: Submodules
-
-.. list-table::
-    :widths: 10 50
-
-    * - :py:mod:`dpctl.memory`
-      - Unified Shared Memory operations
-    * - :py:mod:`dpctl.program`
-      - Support for working with SYCL kernels
-    * - :py:mod:`dpctl.tensor`
-      - Array library conforming to Python Array API specification
-    * - :py:mod:`dpctl.utils`
-      - A collection of utility functions
-
-.. rubric:: Classes
-
-.. autosummary::
-    :toctree: generated
-    :nosignatures:
-    :template: autosummary/cython_class.rst
-
-    SyclDevice
-    SyclContext
-    SyclQueue
-    SyclEvent
-    SyclPlatform
-    SyclTimer
-
-.. rubric:: Device selection
-
-.. _dpctl_device_selection_functions:
-
-.. autosummary::
-    :toctree: generated
-    :nosignatures:
-
-    select_default_device
-    select_cpu_device
-    select_gpu_device
-    select_accelerator_device
-    select_device_with_aspects
-
-.. rubric:: Platform discovery
-
-.. autosummary::
-    :toctree: generated
-    :nosignatures:
-
-    get_devices
-    lsplatform
-    get_num_devices
-    has_gpu_devices
-    has_cpu_devices
-    has_accelerator_devices
-
-.. rubric:: Exceptions
-
-.. autosummary::
-    :toctree: generated
-    :nosignatures:
-
-    SyclDeviceCreationError
-    SyclContextCreationError
-    SyclQueueCreationError
-    SyclSubDeviceCreationError
-
-.. rubric:: Utilities
-
-.. autosummary::
-    :toctree: generated
-
-    get_include
-
-.. toctree::
-    :hidden:
-
-    filter_selector_string
diff --git a/pulls/1961/_sources/api_reference/dpctl/memory.rst.txt b/pulls/1961/_sources/api_reference/dpctl/memory.rst.txt
deleted file mode 100644
index f202b9aafb..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/memory.rst.txt
+++ /dev/null
@@ -1,72 +0,0 @@
-.. _dpctl_memory_pyapi:
-
-
-:py:mod:`dpctl.memory`
-======================
-
-Subpackage :py:mod:`dpctl.memory` exposes Unified Shared Memory (USM) operations.
-
-Unified Shared Memory is a pointer-based memory management in SYCL guaranteeing that
-the host and all devices use a `unified address space <sycl_unified_address_space_>`_.
-As described in the SYCL specification:
-
-.. _sycl_unified_address_space: https://registry.khronos.org/SYCL/specs/sycl-2020/html/sycl-2020.html#_unified_addressing
-
-    Pointer values in the unified address space will always refer to the same location in memory.
-    The unified address space encompasses the host and one or more devices. Note that this does
-    not require addresses in the unified address space to be accessible on all devices, just that
-    pointer values will be consistent.
-
-Three types of USM allocations are supported:
-
-.. list-table::
-    :widths: 10 90
-    :header-rows: 1
-
-    * - USM allocation type
-      - Description
-    * - ``"device"``
-      - Allocations in device memory accessible by the device but **not** by the host
-    * - ``"shared"``
-      - Allocations in device memory accessible by both the host and the device
-    * - ``"host"``
-      - Allocations in host memory accessible by both the host and the device
-
-
-.. py:module:: dpctl.memory
-
-
-.. currentmodule:: dpctl.memory
-
-.. rubric:: Python classes representing USM allocations
-
-.. autosummary::
-    :toctree: generated
-    :template: autosummary/usmmemory.rst
-    :nosignatures:
-
-    MemoryUSMDevice
-    MemoryUSMShared
-    MemoryUSMHost
-
-Python objects representing USM allocations provide ``__sycl_usm_array_interface__``  :ref:`attribute <suai_attribute>`.
-A Python object can be converted to one of these classes using the following function:
-
-.. autosummary::
-    :toctree: generated
-    :nosignatures:
-
-    as_usm_memory
-
-Should the USM allocation fail, the following Python exception will be raised:
-
-.. autosummary::
-    :toctree: generated
-    :nosignatures:
-
-    USMAllocationError
-
-.. toctree::
-    :hidden:
-
-    sycl_usm_array_interface
diff --git a/pulls/1961/_sources/api_reference/dpctl/program.rst.txt b/pulls/1961/_sources/api_reference/dpctl/program.rst.txt
deleted file mode 100644
index 683d841541..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/program.rst.txt
+++ /dev/null
@@ -1,37 +0,0 @@
-.. _dpctl_program_pyapi:
-
-:py:mod:`dpctl.program`
-=======================
-
-:py:mod:`dpctl.program` provides a way to create a SYCL kernel
-from either an OpenCL* program source code represented as a string
-or a SPIR-V binary file.
-
-It implements creation of interoperability
-``sycl::kernel_bundle<sycl::bundle_state_executable>`` (a collection of kernels),
-as well as creation of individual ``sycl::kernel``, suitable for submission for
-execution via :py:meth:`dpctl.SyclQueue.submit`.
-
-.. py:module:: dpctl.program
-
-.. currentmodule:: dpctl.program
-
-.. autosummary::
-    :toctree: generated
-    :nosignatures:
-
-    create_program_from_source
-    create_program_from_spirv
-
-.. autosummary::
-    :toctree: generated
-    :nosignatures:
-
-    SyclProgram
-    SyclKernel
-
-.. autosummary::
-    :toctree: generated
-    :nosignatures:
-
-    SyclProgramCompilationError
diff --git a/pulls/1961/_sources/api_reference/dpctl/sycl_usm_array_interface.rst.txt b/pulls/1961/_sources/api_reference/dpctl/sycl_usm_array_interface.rst.txt
deleted file mode 100644
index 5d564f422f..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/sycl_usm_array_interface.rst.txt
+++ /dev/null
@@ -1,66 +0,0 @@
-.. _suai_attribute:
-
-``__sycl_usm_array_interface__`` attribute
-==========================================
-
-Python objects representing USM allocations, such as :py:class:`dpctl.memory.MemoryUSMDevice`,
-:py:class:`dpctl.memory.MemoryUSMShared`, :py:class:`dpctl.memory.MemoryUSMHost`,
-or :py:class:`dpctl.tensor.usm_ndarray`, distinguish themselves from other Python objects
-by providing the ``__sycl_usm_array_interface__`` attribute describing the allocation in a
-Python dictionary with the following fields:
-
-``"shape"``
-    a tuple of integers describing dimensions of an N-dimensional array
-
-``"typestr"``
-    a string encoding elemental data type of the array. A valid typestring is a subset of
-    typestrings supported by NumPy's `array interface protocol <numpy_array_interface_>`_
-    corresponding to numeric and boolean data types:
-
-    =====  ================================================================
-    ``b``  Boolean (integer type where all values are only ``True`` or
-           ``False``)
-    ``i``  Integer
-    ``u``  Unsigned integer
-    ``f``  Floating point
-    ``c``  Complex floating point
-    =====  ================================================================
-
-``"data"``
-    A 2-tuple whose first element is a Python integer encoding USM pointer value.
-    The second entry in the tuple is a read-only flag (``True`` means the data area
-    is read-only).
-
-``"strides"``
-    An optional tuple of integers describing number of array elements needed to jump
-    to the next array element in the corresponding dimensions. The default value of ``None``
-    implies a C-style contiguous (row-major compact) layout of the array.
-
-``"offset"``
-    An optional Python integer encoding offset in number of elements from the pointer
-    provided in ``"data"`` field to the array element with zero indices. Default: `0`.
-
-``"syclobj"``
-    Python object from which SYCL context to which represented USM allocation is bound.
-
-    ==============================================  =======================================
-    Filter selector string                          The default context of the platform
-                                                    selected by
-                                                    :ref:`filter selector string <filter_selector_string>`.
-    :py:class:`dpctl.SyclContext`                   An explicitly provided context.
-    Python capsule with name ``"SyclContextRef"``   A Python capsule carrying a
-                                                    ``DPCTLSyclContextRef`` opaque pointer.
-    :py:class:`dpctl.SyclQueue`                     An explicitly provided queue which
-                                                    encapsulates context.
-    Python capsule with name ``"SyclQueueRef"``     A Python capsule carrying a
-                                                    ``DPCTLSyclQueueRef`` opaque pointer.
-    Any Python object with method ``_get_capsule``  An object whose method call
-                                                    ``_get_capsule()`` returns a Python
-                                                    capsule of the two supported kinds.
-    ==============================================  =======================================
-
-``"version"``
-    Version of the interface. At present, the only supported value is `1`.
-
-
-.. _numpy_array_interface: https://numpy.org/doc/stable/reference/arrays.interface.html
diff --git a/pulls/1961/_sources/api_reference/dpctl/tensor.constants.rst.txt b/pulls/1961/_sources/api_reference/dpctl/tensor.constants.rst.txt
deleted file mode 100644
index 2cb9f770d2..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/tensor.constants.rst.txt
+++ /dev/null
@@ -1,35 +0,0 @@
-.. _dpctl_tensor_constants:
-
-Constants
-========================
-
-The following constants are defined in :py:mod:`dpctl.tensor`:
-
-.. currentmodule:: dpctl.tensor
-
-.. autodata:: DLDeviceType
-
-.. data:: e
-
-   ``float``:
-        IEEE 754 floating-point representation of Euler's constant.
-
-.. data:: inf
-
-   ``float``:
-        IEEE 754 floating-point representation of (positive) infinity.
-
-.. data:: nan
-
-   ``float``:
-        IEEE 754 floating-point representation of Not a Number (NaN).
-
-.. data:: newaxis
-
-   ``NoneType``:
-        Alias for ``None`` which is useful for indexing.
-
-.. data:: pi
-
-   ``float``:
-        IEEE 754 floating-point representation of the mathematical constant π.
diff --git a/pulls/1961/_sources/api_reference/dpctl/tensor.creation_functions.rst.txt b/pulls/1961/_sources/api_reference/dpctl/tensor.creation_functions.rst.txt
deleted file mode 100644
index a9c54bf3f6..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/tensor.creation_functions.rst.txt
+++ /dev/null
@@ -1,31 +0,0 @@
-.. _dpctl_tensor_creation_functions:
-
-Array creation functions
-========================
-
-The following functions in :py:mod:`dpctl.tensor` can be used
-to create new arrays:
-
-.. currentmodule:: dpctl.tensor
-
-.. autosummary::
-    :toctree: generated
-
-    arange
-    asarray
-    empty
-    empty_like
-    eye
-    from_dlpack
-    full
-    full_like
-    linspace
-    meshgrid
-    ones
-    ones_like
-    tril
-    triu
-    zeros
-    zeros_like
-    from_numpy
-    copy
diff --git a/pulls/1961/_sources/api_reference/dpctl/tensor.data_type_functions.rst.txt b/pulls/1961/_sources/api_reference/dpctl/tensor.data_type_functions.rst.txt
deleted file mode 100644
index 7e3f775aec..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/tensor.data_type_functions.rst.txt
+++ /dev/null
@@ -1,21 +0,0 @@
-.. _dpctl_tensor_data_type_functions:
-
-Data type functions
-===================
-
-The package :py:mod:`dpctl.tensor` contains the following data type functions conforming
-to `Python Array API specification <array_api_data_type_fns_>`_:
-
-.. _array_api_data_type_fns: https://data-apis.org/array-api/latest/API_specification/data_type_functions.html
-
-.. currentmodule:: dpctl.tensor
-
-.. autosummary::
-    :toctree: generated
-
-    astype
-    can_cast
-    finfo
-    iinfo
-    isdtype
-    result_type
diff --git a/pulls/1961/_sources/api_reference/dpctl/tensor.data_types.rst.txt b/pulls/1961/_sources/api_reference/dpctl/tensor.data_types.rst.txt
deleted file mode 100644
index 5bd9fa23a9..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/tensor.data_types.rst.txt
+++ /dev/null
@@ -1,129 +0,0 @@
-.. _dpctl_tensor_data_types:
-
-.. currentmodule:: dpctl.tensor
-
-Data types
-==========
-
-:py:mod:`dpctl.tensor` supports the following data types:
-
-+----------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
-| Data Type      | Description                                                                                                                                                                             |
-+================+=========================================================================================================================================================================================+
-| ``bool``       | Boolean (``True`` or ``False``)                                                                                                                                                         |
-+----------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
-| ``int8``       | An 8-bit signed integer type capable of representing :math:`v` subject to :math:`-2^7 \le v < 2^7`                                                                                      |
-+----------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
-| ``int16``      | A 16-bit signed integer type capable of representing :math:`v` subject to :math:`-2^{15} \le v < 2^{15}`                                                                                |
-+----------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
-| ``int32``      | A 32-bit signed integer type capable of representing :math:`v` subject to :math:`-2^{31} \le v < 2^{31}`                                                                                |
-+----------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
-| ``int64``      | A 64-bit signed integer type capable of representing :math:`v` subject to :math:`-2^{63} \le v < 2^{63}`                                                                                |
-+----------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
-| ``uint8``      | An 8-bit unsigned integer type capable of representing :math:`v` subject to :math:`0 \le v < 2^8`                                                                                       |
-+----------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
-| ``uint16``     | A 16-bit unsigned integer type capable of representing :math:`v` subject to :math:`0 \le v < 2^{16}`                                                                                    |
-+----------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
-| ``uint32``     | A 32-bit unsigned integer type capable of representing :math:`v` subject to :math:`0 \le v < 2^{32}`                                                                                    |
-+----------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
-| ``uint64``     | A 64-bit unsigned integer type capable of representing :math:`v` subject to :math:`0 \le v < 2^{64}`                                                                                    |
-+----------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
-| ``float16``    | An IEEE-754 half-precision (16-bit) binary floating-point number (see `IEEE 754-2019`_)                                                                                                 |
-+----------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
-| ``float32``    | An IEEE-754 single-precision (32-bit) binary floating-point number (see `IEEE 754-2019`_)                                                                                               |
-+----------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
-| ``float64``    | An IEEE-754 double-precision (64-bit) binary floating-point number (see `IEEE 754-2019`_)                                                                                               |
-+----------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
-| ``complex64``  | Single-precision (64-bit) complex floating-point number whose real and imaginary components are IEEE 754 single-precision (32-bit) binary floating-point numbers (see `IEEE 754-2019`_) |
-+----------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
-| ``complex128`` | Double-precision (128-bit) complex floating-point number whose real and imaginary components are IEEE 754 double-precision (64-bit) binary floating-point numbers (see `IEEE 754-2019`_)|
-+----------------+-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
-
-.. _IEEE 754-2019: https://doi.org/10.1109%2FIEEESTD.2019.8766229
-
-Data type support by array object :py:class:`usm_ndarray` depends on capabilities of :class:`dpctl.SyclDevice` where array is allocated.
-
-Half-precision floating-point type ``float16`` is supported only for devices whose attribute :attr:`dpctl.SyclDevice.has_aspect_fp16` evaluates to ``True``.
-
-Double-precision floating-point type ``float64`` and double-precision complex floating-point type ``complex128`` are supported only for devices whose attribute :attr:`dpctl.SyclDevice.has_aspect_fp64`
-evaluates to ``True``.
-
-If prerequisites are not met, requests to create an instance of an array object for these types will raise an exception.
-
-.. TODO: provide a note on support for sub-normal numbers
-
-Data type objects are instances of :py:class:`dtype` object, and support equality comparison by implementing
-special method :meth:`__eq__`.
-
-.. py:class:: dtype
-
-    Same as :py:class:`numpy.dtype`
-
-    .. py:method:: __eq__
-
-        Check if data-type instances are equal.
-
-
-Default integral data type
---------------------------
-
-The default integral data type is :attr:`int64` for all supported devices.
-
-Default indexing data type
---------------------------
-
-The default indexing data type is :attr:`int64` for all supported devices.
-
-Default real floating-point data type
--------------------------------------
-
-The default real floating-point type depends on the capabilities of device where array is allocated.
-If the device support double precision floating-point types, the default real floating-point type
-is :attr:`float64`, otherwise :attr:`float32`.
-
-Make sure to select an appropriately capable device for an application that requires use of double
-precision floating-point type.
-
-Default complex floating-point data type
-----------------------------------------
-
-Like for the default real floating-point type, the default complex floating-point type depends on
-capabilities of device. If the device support double precision real floating-point types, the default
-complex floating-point type is :attr:`complex128`, otherwise :attr:`complex64`.
-
-
-Querying default data types programmatically
---------------------------------------------
-
-The data type can be discovered programmatically using Array API :ref:`inspection functions <dpctl_tensor_inspection>`:
-
-.. code-block:: python
-
-    from dpctl
-    from dpctl import tensor
-
-    device = dpctl.select_default_device()
-    # get default data types for default-selected device
-    default_types = tensor.__array_namespace_info__().default_dtypes(device)
-    int_dt = default_types["integral"]
-    ind_dt = default_types["indexing"]
-    rfp_dt = default_types["real floating"]
-    cfp_dt = default_types["complex floating"]
-
-
-Type promotion rules
---------------------
-
-Type promotion rules govern the behavior of an array library when a function does not have
-a dedicated implementation for the data type(s) of the input array(s).
-
-In such a case, input arrays may be cast to data types for which a dedicated implementation
-exists. For example, when :data:`sin` is applied to array of integral values.
-
-Type promotion rules used in :py:mod:`dpctl.tensor` are consistent with the
-Python Array API specification's `type promotion rules <https://data-apis.org/array-api/latest/API_specification/type_promotion.html>`_
-for devices that support double precision floating-point type.
-
-
-For devices that do not support double precision floating-point type, the type promotion rule is
-truncated by removing nodes corresponding to unsupported data types and edges that lead to them.
diff --git a/pulls/1961/_sources/api_reference/dpctl/tensor.elementwise_functions.rst.txt b/pulls/1961/_sources/api_reference/dpctl/tensor.elementwise_functions.rst.txt
deleted file mode 100644
index 8edf7d5845..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/tensor.elementwise_functions.rst.txt
+++ /dev/null
@@ -1,85 +0,0 @@
-.. _dpctl_api_elementwise_functions:
-
-Element-wise functions
-======================
-
-Element-wise functions applied to input array(s) produce an output array of respective
-function values computed for every element of input array(s).
-
-.. currentmodule:: dpctl.tensor
-
-.. autosummary::
-    :toctree: generated
-    :template: autosummary/elementwise.rst
-
-    abs
-    acos
-    acosh
-    add
-    angle
-    asin
-    asinh
-    atan
-    atan2
-    atanh
-    bitwise_and
-    bitwise_left_shift
-    bitwise_invert
-    bitwise_or
-    bitwise_right_shift
-    bitwise_xor
-    cbrt
-    ceil
-    clip
-    conj
-    copysign
-    cos
-    cosh
-    divide
-    equal
-    exp
-    exp2
-    expm1
-    floor
-    floor_divide
-    greater
-    greater_equal
-    hypot
-    imag
-    isfinite
-    isinf
-    isnan
-    less
-    less_equal
-    log
-    log1p
-    log2
-    log10
-    logaddexp
-    logical_and
-    logical_not
-    logical_or
-    logical_xor
-    maximum
-    minimum
-    multiply
-    negative
-    nextafter
-    not_equal
-    positive
-    pow
-    real
-    remainder
-    reciprocal
-    round
-    rsqrt
-    sign
-    signbit
-    sin
-    sinh
-    square
-    sqrt
-    subtract
-    tan
-    tanh
-    trunc
diff --git a/pulls/1961/_sources/api_reference/dpctl/tensor.indexing_functions.rst.txt b/pulls/1961/_sources/api_reference/dpctl/tensor.indexing_functions.rst.txt
deleted file mode 100644
index 8c752b7036..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/tensor.indexing_functions.rst.txt
+++ /dev/null
@@ -1,19 +0,0 @@
-.. _dpctl_tensor_indexing_functions:
-
-Indexing functions
-==================
-
-These functions allow to retrieve or modify array elements indexed
-by either integral arrays of indices or boolean mask arrays.
-
-.. currentmodule:: dpctl.tensor
-
-.. autosummary::
-    :toctree: generated
-
-    extract
-    place
-    put
-    put_along_axis
-    take
-    take_along_axis
diff --git a/pulls/1961/_sources/api_reference/dpctl/tensor.inspection.rst.txt b/pulls/1961/_sources/api_reference/dpctl/tensor.inspection.rst.txt
deleted file mode 100644
index 75d659cf88..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/tensor.inspection.rst.txt
+++ /dev/null
@@ -1,21 +0,0 @@
-.. _dpctl_tensor_inspection:
-
-Inspection API
-==============
-
-
-:mod:`dpctl.tensor` implements a way to introspect implementation- and device-
-capabilities of an array library as specified in
-`Python Array API standard <array_api_inspection>`_:
-
-.. currentmodule:: dpctl.tensor
-
-.. _array_api_inspection: https://data-apis.org/array-api/latest/API_specification/inspection.html
-
-.. autosummary::
-    :toctree: generated
-    :template: autosummary/cython_class.rst
-
-    __array_api_version__
-    __array_namespace_info__
-    _array_api.Info
diff --git a/pulls/1961/_sources/api_reference/dpctl/tensor.linear_algebra.rst.txt b/pulls/1961/_sources/api_reference/dpctl/tensor.linear_algebra.rst.txt
deleted file mode 100644
index 0204c7c40b..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/tensor.linear_algebra.rst.txt
+++ /dev/null
@@ -1,14 +0,0 @@
-.. _dpctl_tensor_linear_algebra:
-
-Linear algebra functions
-========================
-
-.. currentmodule:: dpctl.tensor
-
-.. autosummary::
-    :toctree: generated
-
-    matmul
-    matrix_transpose
-    tensordot
-    vecdot
diff --git a/pulls/1961/_sources/api_reference/dpctl/tensor.manipulation_functions.rst.txt b/pulls/1961/_sources/api_reference/dpctl/tensor.manipulation_functions.rst.txt
deleted file mode 100644
index f62df46af8..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/tensor.manipulation_functions.rst.txt
+++ /dev/null
@@ -1,28 +0,0 @@
-.. _dpctl_tensor_manipulation_functions:
-
-Array manipulation functions
-============================
-
-The following functions conform to `Python Array API standard <array_api_spec_manipulation_functions>`_:
-
-.. array_api_spec_manipulation_functions: https://data-apis.org/array-api/latest/API_specification/manipulation_functions.html
-
-.. currentmodule:: dpctl.tensor
-
-.. autosummary::
-    :toctree: generated
-
-    broadcast_arrays
-    broadcast_to
-    concat
-    expand_dims
-    flip
-    moveaxis
-    permute_dims
-    repeat
-    reshape
-    roll
-    squeeze
-    stack
-    tile
-    unstack
diff --git a/pulls/1961/_sources/api_reference/dpctl/tensor.rst.txt b/pulls/1961/_sources/api_reference/dpctl/tensor.rst.txt
deleted file mode 100644
index 10e1f65d9f..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/tensor.rst.txt
+++ /dev/null
@@ -1,52 +0,0 @@
-.. _dpctl_tensor_pyapi:
-
-:py:mod:`dpctl.tensor`
-======================
-
-.. py:module:: dpctl.tensor
-
-.. currentmodule:: dpctl.tensor
-
-:py:mod:`dpctl.tensor` provides a reference implementation of the
-:array_api:`Python Array API <>` specification. The implementation
-uses :ref:`data-parallel <parallelism_definitions>` algorithms suitable for execution on accelerators,
-such as GPUs.
-
-:py:mod:`dpctl.tensor` is written using C++ and :sycl_spec_2020:`SYCL <>`
-and oneAPI extensions implemented in :dpcpp_compiler:`Intel(R) oneAPI DPC++ compiler <>`.
-
-This module contains:
-
-* Array object :py:class:`usm_ndarray`
-* :ref:`array creation functions <dpctl_tensor_creation_functions>`
-* :ref:`array manipulation functions <dpctl_tensor_manipulation_functions>`
-* :ref:`elementwise functions <dpctl_api_elementwise_functions>`
-* :ref:`indexing functions <dpctl_tensor_indexing_functions>`
-* :ref:`introspection functions <dpctl_tensor_inspection>`
-* :ref:`linear algebra functions <dpctl_tensor_linear_algebra>`
-* :ref:`searching functions <dpctl_tensor_searching_functions>`
-* :ref:`set functions <dpctl_tensor_set_functions>`
-* :ref:`sorting functions <dpctl_tensor_sorting_functions>`
-* :ref:`statistical functions <dpctl_tensor_statistical_functions>`
-* :ref:`utility functions <dpctl_tensor_utility_functions>`
-* :ref:`constants <dpctl_tensor_constants>`
-
-
-.. toctree::
-    :hidden:
-
-    tensor.creation_functions
-    tensor.usm_ndarray
-    tensor.data_type_functions
-    tensor.data_types
-    tensor.elementwise_functions
-    tensor.indexing_functions
-    tensor.inspection
-    tensor.linear_algebra
-    tensor.manipulation_functions
-    tensor.searching_functions
-    tensor.set_functions
-    tensor.sorting_functions
-    tensor.statistical_functions
-    tensor.utility_functions
-    tensor.constants
diff --git a/pulls/1961/_sources/api_reference/dpctl/tensor.searching_functions.rst.txt b/pulls/1961/_sources/api_reference/dpctl/tensor.searching_functions.rst.txt
deleted file mode 100644
index 5a784c4c1c..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/tensor.searching_functions.rst.txt
+++ /dev/null
@@ -1,16 +0,0 @@
-.. _dpctl_tensor_searching_functions:
-
-Searching functions
-===================
-
-.. currentmodule:: dpctl.tensor
-
-.. autosummary::
-    :toctree: generated
-
-    argmax
-    argmin
-    count_nonzero
-    nonzero
-    searchsorted
-    where
diff --git a/pulls/1961/_sources/api_reference/dpctl/tensor.set_functions.rst.txt b/pulls/1961/_sources/api_reference/dpctl/tensor.set_functions.rst.txt
deleted file mode 100644
index 8c19196072..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/tensor.set_functions.rst.txt
+++ /dev/null
@@ -1,14 +0,0 @@
-.. _dpctl_tensor_set_functions:
-
-Set Functions
-=============
-
-.. currentmodule:: dpctl.tensor
-
-.. autosummary::
-    :toctree: generated
-
-    unique_all
-    unique_counts
-    unique_inverse
-    unique_values
diff --git a/pulls/1961/_sources/api_reference/dpctl/tensor.sorting_functions.rst.txt b/pulls/1961/_sources/api_reference/dpctl/tensor.sorting_functions.rst.txt
deleted file mode 100644
index ef20f4654c..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/tensor.sorting_functions.rst.txt
+++ /dev/null
@@ -1,13 +0,0 @@
-.. _dpctl_tensor_sorting_functions:
-
-Sorting functions
-=================
-
-.. currentmodule:: dpctl.tensor
-
-.. autosummary::
-   :toctree: generated
-
-   argsort
-   sort
-   top_k
diff --git a/pulls/1961/_sources/api_reference/dpctl/tensor.statistical_functions.rst.txt b/pulls/1961/_sources/api_reference/dpctl/tensor.statistical_functions.rst.txt
deleted file mode 100644
index ef5419daf4..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/tensor.statistical_functions.rst.txt
+++ /dev/null
@@ -1,19 +0,0 @@
-.. _dpctl_tensor_statistical_functions:
-
-Statistical Functions
-=====================
-
-.. currentmodule:: dpctl.tensor
-
-.. autosummary::
-    :toctree: generated
-
-    max
-    mean
-    min
-    prod
-    std
-    sum
-    var
-    logsumexp
-    reduce_hypot
diff --git a/pulls/1961/_sources/api_reference/dpctl/tensor.usm_ndarray.rst.txt b/pulls/1961/_sources/api_reference/dpctl/tensor.usm_ndarray.rst.txt
deleted file mode 100644
index 0c71dac607..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/tensor.usm_ndarray.rst.txt
+++ /dev/null
@@ -1,30 +0,0 @@
-.. _dpctl_tensor_array_object:
-
-USM array object
-================
-
-.. currentmodule:: dpctl.tensor
-
-The array object represents a multi-dimensional tensor of uniform elemental datatype allocated on
-a :py:class:`Device`. The tensor in stored in a USM allocation, which can be accessed via
-:py:attr:`usm_ndarray.base` attribute.
-
-Implementation of :py:class:`usm_ndarray` conforms to
-`Array API standard <array_api_array_object>`_ specification.
-
-.. array_api_array_object: https://data-apis.org/array-api/latest/API_specification/array_object.html
-
-.. autosummary::
-    :toctree: generated
-    :template: autosummary/usm_ndarray.rst
-
-    usm_ndarray
-
-.. _dpctl_tensor_usm_ndarray_to_device_example:
-
-.. include:: examples/usm_ndarray.rst
-
-.. toctree::
-    :hidden:
-
-    flags
diff --git a/pulls/1961/_sources/api_reference/dpctl/tensor.utility_functions.rst.txt b/pulls/1961/_sources/api_reference/dpctl/tensor.utility_functions.rst.txt
deleted file mode 100644
index adbd3cf285..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/tensor.utility_functions.rst.txt
+++ /dev/null
@@ -1,25 +0,0 @@
-.. _dpctl_tensor_utility_functions:
-
-Utility functions
-=================
-
-.. currentmodule:: dpctl.tensor
-
-.. autosummary::
-    :toctree: generated
-
-    all
-    any
-    allclose
-    diff
-
-Device object
--------------
-
-.. autoclass:: Device
-
-    .. autosummary::
-        ~create_device
-        ~sycl_queue
-        ~sycl_device
-        ~sycl_context
diff --git a/pulls/1961/_sources/api_reference/dpctl/utils.rst.txt b/pulls/1961/_sources/api_reference/dpctl/utils.rst.txt
deleted file mode 100644
index b9fdad5051..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl/utils.rst.txt
+++ /dev/null
@@ -1,20 +0,0 @@
-.. _dpctl_utils_pyapi:
-
-:py:mod:`dpctl.utils`
-=====================
-
-.. py:module:: dpctl.utils
-
-.. currentmodule:: dpctl.utils
-
-.. autofunction:: get_execution_queue
-
-.. autofunction:: get_coerced_usm_type
-
-.. autofunction:: validate_usm_type
-
-.. autofunction:: onetrace_enabled
-
-.. autofunction:: intel_device_info
-
-.. autoexception:: ExecutionPlacementError
diff --git a/pulls/1961/_sources/api_reference/dpctl_capi.rst.txt b/pulls/1961/_sources/api_reference/dpctl_capi.rst.txt
deleted file mode 100644
index 382859efd8..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl_capi.rst.txt
+++ /dev/null
@@ -1,309 +0,0 @@
-.. _dpctl_capi:
-
-:py:mod:`dpctl` C API
-=====================
-
-:py:mod:`dpctl` core classes are implemented in Cython. C declarations for Python objects
-corresponding to these classes, as well as their Python types are generated by Cython.
-
-Exported typedefs
------------------
-
-.. c:struct:: PySyclDeviceObject
-
-.. c:struct:: PySyclDeviceType
-
-.. c:struct:: PySyclContextObject
-
-.. c:struct:: PySyclContextType
-
-.. c:struct:: PySyclQueueObject
-
-.. c:struct:: PySyclQueueType
-
-.. c:struct:: PySyclEventObject
-
-.. c:struct:: PySyclEventType
-
-.. c:struct:: Py_MemoryObject
-
-.. c:struct:: Py_MemoryType
-
-.. c:struct:: PyUSMArrayObject
-
-.. c:struct:: PyUSMArrayType
-
-.. c:struct:: PySyclKernelObject
-
-.. c:struct:: PySyclKernelType
-
-.. c:struct:: PySyclProgramObject
-
-.. c:struct:: PySyclProgramType
-
-To check whether a particular Python object is an instance of :py:class:`dpctl.SyclQueue`:
-
-.. code-block:: C
-    :caption: Check if an object is of type :c:struct:`PySyclQueueType`
-
-    #include "Python.h"
-    #include "dpctl_capi.h"
-
-    int PySyclQueue_Check(PyObject *o) {
-        return PyObject_TypeCheck(o, &PySyclQueueType);
-    }
-
-API for :c:struct:`PySyclDeviceObject`
---------------------------------------
-
-.. c:function:: DPCTLSyclDeviceRef SyclDevice_GetDeviceRef(struct PySyclDeviceObject *o)
-
-    :param o: Input object
-    :returns: borrowed instance of :c:struct:`DPCTLSyclDeviceRef`
-
-.. c:function:: struct PySyclDeviceObject * SyclDevice_Make(DPCTLSyclDeviceRef DRef)
-
-    :param DRef: instance of :c:struct:`DPCTLSyclDeviceRef`
-    :returns: new Python object of type :c:struct:`PySyclDeviceType`
-
-    Note that function does not change the ownership of the ``DRef`` instance and
-    the caller remains responsible for freeing ``DRef`` as appropriate.
-
-API for :c:struct:`PySyclContextObject`
----------------------------------------
-
-.. c:function:: DPCTLSyclContextRef SyclContext_GetContextRef(struct PySyclContextObject *o)
-
-    :param o: Input object
-    :returns: borrowed instance of :c:struct:`DPCTLSyclContextRef`
-
-.. c:function:: struct PySyclContextObject * SyclContext_Make(DPCTLSyclContextRef CRef)
-
-    :param CRef: instance of :c:struct:`DPCTLSyclContextRef`
-    :returns: new Python object of type :c:struct:`PySyclContextType`
-
-    Note that function does not change the ownership of the ``CRef`` instance and
-    the caller remains responsible for freeing ``CRef`` as appropriate.
-
-API for :c:struct:`PySyclQueueObject`
--------------------------------------
-
-.. c:function:: DPCTLSyclQueueRef SyclQueue_GetQueueRef(struct PySyclQueueObject *o)
-
-    :param o: Input object
-    :returns: borrowed instance of :c:struct:`DPCTLSyclQueueRef`
-
-.. c:function:: struct PySyclQueueObject * SyclQueue_Make(DPCTLSyclQueueRef QRef)
-
-    :param QRef: instance of :c:struct:`DPCTLSyclQueueRef`
-    :returns: new Python object of type :c:struct:`PySyclQueueType`
-
-    Note that function does not change the ownership of the ``QRef`` instance and
-    the caller remains responsible for freeing ``QRef`` as appropriate.
-
-API for :c:struct:`PySyclEventObject`
--------------------------------------
-
-.. c:function:: DPCTLSyclEventRef SyclEvent_GetEventRef(struct PySyclEventObject *o)
-
-    :param o: Input object
-    :returns: borrowed instance of :c:struct:`DPCTLSyclEventRef`
-
-.. c:function:: struct PySyclEventObject * SyclEvent_Make(DPCTLSyclEventRef ERef)
-
-    :param ERef: instance of :c:struct:`DPCTLSyclEventRef`
-    :returns: new Python object of type :c:struct:`PySyclEventType`
-
-    Note that function does not change the ownership of the ``ERef`` instance and
-    the caller remains responsible for freeing ``ERef`` as appropriate.
-
-API for :c:struct:`Py_MemoryObject`
------------------------------------
-
-.. c:function:: DPCTLSyclUSMRef Memory_GetUsmPointer(struct Py_MemoryObject *o)
-
-    :param o: Input object
-    :returns: Opaque pointer to USM allocation represented by Python object.
-
-.. c:function:: DPCTLSyclContextRef Memory_GetSyclContext(struct Py_MemoryObject *o)
-
-    :param o: Input object
-    :returns: Returns borrowed instance of :c:struct:`PySyclContextRef` corresponding
-        to ``sycl::context`` to which USM allocation represented by input Python object
-        is bound.
-
-.. c:function:: DPCTLSyclQueueRef Memory_GetSyclQueue(struct Py_MemoryObject *o)
-
-    :param o: Input object
-    :returns: Returns borrowed instance of :c:struct:`PySyclQueueRef` corresponding
-        to ``sycl::queue`` associated with input Python object.
-
-    The ``sycl::queue`` uses the same ``sycl::context`` to which the USM allocation
-    represented by input Python object is bound.
-
-.. c:function:: size_t Memory_GetNumBytes(struct Py_MemoryObject *o)
-
-    :param o: Input object
-    :returns: Size of USM allocation in bytes.
-
-.. c:function:: struct Py_MemoryObject * Memory_Make(DPCTLSyclUSMRef ptr, size_t nbytes, DPCTLSyclQueueRef QRef, PyObject *owner)
-
-    :param ptr: Opaque pointer in unified address space
-    :param nbytes: The size of allocation in bytes
-    :param QRef: instance of :c:struct:`PySyclQueueRef` corresponding
-        to ``sycl::queue`` to be associated with this allocation
-    :param owner: Python object instance whose deleter triggers freeing of this USM allocation. Specify `owner=None`
-        to pass ownership to created Python memory object, which will use ``sycl::free(ptr, sycl_queue)`` for
-        deallocation.
-
-.. c:function:: void * Memory_GetOpaquePointer(struct Py_MemoryObject *o)
-
-    :param o: Input object
-    :returns: Returns opaque pointer to `std::shared_ptr<void>` which manages the USM allocation,
-        or a `nullptr` if the USM allocation represented by `o` is not managed by the smart
-        pointer.
-
-API for :c:struct:`PyUSMArrayObject`
-------------------------------------
-
-.. c:function:: char * UsmNDArray_GetData(struct PyUSMArrayObject *arr)
-
-    :param arr: Input object
-    :returns: Pointer to array element referred to by all-zeros multi-index.
-
-.. c:function:: int UsmNDArray_GetNDim(struct PyUSMArrayObject *arr)
-
-    :param arr: Input object
-    :returns: Number of indices required to uniquely specify element of this array
-
-    The returned value is also known as array dimensionality or array rank.
-
-.. c:function:: Py_ssize_t * UsmNDArray_GetShape(struct PyUSMArrayObject *arr)
-
-    :param arr: Input object
-    :returns: Pointer to array of sizes of array along each dimension.
-
-    The array has at least as many elements as returned by :c:func:`UsmNDArray_GetNDim`
-    applied to input object ``arr``.
-
-.. c:function:: Py_ssize_t * UsmNDArray_GetStrides(struct PyUSMArrayObject *arr)
-
-    :param arr: Input object
-    :returns: Pointer to array of strides of array along each dimension.
-    :returns: NULL if array is C- or F-contiguous.
-
-    The array has at least as many elements as returned by :c:func:`UsmNDArray_GetNDim`
-    applied to input object ``arr``.
-
-.. c:function:: int UsmNDarray_GetTypenum(struct PyUSMArrayObject *arr)
-
-    :param arr: Input object
-    :returns: An integer encoding the type of array elements.
-
-    The encoding is consistent with that integral values corresponding to enums
-    used by :py:mod:`numpy`. See `NumPy Dtype C-API <https://numpy.org/doc/stable/reference/c-api/dtype.html#enumerated-types>`_.
-
-.. c:function:: int UsmNDarray_GetElementSize(struct PyUSMArrayObject *arr)
-
-    :param arr: Input object
-    :returns: Size of single element of the array in bytes.
-
-.. c:function:: int UsmNDarray_GetFlags(struct PyUSMArrayObject *arr)
-
-    :param arr: Input object
-    :returns: An integer encoding flags attribute of the array.
-
-    The flag encodes whether the array is C-contiguous, F-contiguous,
-    whether it is read-only, or can be modified.
-
-.. c:function:: DPCTLSyclQueueRef UsmNDarray_GetQueueRef(struct PyUSMArrayObject *arr)
-
-    :param arr: Input object
-    :returns: A borrowed instance of :c:struct:`DPCTLSyclQueueRef`
-
-    The returned value corresponds to ``sycl::queue`` associated with underlying
-    USM allocation.
-
-.. c:function:: Py_ssize_t UsmNDArray_GetOffset(struct PyUSMArrayObject *arr)
-
-    :param arr: Input object
-    :returns: Offset of zero multi-index array element from the beginning of
-              the USM allocation.
-
-.. c:function:: PyObject * UsmNDArray_GetUSMData(struct PyUSMArrayObject *arr)
-
-    :param arr: Input object
-    :returns: Python memory object underlying input array `arr`.
-
-.. c:function:: void UsmNDArray_SetWritableFlag(struct PyUSMArrayObject *arr, int flag)
-
-    :param arr: Input object
-    :param flags: Whether to set writable flag of the array to read-only, or to writable.
-
-    Non-zero value of ``flag`` parameter sets the array flag bit to writable, a zero-value
-    of ``flag`` parameter sets the flag bit of the array to read-only.
-
-.. c:function:: PyObject * UsmNDArray_MakeSimpleFromMemory(int nd, const Py_ssize_t *shape, int typenum, struct Py_MemoryObject *mobj, Py_ssize_t offset, char order)
-
-    :param nd: Dimensionality of array
-    :param shape: Array with array sizes for each dimension
-    :param typenum: Integer encoding type of array elements
-    :param mobj: Python USM memory object
-    :param offset: Offset to zero multi-index array element from the beginning of USM allocation
-    :param order: Memory layout of the array ('C' for C-contiguous or row-major layout, 'F' for F-contiguous or column-major layout)
-    :returns: :py:class:`usm_ndarray` instance with contiguous memory layout.
-
-.. c:function:: PyObject * UsmNDArray_MakeSimpleFromPtr(size_t nelems, int typenum, DPCTLSyclUSMRef ptr, DPCTLSyclQueueRef QRef, PyObject *owner)
-
-    :param nelems: Number of elements in one-dimensional array
-    :param typenum: Integer encoding type of array elements
-    :param ptr: Opaque pointer to USM allocation
-    :param QRef: Instance representing ``sycl::queue`` to be associated with output array
-    :param owner: Python object responsible for deallocation of USM memory
-    :return: One-dimensional :py:class:`usm_ndarray` instance with contiguous memory layout.
-
-.. c:function:: PyObject * UsmNDArray_MakeFromPtr(int nd, const Py_ssize_t *shape, int typenum, const Py_ssize_t *strides, DPCTLSyclUSMRef ptr, DPCTLSyclQueueRef QRef, Py_ssize_t offset, PyObject *owner)
-
-    :param nd: Number of axis in output array
-    :param shape: Array of dimensional along each axis
-    :param typenum: Integer encoding type of array elements
-    :param stride: Array of strides for each axis
-    :param ptr: Opaque pointer to USM allocation
-    :param QRef: Instance representing ``sycl::queue`` to be associated with output array
-    :param offset: Offset to zero multi-index array element from the beginning of USM allocation
-    :param owner: Python object responsible for deallocation of USM memory
-    :returns: Instance of :py:class:`usm_ndarray` constructed from input parameters
-
-API for :c:struct:`PySyclKernelObject`
---------------------------------------
-
-.. c:function:: DPCTLSyclKernelRef SyclKernel_GetKernelRef(struct PySyclKernelObject *krn)
-
-    :param krn: Input object
-    :returns: borrowed instance of :c:struct:`DPCTLSyclKernelRef` corresponding to ``sycl::kernel``
-
-.. c:function:: struct PySyclKernelObject * SyclKernel_Make(DPCTLSyclKernelRef KRef)
-
-    :param KRef: instance of :c:struct:`DPCTLSyclKernelRef`
-    :returns: new Python object of type :c:struct:`PySyclKernelType`
-
-    Note that function does not change the ownership of the ``KRef`` instance and
-    the caller remains responsible for freeing ``KRef`` as appropriate.
-
-
-API for :c:struct:`PySyclProgramObject`
----------------------------------------
-
-.. c:function:: DPCTLSyclKernelBundleRef SyclProgram_GetKernelBundleRef(struct PySyclProgramObject *prog)
-
-    :param prog: Input object
-    :returns: borrowed instance of :c:struct:`DPCTLSyclKernelBundleRef` corresponding
-        to ``sycl::kernel_bundle<sycl::bundle_state::executable>``
-
-.. c:function:: struct PySyclProgramObject * SyclProgram_Make(DPCTLSyclKernelBundleRef KBRef)
-
-    :param KBRef: instance of :c:struct:`DPCTLSyclKernelBundleRef`
-    :returns: new Python object of type :c:struct:`PySyclProgramType`
-
-    Note that function does not change the ownership of the ``KBRef`` instance and
-    the caller remains responsible for freeing ``KBRef`` as appropriate.
diff --git a/pulls/1961/_sources/api_reference/dpctl_cmake.rst.txt b/pulls/1961/_sources/api_reference/dpctl_cmake.rst.txt
deleted file mode 100644
index 2bbb9c03e4..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl_cmake.rst.txt
+++ /dev/null
@@ -1,31 +0,0 @@
-.. _dpctl_cmake_support:
-
-CMake support
-=============
-
-:py:mod:`dpctl` comes with the configuration file `dpctl-config.cmake` which is installed
-on the `standard search path CMake uses to search for packages <cmake_find_package_search_paths_>`_.
-
-To build your extension that leverages :py:mod:`dpctl`, include the following line in your CMake script:
-
-.. code-block:: cmake
-
-    find_package("Dpctl" REQUIRED)
-
-The "Dpctl" package exports the following variables:
-
-.. list-table::
-
-    * - ``Dpctl_INCLUDE_DIR``
-      - Location of headers for using :py:mod:`dpctl` in extensions
-
-    * - ``Dpctl_TENSOR_INCLUDE_DIR``
-      - Location of headers implementing SYCL kernels powering :py:mod:`dpctl.tensor`
-
-An example of "CMakeLists.txt" file for building an extension could be found in
-`examples/pybind11 <examples_pybind11_>`_ folder in the project repository, or
-in `sample-data-parallel-extensions <sample_dp_exts_>`_ repository.
-
-.. _cmake_find_package_search_paths: https://cmake.org/cmake/help/latest/command/find_package.html
-.. _examples_pybind11: https://github.com/IntelPython/dpctl/blob/master/examples/pybind11
-.. _sample_dp_exts: https://github.com/IntelPython/sample-data-parallel-extensions
diff --git a/pulls/1961/_sources/api_reference/dpctl_cython.rst.txt b/pulls/1961/_sources/api_reference/dpctl_cython.rst.txt
deleted file mode 100644
index ecafe7966a..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl_cython.rst.txt
+++ /dev/null
@@ -1,42 +0,0 @@
-.. _dpctl_cython_api:
-
-:py:mod:`dpctl` Cython API
-==========================
-
-.. role:: python(code)
-   :language: python
-
-All Python modules of :py:mod:`dpctl` come with ``__init__.pxd`` alongside ``__init__.py`` files
-permitting doing both :python:`import dpctl` and :code:`cimport dpctl as c_dpctl`.
-
-Locations of Cython declaration files in the package installation layout are as follows:
-
-.. code-block:: text
-
-    __init__.pxd
-    _backend.pxd
-    _sycl_context.pxd
-    _sycl_device.pxd
-    _sycl_device_factory.pxd
-    _sycl_event.pxd
-    _sycl_platform.pxd
-    _sycl_queue.pxd
-    _sycl_queue_manager.pxd
-    sycl.pxd
-
-    memory/__init__.pxd
-    memory/_memory.pxd
-
-    program/__init__.pxd
-    program/_program.pxd
-
-    tensor/__init__.pxd
-    tensor/_usmarray.pxd
-    tensor/_dlpack.pxd
-
-File ``_backend.pxd`` redefines symbols from :ref:`DPCTLSyclInterface library <libsyclinterface>` for Cython.
-
-File ``sycl.pxd`` provides casters from opaque types in "DPCTLSyclInterface" C library to SYCL C++ object pointers.
-
-Please refer to the `examples/cython <https://github.com/IntelPython/dpctl/blob/master/examples/cython>`_ folder in the project
-repository for a collection of examples.
diff --git a/pulls/1961/_sources/api_reference/dpctl_pybind11.rst.txt b/pulls/1961/_sources/api_reference/dpctl_pybind11.rst.txt
deleted file mode 100644
index 32c587ef96..0000000000
--- a/pulls/1961/_sources/api_reference/dpctl_pybind11.rst.txt
+++ /dev/null
@@ -1,47 +0,0 @@
-.. _dpctl_pybind11_api:
-
-pybind11 API
-============
-
-:py:mod:`dpctl` builds on top of :ref:`C API <dpctl_capi>` to integrate with the
-`pybind11 <pybind11_url>`_ Python extension generator.
-
-.. code-block:: c++
-    :caption: Example of pybind11 extension using :py:mod:`dpctl` types
-
-    // filename: _example.cpp
-    #include <string>
-    #include <pybind11/pybind11.h>
-    #include <pybind11/stl.h>
-    #include "dpctl4pybind11.hpp"
-
-    std::string get_device_name(const sycl::device &dev) {
-        return dev.get_info<sycl::info::device::name>();
-    }
-
-    PYBIND11_MODULE(_example, m) {
-        m.def("get_device_name", &get_device_name);
-    }
-
-The extension should be compiled using the Intel(R) oneAPI DPC++ compiler:
-
-.. code-block:: bash
-
-    icpx -fsycl $(python -m pybind11 --includes) $(python -m dpctl  --library) \
-        _example.cpp -fPIC -shared -o _example.so
-
-We can now use it from Python:
-
-.. code-block:: python
-
-    import _example
-    import dpctl
-
-    dev = dpctl.select_default_device()
-    # invoke function in the extension
-    print(_example.get_device_name(dev))
-    # compare with value of corresponding built-in
-    # device descriptor
-    print(dev.name)
-
-.. _pybind11_url: https://pybind11.readthedocs.io/
diff --git a/pulls/1961/_sources/api_reference/index.rst.txt b/pulls/1961/_sources/api_reference/index.rst.txt
deleted file mode 100644
index a9148d953a..0000000000
--- a/pulls/1961/_sources/api_reference/index.rst.txt
+++ /dev/null
@@ -1,43 +0,0 @@
-.. _api_reference:
-
-=============
-API Reference
-=============
-
-The package ``dpctl`` provides
-
-* Python language bindings for the DPC++ runtime
-   - :ref:`API objects <dpctl_pyapi>` in :py:mod:`dpctl` namespace
-   - :ref:`API objects <dpctl_memory_pyapi>` in :py:mod:`dpctl.memory` namespace
-   - :ref:`API objects <dpctl_program_pyapi>` in :py:mod:`dpctl.program` namespace
-   - :ref:`API objects <dpctl_utils_pyapi>` in :py:mod:`dpctl.utils` namespace
-* SYCL-based Python array library
-   - :ref:`API objects <dpctl_tensor_pyapi>` in :py:mod:`dpctl.tensor` namespace
-* Python C API
-   - :ref:`C API <dpctl_capi>` for working with Python classes defined in :mod:`dpctl`
-* Extension generators
-   - :ref:`Declarations <dpctl_cython_api>` for classes defined in :py:mod:`dpctl` and supporting functions for use in `Cython <cython_docs_>`_.
-   - :ref:`Integration <dpctl_pybind11_api>` with `pybind11 <pybind11_docs_>`_ defines type casters connecting SYCL classes and Python classes, as well as defines C++ classes wrapping a Python object for :class:`dpctl.tensor.usm_ndarray` and :mod:`dpctl.memory` objects.
-   - :ref:`Integration <dpctl_cmake_support>` with `CMake <cmake_docs_>`_ to simplify building DPC++-based Python extension using `scikit-build <skbuild_docs_>`_.
-* C API for DPC++ runtime
-   - :doc:`DPCTLSyclInterface C library <libsyclinterface/generated/index>`
-
-
-.. _cmake_docs: https://cmake.org/documentation/
-.. _cython_docs: https://cython.readthedocs.io/en/latest/
-.. _skbuild_docs: https://scikit-build.readthedocs.io/en/latest/
-.. _pybind11_docs: https://pybind11.readthedocs.io/en/stable/
-
-.. toctree::
-   :hidden:
-
-   dpctl/index
-   dpctl/memory
-   dpctl/program
-   dpctl/utils
-   dpctl/tensor
-   libsyclinterface/index
-   dpctl_capi
-   dpctl_cython
-   dpctl_pybind11
-   dpctl_cmake
diff --git a/pulls/1961/_sources/api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_accelerator_selector.rst.txt b/pulls/1961/_sources/api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_accelerator_selector.rst.txt
deleted file mode 100644
index ac3953eb51..0000000000
--- a/pulls/1961/_sources/api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_accelerator_selector.rst.txt
+++ /dev/null
@@ -1,44 +0,0 @@
-.. index:: pair: class; dpctl::syclinterface::dpctl_accelerator_selector
-.. _doxid-de/d9f/classdpctl_1_1syclinterface_1_1dpctl__accelerator__selector:
-
-class dpctl::syclinterface::dpctl_accelerator_selector
-======================================================
-
-.. toctree::
-	:hidden:
-
-
-
-
-.. ref-code-block:: cpp
-	:class: doxyrest-overview-code-block
-
-	#include <dpctl_device_selection.hpp>
-	
-	class dpctl_accelerator_selector: public :ref:`dpctl::syclinterface::dpctl_device_selector<doxid-d0/dbb/classdpctl_1_1syclinterface_1_1dpctl__device__selector>`
-	{
-	public:
-		// methods
-	
-		virtual
-		int
-		:target:`operator ()<doxid-de/d9f/classdpctl_1_1syclinterface_1_1dpctl__accelerator__selector_1ad4711d348042a573a04fa80ab216445f>` (const sycl::device& d) const;
-	};
-
-Inherited Members
------------------
-
-.. ref-code-block:: cpp
-	:class: doxyrest-overview-inherited-code-block
-
-	public:
-		// fields
-	
-		static constexpr int :ref:`REJECT_DEVICE<doxid-d0/dbb/classdpctl_1_1syclinterface_1_1dpctl__device__selector_1a3803a4a44ef1315dbb40f5c78ed9e326>` = -1;
-
-		// methods
-	
-		virtual
-		int
-		:ref:`operator ()<doxid-d0/dbb/classdpctl_1_1syclinterface_1_1dpctl__device__selector_1a897941b230c0931aaab9d513be091136>` (const sycl::device&) const;
-
diff --git a/pulls/1961/_sources/api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_cpu_selector.rst.txt b/pulls/1961/_sources/api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_cpu_selector.rst.txt
deleted file mode 100644
index 17cd200399..0000000000
--- a/pulls/1961/_sources/api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_cpu_selector.rst.txt
+++ /dev/null
@@ -1,44 +0,0 @@
-.. index:: pair: class; dpctl::syclinterface::dpctl_cpu_selector
-.. _doxid-d4/d09/classdpctl_1_1syclinterface_1_1dpctl__cpu__selector:
-
-class dpctl::syclinterface::dpctl_cpu_selector
-==============================================
-
-.. toctree::
-	:hidden:
-
-
-
-
-.. ref-code-block:: cpp
-	:class: doxyrest-overview-code-block
-
-	#include <dpctl_device_selection.hpp>
-	
-	class dpctl_cpu_selector: public :ref:`dpctl::syclinterface::dpctl_device_selector<doxid-d0/dbb/classdpctl_1_1syclinterface_1_1dpctl__device__selector>`
-	{
-	public:
-		// methods
-	
-		virtual
-		int
-		:target:`operator ()<doxid-d4/d09/classdpctl_1_1syclinterface_1_1dpctl__cpu__selector_1ad4b3a3d5d7697a5d322b76b9e4ddb9b5>` (const sycl::device& d) const;
-	};
-
-Inherited Members
------------------
-
-.. ref-code-block:: cpp
-	:class: doxyrest-overview-inherited-code-block
-
-	public:
-		// fields
-	
-		static constexpr int :ref:`REJECT_DEVICE<doxid-d0/dbb/classdpctl_1_1syclinterface_1_1dpctl__device__selector_1a3803a4a44ef1315dbb40f5c78ed9e326>` = -1;
-
-		// methods
-	
-		virtual
-		int
-		:ref:`operator ()<doxid-d0/dbb/classdpctl_1_1syclinterface_1_1dpctl__device__selector_1a897941b230c0931aaab9d513be091136>` (const sycl::device&) const;
-
diff --git a/pulls/1961/_sources/api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_default_selector.rst.txt b/pulls/1961/_sources/api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_default_selector.rst.txt
deleted file mode 100644
index 72a332591c..0000000000
--- a/pulls/1961/_sources/api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_default_selector.rst.txt
+++ /dev/null
@@ -1,44 +0,0 @@
-.. index:: pair: class; dpctl::syclinterface::dpctl_default_selector
-.. _doxid-dd/d0e/classdpctl_1_1syclinterface_1_1dpctl__default__selector:
-
-class dpctl::syclinterface::dpctl_default_selector
-==================================================
-
-.. toctree::
-	:hidden:
-
-
-
-
-.. ref-code-block:: cpp
-	:class: doxyrest-overview-code-block
-
-	#include <dpctl_device_selection.hpp>
-	
-	class dpctl_default_selector: public :ref:`dpctl::syclinterface::dpctl_device_selector<doxid-d0/dbb/classdpctl_1_1syclinterface_1_1dpctl__device__selector>`
-	{
-	public:
-		// methods
-	
-		virtual
-		int
-		:target:`operator ()<doxid-dd/d0e/classdpctl_1_1syclinterface_1_1dpctl__default__selector_1a76cba8ed22310f326d9a57c483aad420>` (const sycl::device& d) const;
-	};
-
-Inherited Members
------------------
-
-.. ref-code-block:: cpp
-	:class: doxyrest-overview-inherited-code-block
-
-	public:
-		// fields
-	
-		static constexpr int :ref:`REJECT_DEVICE<doxid-d0/dbb/classdpctl_1_1syclinterface_1_1dpctl__device__selector_1a3803a4a44ef1315dbb40f5c78ed9e326>` = -1;
-
-		// methods
-	
-		virtual
-		int
-		:ref:`operator ()<doxid-d0/dbb/classdpctl_1_1syclinterface_1_1dpctl__device__selector_1a897941b230c0931aaab9d513be091136>` (const sycl::device&) const;
-
diff --git a/pulls/1961/_sources/api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_device_selector.rst.txt b/pulls/1961/_sources/api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_device_selector.rst.txt
deleted file mode 100644
index 4537533e5e..0000000000
--- a/pulls/1961/_sources/api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_device_selector.rst.txt
+++ /dev/null
@@ -1,38 +0,0 @@
-.. index:: pair: class; dpctl::syclinterface::dpctl_device_selector
-.. _doxid-d0/dbb/classdpctl_1_1syclinterface_1_1dpctl__device__selector:
-
-class dpctl::syclinterface::dpctl_device_selector
-=================================================
-
-.. toctree::
-	:hidden:
-
-
-
-
-.. ref-code-block:: cpp
-	:class: doxyrest-overview-code-block
-
-	#include <dpctl_device_selection.hpp>
-	
-	class dpctl_device_selector
-	{
-	public:
-		// fields
-	
-		static constexpr int :target:`REJECT_DEVICE<doxid-d0/dbb/classdpctl_1_1syclinterface_1_1dpctl__device__selector_1a3803a4a44ef1315dbb40f5c78ed9e326>` = -1;
-
-		// methods
-	
-		virtual
-		int
-		:target:`operator ()<doxid-d0/dbb/classdpctl_1_1syclinterface_1_1dpctl__device__selector_1a897941b230c0931aaab9d513be091136>` (const sycl::device&) const;
-	};
-
-	// direct descendants
-
-	class :ref:`dpctl_accelerator_selector<doxid-de/d9f/classdpctl_1_1syclinterface_1_1dpctl__accelerator__selector>`;
-	class :ref:`dpctl_cpu_selector<doxid-d4/d09/classdpctl_1_1syclinterface_1_1dpctl__cpu__selector>`;
-	class :ref:`dpctl_default_selector<doxid-dd/d0e/classdpctl_1_1syclinterface_1_1dpctl__default__selector>`;
-	class :ref:`dpctl_filter_selector<doxid-d9/dba/classdpctl_1_1syclinterface_1_1dpctl__filter__selector>`;
-	class :ref:`dpctl_gpu_selector<doxid-dc/d55/classdpctl_1_1syclinterface_1_1dpctl__gpu__selector>`;
diff --git a/pulls/1961/_sources/api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_filter_selector.rst.txt b/pulls/1961/_sources/api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_filter_selector.rst.txt
deleted file mode 100644
index c4ddf102f3..0000000000
--- a/pulls/1961/_sources/api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_filter_selector.rst.txt
+++ /dev/null
@@ -1,48 +0,0 @@
-.. index:: pair: class; dpctl::syclinterface::dpctl_filter_selector
-.. _doxid-d9/dba/classdpctl_1_1syclinterface_1_1dpctl__filter__selector:
-
-class dpctl::syclinterface::dpctl_filter_selector
-=================================================
-
-.. toctree::
-	:hidden:
-
-
-
-
-.. ref-code-block:: cpp
-	:class: doxyrest-overview-code-block
-
-	#include <dpctl_device_selection.hpp>
-	
-	class dpctl_filter_selector: public :ref:`dpctl::syclinterface::dpctl_device_selector<doxid-d0/dbb/classdpctl_1_1syclinterface_1_1dpctl__device__selector>`
-	{
-	public:
-		// construction
-	
-		:target:`dpctl_filter_selector<doxid-d9/dba/classdpctl_1_1syclinterface_1_1dpctl__filter__selector_1a93c9058521f996803ee5db31dcdf07ba>`(const std::string& fs);
-
-		// methods
-	
-		virtual
-		int
-		:target:`operator ()<doxid-d9/dba/classdpctl_1_1syclinterface_1_1dpctl__filter__selector_1a6dbeb11ad48e990ee60adcd6dd2538c3>` (const sycl::device& d) const;
-	};
-
-Inherited Members
------------------
-
-.. ref-code-block:: cpp
-	:class: doxyrest-overview-inherited-code-block
-
-	public:
-		// fields
-	
-		static constexpr int :ref:`REJECT_DEVICE<doxid-d0/dbb/classdpctl_1_1syclinterface_1_1dpctl__device__selector_1a3803a4a44ef1315dbb40f5c78ed9e326>` = -1;
-
-		// methods
-	
-		virtual
-		int
-		:ref:`operator ()<doxid-d0/dbb/classdpctl_1_1syclinterface_1_1dpctl__device__selector_1a897941b230c0931aaab9d513be091136>` (const sycl::device&) const;
-
diff --git a/pulls/1961/_sources/api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_gpu_selector.rst.txt b/pulls/1961/_sources/api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_gpu_selector.rst.txt
deleted file mode 100644
index 738828531a..0000000000
--- a/pulls/1961/_sources/api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_gpu_selector.rst.txt
+++ /dev/null
@@ -1,44 +0,0 @@
-.. index:: pair: class; dpctl::syclinterface::dpctl_gpu_selector
-.. _doxid-dc/d55/classdpctl_1_1syclinterface_1_1dpctl__gpu__selector:
-
-class dpctl::syclinterface::dpctl_gpu_selector
-==============================================
-
-.. toctree::
-	:hidden:
-
-
-
-
-.. ref-code-block:: cpp
-	:class: doxyrest-overview-code-block
-
-	#include <dpctl_device_selection.hpp>
-	
-	class dpctl_gpu_selector: public :ref:`dpctl::syclinterface::dpctl_device_selector<doxid-d0/dbb/classdpctl_1_1syclinterface_1_1dpctl__device__selector>`
-	{
-	public:
-		// methods
-	
-		virtual
-		int
-		:target:`operator ()<doxid-dc/d55/classdpctl_1_1syclinterface_1_1dpctl__gpu__selector_1af7f9690d363131793e3cfdb2d8f5b5a8>` (const sycl::device& d) const;
-	};
-
-Inherited Members
------------------
-
-.. ref-code-block:: cpp
-	:class: doxyrest-overview-inherited-code-block
-
-	public:
-		// fields
-	
-		static constexpr int :ref:`REJECT_DEVICE<doxid-d0/dbb/classdpctl_1_1syclinterface_1_1dpctl__device__selector_1a3803a4a44ef1315dbb40f5c78ed9e326>` = -1;
-
-		// methods
-	
-		virtual
-		int
-		:ref:`operator ()<doxid-d0/dbb/classdpctl_1_1syclinterface_1_1dpctl__device__selector_1a897941b230c0931aaab9d513be091136>` (const sycl::device&) const;
-
diff --git a/pulls/1961/_sources/api_reference/libsyclinterface/generated/enum_DPCTLGlobalMemCacheType.rst.txt b/pulls/1961/_sources/api_reference/libsyclinterface/generated/enum_DPCTLGlobalMemCacheType.rst.txt
deleted file mode 100644
index c422836d7d..0000000000
--- a/pulls/1961/_sources/api_reference/libsyclinterface/generated/enum_DPCTLGlobalMemCacheType.rst.txt
+++ /dev/null
@@ -1,21 +0,0 @@
-.. index:: pair: enum; DPCTLGlobalMemCacheType
-.. _doxid-d3/d94/dpctl__sycl__enum__types_8h_1a229ff3945c2347aa0999fe2e28aaa94d:
-
-enum DPCTLGlobalMemCacheType
-============================
-
-
-
-.. ref-code-block:: cpp
-	:class: doxyrest-overview-code-block
-
-	#include <dpctl_sycl_enum_types.h>
-
-	enum DPCTLGlobalMemCacheType
-	{
-	    :target:`DPCTL_MEM_CACHE_TYPE_INDETERMINATE<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a229ff3945c2347aa0999fe2e28aaa94dac9009826b3e89c0c49a3931db8052cea>`,
-	    :target:`DPCTL_MEM_CACHE_TYPE_NONE<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a229ff3945c2347aa0999fe2e28aaa94daa1a1c24cda9e5ad331650c11b4be600b>`,
-	    :target:`DPCTL_MEM_CACHE_TYPE_READ_ONLY<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a229ff3945c2347aa0999fe2e28aaa94daf5cfec2cb8de08f2cfc705aacb74ff6a>`,
-	    :target:`DPCTL_MEM_CACHE_TYPE_READ_WRITE<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a229ff3945c2347aa0999fe2e28aaa94dacb38e39becaaa0b0c93b2cd00327e6c5>`,
-	};
-
diff --git a/pulls/1961/_sources/api_reference/libsyclinterface/generated/enum_DPCTLKernelArgType.rst.txt b/pulls/1961/_sources/api_reference/libsyclinterface/generated/enum_DPCTLKernelArgType.rst.txt
deleted file mode 100644
index 0eb9e09fdf..0000000000
--- a/pulls/1961/_sources/api_reference/libsyclinterface/generated/enum_DPCTLKernelArgType.rst.txt
+++ /dev/null
@@ -1,42 +0,0 @@
-.. index:: pair: enum; DPCTLKernelArgType
-.. _doxid-d3/d94/dpctl__sycl__enum__types_8h_1a2b3d2dd8e0c358370eac0a59fb3fe089:
-
-enum DPCTLKernelArgType
-=======================
-
-Overview
-~~~~~~~~
-
-Supported types for kernel arguments to be passed to a Sycl kernel using DPCTL. :ref:`More...<details-d3/d94/dpctl__sycl__enum__types_8h_1a2b3d2dd8e0c358370eac0a59fb3fe089>`
-
-.. ref-code-block:: cpp
-	:class: doxyrest-overview-code-block
-
-	#include <dpctl_sycl_enum_types.h>
-
-	enum DPCTLKernelArgType
-	{
-	    :target:`DPCTL_INT8_T<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a2b3d2dd8e0c358370eac0a59fb3fe089ab0b770dc454c9dd1dbaee79851879d38>`,
-	    :target:`DPCTL_UINT8_T<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a2b3d2dd8e0c358370eac0a59fb3fe089a65d3851ebb234e2431893f5740a5e157>`,
-	    :target:`DPCTL_INT16_T<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a2b3d2dd8e0c358370eac0a59fb3fe089ad1d8136b0fdc01580f217a5c3b798df8>`,
-	    :target:`DPCTL_UINT16_T<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a2b3d2dd8e0c358370eac0a59fb3fe089afc1da4a7ae956e99c6580b92b80065ed>`,
-	    :target:`DPCTL_INT32_T<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a2b3d2dd8e0c358370eac0a59fb3fe089aab6ddd90dc460db90db27c0903adbcea>`,
-	    :target:`DPCTL_UINT32_T<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a2b3d2dd8e0c358370eac0a59fb3fe089a36a7870804e6c71e050c1f2852349259>`,
-	    :target:`DPCTL_INT64_T<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a2b3d2dd8e0c358370eac0a59fb3fe089ad68b57b95d4baa0dad85cda616fcceba>`,
-	    :target:`DPCTL_UINT64_T<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a2b3d2dd8e0c358370eac0a59fb3fe089a49c37a83dc1e500d349804bb3e68bdfa>`,
-	    :target:`DPCTL_FLOAT32_T<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a2b3d2dd8e0c358370eac0a59fb3fe089abdfe95fb8b5c91a42430fe2fcca917ec>`,
-	    :target:`DPCTL_FLOAT64_T<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a2b3d2dd8e0c358370eac0a59fb3fe089a0069771ce6fc28ef066612ce06022fa8>`,
-	    :target:`DPCTL_VOID_PTR<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a2b3d2dd8e0c358370eac0a59fb3fe089a68399621c4ff81e521dd7cddf2afc9b8>`,
-	    :target:`DPCTL_LOCAL_ACCESSOR<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a2b3d2dd8e0c358370eac0a59fb3fe089ab57b60de172a345897ea16cbf9ca01ff>`,
-	    :target:`DPCTL_UNSUPPORTED_KERNEL_ARG<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a2b3d2dd8e0c358370eac0a59fb3fe089aa844e18f1a2d00e448ce2ca41e852f20>`,
-	};
-
-.. _details-d3/d94/dpctl__sycl__enum__types_8h_1a2b3d2dd8e0c358370eac0a59fb3fe089:
-
-Detailed Documentation
-~~~~~~~~~~~~~~~~~~~~~~
-
-Supported types for kernel arguments to be passed to a Sycl kernel using DPCTL.
-
-Todo Add support for sycl::buffer
-
diff --git a/pulls/1961/_sources/api_reference/libsyclinterface/generated/enum_DPCTLPartitionAffinityDomainType.rst.txt b/pulls/1961/_sources/api_reference/libsyclinterface/generated/enum_DPCTLPartitionAffinityDomainType.rst.txt
deleted file mode 100644
index 8734ef8a0d..0000000000
--- a/pulls/1961/_sources/api_reference/libsyclinterface/generated/enum_DPCTLPartitionAffinityDomainType.rst.txt
+++ /dev/null
@@ -1,24 +0,0 @@
-.. index:: pair: enum; DPCTLPartitionAffinityDomainType
-.. _doxid-d3/d94/dpctl__sycl__enum__types_8h_1a27908eb4caace370bd771904e6a48670:
-
-enum DPCTLPartitionAffinityDomainType
-=====================================
-
-DPCTL analogue of ``sycl::info::partition_affinity_domain`` enum.
-
-.. ref-code-block:: cpp
-	:class: doxyrest-overview-code-block
-
-	#include <dpctl_sycl_enum_types.h>
-
-	enum DPCTLPartitionAffinityDomainType
-	{
-	    :target:`not_applicable<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a27908eb4caace370bd771904e6a48670adfdf5aee2b344ddcbb05eec6b8ac6527>`,
-	    :target:`numa<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a27908eb4caace370bd771904e6a48670ac0dad2a8daa7c1a5c29c13b44c58f5fe>`,
-	    :target:`L4_cache<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a27908eb4caace370bd771904e6a48670a6de123a8f5577ea7cba48552a72f31d1>`,
-	    :target:`L3_cache<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a27908eb4caace370bd771904e6a48670abaed35f39c3656e82a383885193b8411>`,
-	    :target:`L2_cache<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a27908eb4caace370bd771904e6a48670a0922fd20c583077efb06a644ad8c3ba3>`,
-	    :target:`L1_cache<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a27908eb4caace370bd771904e6a48670af3fd4a8897ead01c87569bfd476aed80>`,
-	    :target:`next_partitionable<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a27908eb4caace370bd771904e6a48670a7f790f663d1ebd95f2da826c35c2d37f>`,
-	};
-
diff --git a/pulls/1961/_sources/api_reference/libsyclinterface/generated/enum_DPCTLQueuePropertyType.rst.txt b/pulls/1961/_sources/api_reference/libsyclinterface/generated/enum_DPCTLQueuePropertyType.rst.txt
deleted file mode 100644
index 63d888d734..0000000000
--- a/pulls/1961/_sources/api_reference/libsyclinterface/generated/enum_DPCTLQueuePropertyType.rst.txt
+++ /dev/null
@@ -1,20 +0,0 @@
-.. index:: pair: enum; DPCTLQueuePropertyType
-.. _doxid-d3/d94/dpctl__sycl__enum__types_8h_1a439a88c8e537df22ac3e2c66fce3ad4f:
-
-enum DPCTLQueuePropertyType
-===========================
-
-Enums to depict the properties that can be passed to a sycl::queue constructor.
-
-.. ref-code-block:: cpp
-	:class: doxyrest-overview-code-block
-
-	#include <dpctl_sycl_enum_types.h>
-
-	enum DPCTLQueuePropertyType
-	{
-	    :target:`DPCTL_DEFAULT_PROPERTY<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a439a88c8e537df22ac3e2c66fce3ad4fa0d0e4da9d5ff861c6d6fa2552f04d132>` = 0,
-	    :target:`DPCTL_ENABLE_PROFILING<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a439a88c8e537df22ac3e2c66fce3ad4fa8330745774d3b74ab19d1810a9268c79>` = 1<<0,
-	    :target:`DPCTL_IN_ORDER<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a439a88c8e537df22ac3e2c66fce3ad4fa7e379549193ddf123f049ea5ef2241d6>`         = 1<<1,
-	};
-
diff --git a/pulls/1961/_sources/api_reference/libsyclinterface/generated/enum_DPCTLSyclAspectType.rst.txt b/pulls/1961/_sources/api_reference/libsyclinterface/generated/enum_DPCTLSyclAspectType.rst.txt
deleted file mode 100644
index 6271a78a5b..0000000000
--- a/pulls/1961/_sources/api_reference/libsyclinterface/generated/enum_DPCTLSyclAspectType.rst.txt
+++ /dev/null
@@ -1,37 +0,0 @@
-.. index:: pair: enum; DPCTLSyclAspectType
-.. _doxid-d3/d94/dpctl__sycl__enum__types_8h_1a5f57a140cfab264daf4500bdac0be389:
-
-enum DPCTLSyclAspectType
-========================
-
-DPCTL device has an associated set of aspects which identify characteristics of the device.
-
-.. ref-code-block:: cpp
-	:class: doxyrest-overview-code-block
-
-	#include <dpctl_sycl_enum_types.h>
-
-	enum DPCTLSyclAspectType
-	{
-	    :target:`host<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a5f57a140cfab264daf4500bdac0be389ae877e773e9c04524711efca1ab2fffe9>`,
-	    :target:`cpu<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a5f57a140cfab264daf4500bdac0be389ad37d39177a2822a622de94a7945206ee>`,
-	    :target:`gpu<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a5f57a140cfab264daf4500bdac0be389add046367f1581025a76fc12565d01355>`,
-	    :target:`accelerator<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a5f57a140cfab264daf4500bdac0be389aef163cd0eb7a65d13b27526dd1aaff38>`,
-	    :target:`custom<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a5f57a140cfab264daf4500bdac0be389a696330762bb8080a67d7ef4bd19db845>`,
-	    :target:`fp16<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a5f57a140cfab264daf4500bdac0be389a746708b029a8546deacdb4ac3c29f06f>`,
-	    :target:`fp64<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a5f57a140cfab264daf4500bdac0be389ac8f21d8b3ffa5b16dcadf5af61dc9749>`,
-	    :target:`atomic64<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a5f57a140cfab264daf4500bdac0be389a3bf915b5bebd94d2eef86c27dd0e8907>`,
-	    :target:`image<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a5f57a140cfab264daf4500bdac0be389a8a5db7fcf7037d194c940c851e01ffa0>`,
-	    :target:`online_compiler<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a5f57a140cfab264daf4500bdac0be389aa130cfdb8a62808080b61c4ddd795e1e>`,
-	    :target:`online_linker<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a5f57a140cfab264daf4500bdac0be389af9ea6d316f030b5003729c1be981035c>`,
-	    :target:`queue_profiling<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a5f57a140cfab264daf4500bdac0be389a5c9ca7a4d0c864950f773ee86d19105c>`,
-	    :target:`usm_device_allocations<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a5f57a140cfab264daf4500bdac0be389a9ed63929b12128a61a6d4066b4de8364>`,
-	    :target:`usm_host_allocations<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a5f57a140cfab264daf4500bdac0be389aa29fa8e1b2b9250b22c14ba4423e0da9>`,
-	    :target:`usm_shared_allocations<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a5f57a140cfab264daf4500bdac0be389ac9129a99e643d379ab61dc2bfaf5d632>`,
-	    :target:`usm_system_allocations<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a5f57a140cfab264daf4500bdac0be389a4f236ece53a3c1a3081bc3f5eaaabda0>`,
-	    :target:`usm_atomic_host_allocations<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a5f57a140cfab264daf4500bdac0be389a45daf876ba9d7e8f8116df28c8a253ea>`,
-	    :target:`usm_atomic_shared_allocations<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a5f57a140cfab264daf4500bdac0be389a60a98f0d7f2b284b9de78609c4f7d36c>`,
-	    :target:`host_debuggable<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a5f57a140cfab264daf4500bdac0be389a952944aedf8c749b00cb1af2b0a11d14>`,
-	    :target:`emulated<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a5f57a140cfab264daf4500bdac0be389ab27bbc08528fa6686e454b22b5d7c18e>`,
-	};
-
diff --git a/pulls/1961/_sources/api_reference/libsyclinterface/generated/enum_DPCTLSyclBackendType.rst.txt b/pulls/1961/_sources/api_reference/libsyclinterface/generated/enum_DPCTLSyclBackendType.rst.txt
deleted file mode 100644
index 2283d513d5..0000000000
--- a/pulls/1961/_sources/api_reference/libsyclinterface/generated/enum_DPCTLSyclBackendType.rst.txt
+++ /dev/null
@@ -1,23 +0,0 @@
-.. index:: pair: enum; DPCTLSyclBackendType
-.. _doxid-d3/d94/dpctl__sycl__enum__types_8h_1aa217d239d7e3752c49bd9fd42c71c933:
-
-enum DPCTLSyclBackendType
-=========================
-
-Redefinition of DPC++-specific Sycl backend types.
-
-.. ref-code-block:: cpp
-	:class: doxyrest-overview-code-block
-
-	#include <dpctl_sycl_enum_types.h>
-
-	enum DPCTLSyclBackendType
-	{
-	    :target:`DPCTL_CUDA<doxid-d3/d94/dpctl__sycl__enum__types_8h_1aa217d239d7e3752c49bd9fd42c71c933af053552df5521a8563b70300dc7f7b88>`            = 1<<16,
-	    :target:`DPCTL_LEVEL_ZERO<doxid-d3/d94/dpctl__sycl__enum__types_8h_1aa217d239d7e3752c49bd9fd42c71c933a528047c320d729a55d423881bcec91d6>`      = 1<<17,
-	    :target:`DPCTL_OPENCL<doxid-d3/d94/dpctl__sycl__enum__types_8h_1aa217d239d7e3752c49bd9fd42c71c933afd3f682f4dee5939317fe0f55145dd66>`          = 1<<18,
-	    :target:`DPCTL_UNKNOWN_BACKEND<doxid-d3/d94/dpctl__sycl__enum__types_8h_1aa217d239d7e3752c49bd9fd42c71c933a12a821ba9b114d4f5f808ada54e4a7af>` = 0,
-	    :target:`DPCTL_ALL_BACKENDS<doxid-d3/d94/dpctl__sycl__enum__types_8h_1aa217d239d7e3752c49bd9fd42c71c933a91fcd924cbde7c895056a69a8a5b3e22>`    =((1<<5)-1)<<16,
-	    :target:`DPCTL_HIP<doxid-d3/d94/dpctl__sycl__enum__types_8h_1aa217d239d7e3752c49bd9fd42c71c933ae4a6db2d4436c1dfcfd5a43d9de473d1>`             = 1<<19,
-	};
-
diff --git a/pulls/1961/_sources/api_reference/libsyclinterface/generated/enum_DPCTLSyclDeviceType.rst.txt b/pulls/1961/_sources/api_reference/libsyclinterface/generated/enum_DPCTLSyclDeviceType.rst.txt
deleted file mode 100644
index 25b1aae976..0000000000
--- a/pulls/1961/_sources/api_reference/libsyclinterface/generated/enum_DPCTLSyclDeviceType.rst.txt
+++ /dev/null
@@ -1,24 +0,0 @@
-.. index:: pair: enum; DPCTLSyclDeviceType
-.. _doxid-d3/d94/dpctl__sycl__enum__types_8h_1a15d8954e4e712e2ec00838a9283d13ff:
-
-enum DPCTLSyclDeviceType
-========================
-
-DPCTL device types that are equivalent to Sycl's device_type.
-
-.. ref-code-block:: cpp
-	:class: doxyrest-overview-code-block
-
-	#include <dpctl_sycl_enum_types.h>
-
-	enum DPCTLSyclDeviceType
-	{
-	    :target:`DPCTL_ACCELERATOR<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a15d8954e4e712e2ec00838a9283d13ffa77c06e8aa17a0393baa03104d93a1c2c>`    = 1<<0,
-	    :target:`DPCTL_AUTOMATIC<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a15d8954e4e712e2ec00838a9283d13ffa56e696aa054417023c07b5d43f0ce30d>`      = 1<<1,
-	    :target:`DPCTL_CPU<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a15d8954e4e712e2ec00838a9283d13ffa7301bd6676b8167d6048d08072ceeb2e>`            = 1<<2,
-	    :target:`DPCTL_CUSTOM<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a15d8954e4e712e2ec00838a9283d13ffad64472511a7f7b3c711d56e34266e252>`         = 1<<3,
-	    :target:`DPCTL_GPU<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a15d8954e4e712e2ec00838a9283d13ffae4512c7eb1e876858fdf27090914265f>`            = 1<<4,
-	    :target:`DPCTL_ALL<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a15d8954e4e712e2ec00838a9283d13ffa965ac28a750a70af103119b14a0476e8>`            =(1<<6) - 1,
-	    :target:`DPCTL_UNKNOWN_DEVICE<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a15d8954e4e712e2ec00838a9283d13ffa8e4d82c04d9f20cac007a0fe6b86250f>` = 0,
-	};
-
diff --git a/pulls/1961/_sources/api_reference/libsyclinterface/generated/enum_DPCTLSyclEventStatusType.rst.txt b/pulls/1961/_sources/api_reference/libsyclinterface/generated/enum_DPCTLSyclEventStatusType.rst.txt
deleted file mode 100644
index 152f279c86..0000000000
--- a/pulls/1961/_sources/api_reference/libsyclinterface/generated/enum_DPCTLSyclEventStatusType.rst.txt
+++ /dev/null
@@ -1,21 +0,0 @@
-.. index:: pair: enum; DPCTLSyclEventStatusType
-.. _doxid-d3/d94/dpctl__sycl__enum__types_8h_1ac950d7ef3975b7c553971613f4a27021:
-
-enum DPCTLSyclEventStatusType
-=============================
-
-
-
-.. ref-code-block:: cpp
-	:class: doxyrest-overview-code-block
-
-	#include <dpctl_sycl_enum_types.h>
-
-	enum DPCTLSyclEventStatusType
-	{
-	    :target:`DPCTL_UNKNOWN_STATUS<doxid-d3/d94/dpctl__sycl__enum__types_8h_1ac950d7ef3975b7c553971613f4a27021a174675630eef09c2c94f4f3e2dec52af>`,
-	    :target:`DPCTL_SUBMITTED<doxid-d3/d94/dpctl__sycl__enum__types_8h_1ac950d7ef3975b7c553971613f4a27021abb000965a91d3761986706b52ee2d244>`,
-	    :target:`DPCTL_RUNNING<doxid-d3/d94/dpctl__sycl__enum__types_8h_1ac950d7ef3975b7c553971613f4a27021aa4b3fb9838e7eadebe271de818335146>`,
-	    :target:`DPCTL_COMPLETE<doxid-d3/d94/dpctl__sycl__enum__types_8h_1ac950d7ef3975b7c553971613f4a27021a2e96163b1f35bc641b376233c54616e9>`,
-	};
-
diff --git a/pulls/1961/_sources/api_reference/libsyclinterface/generated/enum_DPCTLSyclUSMType.rst.txt b/pulls/1961/_sources/api_reference/libsyclinterface/generated/enum_DPCTLSyclUSMType.rst.txt
deleted file mode 100644
index d3f38d2543..0000000000
--- a/pulls/1961/_sources/api_reference/libsyclinterface/generated/enum_DPCTLSyclUSMType.rst.txt
+++ /dev/null
@@ -1,21 +0,0 @@
-.. index:: pair: enum; DPCTLSyclUSMType
-.. _doxid-d3/d94/dpctl__sycl__enum__types_8h_1a61bd8b72de91212af565a9be9b913844:
-
-enum DPCTLSyclUSMType
-=====================
-
-Enum types for SYCL's USM allocator types.
-
-.. ref-code-block:: cpp
-	:class: doxyrest-overview-code-block
-
-	#include <dpctl_sycl_enum_types.h>
-
-	enum DPCTLSyclUSMType
-	{
-	    :target:`DPCTL_USM_UNKNOWN<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a61bd8b72de91212af565a9be9b913844aa4750e548c4285a7ff8bcd7cf35dc840>` = 0,
-	    :target:`DPCTL_USM_DEVICE<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a61bd8b72de91212af565a9be9b913844a1b0d823beecf234de8fbab4c05361757>`,
-	    :target:`DPCTL_USM_SHARED<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a61bd8b72de91212af565a9be9b913844a9bea7de7b31039f7d98a5d2594fc1759>`,
-	    :target:`DPCTL_USM_HOST<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a61bd8b72de91212af565a9be9b913844ab92233cd4affe24d0ba56a467eb1eb8b>`,
-	};
-
diff --git a/pulls/1961/_sources/api_reference/libsyclinterface/generated/global.rst.txt b/pulls/1961/_sources/api_reference/libsyclinterface/generated/global.rst.txt
deleted file mode 100644
index e7b172eef8..0000000000
--- a/pulls/1961/_sources/api_reference/libsyclinterface/generated/global.rst.txt
+++ /dev/null
@@ -1,919 +0,0 @@
-.. _global:
-.. index:: pair: namespace; global
-
-Global Namespace
-================
-
-.. toctree::
-	:hidden:
-
-	namespace_dpctl.rst
-	enum_DPCTLGlobalMemCacheType.rst
-	enum_DPCTLKernelArgType.rst
-	enum_DPCTLPartitionAffinityDomainType.rst
-	enum_DPCTLQueuePropertyType.rst
-	enum_DPCTLSyclAspectType.rst
-	enum_DPCTLSyclBackendType.rst
-	enum_DPCTLSyclDeviceType.rst
-	enum_DPCTLSyclEventStatusType.rst
-	enum_DPCTLSyclUSMType.rst
-	struct_MDLocalAccessorTy.rst
-
-Overview
-~~~~~~~~
-
-
-
-
-.. ref-code-block:: cpp
-	:class: doxyrest-overview-code-block
-
-	
-	// namespaces
-
-	namespace :ref:`dpctl<doxid-d2/df1/namespacedpctl>`;
-		namespace :ref:`dpctl::syclinterface<doxid-d1/d06/namespacedpctl_1_1syclinterface>`;
-
-	// typedefs
-
-	typedef void :ref:`error_handler_callback<doxid-de/d75/dpctl__error__handler__type_8h_1aeb0f262687ced57ead8f8b7d0b7dcefe>`(int err_code);
-	typedef struct :ref:`MDLocalAccessorTy<doxid-db/dfd/struct_m_d_local_accessor_ty>` :ref:`MDLocalAccessor<doxid-da/db8/dpctl__sycl__queue__interface_8h_1a7779ae83e3fd4db1174768e1ba62f30b>`;
-	typedef  struct DPCTLOpaqueSyclContext* :ref:`DPCTLSyclContextRef<doxid-df/d57/dpctl__sycl__types_8h_1accf78808322af80b73da617cb2f15f08>`;
-	typedef struct DPCTLOpaqueSyclDevice* :ref:`DPCTLSyclDeviceRef<doxid-df/d57/dpctl__sycl__types_8h_1a8dae76b436012ecbdebbd568e77f440d>`;
-	typedef struct DPCTLOpaqueSyclDeviceSelector* :ref:`DPCTLSyclDeviceSelectorRef<doxid-df/d57/dpctl__sycl__types_8h_1a50a1c6c98f4ca4a27a88e53a7f3eeb83>`;
-	typedef struct DPCTLOpaqueSyclEvent* :ref:`DPCTLSyclEventRef<doxid-df/d57/dpctl__sycl__types_8h_1a42590892ae4324c54f6ddef34009ca03>`;
-	typedef struct DPCTLOpaqueSyclKernelBundle* :ref:`DPCTLSyclKernelBundleRef<doxid-df/d57/dpctl__sycl__types_8h_1a6d9c52ea7d2e9394ddf7ba7e7f01bebd>`;
-	typedef struct DPCTLOpaqueSyclKernel* :ref:`DPCTLSyclKernelRef<doxid-df/d57/dpctl__sycl__types_8h_1a3f6be07fdf695c015719ce0b0c237844>`;
-	typedef struct DPCTLOpaqueSyclPlatform* :ref:`DPCTLSyclPlatformRef<doxid-df/d57/dpctl__sycl__types_8h_1aae750289dcff2c3739f4870086ac7ed0>`;
-	typedef struct DPCTLOpaqueSyclQueue* :ref:`DPCTLSyclQueueRef<doxid-df/d57/dpctl__sycl__types_8h_1af23137a8bf20ff63b10db9f7f987799a>`;
-	typedef struct DPCTLOpaqueSyclUSM* :ref:`DPCTLSyclUSMRef<doxid-df/d57/dpctl__sycl__types_8h_1a8c78ad1413045f90e15f5b6a2727d2e6>`;
-
-	// enums
-
-	enum :ref:`DPCTLGlobalMemCacheType<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a229ff3945c2347aa0999fe2e28aaa94d>`;
-	enum :ref:`DPCTLKernelArgType<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a2b3d2dd8e0c358370eac0a59fb3fe089>`;
-	enum :ref:`DPCTLPartitionAffinityDomainType<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a27908eb4caace370bd771904e6a48670>`;
-	enum :ref:`DPCTLQueuePropertyType<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a439a88c8e537df22ac3e2c66fce3ad4f>`;
-	enum :ref:`DPCTLSyclAspectType<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a5f57a140cfab264daf4500bdac0be389>`;
-	enum :ref:`DPCTLSyclBackendType<doxid-d3/d94/dpctl__sycl__enum__types_8h_1aa217d239d7e3752c49bd9fd42c71c933>`;
-	enum :ref:`DPCTLSyclDeviceType<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a15d8954e4e712e2ec00838a9283d13ff>`;
-	enum :ref:`DPCTLSyclEventStatusType<doxid-d3/d94/dpctl__sycl__enum__types_8h_1ac950d7ef3975b7c553971613f4a27021>`;
-	enum :ref:`DPCTLSyclUSMType<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a61bd8b72de91212af565a9be9b913844>`;
-
-	// structs
-
-	struct :ref:`MDLocalAccessorTy<doxid-db/dfd/struct_m_d_local_accessor_ty>`;
-
-	// global functions
-
-	:ref:`DPCTL_API<doxid-d3/daa/_dll_export_8h_1aed0c117c235d99c414e0b5033d096785>` uint32_t
-	:ref:`DPCTLDevice_GetGlobalMemCacheLineSize<doxid-d4/d5a/dpctl__sycl__device__interface_8h_1ac47e84e08c40272eb54358b6ab76c0f0>`(:ref:`__dpctl_keep<doxid-d2/d43/group___memory_semantics_1gadd48a0161309931574aed2025a16ade7>` const :ref:`DPCTLSyclDeviceRef<doxid-df/d57/dpctl__sycl__types_8h_1a8dae76b436012ecbdebbd568e77f440d>` DRef);
-
-	:ref:`DPCTL_API<doxid-d3/daa/_dll_export_8h_1aed0c117c235d99c414e0b5033d096785>` uint64_t
-	:ref:`DPCTLDevice_GetGlobalMemCacheSize<doxid-d4/d5a/dpctl__sycl__device__interface_8h_1ae4641fb22da8c78a1c5b3c9a0c0fd913>`(:ref:`__dpctl_keep<doxid-d2/d43/group___memory_semantics_1gadd48a0161309931574aed2025a16ade7>` const :ref:`DPCTLSyclDeviceRef<doxid-df/d57/dpctl__sycl__types_8h_1a8dae76b436012ecbdebbd568e77f440d>` DRef);
-
-	:ref:`DPCTL_API<doxid-d3/daa/_dll_export_8h_1aed0c117c235d99c414e0b5033d096785>` :ref:`DPCTLGlobalMemCacheType<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a229ff3945c2347aa0999fe2e28aaa94d>`
-	:ref:`DPCTLDevice_GetGlobalMemCacheType<doxid-d4/d5a/dpctl__sycl__device__interface_8h_1a34aef85cc31edf294aece8d68f5bccba>`(:ref:`__dpctl_keep<doxid-d2/d43/group___memory_semantics_1gadd48a0161309931574aed2025a16ade7>` const :ref:`DPCTLSyclDeviceRef<doxid-df/d57/dpctl__sycl__types_8h_1a8dae76b436012ecbdebbd568e77f440d>` DRef);
-
-	:ref:`DPCTL_API<doxid-d3/daa/_dll_export_8h_1aed0c117c235d99c414e0b5033d096785>` size_t
-	:ref:`DPCTLDevice_GetImage2dMaxHeight<doxid-d4/d5a/dpctl__sycl__device__interface_8h_1a4ef25a38cbf63e618016302e8ebf480d>`(:ref:`__dpctl_keep<doxid-d2/d43/group___memory_semantics_1gadd48a0161309931574aed2025a16ade7>` const :ref:`DPCTLSyclDeviceRef<doxid-df/d57/dpctl__sycl__types_8h_1a8dae76b436012ecbdebbd568e77f440d>` DRef);
-
-	:ref:`DPCTL_API<doxid-d3/daa/_dll_export_8h_1aed0c117c235d99c414e0b5033d096785>` size_t
-	:ref:`DPCTLDevice_GetImage2dMaxWidth<doxid-d4/d5a/dpctl__sycl__device__interface_8h_1ad1f6957fdc5fb51ed873fa444af17c13>`(:ref:`__dpctl_keep<doxid-d2/d43/group___memory_semantics_1gadd48a0161309931574aed2025a16ade7>` const :ref:`DPCTLSyclDeviceRef<doxid-df/d57/dpctl__sycl__types_8h_1a8dae76b436012ecbdebbd568e77f440d>` DRef);
-
-	:ref:`DPCTL_API<doxid-d3/daa/_dll_export_8h_1aed0c117c235d99c414e0b5033d096785>` size_t
-	:ref:`DPCTLDevice_GetImage3dMaxDepth<doxid-d4/d5a/dpctl__sycl__device__interface_8h_1ac64423a160a010d1841b36ae2ab48658>`(:ref:`__dpctl_keep<doxid-d2/d43/group___memory_semantics_1gadd48a0161309931574aed2025a16ade7>` const :ref:`DPCTLSyclDeviceRef<doxid-df/d57/dpctl__sycl__types_8h_1a8dae76b436012ecbdebbd568e77f440d>` DRef);
-
-	:ref:`DPCTL_API<doxid-d3/daa/_dll_export_8h_1aed0c117c235d99c414e0b5033d096785>` size_t
-	:ref:`DPCTLDevice_GetImage3dMaxHeight<doxid-d4/d5a/dpctl__sycl__device__interface_8h_1ac041263954e4e4c2a5bf58eeb08c0b7e>`(:ref:`__dpctl_keep<doxid-d2/d43/group___memory_semantics_1gadd48a0161309931574aed2025a16ade7>` const :ref:`DPCTLSyclDeviceRef<doxid-df/d57/dpctl__sycl__types_8h_1a8dae76b436012ecbdebbd568e77f440d>` DRef);
-
-	:ref:`DPCTL_API<doxid-d3/daa/_dll_export_8h_1aed0c117c235d99c414e0b5033d096785>` size_t
-	:ref:`DPCTLDevice_GetImage3dMaxWidth<doxid-d4/d5a/dpctl__sycl__device__interface_8h_1a775e74dcd25c38e1d1575df3262b6f60>`(:ref:`__dpctl_keep<doxid-d2/d43/group___memory_semantics_1gadd48a0161309931574aed2025a16ade7>` const :ref:`DPCTLSyclDeviceRef<doxid-df/d57/dpctl__sycl__types_8h_1a8dae76b436012ecbdebbd568e77f440d>` DRef);
-
-	:ref:`DPCTL_API<doxid-d3/daa/_dll_export_8h_1aed0c117c235d99c414e0b5033d096785>` uint32_t
-	:ref:`DPCTLDevice_GetMaxClockFrequency<doxid-d4/d5a/dpctl__sycl__device__interface_8h_1a8a86e895dc25e747f8f4349100d85809>`(:ref:`__dpctl_keep<doxid-d2/d43/group___memory_semantics_1gadd48a0161309931574aed2025a16ade7>` const :ref:`DPCTLSyclDeviceRef<doxid-df/d57/dpctl__sycl__types_8h_1a8dae76b436012ecbdebbd568e77f440d>` DRef);
-
-	:ref:`DPCTL_API<doxid-d3/daa/_dll_export_8h_1aed0c117c235d99c414e0b5033d096785>` uint64_t
-	:ref:`DPCTLDevice_GetMaxMemAllocSize<doxid-d4/d5a/dpctl__sycl__device__interface_8h_1ad546933b32f0c9917982f39ddf0be5c6>`(:ref:`__dpctl_keep<doxid-d2/d43/group___memory_semantics_1gadd48a0161309931574aed2025a16ade7>` const :ref:`DPCTLSyclDeviceRef<doxid-df/d57/dpctl__sycl__types_8h_1a8dae76b436012ecbdebbd568e77f440d>` DRef);
-
-	:ref:`DPCTL_API<doxid-d3/daa/_dll_export_8h_1aed0c117c235d99c414e0b5033d096785>` uint32_t
-	:ref:`DPCTLDevice_GetMaxReadImageArgs<doxid-d4/d5a/dpctl__sycl__device__interface_8h_1a9810a239416c53427e3742bfb72ea0a6>`(:ref:`__dpctl_keep<doxid-d2/d43/group___memory_semantics_1gadd48a0161309931574aed2025a16ade7>` const :ref:`DPCTLSyclDeviceRef<doxid-df/d57/dpctl__sycl__types_8h_1a8dae76b436012ecbdebbd568e77f440d>` DRef);
-
-	:ref:`DPCTL_API<doxid-d3/daa/_dll_export_8h_1aed0c117c235d99c414e0b5033d096785>` uint32_t
-	:ref:`DPCTLDevice_GetMaxWriteImageArgs<doxid-d4/d5a/dpctl__sycl__device__interface_8h_1a34dbd5b5dbde22ba5f1d5205de298d81>`(:ref:`__dpctl_keep<doxid-d2/d43/group___memory_semantics_1gadd48a0161309931574aed2025a16ade7>` const :ref:`DPCTLSyclDeviceRef<doxid-df/d57/dpctl__sycl__types_8h_1a8dae76b436012ecbdebbd568e77f440d>` DRef);
-
-	:ref:`DPCTL_API<doxid-d3/daa/_dll_export_8h_1aed0c117c235d99c414e0b5033d096785>` :ref:`__dpctl_give<doxid-d2/d43/group___memory_semantics_1ga836492a42cdfef6419378dbf8d81f452>` :ref:`DPCTLSyclDeviceRef<doxid-df/d57/dpctl__sycl__types_8h_1a8dae76b436012ecbdebbd568e77f440d>`
-	:ref:`DPCTLDevice_GetParentDevice<doxid-d4/d5a/dpctl__sycl__device__interface_8h_1acccdc3f034e6c5fd2a249907355169bc>`(:ref:`__dpctl_keep<doxid-d2/d43/group___memory_semantics_1gadd48a0161309931574aed2025a16ade7>` const :ref:`DPCTLSyclDeviceRef<doxid-df/d57/dpctl__sycl__types_8h_1a8dae76b436012ecbdebbd568e77f440d>` DRef);
-
-	:ref:`DPCTL_API<doxid-d3/daa/_dll_export_8h_1aed0c117c235d99c414e0b5033d096785>` uint32_t
-	:ref:`DPCTLDevice_GetPartitionMaxSubDevices<doxid-d4/d5a/dpctl__sycl__device__interface_8h_1ab48d25118cd217ccd917993afba98570>`(:ref:`__dpctl_keep<doxid-d2/d43/group___memory_semantics_1gadd48a0161309931574aed2025a16ade7>` const :ref:`DPCTLSyclDeviceRef<doxid-df/d57/dpctl__sycl__types_8h_1a8dae76b436012ecbdebbd568e77f440d>` DRef);
-
-	:ref:`DPCTL_API<doxid-d3/daa/_dll_export_8h_1aed0c117c235d99c414e0b5033d096785>` size_t
-	:ref:`DPCTLDevice_GetProfilingTimerResolution<doxid-d4/d5a/dpctl__sycl__device__interface_8h_1a5fe67bf4915e62ce08d80d810f0e8632>`(:ref:`__dpctl_keep<doxid-d2/d43/group___memory_semantics_1gadd48a0161309931574aed2025a16ade7>` const :ref:`DPCTLSyclDeviceRef<doxid-df/d57/dpctl__sycl__types_8h_1a8dae76b436012ecbdebbd568e77f440d>` DRef);
-
-	:ref:`DPCTL_API<doxid-d3/daa/_dll_export_8h_1aed0c117c235d99c414e0b5033d096785>` size_t
-	:ref:`DPCTLDevice_Hash<doxid-d4/d5a/dpctl__sycl__device__interface_8h_1a28538fa8029a6d4c7ff4d972ec690b97>`(:ref:`__dpctl_keep<doxid-d2/d43/group___memory_semantics_1gadd48a0161309931574aed2025a16ade7>` const :ref:`DPCTLSyclDeviceRef<doxid-df/d57/dpctl__sycl__types_8h_1a8dae76b436012ecbdebbd568e77f440d>` DRef);
-
-	:ref:`DPCTL_API<doxid-d3/daa/_dll_export_8h_1aed0c117c235d99c414e0b5033d096785>` :ref:`__dpctl_give<doxid-d2/d43/group___memory_semantics_1ga836492a42cdfef6419378dbf8d81f452>` :ref:`DPCTLSyclEventRef<doxid-df/d57/dpctl__sycl__types_8h_1a42590892ae4324c54f6ddef34009ca03>`
-	:ref:`DPCTLQueue_SubmitBarrier<doxid-da/db8/dpctl__sycl__queue__interface_8h_1a2453786e50a7d7e51a0d240b2ce52f53>`(:ref:`__dpctl_keep<doxid-d2/d43/group___memory_semantics_1gadd48a0161309931574aed2025a16ade7>` const :ref:`DPCTLSyclQueueRef<doxid-df/d57/dpctl__sycl__types_8h_1af23137a8bf20ff63b10db9f7f987799a>` QRef);
-
-	:ref:`DPCTL_API<doxid-d3/daa/_dll_export_8h_1aed0c117c235d99c414e0b5033d096785>` :ref:`__dpctl_give<doxid-d2/d43/group___memory_semantics_1ga836492a42cdfef6419378dbf8d81f452>` :ref:`DPCTLSyclEventRef<doxid-df/d57/dpctl__sycl__types_8h_1a42590892ae4324c54f6ddef34009ca03>`
-	:ref:`DPCTLQueue_SubmitBarrierForEvents<doxid-da/db8/dpctl__sycl__queue__interface_8h_1a1666c1e2da52e7736cfc662a7c0ad6fb>`(
-		:ref:`__dpctl_keep<doxid-d2/d43/group___memory_semantics_1gadd48a0161309931574aed2025a16ade7>` const :ref:`DPCTLSyclQueueRef<doxid-df/d57/dpctl__sycl__types_8h_1af23137a8bf20ff63b10db9f7f987799a>` QRef,
-		:ref:`__dpctl_keep<doxid-d2/d43/group___memory_semantics_1gadd48a0161309931574aed2025a16ade7>` const :ref:`DPCTLSyclEventRef<doxid-df/d57/dpctl__sycl__types_8h_1a42590892ae4324c54f6ddef34009ca03>`* DepEvents,
-		size_t NDepEvents
-		);
-
-	:ref:`DPCTL_C_EXTERN_C_BEGIN<doxid-d7/d31/_extern_c_8h_1ad85f54ad0bab1d5206255e5920261be3>` :ref:`DPCTL_API<doxid-d3/daa/_dll_export_8h_1aed0c117c235d99c414e0b5033d096785>` void
-	:ref:`DPCTLCString_Delete<doxid-da/d48/dpctl__utils_8h_1a33267597953b5a15fc3a052e0d09ef06>`(:ref:`__dpctl_take<doxid-d2/d43/group___memory_semantics_1ga17fe5722d78d8ce138ca952889d07bc6>` const char* str);
-
-	:ref:`DPCTL_API<doxid-d3/daa/_dll_export_8h_1aed0c117c235d99c414e0b5033d096785>` void
-	:ref:`DPCTLSize_t_Array_Delete<doxid-da/d48/dpctl__utils_8h_1a8666dbbe5583326eb3b57293be168ffc>`(:ref:`__dpctl_take<doxid-d2/d43/group___memory_semantics_1ga17fe5722d78d8ce138ca952889d07bc6>` size_t* arr);
-
-	// macros
-
-	#define :target:`DPCTL_C_EXTERN_C_BEGIN<doxid-d7/d31/_extern_c_8h_1ad85f54ad0bab1d5206255e5920261be3>`
-	#define :target:`DPCTL_C_EXTERN_C_END<doxid-d7/d31/_extern_c_8h_1a6956fffc46b54bcdd0e7fd53cd3a6619>`
-	#define :target:`DPCTL_DECLARE_VECTOR<doxid-d4/d64/dpctl__vector_8h_1a43b2a4a7b634d5a56fa79397f629b705>`(EL)
-	#define :target:`DPCTL_DECLARE_VECTOR_FN<doxid-d4/d64/dpctl__vector_8h_1acc5c1c7aff23c0d01882e6e82e0eea9d>`(EL)
-	#define :ref:`DPCTL_DECLARE_VECTOR_TYPE<doxid-d4/d64/dpctl__vector_8h_1a83a0669601a2adec6b227cc2276a1538>`(EL)
-	#define :target:`DPCTL_DPCPP_VERSION<doxid-d5/dc8/dpctl__config_8h_1a00ca2e61d36794f041736396d1e20124>`
-	#define :target:`DPCTL_ENABLE_L0_PROGRAM_CREATION<doxid-d5/dc8/dpctl__config_8h_1a182f8dae06ea22e2c65172f1fb1182ea>`
-	#define :target:`DPCTL_LIBCL_LOADER_FILENAME<doxid-d5/dc8/dpctl__config_8h_1ac0275ec42e77c34f20506d43687a9748>`
-	#define :target:`DPCTL_LIBZE_LOADER_FILENAME<doxid-d5/dc8/dpctl__config_8h_1a034614d34ebcaa0b5e5dcdee4a0d2a4a>`
-	#define :ref:`HUGE_VALF<doxid-dd/d1c/dpctl__data__types_8h_1acd69981d54c27fe0ff514645dbfc6359>`
-	#define :ref:`INT64_MAX<doxid-dd/d1c/dpctl__data__types_8h_1ad0d744f05898e32d01f73f8af3cd2071>`
-	#define :ref:`INT64_MIN<doxid-dd/d1c/dpctl__data__types_8h_1ab21f12f372f67b8ff0aa3432336ede67>`
-	#define :ref:`UINT64_MAX<doxid-dd/d1c/dpctl__data__types_8h_1a30654b4b67d97c42ca3f9b6052dda916>`
-	#define :target:`__SYCL_COMPILER_VERSION_REQUIRED<doxid-d5/dc8/dpctl__config_8h_1abc74b5b590f29184b233628c55569207>`
-
-.. _details-global:
-
-Detailed Documentation
-~~~~~~~~~~~~~~~~~~~~~~
-
-
-
-Typedefs
---------
-
-.. index:: pair: typedef; error_handler_callback
-.. _doxid-de/d75/dpctl__error__handler__type_8h_1aeb0f262687ced57ead8f8b7d0b7dcefe:
-
-.. ref-code-block:: cpp
-	:class: doxyrest-title-code-block
-
-	typedef void error_handler_callback(int err_code)
-
-Type of function to be used in SYCL async error handler provide by DPCTL.
-
-
-
-.. rubric:: Parameters:
-
-.. list-table::
-	:widths: 20 80
-
-	*
-		- err_code
-
-		- Error code extracted from an SYCL asynchronous error.
-
-.. index:: pair: typedef; MDLocalAccessor
-.. _doxid-da/db8/dpctl__sycl__queue__interface_8h_1a7779ae83e3fd4db1174768e1ba62f30b:
-
-.. ref-code-block:: cpp
-	:class: doxyrest-title-code-block
-
-	typedef struct :ref:`MDLocalAccessorTy<doxid-db/dfd/struct_m_d_local_accessor_ty>` MDLocalAccessor
-
-Structure to be used to specify dimensionality and type of local_accessor kernel type argument.
-
-.. index:: pair: typedef; DPCTLSyclContextRef
-.. _doxid-df/d57/dpctl__sycl__types_8h_1accf78808322af80b73da617cb2f15f08:
-
-.. ref-code-block:: cpp
-	:class: doxyrest-title-code-block
-
-	typedef  struct DPCTLOpaqueSyclContext* DPCTLSyclContextRef
-
-Opaque pointer to a ``sycl::context``
-
-.. index:: pair: typedef; DPCTLSyclDeviceRef
-.. _doxid-df/d57/dpctl__sycl__types_8h_1a8dae76b436012ecbdebbd568e77f440d:
-
-.. ref-code-block:: cpp
-	:class: doxyrest-title-code-block
-
-	typedef struct DPCTLOpaqueSyclDevice* DPCTLSyclDeviceRef
-
-Opaque pointer to a ``sycl::device``
-
-.. index:: pair: typedef; DPCTLSyclDeviceSelectorRef
-.. _doxid-df/d57/dpctl__sycl__types_8h_1a50a1c6c98f4ca4a27a88e53a7f3eeb83:
-
-.. ref-code-block:: cpp
-	:class: doxyrest-title-code-block
-
-	typedef struct DPCTLOpaqueSyclDeviceSelector* DPCTLSyclDeviceSelectorRef
-
-Opaque pointer to a ``sycl::device_selector``
-
-.. index:: pair: typedef; DPCTLSyclEventRef
-.. _doxid-df/d57/dpctl__sycl__types_8h_1a42590892ae4324c54f6ddef34009ca03:
-
-.. ref-code-block:: cpp
-	:class: doxyrest-title-code-block
-
-	typedef struct DPCTLOpaqueSyclEvent* DPCTLSyclEventRef
-
-Opaque pointer to a ``sycl::event``
-
-.. index:: pair: typedef; DPCTLSyclKernelBundleRef
-.. _doxid-df/d57/dpctl__sycl__types_8h_1a6d9c52ea7d2e9394ddf7ba7e7f01bebd:
-
-.. ref-code-block:: cpp
-	:class: doxyrest-title-code-block
-
-	typedef struct DPCTLOpaqueSyclKernelBundle* DPCTLSyclKernelBundleRef
-
-Opaque pointer to a ``sycl::kernel_bundle<sycl::bundle_state::executable>``
-
-.. index:: pair: typedef; DPCTLSyclKernelRef
-.. _doxid-df/d57/dpctl__sycl__types_8h_1a3f6be07fdf695c015719ce0b0c237844:
-
-.. ref-code-block:: cpp
-	:class: doxyrest-title-code-block
-
-	typedef struct DPCTLOpaqueSyclKernel* DPCTLSyclKernelRef
-
-Opaque pointer to a ``sycl::kernel``
-
-.. index:: pair: typedef; DPCTLSyclPlatformRef
-.. _doxid-df/d57/dpctl__sycl__types_8h_1aae750289dcff2c3739f4870086ac7ed0:
-
-.. ref-code-block:: cpp
-	:class: doxyrest-title-code-block
-
-	typedef struct DPCTLOpaqueSyclPlatform* DPCTLSyclPlatformRef
-
-Opaque pointer to a ``sycl::platform``
-
-.. index:: pair: typedef; DPCTLSyclQueueRef
-.. _doxid-df/d57/dpctl__sycl__types_8h_1af23137a8bf20ff63b10db9f7f987799a:
-
-.. ref-code-block:: cpp
-	:class: doxyrest-title-code-block
-
-	typedef struct DPCTLOpaqueSyclQueue* DPCTLSyclQueueRef
-
-Opaque pointer to a ``sycl::queue``
-
-.. index:: pair: typedef; DPCTLSyclUSMRef
-.. _doxid-df/d57/dpctl__sycl__types_8h_1a8c78ad1413045f90e15f5b6a2727d2e6:
-
-.. ref-code-block:: cpp
-	:class: doxyrest-title-code-block
-
-	typedef struct DPCTLOpaqueSyclUSM* DPCTLSyclUSMRef
-
-Used to pass a ``sycl::usm`` memory opaquely through DPCTL interfaces.
-
-Global Functions
-----------------
-
-.. index:: pair: function; DPCTLDevice_GetGlobalMemCacheLineSize
-.. _doxid-d4/d5a/dpctl__sycl__device__interface_8h_1ac47e84e08c40272eb54358b6ab76c0f0:
-
-.. ref-code-block:: cpp
-	:class: doxyrest-title-code-block
-
-	:ref:`DPCTL_API<doxid-d3/daa/_dll_export_8h_1aed0c117c235d99c414e0b5033d096785>` uint32_t
-	DPCTLDevice_GetGlobalMemCacheLineSize(:ref:`__dpctl_keep<doxid-d2/d43/group___memory_semantics_1gadd48a0161309931574aed2025a16ade7>` const :ref:`DPCTLSyclDeviceRef<doxid-df/d57/dpctl__sycl__types_8h_1a8dae76b436012ecbdebbd568e77f440d>` DRef)
-
-Wrapper over device.get_info<info::device::global_mem_cache_line_size>
-
-
-
-.. rubric:: Parameters:
-
-.. list-table::
-	:widths: 20 80
-
-	*
-		- DRef
-
-		- Opaque pointer to a sycl::device
-
-
-
-.. rubric:: Returns:
-
-Returns the size of global memory cache line in bytes as uint32_t.
-
-.. index:: pair: function; DPCTLDevice_GetGlobalMemCacheSize
-.. _doxid-d4/d5a/dpctl__sycl__device__interface_8h_1ae4641fb22da8c78a1c5b3c9a0c0fd913:
-
-.. ref-code-block:: cpp
-	:class: doxyrest-title-code-block
-
-	:ref:`DPCTL_API<doxid-d3/daa/_dll_export_8h_1aed0c117c235d99c414e0b5033d096785>` uint64_t
-	DPCTLDevice_GetGlobalMemCacheSize(:ref:`__dpctl_keep<doxid-d2/d43/group___memory_semantics_1gadd48a0161309931574aed2025a16ade7>` const :ref:`DPCTLSyclDeviceRef<doxid-df/d57/dpctl__sycl__types_8h_1a8dae76b436012ecbdebbd568e77f440d>` DRef)
-
-Wrapper over device.get_info<info::device::global_mem_cache_size>
-
-
-
-.. rubric:: Parameters:
-
-.. list-table::
-	:widths: 20 80
-
-	*
-		- DRef
-
-		- Opaque pointer to a sycl::device
-
-
-
-.. rubric:: Returns:
-
-Returns the size of global memory cache in bytes as uint64_t.
-
-.. index:: pair: function; DPCTLDevice_GetGlobalMemCacheType
-.. _doxid-d4/d5a/dpctl__sycl__device__interface_8h_1a34aef85cc31edf294aece8d68f5bccba:
-
-.. ref-code-block:: cpp
-	:class: doxyrest-title-code-block
-
-	:ref:`DPCTL_API<doxid-d3/daa/_dll_export_8h_1aed0c117c235d99c414e0b5033d096785>` :ref:`DPCTLGlobalMemCacheType<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a229ff3945c2347aa0999fe2e28aaa94d>`
-	DPCTLDevice_GetGlobalMemCacheType(:ref:`__dpctl_keep<doxid-d2/d43/group___memory_semantics_1gadd48a0161309931574aed2025a16ade7>` const :ref:`DPCTLSyclDeviceRef<doxid-df/d57/dpctl__sycl__types_8h_1a8dae76b436012ecbdebbd568e77f440d>` DRef)
-
-Wrapper over device.get_info<info::device::global_mem_cache_type>
-
-
-
-.. rubric:: Parameters:
-
-.. list-table::
-	:widths: 20 80
-
-	*
-		- DRef
-
-		- Opaque pointer to a sycl::device
-
-
-
-.. rubric:: Returns:
-
-Returns the type of global memory cache supported.
-
-.. index:: pair: function; DPCTLDevice_GetImage2dMaxHeight
-.. _doxid-d4/d5a/dpctl__sycl__device__interface_8h_1a4ef25a38cbf63e618016302e8ebf480d:
-
-.. ref-code-block:: cpp
-	:class: doxyrest-title-code-block
-
-	:ref:`DPCTL_API<doxid-d3/daa/_dll_export_8h_1aed0c117c235d99c414e0b5033d096785>` size_t
-	DPCTLDevice_GetImage2dMaxHeight(:ref:`__dpctl_keep<doxid-d2/d43/group___memory_semantics_1gadd48a0161309931574aed2025a16ade7>` const :ref:`DPCTLSyclDeviceRef<doxid-df/d57/dpctl__sycl__types_8h_1a8dae76b436012ecbdebbd568e77f440d>` DRef)
-
-Wrapper over device.get_info<info::device::image2d_max_height>().
-
-
-
-.. rubric:: Parameters:
-
-.. list-table::
-	:widths: 20 80
-
-	*
-		- DRef
-
-		- Opaque pointer to a sycl::device
-
-
-
-.. rubric:: Returns:
-
-Returns the maximum height of a 2D image or 1D image in pixels. The minimum value is 8192 if the SYCL device has aspect::image.
-
-.. index:: pair: function; DPCTLDevice_GetImage2dMaxWidth
-.. _doxid-d4/d5a/dpctl__sycl__device__interface_8h_1ad1f6957fdc5fb51ed873fa444af17c13:
-
-.. ref-code-block:: cpp
-	:class: doxyrest-title-code-block
-
-	:ref:`DPCTL_API<doxid-d3/daa/_dll_export_8h_1aed0c117c235d99c414e0b5033d096785>` size_t
-	DPCTLDevice_GetImage2dMaxWidth(:ref:`__dpctl_keep<doxid-d2/d43/group___memory_semantics_1gadd48a0161309931574aed2025a16ade7>` const :ref:`DPCTLSyclDeviceRef<doxid-df/d57/dpctl__sycl__types_8h_1a8dae76b436012ecbdebbd568e77f440d>` DRef)
-
-Wrapper over device.get_info<info::device::image2d_max_width>().
-
-
-
-.. rubric:: Parameters:
-
-.. list-table::
-	:widths: 20 80
-
-	*
-		- DRef
-
-		- Opaque pointer to a sycl::device
-
-
-
-.. rubric:: Returns:
-
-Returns the maximum width of a 2D image or 1D image in pixels. The minimum value is 8192 if the SYCL device has aspect::image.
-
-.. index:: pair: function; DPCTLDevice_GetImage3dMaxDepth
-.. _doxid-d4/d5a/dpctl__sycl__device__interface_8h_1ac64423a160a010d1841b36ae2ab48658:
-
-.. ref-code-block:: cpp
-	:class: doxyrest-title-code-block
-
-	:ref:`DPCTL_API<doxid-d3/daa/_dll_export_8h_1aed0c117c235d99c414e0b5033d096785>` size_t
-	DPCTLDevice_GetImage3dMaxDepth(:ref:`__dpctl_keep<doxid-d2/d43/group___memory_semantics_1gadd48a0161309931574aed2025a16ade7>` const :ref:`DPCTLSyclDeviceRef<doxid-df/d57/dpctl__sycl__types_8h_1a8dae76b436012ecbdebbd568e77f440d>` DRef)
-
-Wrapper over device.get_info<info::device::image3d_max_depth>().
-
-
-
-.. rubric:: Parameters:
-
-.. list-table::
-	:widths: 20 80
-
-	*
-		- DRef
-
-		- Opaque pointer to a sycl::device
-
-
-
-.. rubric:: Returns:
-
-Returns the maximum depth of a 3D image The minimum value is 2048 if the SYCL device has aspect::image.
-
-.. index:: pair: function; DPCTLDevice_GetImage3dMaxHeight
-.. _doxid-d4/d5a/dpctl__sycl__device__interface_8h_1ac041263954e4e4c2a5bf58eeb08c0b7e:
-
-.. ref-code-block:: cpp
-	:class: doxyrest-title-code-block
-
-	:ref:`DPCTL_API<doxid-d3/daa/_dll_export_8h_1aed0c117c235d99c414e0b5033d096785>` size_t
-	DPCTLDevice_GetImage3dMaxHeight(:ref:`__dpctl_keep<doxid-d2/d43/group___memory_semantics_1gadd48a0161309931574aed2025a16ade7>` const :ref:`DPCTLSyclDeviceRef<doxid-df/d57/dpctl__sycl__types_8h_1a8dae76b436012ecbdebbd568e77f440d>` DRef)
-
-Wrapper over device.get_info<info::device::image3d_max_height>().
-
-
-
-.. rubric:: Parameters:
-
-.. list-table::
-	:widths: 20 80
-
-	*
-		- DRef
-
-		- Opaque pointer to a sycl::device
-
-
-
-.. rubric:: Returns:
-
-Returns the maximum height of a 3D image The minimum value is 2048 if the SYCL device has aspect::image.
-
-.. index:: pair: function; DPCTLDevice_GetImage3dMaxWidth
-.. _doxid-d4/d5a/dpctl__sycl__device__interface_8h_1a775e74dcd25c38e1d1575df3262b6f60:
-
-.. ref-code-block:: cpp
-	:class: doxyrest-title-code-block
-
-	:ref:`DPCTL_API<doxid-d3/daa/_dll_export_8h_1aed0c117c235d99c414e0b5033d096785>` size_t
-	DPCTLDevice_GetImage3dMaxWidth(:ref:`__dpctl_keep<doxid-d2/d43/group___memory_semantics_1gadd48a0161309931574aed2025a16ade7>` const :ref:`DPCTLSyclDeviceRef<doxid-df/d57/dpctl__sycl__types_8h_1a8dae76b436012ecbdebbd568e77f440d>` DRef)
-
-Wrapper over device.get_info<info::device::image3d_max_width>().
-
-
-
-.. rubric:: Parameters:
-
-.. list-table::
-	:widths: 20 80
-
-	*
-		- DRef
-
-		- Opaque pointer to a sycl::device
-
-
-
-.. rubric:: Returns:
-
-Returns the maximum width of a 3D image in pixels. The minimum value is 2048 if the SYCL device has aspect::image.
-
-.. index:: pair: function; DPCTLDevice_GetMaxClockFrequency
-.. _doxid-d4/d5a/dpctl__sycl__device__interface_8h_1a8a86e895dc25e747f8f4349100d85809:
-
-.. ref-code-block:: cpp
-	:class: doxyrest-title-code-block
-
-	:ref:`DPCTL_API<doxid-d3/daa/_dll_export_8h_1aed0c117c235d99c414e0b5033d096785>` uint32_t
-	DPCTLDevice_GetMaxClockFrequency(:ref:`__dpctl_keep<doxid-d2/d43/group___memory_semantics_1gadd48a0161309931574aed2025a16ade7>` const :ref:`DPCTLSyclDeviceRef<doxid-df/d57/dpctl__sycl__types_8h_1a8dae76b436012ecbdebbd568e77f440d>` DRef)
-
-Wrapper over device.get_info<info::device::max_clock_frequency>
-
-
-
-.. rubric:: Parameters:
-
-.. list-table::
-	:widths: 20 80
-
-	*
-		- DRef
-
-		- Opaque pointer to a sycl::device
-
-
-
-.. rubric:: Returns:
-
-Returns the maximum clock frequency in MHz as uint32_t.
-
-.. index:: pair: function; DPCTLDevice_GetMaxMemAllocSize
-.. _doxid-d4/d5a/dpctl__sycl__device__interface_8h_1ad546933b32f0c9917982f39ddf0be5c6:
-
-.. ref-code-block:: cpp
-	:class: doxyrest-title-code-block
-
-	:ref:`DPCTL_API<doxid-d3/daa/_dll_export_8h_1aed0c117c235d99c414e0b5033d096785>` uint64_t
-	DPCTLDevice_GetMaxMemAllocSize(:ref:`__dpctl_keep<doxid-d2/d43/group___memory_semantics_1gadd48a0161309931574aed2025a16ade7>` const :ref:`DPCTLSyclDeviceRef<doxid-df/d57/dpctl__sycl__types_8h_1a8dae76b436012ecbdebbd568e77f440d>` DRef)
-
-Wrapper over device.get_info<info::device::max_mem_alloc_size>
-
-
-
-.. rubric:: Parameters:
-
-.. list-table::
-	:widths: 20 80
-
-	*
-		- DRef
-
-		- Opaque pointer to a sycl::device
-
-
-
-.. rubric:: Returns:
-
-Returns the maximum size of memory object in bytes as uint64_t.
-
-.. index:: pair: function; DPCTLDevice_GetMaxReadImageArgs
-.. _doxid-d4/d5a/dpctl__sycl__device__interface_8h_1a9810a239416c53427e3742bfb72ea0a6:
-
-.. ref-code-block:: cpp
-	:class: doxyrest-title-code-block
-
-	:ref:`DPCTL_API<doxid-d3/daa/_dll_export_8h_1aed0c117c235d99c414e0b5033d096785>` uint32_t
-	DPCTLDevice_GetMaxReadImageArgs(:ref:`__dpctl_keep<doxid-d2/d43/group___memory_semantics_1gadd48a0161309931574aed2025a16ade7>` const :ref:`DPCTLSyclDeviceRef<doxid-df/d57/dpctl__sycl__types_8h_1a8dae76b436012ecbdebbd568e77f440d>` DRef)
-
-Wrapper over device.get_info<info::device::max_read_image_args>().
-
-
-
-.. rubric:: Parameters:
-
-.. list-table::
-	:widths: 20 80
-
-	*
-		- DRef
-
-		- Opaque pointer to a sycl::device
-
-
-
-.. rubric:: Returns:
-
-Returns the maximum number of simultaneous image objects that can be read from by a kernel. The minimum value is 128 if the SYCL device has aspect::image.
-
-.. index:: pair: function; DPCTLDevice_GetMaxWriteImageArgs
-.. _doxid-d4/d5a/dpctl__sycl__device__interface_8h_1a34dbd5b5dbde22ba5f1d5205de298d81:
-
-.. ref-code-block:: cpp
-	:class: doxyrest-title-code-block
-
-	:ref:`DPCTL_API<doxid-d3/daa/_dll_export_8h_1aed0c117c235d99c414e0b5033d096785>` uint32_t
-	DPCTLDevice_GetMaxWriteImageArgs(:ref:`__dpctl_keep<doxid-d2/d43/group___memory_semantics_1gadd48a0161309931574aed2025a16ade7>` const :ref:`DPCTLSyclDeviceRef<doxid-df/d57/dpctl__sycl__types_8h_1a8dae76b436012ecbdebbd568e77f440d>` DRef)
-
-Wrapper over device.get_info<info::device::max_write_image_args>().
-
-
-
-.. rubric:: Parameters:
-
-.. list-table::
-	:widths: 20 80
-
-	*
-		- DRef
-
-		- Opaque pointer to a sycl::device
-
-
-
-.. rubric:: Returns:
-
-Returns the maximum number of simultaneous image objects that can be written to by a kernel. The minimum value is 8 if the SYCL device has aspect::image.
-
-.. index:: pair: function; DPCTLDevice_GetParentDevice
-.. _doxid-d4/d5a/dpctl__sycl__device__interface_8h_1acccdc3f034e6c5fd2a249907355169bc:
-
-.. ref-code-block:: cpp
-	:class: doxyrest-title-code-block
-
-	:ref:`DPCTL_API<doxid-d3/daa/_dll_export_8h_1aed0c117c235d99c414e0b5033d096785>` :ref:`__dpctl_give<doxid-d2/d43/group___memory_semantics_1ga836492a42cdfef6419378dbf8d81f452>` :ref:`DPCTLSyclDeviceRef<doxid-df/d57/dpctl__sycl__types_8h_1a8dae76b436012ecbdebbd568e77f440d>`
-	DPCTLDevice_GetParentDevice(:ref:`__dpctl_keep<doxid-d2/d43/group___memory_semantics_1gadd48a0161309931574aed2025a16ade7>` const :ref:`DPCTLSyclDeviceRef<doxid-df/d57/dpctl__sycl__types_8h_1a8dae76b436012ecbdebbd568e77f440d>` DRef)
-
-Wrapper over device.get_info<info::device::parent_device>
-
-
-
-.. rubric:: Parameters:
-
-.. list-table::
-	:widths: 20 80
-
-	*
-		- DRef
-
-		- Opaque pointer to a sycl::device
-
-
-
-.. rubric:: Returns:
-
-Returns an opaque pointer to the parent device for a sub-device, or nullptr otherwise.
-
-.. index:: pair: function; DPCTLDevice_GetPartitionMaxSubDevices
-.. _doxid-d4/d5a/dpctl__sycl__device__interface_8h_1ab48d25118cd217ccd917993afba98570:
-
-.. ref-code-block:: cpp
-	:class: doxyrest-title-code-block
-
-	:ref:`DPCTL_API<doxid-d3/daa/_dll_export_8h_1aed0c117c235d99c414e0b5033d096785>` uint32_t
-	DPCTLDevice_GetPartitionMaxSubDevices(:ref:`__dpctl_keep<doxid-d2/d43/group___memory_semantics_1gadd48a0161309931574aed2025a16ade7>` const :ref:`DPCTLSyclDeviceRef<doxid-df/d57/dpctl__sycl__types_8h_1a8dae76b436012ecbdebbd568e77f440d>` DRef)
-
-Wrapper over device.get_info<info::device::partition_max_sub_devices>
-
-
-
-.. rubric:: Parameters:
-
-.. list-table::
-	:widths: 20 80
-
-	*
-		- DRef
-
-		- Opaque pointer to a sycl::device
-
-
-
-.. rubric:: Returns:
-
-Returns the maximum number of sub-devices that can be created when this device is partitioned.
-
-.. index:: pair: function; DPCTLDevice_GetProfilingTimerResolution
-.. _doxid-d4/d5a/dpctl__sycl__device__interface_8h_1a5fe67bf4915e62ce08d80d810f0e8632:
-
-.. ref-code-block:: cpp
-	:class: doxyrest-title-code-block
-
-	:ref:`DPCTL_API<doxid-d3/daa/_dll_export_8h_1aed0c117c235d99c414e0b5033d096785>` size_t
-	DPCTLDevice_GetProfilingTimerResolution(:ref:`__dpctl_keep<doxid-d2/d43/group___memory_semantics_1gadd48a0161309931574aed2025a16ade7>` const :ref:`DPCTLSyclDeviceRef<doxid-df/d57/dpctl__sycl__types_8h_1a8dae76b436012ecbdebbd568e77f440d>` DRef)
-
-Wrapper over device.get_info<info::device::profiling_timer_resolution>
-
-
-
-.. rubric:: Parameters:
-
-.. list-table::
-	:widths: 20 80
-
-	*
-		- DRef
-
-		- Opaque pointer to a sycl::device
-
-
-
-.. rubric:: Returns:
-
-Returns the resolution of device timer in nanoseconds.
-
-.. index:: pair: function; DPCTLDevice_Hash
-.. _doxid-d4/d5a/dpctl__sycl__device__interface_8h_1a28538fa8029a6d4c7ff4d972ec690b97:
-
-.. ref-code-block:: cpp
-	:class: doxyrest-title-code-block
-
-	:ref:`DPCTL_API<doxid-d3/daa/_dll_export_8h_1aed0c117c235d99c414e0b5033d096785>` size_t
-	DPCTLDevice_Hash(:ref:`__dpctl_keep<doxid-d2/d43/group___memory_semantics_1gadd48a0161309931574aed2025a16ade7>` const :ref:`DPCTLSyclDeviceRef<doxid-df/d57/dpctl__sycl__types_8h_1a8dae76b436012ecbdebbd568e77f440d>` DRef)
-
-Wrapper over std::hash<sycl::device>'s operator()
-
-
-
-.. rubric:: Parameters:
-
-.. list-table::
-	:widths: 20 80
-
-	*
-		- DRef
-
-		- Opaque pointer to a sycl::device
-
-
-
-.. rubric:: Returns:
-
-Returns hash value.
-
-.. index:: pair: function; DPCTLQueue_SubmitBarrier
-.. _doxid-da/db8/dpctl__sycl__queue__interface_8h_1a2453786e50a7d7e51a0d240b2ce52f53:
-
-.. ref-code-block:: cpp
-	:class: doxyrest-title-code-block
-
-	:ref:`DPCTL_API<doxid-d3/daa/_dll_export_8h_1aed0c117c235d99c414e0b5033d096785>` :ref:`__dpctl_give<doxid-d2/d43/group___memory_semantics_1ga836492a42cdfef6419378dbf8d81f452>` :ref:`DPCTLSyclEventRef<doxid-df/d57/dpctl__sycl__types_8h_1a42590892ae4324c54f6ddef34009ca03>`
-	DPCTLQueue_SubmitBarrier(:ref:`__dpctl_keep<doxid-d2/d43/group___memory_semantics_1gadd48a0161309931574aed2025a16ade7>` const :ref:`DPCTLSyclQueueRef<doxid-df/d57/dpctl__sycl__types_8h_1af23137a8bf20ff63b10db9f7f987799a>` QRef)
-
-C-API wrapper for ``sycl::queue::submit_barrier()``.
-
-
-
-.. rubric:: Parameters:
-
-.. list-table::
-	:widths: 20 80
-
-	*
-		- QRef
-
-		- An opaque pointer to the ``sycl::queue``.
-
-
-
-.. rubric:: Returns:
-
-An opaque pointer to the ``sycl::event`` returned by the ``sycl::queue::submit_barrier()`` function.
-
-.. index:: pair: function; DPCTLQueue_SubmitBarrierForEvents
-.. _doxid-da/db8/dpctl__sycl__queue__interface_8h_1a1666c1e2da52e7736cfc662a7c0ad6fb:
-
-.. ref-code-block:: cpp
-	:class: doxyrest-title-code-block
-
-	:ref:`DPCTL_API<doxid-d3/daa/_dll_export_8h_1aed0c117c235d99c414e0b5033d096785>` :ref:`__dpctl_give<doxid-d2/d43/group___memory_semantics_1ga836492a42cdfef6419378dbf8d81f452>` :ref:`DPCTLSyclEventRef<doxid-df/d57/dpctl__sycl__types_8h_1a42590892ae4324c54f6ddef34009ca03>`
-	DPCTLQueue_SubmitBarrierForEvents(
-		:ref:`__dpctl_keep<doxid-d2/d43/group___memory_semantics_1gadd48a0161309931574aed2025a16ade7>` const :ref:`DPCTLSyclQueueRef<doxid-df/d57/dpctl__sycl__types_8h_1af23137a8bf20ff63b10db9f7f987799a>` QRef,
-		:ref:`__dpctl_keep<doxid-d2/d43/group___memory_semantics_1gadd48a0161309931574aed2025a16ade7>` const :ref:`DPCTLSyclEventRef<doxid-df/d57/dpctl__sycl__types_8h_1a42590892ae4324c54f6ddef34009ca03>`* DepEvents,
-		size_t NDepEvents
-		)
-
-C-API wrapper for ``sycl::queue::submit_barrier(event_vector)``.
-
-
-
-.. rubric:: Parameters:
-
-.. list-table::
-	:widths: 20 80
-
-	*
-		- QRef
-
-		- An opaque pointer to the ``sycl::queue``.
-
-	*
-		- DepEvents
-
-		- List of dependent DPCTLSyclEventRef objects (events) for the barrier. We call ``sycl::handler.depends_on`` for each of the provided events.
-
-	*
-		- NDepEvents
-
-		- Size of the DepEvents list.
-
-
-
-.. rubric:: Returns:
-
-An opaque pointer to the ``sycl::event`` returned by the ``sycl::queue::submit_barrier()`` function.
-
-.. index:: pair: function; DPCTLCString_Delete
-.. _doxid-da/d48/dpctl__utils_8h_1a33267597953b5a15fc3a052e0d09ef06:
-
-.. ref-code-block:: cpp
-	:class: doxyrest-title-code-block
-
-	:ref:`DPCTL_C_EXTERN_C_BEGIN<doxid-d7/d31/_extern_c_8h_1ad85f54ad0bab1d5206255e5920261be3>` :ref:`DPCTL_API<doxid-d3/daa/_dll_export_8h_1aed0c117c235d99c414e0b5033d096785>` void
-	DPCTLCString_Delete(:ref:`__dpctl_take<doxid-d2/d43/group___memory_semantics_1ga17fe5722d78d8ce138ca952889d07bc6>` const char* str)
-
-Deletes the C String argument.
-
-
-
-.. rubric:: Parameters:
-
-.. list-table::
-	:widths: 20 80
-
-	*
-		- str
-
-		- C string to be deleted
-
-.. index:: pair: function; DPCTLSize_t_Array_Delete
-.. _doxid-da/d48/dpctl__utils_8h_1a8666dbbe5583326eb3b57293be168ffc:
-
-.. ref-code-block:: cpp
-	:class: doxyrest-title-code-block
-
-	:ref:`DPCTL_API<doxid-d3/daa/_dll_export_8h_1aed0c117c235d99c414e0b5033d096785>` void
-	DPCTLSize_t_Array_Delete(:ref:`__dpctl_take<doxid-d2/d43/group___memory_semantics_1ga17fe5722d78d8ce138ca952889d07bc6>` size_t* arr)
-
-Deletes an array of size_t elements.
-
-
-
-.. rubric:: Parameters:
-
-.. list-table::
-	:widths: 20 80
-
-	*
-		- arr
-
-		- Array to be deleted.
-
-Macros
-------
-
-.. index:: pair: define; DPCTL_DECLARE_VECTOR_TYPE
-.. _doxid-d4/d64/dpctl__vector_8h_1a83a0669601a2adec6b227cc2276a1538:
-
-.. ref-code-block:: cpp
-	:class: doxyrest-title-code-block
-
-	#define DPCTL_DECLARE_VECTOR_TYPE(EL)
-
-Declare an opaque pointer type for a std::vector of opaque pointers wrapping SYCL data types.
-
-.. index:: pair: define; HUGE_VALF
-.. _doxid-dd/d1c/dpctl__data__types_8h_1acd69981d54c27fe0ff514645dbfc6359:
-
-.. ref-code-block:: cpp
-	:class: doxyrest-title-code-block
-
-	#define HUGE_VALF
-
-Represents a positive expression of type float.
-
-.. index:: pair: define; INT64_MAX
-.. _doxid-dd/d1c/dpctl__data__types_8h_1ad0d744f05898e32d01f73f8af3cd2071:
-
-.. ref-code-block:: cpp
-	:class: doxyrest-title-code-block
-
-	#define INT64_MAX
-
-Represents the largest possible value of a 64 bit signed integer.
-
-.. index:: pair: define; INT64_MIN
-.. _doxid-dd/d1c/dpctl__data__types_8h_1ab21f12f372f67b8ff0aa3432336ede67:
-
-.. ref-code-block:: cpp
-	:class: doxyrest-title-code-block
-
-	#define INT64_MIN
-
-Represents the smallest possible value of a 64 bit signed integer.
-
-.. index:: pair: define; UINT64_MAX
-.. _doxid-dd/d1c/dpctl__data__types_8h_1a30654b4b67d97c42ca3f9b6052dda916:
-
-.. ref-code-block:: cpp
-	:class: doxyrest-title-code-block
-
-	#define UINT64_MAX
-
-Represents the largest possible value of a 64bit unsigned integer.
-
diff --git a/pulls/1961/_sources/api_reference/libsyclinterface/generated/group_DeviceManager.rst.txt b/pulls/1961/_sources/api_reference/libsyclinterface/generated/group_DeviceManager.rst.txt
deleted file mode 100644
index ee26c9fb06..0000000000
--- a/pulls/1961/_sources/api_reference/libsyclinterface/generated/group_DeviceManager.rst.txt
+++ /dev/null
@@ -1,11 +0,0 @@
-.. index:: pair: group; Device class helper functions
-.. _doxid-dc/ddc/group___device_manager:
-
-Device class helper functions
-=============================
-
-.. toctree::
-	:hidden:
-
-Helper functions for sycl::device objects that do not directly map to any sycl::device member function.
-
diff --git a/pulls/1961/_sources/api_reference/libsyclinterface/generated/group_PlatformManager.rst.txt b/pulls/1961/_sources/api_reference/libsyclinterface/generated/group_PlatformManager.rst.txt
deleted file mode 100644
index 818931d3a2..0000000000
--- a/pulls/1961/_sources/api_reference/libsyclinterface/generated/group_PlatformManager.rst.txt
+++ /dev/null
@@ -1,11 +0,0 @@
-.. index:: pair: group; Platform class helper functions
-.. _doxid-d5/dcf/group___platform_manager:
-
-Platform class helper functions
-===============================
-
-.. toctree::
-	:hidden:
-
-Helper functions for ``sycl::platform`` objects that do not directly map to any ``sycl::platform`` member function.
-
diff --git a/pulls/1961/_sources/api_reference/libsyclinterface/generated/index.rst.txt b/pulls/1961/_sources/api_reference/libsyclinterface/generated/index.rst.txt
deleted file mode 100644
index e9f449b8cf..0000000000
--- a/pulls/1961/_sources/api_reference/libsyclinterface/generated/index.rst.txt
+++ /dev/null
@@ -1,35 +0,0 @@
-libsyclinterface
-================
-
-.. toctree::
-	:hidden:
-
-	group_DeviceManager.rst
-	group_PlatformManager.rst
-
-.. rubric:: Further Reading:
-
-|	:ref:`Device class helper functions<doxid-dc/ddc/group___device_manager>`
-|	:ref:`Platform class helper functions<doxid-d5/dcf/group___platform_manager>`
-
-
-.. toctree::
-	:hidden:
-
-	page_todo.rst
-
-.. rubric:: Related Pages:
-
-|	:doc:`page_todo`
-
-
-.. rubric:: Reference and Index:
-
-.. toctree::
-	:hidden:
-
-	global.rst
-
-|	:doc:`global`
-|	:ref:`genindex`
-
diff --git a/pulls/1961/_sources/api_reference/libsyclinterface/generated/namespace_dpctl.rst.txt b/pulls/1961/_sources/api_reference/libsyclinterface/generated/namespace_dpctl.rst.txt
deleted file mode 100644
index e911c00079..0000000000
--- a/pulls/1961/_sources/api_reference/libsyclinterface/generated/namespace_dpctl.rst.txt
+++ /dev/null
@@ -1,25 +0,0 @@
-.. index:: pair: namespace; dpctl
-.. _doxid-d2/df1/namespacedpctl:
-
-namespace dpctl
-===============
-
-.. toctree::
-	:hidden:
-
-	namespace_dpctl_syclinterface.rst
-
-
-
-
-.. ref-code-block:: cpp
-	:class: doxyrest-overview-code-block
-
-	
-	namespace dpctl {
-
-	// namespaces
-
-	namespace :ref:`dpctl::syclinterface<doxid-d1/d06/namespacedpctl_1_1syclinterface>`;
-
-	} // namespace dpctl
diff --git a/pulls/1961/_sources/api_reference/libsyclinterface/generated/namespace_dpctl_syclinterface.rst.txt b/pulls/1961/_sources/api_reference/libsyclinterface/generated/namespace_dpctl_syclinterface.rst.txt
deleted file mode 100644
index 1376c5aef5..0000000000
--- a/pulls/1961/_sources/api_reference/libsyclinterface/generated/namespace_dpctl_syclinterface.rst.txt
+++ /dev/null
@@ -1,35 +0,0 @@
-.. index:: pair: namespace; dpctl::syclinterface
-.. _doxid-d1/d06/namespacedpctl_1_1syclinterface:
-
-namespace dpctl::syclinterface
-==============================
-
-.. toctree::
-	:hidden:
-
-	class_dpctl_syclinterface_dpctl_accelerator_selector.rst
-	class_dpctl_syclinterface_dpctl_cpu_selector.rst
-	class_dpctl_syclinterface_dpctl_default_selector.rst
-	class_dpctl_syclinterface_dpctl_device_selector.rst
-	class_dpctl_syclinterface_dpctl_filter_selector.rst
-	class_dpctl_syclinterface_dpctl_gpu_selector.rst
-
-
-
-
-.. ref-code-block:: cpp
-	:class: doxyrest-overview-code-block
-
-	
-	namespace syclinterface {
-
-	// classes
-
-	class :ref:`dpctl_accelerator_selector<doxid-de/d9f/classdpctl_1_1syclinterface_1_1dpctl__accelerator__selector>`;
-	class :ref:`dpctl_cpu_selector<doxid-d4/d09/classdpctl_1_1syclinterface_1_1dpctl__cpu__selector>`;
-	class :ref:`dpctl_default_selector<doxid-dd/d0e/classdpctl_1_1syclinterface_1_1dpctl__default__selector>`;
-	class :ref:`dpctl_device_selector<doxid-d0/dbb/classdpctl_1_1syclinterface_1_1dpctl__device__selector>`;
-	class :ref:`dpctl_filter_selector<doxid-d9/dba/classdpctl_1_1syclinterface_1_1dpctl__filter__selector>`;
-	class :ref:`dpctl_gpu_selector<doxid-dc/d55/classdpctl_1_1syclinterface_1_1dpctl__gpu__selector>`;
-
-	} // namespace syclinterface
diff --git a/pulls/1961/_sources/api_reference/libsyclinterface/generated/page_todo.rst.txt b/pulls/1961/_sources/api_reference/libsyclinterface/generated/page_todo.rst.txt
deleted file mode 100644
index 9bcef778fa..0000000000
--- a/pulls/1961/_sources/api_reference/libsyclinterface/generated/page_todo.rst.txt
+++ /dev/null
@@ -1,28 +0,0 @@
-.. index:: pair: page; Todo List
-.. _doxid-dd/da0/todo:
-
-Todo List
-=========
-
-.. list-table::
-	:widths: 20 80
-
-	*
-		- Global :ref:`DPCTLKernelArgType <doxid-d3/d94/dpctl__sycl__enum__types_8h_1a2b3d2dd8e0c358370eac0a59fb3fe089>`
-
-		- :target:`doxid-dd/da0/todo_1_todo000001` Add support for sycl::buffer
-
-	*
-		- Global :ref:`DPCTLQueue_SubmitNDRange <doxid-d2/d22/group___queue_interface_1ga94b6312555d533998e46c9ad312bda8e>` (\__dpctl_keep const DPCTLSyclKernelRef KRef, \__dpctl_keep const DPCTLSyclQueueRef QRef, \__dpctl_keep void \*\*Args, \__dpctl_keep const DPCTLKernelArgType \*ArgTypes, size_t NArgs, \__dpctl_keep const size_t gRange[3], \__dpctl_keep const size_t lRange[3], size_t NDims, \__dpctl_keep const DPCTLSyclEventRef \*DepEvents, size_t NDepEvents)
-
-		- :target:`doxid-dd/da0/todo_1_todo000003` sycl::buffer arguments are not supported yet.
-		  
-		  Add support for id<Dims> WorkItemOffset
-
-	*
-		- Global :ref:`DPCTLQueue_SubmitRange <doxid-d2/d22/group___queue_interface_1ga31ae37a405b585b26e10101d13283c62>` (\__dpctl_keep const DPCTLSyclKernelRef KRef, \__dpctl_keep const DPCTLSyclQueueRef QRef, \__dpctl_keep void \*\*Args, \__dpctl_keep const DPCTLKernelArgType \*ArgTypes, size_t NArgs, \__dpctl_keep const size_t Range[3], size_t NRange, \__dpctl_keep const DPCTLSyclEventRef \*DepEvents, size_t NDepEvents)
-
-		- :target:`doxid-dd/da0/todo_1_todo000002` ``sycl::buffer`` arguments are not supported yet.
-		  
-		  Add support for id<Dims> WorkItemOffset
-
diff --git a/pulls/1961/_sources/api_reference/libsyclinterface/generated/struct_MDLocalAccessorTy.rst.txt b/pulls/1961/_sources/api_reference/libsyclinterface/generated/struct_MDLocalAccessorTy.rst.txt
deleted file mode 100644
index 60a399ee4c..0000000000
--- a/pulls/1961/_sources/api_reference/libsyclinterface/generated/struct_MDLocalAccessorTy.rst.txt
+++ /dev/null
@@ -1,27 +0,0 @@
-.. index:: pair: struct; MDLocalAccessorTy
-.. _doxid-db/dfd/struct_m_d_local_accessor_ty:
-
-struct MDLocalAccessorTy
-========================
-
-.. toctree::
-	:hidden:
-
-Structure to be used to specify dimensionality and type of local_accessor kernel type argument.
-
-
-.. ref-code-block:: cpp
-	:class: doxyrest-overview-code-block
-
-	#include <dpctl_sycl_queue_interface.h>
-	
-	struct MDLocalAccessorTy
-	{
-		// fields
-	
-		size_t :target:`dim0<doxid-db/dfd/struct_m_d_local_accessor_ty_1a2f38fe6c63084fd947ec322c8609f79a>`;
-		size_t :target:`dim1<doxid-db/dfd/struct_m_d_local_accessor_ty_1a198638e249a88789bbfa13ef50a9a675>`;
-		size_t :target:`dim2<doxid-db/dfd/struct_m_d_local_accessor_ty_1af0876c6b8135d36550f0cdc5047907d0>`;
-		:ref:`DPCTLKernelArgType<doxid-d3/d94/dpctl__sycl__enum__types_8h_1a2b3d2dd8e0c358370eac0a59fb3fe089>` :target:`dpctl_type_id<doxid-db/dfd/struct_m_d_local_accessor_ty_1a2e17804f58ddf62527c0fe8d292084e2>`;
-		size_t :target:`ndim<doxid-db/dfd/struct_m_d_local_accessor_ty_1a5737884a1cd8859b0ee4e4bb7bcaa648>`;
-	};
diff --git a/pulls/1961/_sources/api_reference/libsyclinterface/index.rst.txt b/pulls/1961/_sources/api_reference/libsyclinterface/index.rst.txt
deleted file mode 100644
index 125c406ab0..0000000000
--- a/pulls/1961/_sources/api_reference/libsyclinterface/index.rst.txt
+++ /dev/null
@@ -1,15 +0,0 @@
-.. _libsyclinterface:
-
-C Library SyclInterface
-========================
-
-:py:mod:`dpctl` contains the SyclInterface library which provides C APIs to a subset of functionality exposed in DPC++ runtime classes.
-
-The C API was necessary to support the :py:mod:`numba_dpex` project to use DPC++ runtime classes from LLVM it generates.
-
-Full :doc:`API reference <generated/index>` is generated using doxyrest from doxygen strings.
-
-.. toctree::
-    :hidden:
-
-    generated/index
diff --git a/pulls/1961/_sources/beginners_guides/index.rst.txt b/pulls/1961/_sources/beginners_guides/index.rst.txt
deleted file mode 100644
index eeac66484b..0000000000
--- a/pulls/1961/_sources/beginners_guides/index.rst.txt
+++ /dev/null
@@ -1,47 +0,0 @@
-.. _beginners_guides:
-
-=================
-Beginner's guides
-=================
-
-Introduction
-------------
-
-:mod:`dpctl` brings the standard-based execution model to program a heterogeneous system
-to Python through invocations of oneAPI-based native libraries, their Python interfaces,
-or by using DPC++-based Python native extensions built using :mod:`dpctl` integration with
-Python native extension generators.
-
-The :py:mod:`dpctl` runtime is built on top of the C++ SYCL 2020 standard as implemented in the
-`Intel(R) oneAPI DPC++ compiler <dpcpp_compiler>`_ and is designed to be both vendor and
-architecture agnostic.
-
-Installation
-------------
-
-* :ref:`Installing <dpctl_installation>` :mod:`dpctl`
-* Setting up drivers
-
-Working with devices
---------------------
-
-* :ref:`Managing devices <beginners_guide_managing_devices>`
-
-Introduction to array library
------------------------------
-
-* :ref:`Getting started <beginners_guide_tensor_intro>` with :mod:`dpctl.tensor`
-
-Miscellaneous
--------------
-
-* History of ``"dpctl"`` :ref:`name <beginners_guide_why_dpctl>`
-* Frequently asked questions
-
-.. toctree::
-    :hidden:
-
-    installation
-    managing_devices
-    tensor_intro
-    misc
diff --git a/pulls/1961/_sources/beginners_guides/installation.rst.txt b/pulls/1961/_sources/beginners_guides/installation.rst.txt
deleted file mode 100644
index 84a7f15cb7..0000000000
--- a/pulls/1961/_sources/beginners_guides/installation.rst.txt
+++ /dev/null
@@ -1,216 +0,0 @@
-.. _dpctl_installation:
-
-####################
-Installing ``dpctl``
-####################
-
-License
-=======
-
-:py:mod:`dpctl` is licensed under Apache* License 2.0 that can be found in the
-`LICENSE <dpctl_license_>`_ file.
-All usage and contributions to the project are subject to the terms and
-conditions of this license.
-
-.. _dpctl_license: https://github.com/IntelPython/dpctl/blob/master/LICENSE
-
-See the user guide :ref:`document <user_guide_dpctl_license>` for additional information.
-
-Installation using conda
-========================
-
-Binary builds of :py:mod:`dpctl` are available for the `conda package manager <conda_docs_>`_
-ecosystem.
-
-.. _conda_docs: https://docs.conda.io/projects/conda/en/stable/
-
-Released versions of the package can be installed from the Intel channel, as
-indicated by ``--channel`` option:
-
-.. code-block:: bash
-    :caption: Getting latest released version of ``dpctl`` using conda
-
-    conda create --name dpctl_env --channel https://software.repos.intel.com/python/conda/ --channel conda-forge dpctl
-
-Development builds of ``dpctl`` can be accessed from the ``dppy/label/dev`` channel:
-
-.. code-block:: bash
-    :caption: Getting latest development version
-
-    conda create -n dpctl_nightly -c dppy/label/dev -c https://software.repos.intel.com/python/conda/ -c conda-forge dpctl
-
-.. note::
-    If :py:mod:`dpctl` is not available for the Python version of interest,
-    see `Building from source`_.
-
-
-Installation using pip
-======================
-
-Binary wheels are published with Python Package Index (https://pypi.org/project/dpctl/).
-
-.. code-block:: bash
-    :caption: Getting latest released version of ``dpctl`` using ``pip``
-
-    python -m pip install dpctl
-
-
-Binary wheels of ``dpctl`` and its dependencies are also published on Intel(R) channel. To install from this non-default package index,
-use
-
-.. code-block:: bash
-
-    python -m pip install --index-url https://software.repos.intel.com/python/pypi dpctl
-
-.. note::
-    As of April 2024, installation using ``pip`` on Linux* requires
-    that host operating system had ``libstdc++.so`` library version 6.0.29
-    or later.  Check the version you have by executing
-    ``find /lib/x86_64-linux-gnu/ -name "libstdc++*"``
-
-.. note::
-    If :py:mod:`dpctl` is not available for the Python version of interest,
-    see `Building from source`_.
-
-
-Installation via Intel(R) Distribution for Python
-=================================================
-
-`Intel(R) Distribution for Python* <idp_page_>`_ is distributed as a conda-based installer
-and includes :py:mod:`dpctl` along with its dependencies and sister projects :py:mod:`dpnp`
-and :py:mod:`numba_dpex`.
-
-.. _idp_page: https://www.intel.com/content/www/us/en/developer/tools/oneapi/distribution-for-python.html
-
-Once the installed environment is activated, ``dpctl`` should be ready to use.
-
-System requirements
-===================
-
-Since :py:mod:`dpctl` is compiled using the Intel(R) oneAPI DPC++ compiler,
-the `compiler's system requirements for runtime <dpcpp_system_reqs_>`_ must be met.
-
-In order for DPC++ runtime to recognize supported hardware appropriate drivers must be installed.
-Directions to install drivers for Intel GPU devices are available at https://dgpu-docs.intel.com/
-
-.. _dpcpp_system_reqs: https://www.intel.com/content/www/us/en/developer/articles/system-requirements/intel-oneapi-dpcpp-system-requirements.html
-
-Once ``dpctl`` is installed, use ``python -m dpctl --full-list`` to list recognized devices.
-
-For ``dpctl`` to target Intel GPU devices, appropriate drivers should be installed systemwide.
-Please refer to `GPU installation guide <gpu_stack_installation_guide_>`_ for detailed
-instructions on how to install required drivers on Linux.
-
-.. _gpu_stack_installation_guide: https://dgpu-docs.intel.com/
-
-.. note::
-    Instructions for setting up GPU drivers in Windows Subsystem for Linux (WSL)
-    will be added in a future release of this document.
-
-Building from source
-====================
-
-There are several reasons to want to build ``dpctl`` from source:
-
-1. To use it with Python version for which binary artifacts are not available
-2. To be able to use DPC++ runtime libraries from local installation of DPC++ compiler and
-   avoid installing them into Python environment
-3. To build for custom SYCL targets, such as ``nvptx64-nvidia-cuda`` or ``"amdgcn-amd-amdhsa"``.
-
-Building locally for use with oneAPI DPC++ installation
--------------------------------------------------------
-
-Working with :py:mod:`dpctl` in this mode assumes that the DPC++ compiler is activated, and that
-Python environment has all build and runtime dependencies of ``dpctl`` installed.
-
-One way to create such environment is as follows:
-
-.. code-block:: bash
-    :caption: Creation of environment to build ``dpctl`` locally
-
-    conda create -n dev_dpctl -c conda-forge python=3.12 pip
-    conda activate dev_dpctl
-    pip install --no-cache-dir numpy cython scikit-build cmake ninja pytest
-
-Using such environment and with DPC++ compiler activated, build the project using
-
-.. code-block:: bash
-
-   python scripts/build_locally.py --verbose
-
-.. note::
-    Coming back to use this local build of ``dpctl`` remember to activate DPC++.
-
-Building for custom SYCL targets
---------------------------------
-
-Project :py:mod:`dpctl` is written using generic SYCL and supports building for
-multiple SYCL targets, subject to limitations of `CodePlay <https://codeplay.com/>`_
-plugins implementing  SYCL programming model for classes of devices.
-
-Building ``dpctl`` for these targets requires that these CodePlay plugins be
-installed into DPC++ installation layout of compatible version.
-The following plugins from CodePlay are supported:
-
-    - `oneAPI for NVIDIA(R) GPUs <codeplay_nv_plugin_>`_
-    - `oneAPI for AMD GPUs <codeplay_amd_plugin_>`_
-
-.. _codeplay_nv_plugin: https://developer.codeplay.com/products/oneapi/nvidia/
-.. _codeplay_amd_plugin: https://developer.codeplay.com/products/oneapi/amd/
-
-``dpctl`` can be built for CUDA devices as follows:
-
-.. code-block:: bash
-
-    python scripts/build_locally.py --verbose --cmake-opts="-DDPCTL_TARGET_CUDA=ON"
-
-And for AMD devices
-
-.. code-block:: bash
-
-    python scripts/build_locally.py --verbose --cmake-opts="-DDPCTL_TARGET_HIP=gfx1030"
-
-Note that the  `oneAPI for AMD GPUs` plugin requires the architecture be specified and only
-one architecture can be specified at a time.
-
-It is, however, possible to build for Intel devices, CUDA devices, and an AMD device
-architecture all at once:
-
-.. code-block:: bash
-
-    python scripts/build_locally.py --verbose --cmake-opts="-DDPCTL_TARGET_CUDA=ON \
-    -DDPCTL_TARGET_HIP=gfx1030"
-
-Running Examples and Tests
-==========================
-
-Running the Examples
---------------------
-
-After setting up dpctl, you can test the Python examples as follows:
-
-.. code-block:: bash
-
-    for script in `ls examples/python/`
-    do
-    echo "executing ${script}"
-    python examples/python/${script}
-    done
-
-The :py:mod:`dpctl` repository also provides a set of `examples <examples_sources_>`_
-of building Cython and pybind11 extensions with the DPC++ compiler that interoperate
-with :py:mod:`dpctl`.
-
-.. _examples_sources: https://github.com/IntelPython/dpctl/tree/master/examples/
-
-Please refer to the ``README.md`` file in respective folders for instructions on how to build
-each example Python project and how to execute its test suite.
-
-Running the Python Tests
-------------------------
-
-You can execute Python test suite of :py:mod:`dpctl` with:
-
-.. code-block:: bash
-
-    pytest --pyargs dpctl
diff --git a/pulls/1961/_sources/beginners_guides/managing_devices.rst.txt b/pulls/1961/_sources/beginners_guides/managing_devices.rst.txt
deleted file mode 100644
index cb1303e174..0000000000
--- a/pulls/1961/_sources/beginners_guides/managing_devices.rst.txt
+++ /dev/null
@@ -1,355 +0,0 @@
-.. _beginners_guide_managing_devices:
-
-################
-Managing devices
-################
-
-.. _beginners_guide_enumerating_devices:
-
-Enumerating available devices
-=============================
-
-Listing platform from command-line
------------------------------------
-
-:py:mod:`dpctl` provides command-line interface to list available platforms:
-
-.. code-block:: bash
-    :caption: List platforms with detailed information on devices
-
-    python -m dpctl --full-list
-
-A sample output of executing such a command on a laptop:
-
-.. code-block:: text
-    :caption: Sample output of running ``python -m dpctl --full-list``
-
-    Platform  0 ::
-        Name        Intel(R) FPGA Emulation Platform for OpenCL(TM)
-        Version     OpenCL 1.2 Intel(R) FPGA SDK for OpenCL(TM), Version 20.3
-        Vendor      Intel(R) Corporation
-        Backend     opencl
-        Num Devices 1
-        # 0
-            Name                Intel(R) FPGA Emulation Device
-            Version             2024.17.2.0.22_223154
-            Filter string       opencl:accelerator:0
-    Platform  1 ::
-        Name        Intel(R) OpenCL
-        Version     OpenCL 3.0 LINUX
-        Vendor      Intel(R) Corporation
-        Backend     opencl
-        Num Devices 1
-        # 0
-            Name                11th Gen Intel(R) Core(TM) i7-1185G7 @ 3.00GHz
-            Version             2024.17.2.0.22_223154
-            Filter string       opencl:cpu:0
-    Platform  2 ::
-        Name        Intel(R) OpenCL Graphics
-        Version     OpenCL 3.0
-        Vendor      Intel(R) Corporation
-        Backend     opencl
-        Num Devices 1
-        # 0
-            Name                Intel(R) Graphics [0x9a49]
-            Version             23.52.28202.26
-            Filter string       opencl:gpu:0
-    Platform  3 ::
-        Name        Intel(R) Level-Zero
-        Version     1.3
-        Vendor      Intel(R) Corporation
-        Backend     ext_oneapi_level_zero
-        Num Devices 1
-        # 0
-            Name                Intel(R) Graphics [0x9a49]
-            Version             1.3.28202
-            Filter string       level_zero:gpu:0
-
-.. currentmodule:: dpctl
-
-Command-line interface is useful for verifying that drivers are installed correctly.
-It is implemented using :py:func:`lsplatform` function.
-
-.. note::
-    The output on your particular heterogeneous system may vary, depending on available hardware and drivers installed.
-
-Listing devices programmatically
---------------------------------
-
-Devices can also be discovered programmatically, either by using :py:func:`lsplatform` to :py:func:`print` the listing or
-by using :py:func:`get_devices` to obtain a list of :py:class:`SyclDevice` objects suitable for further processing.
-
-.. code-block:: python
-    :caption: Example: Obtaining list of available devices for processing
-
-    import dpctl
-
-    # get all available devices
-    devices = dpctl.get_devices()
-
-    # get memory of each in GB
-    {d.name: d.global_mem_size // (1024 ** 3) for d in devices}
-
-
-.. _beginners_guide_oneapi_device_selector:
-
-Interaction with DPC++ environment variables
---------------------------------------------
-
-:py:mod:`dpctl` relies on DPC++ runtime for device discovery and is :ref:`subject <user_guides_env_variables>` to
-environment variables that influence behavior of the runtime.
-Setting ``ONEAPI_DEVICE_SELECTOR`` environment variable may restrict the set of devices visible to DPC++ runtime,
-and hence to :py:mod:`dpctl`.
-
-The value of the variable must follow a specific syntax (please refer to
-`list of environment variables <dpcpp_env_vars_>`_ recognized by oneAPI DPC++ runtime for additional detail). Some examples
-of valid settings are:
-
-.. list-table::
-    :header-rows: 1
-
-    * - Setting
-      - Availability
-
-    * - ``*:cpu``
-      - Only CPU devices from all backends are available
-
-    * - ``!*:cpu``
-      - All devices except CPU devices are available
-
-    * - ``*:gpu``
-      - Only GPU devices from all backends are available
-
-    * - ``cuda:*``
-      - All devices only from CUDA backend are available
-
-    * - ``hip:*``
-      - All devices only from HIP backend are available
-
-    * - ``level_zero:0,1``
-      - Two specific devices from Level-Zero backend are available
-
-    * - ``level_zero:gpu;cuda:gpu;opencl:cpu``
-      - Level-Zero GPU devices, CUDA GPU devices, and OpenCL CPU devices are available
-
-.. _dpcpp_env_vars: https://intel.github.io/llvm-docs/EnvironmentVariables.html
-
-.. code-block:: bash
-    :caption: Example: Setting ``ONEAPI_DEVICE_SELECTOR=*:cpu`` renders GPU devices unavailable even if they are present
-
-    export ONEAPI_DEVICE_SELECTOR=*:cpu
-    # would only show CPU device
-    python -m dpctl -f
-
-    unset ONEAPI_DEVICE_SELECTOR
-    # all available devices are available now
-    python -m dpctl -f
-
-.. _beginners_guide_device_selection:
-
-Device selection
-================
-
-DPC++ runtime provides a way to select a device with a highest score to for a set of selection scoring strategies.
-Amongst these are a default selector, CPU selector, GPU selector, as well as filter-string selector.
-
-Using fixed device selectors
-----------------------------
-
-:py:mod:`dpctl` exposes device selection using fixed selectors as free functions:
-
-.. currentmodule:: dpctl
-
-.. list-table::
-
-    * - :py:func:`select_default_device`
-      - :py:func:`select_gpu_device`
-    * - :py:func:`select_cpu_device`
-      - :py:func:`select_accelerator_device`
-
-:Example:
-    .. code-block:: python
-
-        >>> import dpctl
-        >>> dpctl.select_default_device()
-        <dpctl.SyclDevice [backend_type.level_zero, device_type.gpu,  Intel(R) Graphics [0x9a49]] at 0x7fbce2f129f0>
-        >>> dpctl.select_cpu_device()
-        <dpctl.SyclDevice [backend_type.opencl, device_type.cpu,  11th Gen Intel(R) Core(TM) i7-1185G7 @ 3.00GHz] at 0x7fbccbe90db0>
-
-Also note, that default-constructor of :class:`dpctl.SyclDevice` also creates the default-selected device:
-
-:Example:
-    .. code-block:: python
-
-        >>> import dpctl
-        >>> dpctl.SyclDevice()
-        <dpctl.SyclDevice [backend_type.level_zero, device_type.gpu,  Intel(R) Graphics [0x9a49]] at 0x7fbccb78d030>
-        >>> dpctl.select_default_device()
-        <dpctl.SyclDevice [backend_type.level_zero, device_type.gpu,  Intel(R) Graphics [0x9a49]] at 0x7fbce2f129f0>
-
-Selecting device based on aspects
----------------------------------
-
-In addition, :py:func:`select_device_with_aspects` permits selecting a device based on aspects it is required to have:
-
-.. code-block:: python
-    :caption: Example: Selecting devices based on their aspects
-
-    import dpctl
-
-    # select a device that support float64 data type
-    dev1 = dpctl.select_device_with_aspects("fp64")
-
-    # select a device that supports atomic operations on 64-bit types
-    # in USM-shared allocations
-    dev2 = dpctl.select_device_with_aspects(
-        ["atomic64", "usm_atomic_shared_allocations"]
-    )
-
-An aspect string ``asp`` is valid if ``hasattr(dpctl.SyclDevice, "has_aspect_" + asp)`` evaluates to ``True``.
-
-Selecting device using filter selector string
----------------------------------------------
-
-:py:class:`SyclDevice` may also be created using :ref:`filter selector string <filter_selector_string>` specified
-as argument to the class constructor:
-
-.. code-block:: python
-    :caption: Example: Creating device based on filter-selector string
-
-    import dpctl
-
-    # create any GPU device
-    dev_gpu = dpctl.SyclDevice("gpu")
-
-    # take second device GPU device in the list of GPU devices
-    # 0-based number is used
-    dev_gpu1 = dpctl.SyclDevice("gpu:1")
-
-    # create GPU device, or CPU if GPU is not available
-    dev_gpu_or_cpu = dpctl.SyclDevice("gpu,cpu")
-
-.. _beginners_guide_oneapi_device_selector_usecase:
-
-Selecting device using ``ONEAPI_DEVICE_SELECTOR``
--------------------------------------------------
-
-The device returned by :py:func:`select_default_device`, as well the behavior
-of default constructor of :py:class:`SyclDevice` class is influenced by settings
-of ``ONEAPI_DEVICE_SELECTOR`` as explained earlier.
-
-Some users may find it convenient to always use a default-selected device, but control
-which device that may be by setting this environment variable.
-For example, the following script:
-
-.. code-block:: python
-    :caption: Sample array computation script "run.py"
-
-    from dpctl import tensor as dpt
-
-    gamma = 0.34
-    x = dpt.linspace(0, 2*dpt.pi, num=10**6)
-    f = dpt.sin(gamma * x) * dpt.exp(-x)
-
-    int_approx = dpt.sum(f)
-    print(f"Approximate value of integral: {int_approx} running on {x.device}" )
-
-This script may be executed on a CPU, or GPU as follows:
-
-.. code-block:: bash
-
-    # execute on CPU device
-    ONEAPI_DEVICE_SELECTOR=*:cpu python run.py
-    #   Output: Approximate value of integral: 48328.99708167 running on Device(opencl:cpu:0)
-
-    # execute on GPU device
-    ONEAPI_DEVICE_SELECTOR=*:gpu python run.py
-    #   Output: Approximate value of integral: 48329. running on Device(level_zero:gpu:0)
-
-
-.. _beginners_guide_device_info:
-
-Obtaining information about device
-==================================
-
-.. currentmodule:: dpctl
-
-An instance of :py:class:`SyclDevice` provides access to a collection of
-descriptors characterizing underlying ``sycl::device``.
-
-Properties ``has_aspect_*`` expose Boolean descriptors which can be either ``True`` or ``False``.
-Other descriptions are exposed as properties of the instance.
-
-.. code-block:: python
-    :caption: Example: Obtaining information about a device
-
-    import dpctl
-
-    # create default-selected device
-    dev = dpctl.SyclDevice()
-
-    # number of compute units
-    cu = dev.max_compute_units
-    # maximal supported size of a work-group
-    max_wg = dev.max_work_group_size
-    # size of shared local memory in bytes
-    loc_mem_sz = dev.local_mem_size
-
-    # name of the device
-    dname = dev.name
-    # maximal clock frequency in MHz
-    freq = dev.max_clock_frequency
-
-
-.. currentmodule:: dpctl.utils
-
-For Intel GPU devices, additional architectural information can be access with :py:func:`intel_device_info` function:
-
-.. code-block:: python
-    :caption: Example: Intel GPU-specific information
-
-    In [1]: import dpctl, dpctl.utils
-
-    In [2]: d_gpu = dpctl.SyclDevice()
-
-    # Output for Iris Xe integerate GPU, with PCI ID 0x9a49
-    # (corresponding decimal value: 39497)
-    In [3]: dpctl.utils.intel_device_info(d_gpu)
-    Out[3]:
-    {'device_id': 39497,
-    'gpu_eu_count': 96,
-    'gpu_hw_threads_per_eu': 7,
-    'gpu_eu_simd_width': 8,
-    'gpu_slices': 1,
-    'gpu_subslices_per_slice': 12,
-    'gpu_eu_count_per_subslice': 8}
-
-Please refer to "Intel(R) Xe GPU Architecture" section of the "`oneAPI GPU Optimization Guide <gpu_opt_guide_>`_"
-for detailed explanation of these architectural descriptors.
-
-.. _gpu_opt_guide: https://www.intel.com/content/www/us/en/docs/oneapi/optimization-guide-gpu/
-
-Creating sub-devices
-====================
-
-Some SYCL devices may support partitioning into logical sub-devices.
-Devices created by way of partitioning are treated the same way as unpartitioned devices, and
-are represented as instances of :class:`dpctl.SyclDevice` class.
-
-To partition a device use :meth:`dpctl.SyclDevice.create_sub_devices`. If the device instance
-can not be partitioned any further, an exception :exc:`dpctl.SyclSubDeviceCreationError` is raised.
-
-:Example:
-
-    .. code-block:: python
-
-        >>> import dpctl
-        >>> cpu = dpctl.select_cpu_device()
-        >>> sub_devs = cpu.create_sub_devices(partition=[2, 2])
-        >>> len(sub_device)
-        2
-        >>> [d.max_compute_units for d in sub_devs]
-        [2, 2]
-
-Sub-devices may be used by expert users to create multiple queues and experiment with load balancing,
-study scaling, etc.
diff --git a/pulls/1961/_sources/beginners_guides/misc.rst.txt b/pulls/1961/_sources/beginners_guides/misc.rst.txt
deleted file mode 100644
index e5aacd56da..0000000000
--- a/pulls/1961/_sources/beginners_guides/misc.rst.txt
+++ /dev/null
@@ -1,69 +0,0 @@
-.. _beginners_guide_why_dpctl:
-
-History of ``dpctl`` name
-=========================
-
-SYCL Execution Model
---------------------
-
-:sycl_spec_2020:`SYCL standard <>` proposes an execution model, in which a
-user controls :ref:`execution placement <user_guide_queues>` by specifying
-``sycl::queue`` object as a function argument. This execution model affords
-uniform API for executing code on a variety of devices addressable with SYCL:
-
-.. code-block:: python
-    :caption: Example of execution on different devices
-
-    # Execute on CPU device
-    foo(q_cpu, ...)
-
-    # Execute on GPU device from vendor A
-    foo(q_gpuA, ...)
-
-    # Execute on GPU device from vendor B
-    foo(q_gpuB, ...)
-
-oneAPI DPC++ implementation of SYCL
------------------------------------
-
-Intel(R) oneAPI DPC++ compiler is an implementation of SYCL standard along
-with a set of oneAPI extensions proposed for adoption into the standard.
-
-DPC++ stands for `Data-Parallel C++ <dpcpp_book_>`_, because it brings
-:ref:`data parallelism <parallelism_definitions>` to C++ language.
-
-.. _dpcpp_book: https://link.springer.com/book/10.1007/978-1-4842-5574-2
-
-:py:mod:`dpctl` was created out of the need to interact with DPC++ runtime
-to control execution placement from LLVM as needed by :py:mod:`numba_dpex`.
-
-The name Data Parallel ConTroL (DPCTL) stuck.
-
-.. note::
-    :py:mod:`dpctl` is not related to Open vSwitch Data Paths Control program ``osv-dpctl``
-    provided by `Open vSwitch`_.
-
-.. _Open vSwitch: https://www.openvswitch.org/
-
-.. _parallelism_definitions:
-
-Types of parallelisms
----------------------
-
-Parallelism refers to an opportunity to work on multiple parts of a problem independently.
-
-Exploiting parallelism requires capable hardware to work on more than one thing at a time,
-such as GPUs or multi-core CPUs.
-
-Two commonly encountered types of parallelism are:
-
-* Task parallelism - problem is decomposed into independent tasks.
-* Data parallelism - same task can be independently performed on different data inputs.
-
-
-`Intel(R) oneAPI DPC++ <intel_oneapi_dpcpp_>`_ compiler implements SYCL standard which brings data parallelism to C++ language,
-so it is appropriate that DPC++ stands for data-parallel C++. Please refer to open access book "`Data Parallel C++ <mastering_dpcpp_book_>`_"
-by J. Rainders, et. al. for a great introduction.
-
-.. _intel_oneapi_dpcpp: https://www.intel.com/content/www/us/en/developer/tools/oneapi/data-parallel-c-plus-plus.html
-.. _mastering_dpcpp_book: https://link.springer.com/book/10.1007/978-1-4842-5574-2
diff --git a/pulls/1961/_sources/beginners_guides/tensor_intro.rst.txt b/pulls/1961/_sources/beginners_guides/tensor_intro.rst.txt
deleted file mode 100644
index 7327fa556f..0000000000
--- a/pulls/1961/_sources/beginners_guides/tensor_intro.rst.txt
+++ /dev/null
@@ -1,287 +0,0 @@
-.. _beginners_guide_tensor_intro:
-
-Intro to :py:mod:`dpctl.tensor`
-===============================
-
-Supported array data types
---------------------------
-
-The tensor submodule provides an N-dimensional array object for a tensor whose values have the same data type
-from the :ref:`following list <dpctl_tensor_data_types>`:
-
-.. currentmodule:: dpctl.tensor
-
-.. list-table::
-
-    * -
-      - :attr:`int8`
-      - :attr:`int16`
-      - :attr:`int32`
-      - :attr:`int64`
-      -
-      - :attr:`float16`
-      - :attr:`float32`
-      - :attr:`complex64`
-
-    * - :attr:`bool`
-      - :attr:`uint8`
-      - :attr:`uint16`
-      - :attr:`uint32`
-      - :attr:`uint64`
-      -
-      -
-      - :attr:`float64`
-      - :attr:`complex128`
-
-
-Creating an array
------------------
-
-Array :ref:`creation functions <dpctl_tensor_creation_functions>` support keyword arguments that
-control the device where the array is allocated as well as aspects of
-:ref:`Unified Shared Memory allocation <dpctl_memory_pyapi>` for the array.
-
-These three keywords are:
-
-.. list-table::
-    :header-rows: 1
-
-    * - Keyword arguments
-      - Default value
-      - Description
-    * - ``usm_type``
-      - ``"device"``
-      - type of USM allocation to make
-    * - ``device``
-      - ``None``
-      - :py:class:`dpctl.tensor.Device` instance
-    * - ``sycl_queue``
-      - ``None``
-      - Instance of :class:`dpctl.SyclQueue` associated with array
-
-Arguments ``sycl_queue`` and ``device`` are complementary to each other, and
-a user need only provide one of these.
-
-A valid setting for the ``device`` keyword argument is any object that can be passed to :py:meth:`dpctl.tensor.Device.create_device`.
-If both ``device`` and ``sycl_queue`` keyword arguments are specified, they must correspond to :class:`dpctl.SyclQueue` instances which
-compare equal to one another.
-
-A created instance of :class:`usm_ndarray` has an associated :class:`dpctl.SyclQueue` instance that can be retrieved
-using :attr:`dpctl.tensor.usm_ndarray.sycl_queue` property. The underlying USM allocation
-is allocated on :class:`dpctl.SyclDevice` and is bound to :class:`dpctl.SyclContext` targeted by this queue.
-
-.. _dpctl_tensor_compute_follows_data:
-
-Execution model
----------------
-
-When one of more instances of ``usm_ndarray`` objects are passed to a function in :py:mod:`dpctl.tensor` other than creation function,
-a "compute follows data" execution model is followed.
-
-The model requires that :class:`dpctl.SyclQueue` instances associated with each array compared equal to one another, signifying that
-each one corresponds to the same underlying ``sycl::queue`` object. In such a case, the output array is associated with the same
-``sycl::queue`` and computations are scheduled for execution using this ``sycl::queue``.
-
-.. note::
-    Two instances :class:`dpctl.SyclQueue` may target the same ``sycl::device`` and be using the same ``sycl::context``, but correspond
-    to different scheduling entries, and hence be in violation of the compute-follows-data requirement. One common example of this are
-    ``SyclQueue`` corresponding to default-selected device and using platform default context but created using different properties, e.g.
-    one with `"enable_profiling"` set and another without it.
-
-If input arrays do not conform to the compute-follows-data requirements, :py:exc:`dpctl.utils.ExecutionPlacementError` is raised.
-User must explicitly migrate the data to unambiguously control the execution placement.
-
-.. _dpctl_tensor_array_migration:
-
-Migrating arrays
-----------------
-
-Array content can be migrated to a different device :ref:`using <dpctl_tensor_usm_ndarray_to_device_example>`
-either :meth:`dpctl.tensor.usm_ndarray.to_device` method, or by using :func:`dpctl.tensor.asarray` function.
-
-The ``arr.to_device(device=target_device)`` method will be zero-copy if the ``arr.sycl_queue`` and the :class:`dpctl.SyclQueue`
-instance associated with new target device have the same underlying ``sycl::device`` and ``sycl::context`` instances.
-
-Here is an example of migration without a copy using ``.to_device`` method:
-
-.. code-block:: python
-    :caption: Example: Use ``.to_device`` to zero-copy migrate array content to be associated with a different ``sycl::queue``
-
-    import dpctl
-    from dpctl import tensor
-
-    x = tensor.linspace(0, 1, num=10**8)
-    q_prof = dpctl.SyclQueue(x.sycl_context, x.sycl_device, property="enable_profiling")
-
-    timer = dpctl.SyclTimer()
-    # no data migration takes place here (zero-copy),
-    # but x and x1 arrays do not satify compute-follows-data requirements
-    x1 = x.to_device(q_prof)
-
-    with timer(q_prof):
-        y1 = tensor.sin(2*x1)*tensor.exp(-tensor.square(x1))
-
-    # also a zero copy operation
-    y = y1.to_device(x.device)
-
-    host_dt, device_dt = timer.dt
-    print(f"Execution on device {x.sycl_device.name} took {device_dt} seconds")
-    print(f"Execution on host took {host_dt} seconds")
-
-Data migration when the current and the target SYCL contexts are different is performed via host. That means that data are copied from
-the current device to the host, and then from the host to the target device:
-
-.. code-block:: python
-    :caption: Example: Using ``.to_device`` to migrate data may involve copy via host
-
-    from dpctl import tensor
-
-    x_cpu = tensor.concat((tensor.ones(10, device="cpu"), tensor.zeros(1000, device="cpu")))
-
-    # data migration is performed via host
-    x_gpu = x_cpu.to_device("gpu")
-
-An alternative way to migrate data is to use :py:func:`asarray` and specify device-placement keyword arguments:
-
-.. code-block:: python
-    :caption: Example: Using ``asarray`` to migrate data may involve copy via host
-
-    from dpctl import tensor
-
-    x_cpu = tensor.concat((tensor.ones(10, device="cpu"), tensor.zeros(1000, device="cpu")))
-
-    # data migration is performed via host
-    x_gpu = tensor.asarray(x_cpu, device="cpu")
-
-An advantage of using the function ``asarray`` is that migration from ``usm_ndarray`` instances allocated on different
-devices as well migration from :py:class:`numpy.ndarray` may be accomplished in a single call:
-
-.. code-block:: python
-    :caption: Example: ``asarray`` may migrate multiple arrays
-
-    from dpctl import tensor
-    import numpy
-
-    x_cpu = tensor.ones((10, 10), device="cpu")
-    x_gpu = tensor.zeros((10, 10), device="opencl:gpu")
-    x_np = numpy.random.randn(10, 10)
-
-    # Array w has shape (3, 10, 10)
-    w = tensor.asarray([x_cpu, x_gpu, x_np], device="level_zero:gpu")
-
-Migration may also occur during calls to other array creation functions, e.g., :py:func:`full` when the `fill_value` parameter is an instance
-of :py:class:`usm_ndarray`. In such a case default values of device placement keywords are interpreted to avoid data migration, i.e., the
-new array is created on the same device where `fill_value` array was allocated.
-
-.. code-block:: python
-    :caption: Example: Using ``usm_ndarray`` as arguments to array construction _dpctl_tensor_utility_functions
-
-    from dpctl import tensor
-
-    # Zero-dimensional array allocated on CPU device
-    pi_on_device = tensor.asarray(tensor.pi, dtype=tensor.float32, device="cpu")
-
-    # x will also be allocated on CPU device
-    x = tensor.full(shape=(100, 100), fill_value=pi_on_device)
-
-    # Create array on GPU. Migration of `pi_on_device` to GPU via host
-    # takes place under the hood
-    y_gpu = tensor.full(shape=(100, 100), fill_value=pi_on_device, device="gpu")
-
-
-Combining arrays with different USM types
------------------------------------------
-
-For functions with single argument the returned array has the same ``usm_type`` as the input array.
-
-Functions that combine several ``usm_ndarray`` instances the ``usm_type`` of the output array is determined
-using the following coercion rule:
-
-+------------+----------+----------+----------+
-|            | "device" | "shared" | "host"   |
-+------------+----------+----------+----------+
-| "device"   | "device" | "device" | "device" |
-+------------+----------+----------+----------+
-| "shared"   | "device" | "shared" | "shared" |
-+------------+----------+----------+----------+
-| "host"     | "device" | "shared" | "host"   |
-+------------+----------+----------+----------+
-
-If assigning USM-type "device" a score of 0, USM-type "shared" a score of 1, and USM-type "host" a score of 2,
-the USM-type of the output array has the smallest score of all its inputs.
-
-.. currentmodule:: dpctl.utils
-
-The convenience function :py:func:`get_coerced_usm_type` is a convenience function to determine the USM-type
-following this convention:
-
-.. code-block:: python
-
-    from dpctl.utils import get_coerced_usm_type
-
-    # r1 has value "device"
-    r1 = get_coerced_usm_type(["device", "shared", "host"])
-
-    # r2 has value "shared"
-    r2 = get_coerced_usm_type(["shared", "shared", "host"])
-
-    # r3 has value "host"
-    r3 = get_coerced_usm_type(["host", "host", "host"])
-
-Sharing data between devices and Python
----------------------------------------
-
-Python objects, such as sequences of :class:`int`, :class:`float`, or :class:`complex` objects,
-or NumPy arrays can be converted to :class:`dpctl.tensor.usm_ndarray` using :func:`dpctl.tensor.asarray`
-function.
-
-.. code-block:: python
-
-    >>> from dpctl import tensor as dpt
-    >>> import numpy as np
-    >>> import mkl_random
-
-    >>> # Sample from true random number generator
-    >>> rs = mkl_random.RandomState(brng="nondeterm")
-    >>> x_np = rs.uniform(-1, 1, size=(6, 512)).astype(np.float32)
-
-    >>> # copy data to USM-device (default) allocated array
-    >>> x_usm = dpt.asarray(x_np)
-    >>> dpt.max(x_usm, axis=1)
-    usm_ndarray([0.9998379 , 0.9963589 , 0.99818915, 0.9975991 , 0.9999802 ,
-                0.99851537], dtype=float32)
-    >>> np.max(x_np, axis=1)
-    array([0.9998379 , 0.9963589 , 0.99818915, 0.9975991 , 0.9999802 ,
-          0.99851537], dtype=float32)
-
-The content of :class:`dpctl.tensor.usm_ndarray` may be copied into
-a NumPy array using :func:`dpctl.tensor.asnumpy` function:
-
-.. code-block:: python
-
-    from dpctl import tensor as dpt
-    import numpy as np
-
-    def sieve_pass(r : dpt.usm_ndarray, v : dpt.usm_ndarray) -> dpt.usm_ndarray:
-        "Single pass of sieve of Eratosthenes"
-        m = dpt.min(r[r > v])
-        r[ (r > m) & (r % m == 0) ] = 0
-        return m
-
-    def sieve(n : int) -> dpt.usm_ndarray:
-        "Find primes <=n using sieve of Erathosthenes"
-        idt = dpt.int32
-        s = dpt.concat((
-          dpt.arange(2, 3, dtype=idt),
-          dpt.arange(3, n + 1, 2, dtype=idt)
-        ))
-        lb = dpt.zeros(tuple(), dtype=idt)
-        while lb * lb < n + 1:
-            lb = sieve_pass(s, lb)
-        return s[s > 0]
-
-    # get prime numbers <= a million into NumPy array
-    # to save to disk
-    ps_np = dpt.asnumpy(sieve(10**6))
-
-    np.savetxt("primes.txt", ps_np, fmt="%d")
diff --git a/pulls/1961/_sources/contributor_guides/building.rst.txt b/pulls/1961/_sources/contributor_guides/building.rst.txt
deleted file mode 100644
index cc7fb7f886..0000000000
--- a/pulls/1961/_sources/contributor_guides/building.rst.txt
+++ /dev/null
@@ -1,232 +0,0 @@
-.. _dpctl_building_from_source:
-
-Building from the Source
-========================
-
-To build :py:mod:`dpctl` from the source, you need DPC++ compiler.
-To run examples and test suite you would need GPU drivers and/or CPU
-OpenCL drivers. It is preferable to use the Intel(R) oneAPI DPC++ compiler
-available as part of oneAPI Base-Kit. However, it is possible to use a custom
-build of DPC++ to build :py:mod:`dpctl`, especially if you want to enable
-CUDA support or try latest features.
-
-Building using oneAPI DPC++
----------------------------
-
-
-Prerequisites
-~~~~~~~~~~~~~
-
-Install oneAPI and graphics drivers according to your targeted hardware:
-
-
-- To target Intel GPUs, see the `Installation Page <https://dgpu-docs.intel.com/driver/installation.html>`_
-  of the Intel(R) software for general purpose GPU capabilities document for
-  driver information.
-- To target NVIDIA* or AMD* GPUs, see the vendor website for drivers, as well
-  as `CodePlay plugins <https://codeplay.com/solutions/oneapi/plugins/>`_ to
-  enable hardware targeting.
-- To target a CPU, the OpenCL* CPU driver is included as a part of the
-  oneAPI DPC++ Compiler installation. The CPU
-  driver is also packaged in conda, and is automatically made available using
-  conda activation scripts on Linux*, and on Windows* (in user-mode).
-  If conda is used with elevated privileges in Windows (similar to
-  GitHub Actions CI), a PowerShell script must be run:
-
-  .. code-block:: powershell
-
-    &$Env:CONDA_PREFIX\Scripts\script_name.ps1
-
-Use the script ``set-intel-ocl-icd-registry.ps1`` to set
-appropriate registry key, and ``unset-intel-ocl-icd-registry.ps1``
-to remove it.
-
-
-Activate oneAPI
-~~~~~~~~~~~~~~~
-
-On Linux OS
-
-.. code-block:: bash
-
-  source ${ONEAPI_ROOT}/setvars.sh
-
-On Windows OS
-
-.. code-block:: bat
-
-    call "%ONEAPI_ROOT%\setvars.bat"
-
-Build and Install Using Conda-Build
-~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
-
-You can use the conda-recipe included with the sources to build the dpctl
-package. The advantage of this approach is that all oneAPI library dependencies are
-pulled in from oneAPI's local conda channel that is installed as a part of oneAPI.
-
-.. code-block:: bash
-
-    export ONEAPI_ROOT=/opt/intel/oneapi
-    conda build conda-recipe -c ${ONEAPI_ROOT}/conda_channel
-
-On Windows OS to cope with `long file names <https://github.com/IntelPython/dpctl/issues/15>`_,
-use ``croot`` with a short folder path:
-
-.. code-block:: bat
-
-    set "ONEAPI_ROOT=C:\Program Files (x86)\Intel\oneAPI\"
-    conda build --croot=C:/tmp conda-recipe -c "%ONEAPI_ROOT%\conda_channel"
-
-After building the Conda package, install it by executing:
-
-.. code-block:: bash
-
-    conda install dpctl
-
-
-Build and Install with scikit-build
-~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
-
-To build using Python ``setuptools`` and ``scikit-build``, install the following Python packages:
-
-- ``cython``
-- ``numpy``
-- ``cmake``
-- ``scikit-build``
-- ``ninja``
-- ``gtest`` (optional to run C API tests)
-- ``gmock`` (optional to run C API tests)
-- ``pytest`` (optional to run Python API tests)
-
-Once the prerequisites are installed, building using ``scikit-build`` involves the usual steps.
-
-To build and install, run:
-
-.. tab-set::
-
-    .. tab-item:: Linux
-        :sync: lnx
-
-        .. code-block:: bash
-
-            python setup.py install -- -G Ninja -DCMAKE_C_COMPILER:PATH=icx -DCMAKE_CXX_COMPILER:PATH=icpx
-
-    .. tab-item:: Windows
-        :sync: win
-
-        .. code-block:: bat
-
-            python setup.py install -- -G Ninja -DCMAKE_C_COMPILER:PATH=icx -DCMAKE_CXX_COMPILER:PATH=icx
-
-
-To develop, run:
-
-.. tab-set::
-
-    .. tab-item:: Linux
-        :sync: lnx
-
-        .. code-block:: bash
-
-            python setup.py develop -G Ninja -DCMAKE_C_COMPILER:PATH=icx -DCMAKE_CXX_COMPILER:PATH=icpx
-
-    .. tab-item:: Windows
-        :sync: win
-
-        .. code-block:: bat
-
-            python setup.py develop -G Ninja -DCMAKE_C_COMPILER:PATH=icx -DCMAKE_CXX_COMPILER:PATH=icx
-
-
-Developing can be streamlined using the driver script:
-
-.. tab-set::
-
-    .. tab-item:: Linux
-        :sync: lnx
-
-        .. code-block:: bash
-
-            python scripts/build_locally.py --verbose
-
-    .. tab-item:: Windows
-        :sync: win
-
-        .. code-block:: bat
-
-            python scripts/build_locally.py --verbose
-
-
-Building Using Custom DPC++
----------------------------
-
-You can build dpctl from the source using the `DPC++ toolchain <https://github.com/intel/llvm/blob/sycl/sycl/doc/GetStartedGuide.md>`_
-instead of the DPC++ compiler that comes with oneAPI.
-
-Following steps in the `Build and install with scikit-build`_ use a command-line option to set
-the relevant CMake variables, for example:
-
-.. code-block:: bash
-
-    python setup.py develop -- -G Ninja -DCMAKE_C_COMPILER:PATH=$(which clang) -DCMAKE_CXX_COMPILER:PATH=$(which clang++)
-
-
-Or you can use the driver script:
-
-.. code-block:: bash
-
-    python scripts/build_locally.py --c-compiler=$(which clang) --cxx-compiler=$(which clang++)
-
-
-You can retrieve available options and their descriptions using the option
-:code:`--help`.
-
-
-Building the libsyclinterface Library
-=======================================
-
-The libsyclinterface is a shared library used by the Python package.
-To build the library, you need:
-
-*  ``DPC++`` toolchain
-* ``cmake``
-* ``ninja`` or ``make``
-* Optionally ``gtest 1.10`` if you want to build and run the test suite
-
-For example, on Linux OS the following script can be used to build the C oneAPI
-library.
-
-.. code-block:: bash
-
-    #!/bin/bash
-    set +xe
-    rm -rf build
-    mkdir build
-    pushd build || exit 1
-
-    INSTALL_PREFIX=$(pwd)/../install
-    rm -rf ${INSTALL_PREFIX}
-    export ONEAPI_ROOT=/opt/intel/oneapi
-    # Values are set as appropriate for oneAPI DPC++ 2024.0
-    # or later.
-    DPCPP_ROOT=${ONEAPI_ROOT}/compiler/latest/
-
-    # Set these to ensure that cmake can find llvm-cov and
-    # other utilities
-    LLVM_TOOLS_HOME=${DPCPP_ROOT}/bin/compiler
-    PATH=$PATH:${DPCPP_ROOT}/bin/compiler
-
-    cmake                                                       \
-        -DCMAKE_BUILD_TYPE=Debug                                \
-        -DCMAKE_C_COMPILER=icx                                  \
-        -DCMAKE_CXX_COMPILER=icpx                               \
-        -DCMAKE_INSTALL_PREFIX=${INSTALL_PREFIX}                \
-        -DCMAKE_PREFIX_PATH=${INSTALL_PREFIX}                   \
-        -DDPCTL_ENABLE_L0_PROGRAM_CREATION=ON                   \
-        -DDPCTL_BUILD_CAPI_TESTS=ON                             \
-        -DDPCTL_GENERATE_COVERAGE=ON                            \
-        ..
-
-    make V=1 -n -j 4 && make check && make install
-
-    popd || exit 1
diff --git a/pulls/1961/_sources/contributor_guides/index.rst.txt b/pulls/1961/_sources/contributor_guides/index.rst.txt
deleted file mode 100644
index 6c7cb37080..0000000000
--- a/pulls/1961/_sources/contributor_guides/index.rst.txt
+++ /dev/null
@@ -1,17 +0,0 @@
-.. _contributor_guides:
-
-============================
-Contributing to :mod:`dpctl`
-============================
-
-See the `contributing guide <https://github.com/IntelPython/dpctl/blob/master/CONTRIBUTING.md>`_
-for the information on coding style and standards used in dpctl.
-
-* :ref:`Building <dpctl_building_from_source>` :py:mod:`dpctl` from source
-* :ref:`Conventions <contributor_guides_syclinterface_memory_ownership>` adopted by DPCTLSyclInterface library
-
-.. toctree::
-    :hidden:
-
-    building
-    memory_ownership_sycl_interface
diff --git a/pulls/1961/_sources/contributor_guides/memory_ownership_sycl_interface.rst.txt b/pulls/1961/_sources/contributor_guides/memory_ownership_sycl_interface.rst.txt
deleted file mode 100644
index 6e5fe20c84..0000000000
--- a/pulls/1961/_sources/contributor_guides/memory_ownership_sycl_interface.rst.txt
+++ /dev/null
@@ -1,69 +0,0 @@
-.. _contributor_guides_syclinterface_memory_ownership:
-
-Working with DPCTLSyclInterface library
-=======================================
-
-The DPCLSyclInterface library is a C-API library which provides select C++ functions
-for casting from C opaque pointers to pointers to corresponding C++ classes.
-
-This document explains the memory ownership model adopted by DPCTLSyclInterface.
-
-Function declarations are decorated with tokens such as ``__dpctl_keep``, ``__dpctl_take``,
-and ``__dpctl_give``. Use of these tokens in declarations serves to self-document memory
-ownership semantics.
-
-Token ``__dpctl_give`` indicates that the function makes a new allocation and delegates
-responsibility to free it to the caller. Creation functions, such as
-:c:func:`DCPTLDevice_Create`, belong to category of such functions.
-
-The token ``__dpctl_take`` indicates that the library deletes the allocation associated
-with the object to which the token applies. Deletion functions, such as
-:c:func:`DPCTLDevice_Delete`, represent set of such functions.
-
-The token ``__dpctl_keep`` indicates that the library does not alter allocation associated
-with the object to which the token applies. Functions to query integral device descriptors,
-such as :c:func:`DPCTLDevice_GetMaxComputeUnits`, are examples of such functions.
-
-.. code-block:: C
-    :caption: Example: Example of use of DPCTLSyclInterface functions
-
-    // filename: example_syclinterface.c
-    #include "stdint.h"
-    #include "stdio.h"
-    #include "dpctl_sycl_interface.h"
-
-    int main(void) {
-        // we own memory allocation associated DRef object
-        DPCTLSyclDeviceRef DRef = DPCTLDevice_Create();
-
-        // we own memory allocation associated with char array
-        const char* name = DPCTLDevice_GetName(DRef);
-        uint32_t cu = DPCTLDevice_GetMaxComputeUnits(DRef);
-
-        // Free allocations associated with DRef
-        DPCTLDevice_Delete(DRef);
-
-        printf("Device %s has %d compute units\n", name, cu);
-
-        // Free memory allocate for device name
-        DPCTLCString_Delete(name);
-
-        return 0;
-    }
-
-Building the example:
-
-.. code-block:: bash
-    :caption: Building the example into an executable
-
-    icx example_syclinterface.c -fsanitize=address                 \
-        $(python -m dpctl --includes) $(python -m dpctl --library) \
-        -o example
-
-Running the example displays the following output without errors:
-
-.. code-block:: text
-    :caption: Execution of the executable and its output
-
-    $ ./a.x
-    Device Intel(R) Graphics [0x9a49] has 96 compute units
diff --git a/pulls/1961/_sources/index.rst.txt b/pulls/1961/_sources/index.rst.txt
deleted file mode 100644
index f8c4981bdd..0000000000
--- a/pulls/1961/_sources/index.rst.txt
+++ /dev/null
@@ -1,89 +0,0 @@
-=====================
-Data Parallel Control
-=====================
-
-.. _DpctlIntroduction:
-
-Python package :py:mod:`dpctl` enables Python users to engage multiple
-compute devices commonly available in modern consumer- and server-grade
-computers using industry-standard :sycl_execution_model:`SYCL execution model <>`
-facilitated by :sycl_spec_2020:`SYCL 2020 standard <>`-compliant
-Intel(R) oneAPI :dpcpp_compiler:`DPC++ compiler <>`.
-
-:py:mod:`dpctl` provides a reference data-parallel implementation of
-array library :py:mod:`dpctl.tensor` conforming to Python Array API specification.
-The implementation adheres to a programming model affording clear control
-over the compute device where array computations and memory allocations
-take place.
-
-.. grid:: 2
-    :gutter: 3
-
-    .. grid-item-card:: Beginner Guides
-
-        New to :py:mod:`dpctl`? Check out the Tutorials.
-        They are a hands-on introduction for beginners.
-
-        +++
-
-        .. Tutorials contain
-
-        .. button-ref:: beginners_guides
-            :expand:
-            :color: secondary
-            :click-parent:
-
-            To the beginner's guides
-
-    .. grid-item-card:: User Guides
-
-        The user guides are recipes for key tasks and common problems.
-
-        +++
-
-        .. button-ref:: user_guides
-            :expand:
-            :color: secondary
-            :click-parent:
-
-            To the user guides
-
-    .. grid-item-card:: API Reference
-
-        API Reference contains detailed documentation of functionality provided
-        in :py:mod:`dpctl` and its components.
-
-        +++
-
-        .. button-ref:: api_reference
-            :expand:
-            :color: secondary
-            :click-parent:
-
-            Access API Reference
-
-    .. grid-item-card:: Contibutor Guides
-
-        The contributing guidelines will suggest a process of
-        contributing to :mod:`dpctl`.
-
-        +++
-
-        .. button-ref:: contributor_guides
-            :expand:
-            :color: secondary
-            :click-parent:
-
-            How can I contribute?
-
-
-.. toctree::
-   :maxdepth: 3
-   :hidden:
-   :caption: Contents:
-
-   beginners_guides/index
-   user_guides/index
-   api_reference/index
-   contributor_guides/index
-   license
diff --git a/pulls/1961/_sources/license.rst.txt b/pulls/1961/_sources/license.rst.txt
deleted file mode 100644
index 9e9a511765..0000000000
--- a/pulls/1961/_sources/license.rst.txt
+++ /dev/null
@@ -1,31 +0,0 @@
-.. _user_guide_dpctl_license:
-
-Licenses
-========
-
-Data Parallel Control license
------------------------------
-
-:py:mod:`dpctl` is licensed under Apache License 2.0 that can be found in
-`LICENSE <dpctl_license_>`_ file.
-All usage and contributions to the project are subject to the terms and
-conditions of this license.
-
-Third party components and their licenses
------------------------------------------
-
-:py:mod:`dpctl` vendors DLPack header file which governed by Apache 2.0 license
-that can be found in its `LICENSE <dlpack_license_>`_ vendored file. DLPack header
-is used to implement support for data interchanging mechanism in :py:mod:`dpctl.tensor`
-as required by Python Array API specification, cf. `data interchange document <array_api_data_interchange_>`_.
-
-:py:mod:`dpctl` vendors `versioneer <versioneer_gh_>`_ to generate it version from git history
-of its sources. Versioneer has been placed in public domain per `license file <versioneer_license_>`_
-in its original repository.
-
-
-.. _dpctl_license: https://github.com/IntelPython/dpctl/blob/master/LICENSE
-.. _dlpack_license: https://github.com/IntelPython/dpctl/blob/master/dpctl/tensor/include/dlpack/LICENSE.third-party
-.. _versioneer_license: https://github.com/python-versioneer/python-versioneer/blob/master/LICENSE
-.. _versioneer_gh: https://github.com/python-versioneer/python-versioneer/
-.. _array_api_data_interchange: https://data-apis.org/array-api/latest/design_topics/data_interchange.html
diff --git a/pulls/1961/_sources/user_guides/basic_concepts.rst.txt b/pulls/1961/_sources/user_guides/basic_concepts.rst.txt
deleted file mode 100644
index 2223bd1c72..0000000000
--- a/pulls/1961/_sources/user_guides/basic_concepts.rst.txt
+++ /dev/null
@@ -1,244 +0,0 @@
-.. _basic_concepts:
-
-Heterogeneous Systems and Programming Concepts
-==============================================
-
-This section introduces the basic concepts defined by SYCL standard
-for programming heterogeneous system, and used by :py:mod:`dpctl`.
-
-.. note::
-   For SYCL-level details, refer to a more topical SYCL reference,
-   such as the :sycl_spec_2020:`SYCL 2020 spec <>`.
-
-Definitions
------------
-
-* **Heterogeneous computing**
-   Refers to computing on multiple devices in a program.
-
-* **Host**
-   Every program starts by running on a host, and most of the lines of code in
-   a program, in particular lines of code implementing the Python interpreter
-   itself, are usually for the host. Hosts are customarily CPUs.
-
-* **Device**
-   A device is a processing unit connected to a host that is programmable
-   with a specific device driver. Different types of devices can have
-   different architectures (CPUs, GPUs, FPGA, ASICs, DSP) but are programmable
-   using the same :oneapi:`oneAPI <>` programming model.
-
-* **Platform**
-   Platform is an abstraction to represent a collection of devices addressable
-   by the same lower-level framework. As multiple
-   devices of the same type can programmed by the same framework, a platform may
-   contain multiple devices. The same physical hardware (for example, GPU)
-   may be programmable by different lower-level frameworks, and hence be enumerated
-   as part of different platforms. For example, the same GPU hardware can be listed
-   as an OpenCL* GPU device and a Level-Zero* GPU device.
-
-* **Context**
-   Holds the runtime information needed to operate on a device or a
-   group of devices from the same platform. Contexts are relatively expensive
-   to create and should be reused as much as possible.
-
-* **Queue**
-   A queue is needed to schedule the execution of any computation or data
-   copying on the device. Queue construction requires specifying a device
-   and a context targeting that device as well as additional properties,
-   such as whether profiling information should be collected or submitted
-   tasks are executed in the order in which they were submitted.
-
-* **Event**
-   An event holds information related to computation/data movement operation
-   scheduled for execution on a queue, such as its execution status as well
-   as profiling information if the queue the task was submitted to allowed
-   for collection of such information. Events can be used to specify task
-   dependencies as well as to synchronize host and devices.
-
-* **Unified Shared Memory**
-   Unified Shared Memory (USM) refers to pointer-based device memory management.
-   USM allocations are bound to context. It means, a pointer representing
-   USM allocation can be unambiguously mapped to the data it represents *only
-   if* the associated context is known. USM allocations are accessible by
-   computational kernels that are executed on a device, provided that the
-   allocation is bound to the same context that is used to construct the queue
-   where the kernel is scheduled for execution.
-
-   Depending on the capability of the device, USM allocations can be:
-
-.. csv-table::
-   :header: "Name", "Host accessible", "Device accessibility"
-   :widths: 25, 25, 50
-
-   "Device allocation", "No","Refers to an allocation in host memory that is accessible from a device."
-   "Shared allocation", "Yes", "Accessible by both the host and device."
-   "Host allocation", "Yes", "Accessible by both the host and device."
-
-Runtime manages synchronization of the host's and device's view into shared allocations.
-The initial placement of the shared allocations is not defined.
-
-* **Backend**
-   Refers to the implementation of :oneapi:`oneAPI <>` programming model using a
-   lower-level heterogeneous programming API. Amongst examples of backends are
-   "cuda", "hip", "level_zero", "opencl". In particular backend implements a
-   platform abstraction.
-
-
-Platform
---------
-
-A platform abstracts one or more SYCL devices that are connected to
-a host and can be programmed by the same underlying framework.
-
-The :class:`dpctl.SyclPlatform` class represents a platform and
-abstracts the :sycl_platform:`sycl::platform <>` SYCL runtime class.
-
-To obtain all platforms available on a system programmatically, use
-:func:`dpctl.lsplatform` function. Refer to :ref:`Enumerating available devices <beginners_guide_enumerating_devices>`
-for more information.
-
-It is possible to select devices from specific backend, and hence belonging to
-the same platform, by :ref:`using <beginners_guide_oneapi_device_selector>`
-``ONEAPI_DEVICE_SELECTOR`` environment variable, or by using
-a :ref:`filter selector string <filter_selector_string>`.
-
-
-Context
--------
-
-A context is an entity that is associated with the state of device as managed by the
-backend. The context is required to map unified address space pointer to the device
-where it was allocated unambiguously.
-
-In order for two DPC++-based Python extensions to share USM allocations, e.g.
-as part of :ref:`DLPack exchange <dpctl_tensor_dlpack_support>`, they each must use
-the `same` SYCL context when submitting for execution programs that would access this
-allocation.
-
-Since ``sycl::context`` is dynamically constructed by each extension  sharing a USM allocation,
-in general, requires sharing the ``sycl::context`` along with the USM pointer, as it is done
-in ``__sycl_usm_array_interface__`` :ref:`attribute <suai_attribute>`.
-
-Since DLPack itself does not provide for storing of the ``sycl::context``, the proper
-working of :func:`dpctl.tensor.from_dlpack` function is only supported for devices of those
-platforms that support default platform context SYCL extension `sycl_ext_oneapi_default_platform_context`_,
-and only of those allocations that are bound to this default context.
-
-To query where a particular device ``dev`` belongs to a platform that implements
-the default context, check whether ``dev.sycl_platform.default_context`` returns an instance
-of :class:`dpctl.SyclContext` or raises an exception.
-
-
-.. _sycl_ext_oneapi_default_platform_context: https://github.com/intel/llvm/blob/sycl/sycl/doc/extensions/supported/sycl_ext_oneapi_default_context.asciidoc
-
-
-.. _user_guide_queues:
-
-Queue
------
-
-SYCL queue is an entity associated with scheduling computational tasks for execution
-on a targeted SYCL device and using some specific SYCL context.
-
-Queue constructor generally requires both to be specified. For platforms that support the
-default platform context, a shortcut queue constructor call that specifies only a device would
-use the default platform context associated with the platform given device is a part of.
-
-.. code-block:: python
-   :caption: Queues constructed from device instance or filter string that selects it have the same context
-
-   >>> import dpctl
-   >>> d = dpctl.SyclDevice("gpu")
-   >>> q1 = dpctl.SyclQueue(d)
-   >>> q2 = dpctl.SyclQueue("gpu")
-   >>> q1.sycl_context == q2.sycl_context, q1.sycl_device == q2.sycl_device
-   (True, True)
-   >>> q1 == q2
-   False
-
-Even through ``q1`` and ``q2`` instances of :class:`dpctl.SyclQueue` target the same device and use the same context
-they do not compare equal, since they correspond to two independent scheduling entities.
-
-.. note::
-   :class:`dpctl.tensor.usm_ndarray` objects one associated with ``q1`` and another associated with ``q2``
-   could not be combined in a call to the same function that implements
-   :ref:`compute-follows-data <dpctl_tensor_compute_follows_data>` programming model in :mod:`dpctl.tensor`.
-
-
-Event
------
-
-A SYCL event is an entity created when a task is submitted to SYCL queue for execution. The events are used to
-order execution of computational tasks by the DPC++ runtime. They may also contain profiling information associated
-with the submitted task, provided the queue was created with "enable_profiling" property.
-
-SYCL event can be used to synchronize execution of the associated task with execution on host by using
-:meth:`dpctl.SyclEvent.wait`.
-
-Methods :meth:`dpctl.SyclQueue.submit_async` and :meth:`dpctl.SyclQueue.memcpy_async` return
-:class:`dpctl.SyclEvent` instances.
-
-.. note::
-   At this point, :mod:`dpctl.tensor` does not provide public API for accessing SYCL events associated with
-   submission of computation tasks implementing operations on :class:`dpctl.tensor.usm_ndarray` objects.
-
-
-Unified Shared Memory
----------------------
-
-Unified Shared Memory allocations of each kind are represented through Python classes
-:class:`dpctl.memory.MemoryUSMDevice`, :class:`dpctl.memory.MemoryUSMShared`, and
-:class:`dpctl.memory.MemoryUSMHost`.
-
-These class constructors allow to make USM allocations of requested size in bytes
-on the devices targeted by given SYCL queue, and are bound to the context from that
-queue. This queue argument is stored the instance of the class and is used to submit
-tasks to when performing copying of elements from or to this allocation or when filling
-the allocation with values.
-
-Classes that represent host-accessible USM allocations, i.e., types USM-shared and USM-host,
-expose Python buffer interface.
-
-.. code-block:: python
-
-   >>> import dpctl.memory as dpm
-   >>> import numpy as np
-
-   >>> # allocate USM-shared memory for 6 32-bit integers
-   >>> mem_d = dpm.MemoryUSMDevice(26)
-   >>> mem_d.copy_from_host(b"abcdefghijklmnopqrstuvwxyz")
-
-   >>> mem_s = dpm.MemoryUSMShared(30)
-   >>> mem_s.memset(value=ord(b"-""))
-   >>> mem_s.copy_from_device(mem_d)
-
-   >>> # since USM-shared is host-accessible,
-   >>> # it implements Python buffer protocol that allows
-   >>> # for Python objects to read this USM allocation
-   >>> bytes(mem_s)
-   b'abcdefghijklmnopqrstuvwxyz--'
-
-
-Backend
--------
-
-Intel(R) oneAPI Data Parallel C++ compiler ships with two backends:
-
-#. OpenCL* backend
-#. Level-Zero backend
-
-Additional backends can be added to the compiler by installing CodePlay's plugins:
-
-#. CUDA backend: provided by `oneAPI for NVIDIA(R) GPUs <codeplay_nv_plugin_>`_ from `CodePlay`_
-#. HIP backend: provided by `oneAPI for AMD GPUs <codeplay_amd_plugin_>`_ from `CodePlay`_
-
-.. _codeplay_nv_plugin: https://developer.codeplay.com/products/oneapi/nvidia/
-.. _codeplay_amd_plugin: https://developer.codeplay.com/products/oneapi/amd/
-.. _CodePlay: https://codeplay.com/
-
-When building open source `Intel LLVM <InteLlVmGh_>`_ compiler from source the project can be
-configured to enable different backends (see `Get Started Guide <GetStartedGuide_>`_ for
-further details).
-
-.. _GetStartedGuide: https://github.com/intel/llvm/blob/sycl/sycl/doc/GetStartedGuide.md
-.. _InteLlVmGh: https://github.com/intel/llvm
diff --git a/pulls/1961/_sources/user_guides/dlpack.rst.txt b/pulls/1961/_sources/user_guides/dlpack.rst.txt
deleted file mode 100644
index 9f7bc7bd27..0000000000
--- a/pulls/1961/_sources/user_guides/dlpack.rst.txt
+++ /dev/null
@@ -1,140 +0,0 @@
-.. _dpctl_tensor_dlpack_support:
-
-DLPack exchange of USM allocated arrays
-=======================================
-
-DLPack overview
----------------
-
-`DLPack <dlpack_docs_>`_ is a commonly used C-ABI compatible data structure that allows data exchange
-between major frameworks. DLPack strives to be minimal, intentionally leaves allocators API and
-device API out of scope.
-
-Data shared via DLPack are owned by the producer who provides a deleter function stored in the
-`DLManagedTensor <dlpack_managed_tensor_>`_, and are only accessed by consumer.
-Python semantics of using the structure is `explained in dlpack docs <dlpack_python_spec_>`_.
-
-DLPack specifies data location in memory via `void * data` field of `DLTensor <dlpack_dltensor_>`_ struct, and via ``DLDevice device`` field.
-The `DLDevice <dlpack_dldevice_>`_ struct has two members: an enumeration ``device_type`` and an integer ``device_id``.
-
-DLPack recognizes enumeration value ``DLDeviceType::kDLOneAPI`` reserved for sharing SYCL USM allocations.
-It is not ``kDLSycl`` since importing USM-allocated tensor with this device type relies on oneAPI SYCL extensions
-``sycl_ext_oneapi_filter_selector`` and ``sycl_ext_oneapi_default_platform_context`` to operate.
-
-.. _dlpack_docs: https://dmlc.github.io/dlpack/latest/
-.. _dlpack_managed_tensor: https://dmlc.github.io/dlpack/latest/c_api.html#c.DLManagedTensor
-.. _dlpack_dltensor: https://dmlc.github.io/dlpack/latest/c_api.html#c.DLTensor
-.. _dlpack_dldevice: https://dmlc.github.io/dlpack/latest/c_api.html#c.DLDevice
-.. _dlpack_python_spec: https://dmlc.github.io/dlpack/latest/python_spec.html
-
-.. The following logic depends on [CMPLRLLVM-35682](https://jira.devtools.intel.com/browse/CMPLRLLVM-35682) to be implemented.
-
-Exporting USM allocation to DLPack
-----------------------------------
-
-When sharing USM allocation (of any ``sycl::usm::kind``) with ``void * ptr`` bound to ``sycl::context ctx``:
-
-.. code-block:: cpp
-    :caption: Protocol for exporting USM allocation as DLPack
-
-    // Input: void *ptr:
-    //             USM allocation pointer
-    //        sycl::context ctx:
-    //             context the pointer is bound to
-
-    // Get device where allocation was originally made
-    // Keep in mind, the device may be a sub-device
-    const sycl::device &ptr_dev = sycl::get_pointer_device(ptr, ctx);
-
-    #if SYCL_EXT_ONEAPI_DEFAULT_CONTEXT
-    const sycl::context &default_ctx = ptr_dev.get_platform().ext_oneapi_get_default_context();
-    #else
-    static_assert(false, "ext_oneapi_default_context extension is required");
-    #endif
-
-    // Assert that ctx is the default platform context, or throw
-    if (ctx != default_ctx) {
-        throw pybind11::type_error(
-            "Can not export USM allocations not "
-            "bound to default platform context."
-        );
-    }
-
-    // Find parent root device if ptr_dev is a sub-device
-    const sycl::device &parent_root_device = get_parent_root_device(ptr_dev);
-
-    // find position of parent_root_device in sycl::get_devices
-    const auto &all_root_devs = sycl::device::get_devices();
-    auto beg = std::begin(all_root_devs);
-    auto end = std::end(all_root_devs);
-    auto selectot_fn = [parent_root_device](const sycl::device &root_d) -> bool {
-        return parent_root_device == root_d;
-    };
-    auto pos = find_if(beg, end, selector_fn);
-
-    if (pos == end) {
-        throw pybind11::type_error("Could not produce DLPack: failed finding device_id");
-    }
-    std::ptrdiff_t dev_idx = std::distance(beg, pos);
-
-    // check that dev_idx can fit into int32_t if needed
-    int32_t device_id = static_cast<int32_t>(dev_idx);
-
-    // populate DLTensor with DLDeviceType::kDLOneAPI and computed device_id
-
-
-Importing DLPack with ``device_type == kDLOneAPI``
---------------------------------------------------
-
-.. code-block:: cpp
-    :caption: Protocol for recognizing DLPack as a valid USM allocation
-
-    // Input: ptr = dlm_tensor->dl_tensor.data
-    //        device_id = dlm_tensor->dl_tensor.device.device_id
-
-    // Get root_device from device_id
-    const auto &device_vector = sycl::get_device();
-    const sycl::device &root_device = device_vector.at(device_id);
-
-    // Check if the backend of the device is supported by consumer
-    //    Perhaps for certain backends (CUDA, hip, etc.) we should dispatch
-    //    different dlpack importers
-
-    // alternatively
-    // sycl::device root_device = sycl::device(
-    //       sycl::ext::oneapi::filter_selector{ std::to_string(device_id)}
-    // );
-
-    // Get default platform context
-    #if SYCL_EXT_ONEAPI_DEFAULT_CONTEXT
-    const sycl::context &default_ctx = root_device.get_platform().ext_oneapi_get_default_context();
-    #else
-    static_assert(false, "ext_oneapi_default_context extension is required");
-    #endif
-
-    // Check that pointer is known in the context
-    const sycl::usm::kind &alloc_type = sycl::get_pointer_type(ptr, ctx);
-
-    if (alloc_type == sycl::usm::kind::unknown) {
-        throw pybind11::type_error(
-            "Data pointer in DLPack is not bound to the "
-            "default platform context of specified device"
-        );
-    }
-
-    // Perform check that USM allocation type is supported by consumer if needed
-
-    // Get sycl::device where the data was allocated
-    const sycl::device &ptr_dev = sycl::get_pointer_device(ptr, ctx);
-
-    // Create object of consumer's library from ptr, ptr_dev, ctx
-
-Support of DLPack with ``kDLOneAPI`` device type
-------------------------------------------------
-
-:py:mod:`dpctl` supports DLPack v0.8. Exchange of USM allocations made using Level-Zero backend
-is supported with ``torch.Tensor(device='xpu')`` for PyTorch when using `intel-extension-for-pytorch <intel_ext_for_torch_>`_,
-as well as for TensorFlow when `intel-extension-for-tensorflow <intel_ext_for_tf_>`_ is used.
-
-.. _intel_ext_for_torch: https://github.com/intel/intel-extension-for-pytorch
-.. _intel_ext_for_tf: https://github.com/intel/intel-extension-for-tensorflow
diff --git a/pulls/1961/_sources/user_guides/environment_variables.rst.txt b/pulls/1961/_sources/user_guides/environment_variables.rst.txt
deleted file mode 100644
index 4ee4dc060e..0000000000
--- a/pulls/1961/_sources/user_guides/environment_variables.rst.txt
+++ /dev/null
@@ -1,52 +0,0 @@
-.. _user_guides_env_variables:
-
-#####################
-Environment variables
-#####################
-
-Behavior of :py:mod:`dpctl` is affected by :dpcpp_envar:`environment variables <>` that
-affect DPC++ compiler runtime.
-
-Variable ``ONEAPI_DEVICE_SELECTOR``
------------------------------------
-
-The variable ``ONEAPI_DEVICE_SELECTOR`` can be used to limit the choice of devices
-available to :py:mod:`dpctl`. Please refer to
-:ref:`Managing Devices <beginners_guide_oneapi_device_selector>` for detailed
-description and :ref:`uses <beginners_guide_oneapi_device_selector_usecase>`.
-
-Variable ``SYCL_CACHE_PERSISTENT``
-----------------------------------
-
-The binaries implementing :py:mod:`dpctl.tensor` created using the DPC++ compiler contain sections
-with standardized intermediate forms (e.g., `SPIR-V <https://www.khronos.org/spir/>`_) that must be
-further built using SYCL device drivers for execution on the specific target hardware.
-This step is known as just-in-time compiling (JIT-ing).
-
-By default, the result of JIT-ing persists for the duration of SYCL application, i.e., for the
-duration of the Python session where :py:mod:`dpctl.tensor` is used. Setting the environment variable
-``SYCL_CACHE_PERSISTENT`` to value of ``1`` instructs DPC++ runtime to save the result of JIT-ing to
-disk and reuse it in subsequent Python sessions (assuming the variable remains to be set when sessions
-are started).
-
-Setting of the environment variable ``SYCL_CACHE_PERSISTENT`` improves times of function invocations,
-but requires sufficient disk space. The size of the disk footprint can be controlled using
-``SYCL_CACHE_MAX_SIZE``.
-
-Variable ``SYCL_PI_TRACE``
---------------------------
-
-Setting this debugging variable enables specific levels of tracing for SYCL Programming Interfaces (PI).
-The value of the variable is a bit-mask, with the following supported values:
-
-.. list-table::
-    :header-rows: 1
-
-    * - Value
-      - Description
-    * - ``1``
-      - Enables tracing of PI plugins/devices discovery
-    * - ``2``
-      - Enables tracing of PI calls
-    * - ``-1``
-      - Enables all levels of tracing
diff --git a/pulls/1961/_sources/user_guides/execution_model.rst.txt b/pulls/1961/_sources/user_guides/execution_model.rst.txt
deleted file mode 100644
index 7a1bb6d058..0000000000
--- a/pulls/1961/_sources/user_guides/execution_model.rst.txt
+++ /dev/null
@@ -1,232 +0,0 @@
-.. _oneapi_programming_model_intro:
-
-########################
-oneAPI programming model
-########################
-
-oneAPI library and its Python interface
-=======================================
-
-Using oneAPI libraries, a user calls functions that take ``sycl::queue`` and a collection of
-``sycl::event`` objects among other arguments. For example:
-
-.. code-block:: cpp
-    :caption: Prototypical call signature of oneMKL function
-
-    sycl::event
-    compute(
-        sycl::queue &exec_q,
-        ...,
-        const std::vector<sycl::event> &dependent_events
-    );
-
-The function ``compute`` inserts computational tasks into the queue ``exec_q`` for DPC++ runtime to
-execute on the device the queue targets. The execution may begin only after other tasks whose
-execution status is represented by ``sycl::event`` objects in the provided ``dependent_events``
-vector complete. If the vector is empty, the runtime begins the execution as soon as the device is
-ready. The function returns a ``sycl::event`` object representing completion of the set of
-computational tasks submitted by the ``compute`` function.
-
-Hence, in the oneAPI programming model, the execution **queue** is used to specify which device the
-function will execute on. To create a queue, one must specify a device to target.
-
-In :mod:`dpctl`, the ``sycl::queue`` is represented by :class:`dpctl.SyclQueue` Python type,
-and a Python API to call such a function might look like
-
-.. code-block:: python
-
-    def call_compute(
-        exec_q : dpctl.SyclQueue,
-        ...,
-        dependent_events : List[dpctl.SyclEvent] = []
-    ) -> dpctl.SyclEvent:
-        ...
-
-When building Python API for a SYCL offloading function, and you choose to
-map the SYCL API to a different API on the Python side, it must still translate to a
-similar call under the hood.
-
-The arguments to the function must be suitable for use in the offloading functions.
-Typically these are Python scalars, or objects representing USM allocations, such as
-:class:`dpctl.tensor.usm_ndarray`, :class:`dpctl.memory.MemoryUSMDevice` and friends.
-
-.. note::
-    The USM allocations these objects represent must not get deallocated before
-    offloaded tasks that access them complete.
-
-    This is something authors of DPC++-based Python extensions must take care of,
-    and users of such extensions should assume assured.
-
-
-USM allocations in :mod:`dpctl` and compute-follows-data
-=========================================================
-
-To make a USM allocation on a device in SYCL, one needs to specify ``sycl::device`` in the
-memory of which the allocation is made, and the ``sycl::context`` to which the allocation
-is bound.
-
-A ``sycl::queue`` object is often used instead. In such cases ``sycl::context`` and ``sycl::device`` associated
-with the queue are used to make the allocation.
-
-.. important::
-    :mod:`dpctl` chose to associate a queue object with every USM allocation.
-
-    The associated queue may be queried using ``.sycl_queue`` property of the
-    Python type representing the USM allocation.
-
-This design choice allows :mod:`dpctl` to have a preferred queue to use when operating on any single
-USM allocation. For example:
-
-.. code-block:: python
-
-    def unary_func(x : dpctl.tensor.usm_ndarray):
-        code1
-        _ = _func_impl(x.sycl_queue, ...)
-        code2
-
-When combining several objects representing USM-allocations, the
-:ref:`programming model <dpctl_tensor_compute_follows_data>`
-adopted in :mod:`dpctl` insists that queues associated with each object be the same, in which
-case it is the execution queue used. Alternatively :exc:`dpctl.utils.ExecutionPlacementError` is raised.
-
-.. code-block:: python
-
-    def binary_func(
-        x1 : dpctl.tensor.usm_ndarray,
-        x2 : dpctl.tensor.usm_ndarray
-    ):
-        exec_q = dpctl.utils.get_execution_queue((x1.sycl_queue, x2.sycl_queue))
-        if exec_q is None:
-            raise dpctl.utils.ExecutionPlacementError
-        ...
-
-In order to ensure that compute-follows-data works seamlessly out-of-the-box, :mod:`dpctl` maintains
-a cache of with context and device as keys and queues as values used by :class:`dpctl.tensor.Device` class.
-
-.. code-block:: python
-
-    >>> import dpctl
-    >>> from dpctl import tensor
-
-    >>> sycl_dev = dpctl.SyclDevice("cpu")
-    >>> d1 = tensor.Device.create_device(sycl_dev)
-    >>> d2 = tensor.Device.create_device("cpu")
-    >>> d3 = tensor.Device.create_device(dpctl.select_cpu_device())
-
-    >>> d1.sycl_queue == d2.sycl_queue, d1.sycl_queue == d3.sycl_queue, d2.sycl_queue == d3.sycl_queue
-    (True, True, True)
-
-Since :class:`dpctl.tensor.Device` class is used by all :ref:`array creation functions <dpctl_tensor_creation_functions>`
-in :mod:`dpctl.tensor`, the same value used as ``device`` keyword argument results in array instances that
-can be combined together in accordance with compute-follows-data programming model.
-
-.. code-block:: python
-
-    >>> from dpctl import tensor
-    >>> import dpctl
-
-    >>> # queue for default-constructed device is used
-    >>> x1 = tensor.arange(100, dtype="int32")
-    >>> x2 = tensor.zeros(100, dtype="int32")
-    >>> x12 = tensor.concat((x1, x2))
-    >>> x12.sycl_queue == x1.sycl_queue, x12.sycl_queue == x2.sycl_queue
-    (True, True)
-    >>> # default constructors of SyclQueue class create different instance of the queue
-    >>> q1 = dpctl.SyclQueue()
-    >>> q2 = dpctl.SyclQueue()
-    >>> q1 == q2
-    False
-    >>> y1 = tensor.arange(100, dtype="int32", sycl_queue=q1)
-    >>> y2 = tensor.zeros(100, dtype="int32", sycl_queue=q2)
-    >>> # this call raises ExecutionPlacementError since compute-follows-data
-    >>> # rules are not met
-    >>> tensor.concat((y1, y2))
-
-Please refer to the :ref:`array migration <dpctl_tensor_array_migration>` section of the introduction to
-:mod:`dpctl.tensor` to examples on how to resolve ``ExecutionPlacementError`` exceptions.
-
-..
-    Introduction
-    ============
-
-    :mod:`dpctl` leverages `Intel(R) oneAPI DPC++ compiler <dpcpp_compiler>`_ runtime to
-    answer the following three questions users of heterogenous platforms ask:
-
-    #.  What are available compute devices?
-    #.  How to specify the device a computation is to be offloaded to?
-    #.  How to manage sharing of data between devices and Python?
-
-    :mod:`dpctl` implements Python classes and free functions mapping to DPC++
-    entities to answer these questions.
-
-    .. _dpcpp_compiler: https://www.intel.com/content/www/us/en/developer/tools/oneapi/data-parallel-c-plus-plus.html
-
-
-    Available compute devices
-    =========================
-
-    Please refer to :ref:`managing devices <beginners_guide_managing_devices>` for details and examples of
-    enumeration of available devices, as well as of selection of a particular device.
-
-    Once a :class:`dpctl.SyclDevice` instance representing an underlying ``sycl::device`` is created,
-    a :class:`dpctl.SyclQueue`
-
-    The default behavior for creation functions in :mod:`dpctl.tensor` and constructors of USM allocation classes
-    from :mod:`dpctl.memory` is to target the default-selected device (consistent with the behavior of SYCL-based
-    C++ applications).
-
-    .. code-block:: python
-
-        >>> import dpctl
-        >>> from dpctl import tensor
-        >>> x = tensor.ones(777)
-        >>> x.sycl_device == dpctl.select_default_device()
-        True
-        >>> from dpctl import memory
-        >>> mem = memory.MemoryUSMDevice(80)
-        >>> mem.sycl_device == dpctl.select_default_device()
-        True
-
-    For Python scripts that target only one device, it makes sense to always use the default-selected device, but
-    :ref:`control <beginners_guide_oneapi_device_selector_usecase>` which device is being selected by DPC++ runtime
-    as the default via ``ONEAPI_DEVICE_SELECTOR`` environment variable.
-
-    Exacting device where computation occurs
-    ========================================
-
-    Sharing data between devices and Python
-    =======================================
-
-..
-    The Data Parallel Control (:py:mod:`dpctl`) package provides a Python runtime to access a
-    data-parallel computing resource (programmable processing units) from another Python application
-    or a library, alleviating the need for the other Python packages to develop such a
-    runtime themselves. The set of programmable processing units includes a diverse range of computing
-    architectures such as a CPU, GPU, FPGA, and more. They are available to programmers on a
-    modern heterogeneous system.
-
-    The :py:mod:`dpctl` runtime is built on top of the C++ SYCL standard as implemented in
-    `Intel(R) oneAPI DPC++ compiler <dpcpp_compiler>`_ and is designed to be both vendor and
-    architecture agnostic.
-
-    If the underlying SYCL runtime supports a type of architecture, the :mod:`dpctl` allows
-    accessing that architecture from Python.
-
-    In its current form, :py:mod:`dpctl` relies on certain DPC++ extensions of the
-    SYCL standard. Moreover, the binary distribution of :py:mod:`dpctl` uses the proprietary
-    Intel(R) oneAPI DPC++ runtime bundled as part of oneAPI and is compiled to only target
-    Intel(R) XPU devices. :py:mod:`dpctl` supports compilation for other SYCL targets, such as
-    ``nvptx64-nvidia-cuda`` and ``amdgcn-amd-amdhsa`` using `CodePlay plugins <codeplay_plugins_url_>`_
-    for oneAPI DPC++ compiler providing support for these targets.
-
-    :py:mod:`dpctl` is also compatible with the runtime of the `open-source DPC++ <os_intel_llvm_gh_url_>`_
-    SYCL bundle that can be compiled to support a wide range of architectures including CUDA,
-    AMD* ROC, and HIP*.
-
-    The user guide introduces the core features of :py:mod:`dpctl` and the underlying
-    concepts. The guide is meant primarily for users of the Python package. Library
-    and native extension developers should refer to the programmer guide.
-
-    .. _codeplay_plugins_url: https://developer.codeplay.com/products/oneapi/
-    .. _os_intel_llvm_gh_url: https://github.com/intel/llvm
-    .. _dpcpp_compiler: https://www.intel.com/content/www/us/en/developer/tools/oneapi/data-parallel-c-plus-plus.html
diff --git a/pulls/1961/_sources/user_guides/index.rst.txt b/pulls/1961/_sources/user_guides/index.rst.txt
deleted file mode 100644
index 778213f444..0000000000
--- a/pulls/1961/_sources/user_guides/index.rst.txt
+++ /dev/null
@@ -1,58 +0,0 @@
-.. _user_guides:
-
-===========
-User guides
-===========
-
-* Concepts relevant to :ref:`heterogeneous programming <basic_concepts>`.
-
-* oneAPI :ref:`execution model <oneapi_programming_model_intro>` in Python
-
-* :ref:`Protocol <dpctl_tensor_dlpack_support>` for exchanging USM allocations using DLPack
-
-* :ref:`Environment variables <user_guides_env_variables>` affecting :mod:`dpctl`
-
-
-.. Further topics:
-   ## Where dpctl.tensor goes beyond array API
-
-      - support for float16
-      - support for out= keyword
-      - Support for combining basic and advanced indexing
-      - Additional API functions:
-            - dpt.place
-            - dpt.put
-            - dpt.extract
-            - Extended dpt.take
-            - dpt.cbrt
-            - dpt.rsqrt
-            - dpt.reciprocal
-            - dpt.cumulative_logsumexp
-            - dpt.reduce_hypot
-            - dpt.allclose
-         - Mutability tutorial
-            - 0D arrays, no scalars
-            - array is mutable, pitfalls and best practices
-
-   ## Using tools to understand performance
-
-      - Getting unitrace
-      - Using it to check GPU activity
-      - Using it to collect tracing information
-      - Using VTune
-      - Using ITT API to zoom in on specific portion of your program
-
-   ## Building DPC++ based Python extension with dpctl
-
-   - Compatibility with system compiler (Intel LLVM is compatible with GCC runtime/VS runtime)
-   - Simple example
-   - List examples from dpctl
-         - Document each native extension example
-
-.. toctree::
-   :hidden:
-
-   basic_concepts
-   execution_model
-   dlpack
-   environment_variables
diff --git a/pulls/1961/_sphinx_design_static/design-tabs.js b/pulls/1961/_sphinx_design_static/design-tabs.js
deleted file mode 100644
index b25bd6a4fa..0000000000
--- a/pulls/1961/_sphinx_design_static/design-tabs.js
+++ /dev/null
@@ -1,101 +0,0 @@
-// @ts-check
-
-// Extra JS capability for selected tabs to be synced
-// The selection is stored in local storage so that it persists across page loads.
-
-/**
- * @type {Record<string, HTMLElement[]>}
- */
-let sd_id_to_elements = {};
-const storageKeyPrefix = "sphinx-design-tab-id-";
-
-/**
- * Create a key for a tab element.
- * @param {HTMLElement} el - The tab element.
- * @returns {[string, string, string] | null} - The key.
- *
- */
-function create_key(el) {
-  let syncId = el.getAttribute("data-sync-id");
-  let syncGroup = el.getAttribute("data-sync-group");
-  if (!syncId || !syncGroup) return null;
-  return [syncGroup, syncId, syncGroup + "--" + syncId];
-}
-
-/**
- * Initialize the tab selection.
- *
- */
-function ready() {
-  // Find all tabs with sync data
-
-  /** @type {string[]} */
-  let groups = [];
-
-  document.querySelectorAll(".sd-tab-label").forEach((label) => {
-    if (label instanceof HTMLElement) {
-      let data = create_key(label);
-      if (data) {
-        let [group, id, key] = data;
-
-        // add click event listener
-        // @ts-ignore
-        label.onclick = onSDLabelClick;
-
-        // store map of key to elements
-        if (!sd_id_to_elements[key]) {
-          sd_id_to_elements[key] = [];
-        }
-        sd_id_to_elements[key].push(label);
-
-        if (groups.indexOf(group) === -1) {
-          groups.push(group);
-          // Check if a specific tab has been selected via URL parameter
-          const tabParam = new URLSearchParams(window.location.search).get(
-            group
-          );
-          if (tabParam) {
-            console.log(
-              "sphinx-design: Selecting tab id for group '" +
-                group +
-                "' from URL parameter: " +
-                tabParam
-            );
-            window.sessionStorage.setItem(storageKeyPrefix + group, tabParam);
-          }
-        }
-
-        // Check is a specific tab has been selected previously
-        let previousId = window.sessionStorage.getItem(
-          storageKeyPrefix + group
-        );
-        if (previousId === id) {
-          // console.log(
-          //   "sphinx-design: Selecting tab from session storage: " + id
-          // );
-          // @ts-ignore
-          label.previousElementSibling.checked = true;
-        }
-      }
-    }
-  });
-}
-
-/**
- *  Activate other tabs with the same sync id.
- *
- * @this {HTMLElement} - The element that was clicked.
- */
-function onSDLabelClick() {
-  let data = create_key(this);
-  if (!data) return;
-  let [group, id, key] = data;
-  for (const label of sd_id_to_elements[key]) {
-    if (label === this) continue;
-    // @ts-ignore
-    label.previousElementSibling.checked = true;
-  }
-  window.sessionStorage.setItem(storageKeyPrefix + group, id);
-}
-
-document.addEventListener("DOMContentLoaded", ready, false);
diff --git a/pulls/1961/_sphinx_design_static/sphinx-design.min.css b/pulls/1961/_sphinx_design_static/sphinx-design.min.css
deleted file mode 100644
index 860c36da0f..0000000000
--- a/pulls/1961/_sphinx_design_static/sphinx-design.min.css
+++ /dev/null
@@ -1 +0,0 @@
-.sd-bg-primary{background-color:var(--sd-color-primary) !important}.sd-bg-text-primary{color:var(--sd-color-primary-text) !important}button.sd-bg-primary:focus,button.sd-bg-primary:hover{background-color:var(--sd-color-primary-highlight) !important}a.sd-bg-primary:focus,a.sd-bg-primary:hover{background-color:var(--sd-color-primary-highlight) !important}.sd-bg-secondary{background-color:var(--sd-color-secondary) !important}.sd-bg-text-secondary{color:var(--sd-color-secondary-text) !important}button.sd-bg-secondary:focus,button.sd-bg-secondary:hover{background-color:var(--sd-color-secondary-highlight) !important}a.sd-bg-secondary:focus,a.sd-bg-secondary:hover{background-color:var(--sd-color-secondary-highlight) !important}.sd-bg-success{background-color:var(--sd-color-success) !important}.sd-bg-text-success{color:var(--sd-color-success-text) !important}button.sd-bg-success:focus,button.sd-bg-success:hover{background-color:var(--sd-color-success-highlight) 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diff --git a/pulls/1961/_static/basic.css b/pulls/1961/_static/basic.css
deleted file mode 100644
index cfc60b86c7..0000000000
--- a/pulls/1961/_static/basic.css
+++ /dev/null
@@ -1,921 +0,0 @@
-/*
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-    user-select: none;
-    padding: 0;
-    border: none;
-    outline: none;
-    border-radius: 0.4em;
-    /* The colors that GitHub uses */
-    border: #1b1f2426 1px solid;
-    background-color: #f6f8fa;
-    color: #57606a;
-}
-
-button.copybtn.success {
-    border-color: #22863a;
-    color: #22863a;
-}
-
-button.copybtn svg {
-    stroke: currentColor;
-    width: 1.5em;
-    height: 1.5em;
-    padding: 0.1em;
-}
-
-div.highlight  {
-    position: relative;
-}
-
-/* Show the copybutton */
-.highlight:hover button.copybtn, button.copybtn.success {
-	opacity: 1;
-}
-
-.highlight button.copybtn:hover {
-    background-color: rgb(235, 235, 235);
-}
-
-.highlight button.copybtn:active {
-    background-color: rgb(187, 187, 187);
-}
-
-/**
- * A minimal CSS-only tooltip copied from:
- *   https://codepen.io/mildrenben/pen/rVBrpK
- *
- * To use, write HTML like the following:
- *
- * <p class="o-tooltip--left" data-tooltip="Hey">Short</p>
- */
- .o-tooltip--left {
-  position: relative;
- }
-
- .o-tooltip--left:after {
-    opacity: 0;
-    visibility: hidden;
-    position: absolute;
-    content: attr(data-tooltip);
-    padding: .2em;
-    font-size: .8em;
-    left: -.2em;
-    background: grey;
-    color: white;
-    white-space: nowrap;
-    z-index: 2;
-    border-radius: 2px;
-    transform: translateX(-102%) translateY(0);
-    transition: opacity 0.2s cubic-bezier(0.64, 0.09, 0.08, 1), transform 0.2s cubic-bezier(0.64, 0.09, 0.08, 1);
-}
-
-.o-tooltip--left:hover:after {
-    display: block;
-    opacity: 1;
-    visibility: visible;
-    transform: translateX(-100%) translateY(0);
-    transition: opacity 0.2s cubic-bezier(0.64, 0.09, 0.08, 1), transform 0.2s cubic-bezier(0.64, 0.09, 0.08, 1);
-    transition-delay: .5s;
-}
-
-/* By default the copy button shouldn't show up when printing a page */
-@media print {
-    button.copybtn {
-        display: none;
-    }
-}
diff --git a/pulls/1961/_static/copybutton.js b/pulls/1961/_static/copybutton.js
deleted file mode 100644
index 17e165d8ca..0000000000
--- a/pulls/1961/_static/copybutton.js
+++ /dev/null
@@ -1,248 +0,0 @@
-// Localization support
-const messages = {
-  'en': {
-    'copy': 'Copy',
-    'copy_to_clipboard': 'Copy to clipboard',
-    'copy_success': 'Copied!',
-    'copy_failure': 'Failed to copy',
-  },
-  'es' : {
-    'copy': 'Copiar',
-    'copy_to_clipboard': 'Copiar al portapapeles',
-    'copy_success': '¡Copiado!',
-    'copy_failure': 'Error al copiar',
-  },
-  'de' : {
-    'copy': 'Kopieren',
-    'copy_to_clipboard': 'In die Zwischenablage kopieren',
-    'copy_success': 'Kopiert!',
-    'copy_failure': 'Fehler beim Kopieren',
-  },
-  'fr' : {
-    'copy': 'Copier',
-    'copy_to_clipboard': 'Copier dans le presse-papier',
-    'copy_success': 'Copié !',
-    'copy_failure': 'Échec de la copie',
-  },
-  'ru': {
-    'copy': 'Скопировать',
-    'copy_to_clipboard': 'Скопировать в буфер',
-    'copy_success': 'Скопировано!',
-    'copy_failure': 'Не удалось скопировать',
-  },
-  'zh-CN': {
-    'copy': '复制',
-    'copy_to_clipboard': '复制到剪贴板',
-    'copy_success': '复制成功!',
-    'copy_failure': '复制失败',
-  },
-  'it' : {
-    'copy': 'Copiare',
-    'copy_to_clipboard': 'Copiato negli appunti',
-    'copy_success': 'Copiato!',
-    'copy_failure': 'Errore durante la copia',
-  }
-}
-
-let locale = 'en'
-if( document.documentElement.lang !== undefined
-    && messages[document.documentElement.lang] !== undefined ) {
-  locale = document.documentElement.lang
-}
-
-let doc_url_root = DOCUMENTATION_OPTIONS.URL_ROOT;
-if (doc_url_root == '#') {
-    doc_url_root = '';
-}
-
-/**
- * SVG files for our copy buttons
- */
-let iconCheck = `<svg xmlns="http://www.w3.org/2000/svg" class="icon icon-tabler icon-tabler-check" width="44" height="44" viewBox="0 0 24 24" stroke-width="2" stroke="#22863a" fill="none" stroke-linecap="round" stroke-linejoin="round">
-  <title>${messages[locale]['copy_success']}</title>
-  <path stroke="none" d="M0 0h24v24H0z" fill="none"/>
-  <path d="M5 12l5 5l10 -10" />
-</svg>`
-
-// If the user specified their own SVG use that, otherwise use the default
-let iconCopy = ``;
-if (!iconCopy) {
-  iconCopy = `<svg xmlns="http://www.w3.org/2000/svg" class="icon icon-tabler icon-tabler-copy" width="44" height="44" viewBox="0 0 24 24" stroke-width="1.5" stroke="#000000" fill="none" stroke-linecap="round" stroke-linejoin="round">
-  <title>${messages[locale]['copy_to_clipboard']}</title>
-  <path stroke="none" d="M0 0h24v24H0z" fill="none"/>
-  <rect x="8" y="8" width="12" height="12" rx="2" />
-  <path d="M16 8v-2a2 2 0 0 0 -2 -2h-8a2 2 0 0 0 -2 2v8a2 2 0 0 0 2 2h2" />
-</svg>`
-}
-
-/**
- * Set up copy/paste for code blocks
- */
-
-const runWhenDOMLoaded = cb => {
-  if (document.readyState != 'loading') {
-    cb()
-  } else if (document.addEventListener) {
-    document.addEventListener('DOMContentLoaded', cb)
-  } else {
-    document.attachEvent('onreadystatechange', function() {
-      if (document.readyState == 'complete') cb()
-    })
-  }
-}
-
-const codeCellId = index => `codecell${index}`
-
-// Clears selected text since ClipboardJS will select the text when copying
-const clearSelection = () => {
-  if (window.getSelection) {
-    window.getSelection().removeAllRanges()
-  } else if (document.selection) {
-    document.selection.empty()
-  }
-}
-
-// Changes tooltip text for a moment, then changes it back
-// We want the timeout of our `success` class to be a bit shorter than the
-// tooltip and icon change, so that we can hide the icon before changing back.
-var timeoutIcon = 2000;
-var timeoutSuccessClass = 1500;
-
-const temporarilyChangeTooltip = (el, oldText, newText) => {
-  el.setAttribute('data-tooltip', newText)
-  el.classList.add('success')
-  // Remove success a little bit sooner than we change the tooltip
-  // So that we can use CSS to hide the copybutton first
-  setTimeout(() => el.classList.remove('success'), timeoutSuccessClass)
-  setTimeout(() => el.setAttribute('data-tooltip', oldText), timeoutIcon)
-}
-
-// Changes the copy button icon for two seconds, then changes it back
-const temporarilyChangeIcon = (el) => {
-  el.innerHTML = iconCheck;
-  setTimeout(() => {el.innerHTML = iconCopy}, timeoutIcon)
-}
-
-const addCopyButtonToCodeCells = () => {
-  // If ClipboardJS hasn't loaded, wait a bit and try again. This
-  // happens because we load ClipboardJS asynchronously.
-  if (window.ClipboardJS === undefined) {
-    setTimeout(addCopyButtonToCodeCells, 250)
-    return
-  }
-
-  // Add copybuttons to all of our code cells
-  const COPYBUTTON_SELECTOR = 'div.highlight pre';
-  const codeCells = document.querySelectorAll(COPYBUTTON_SELECTOR)
-  codeCells.forEach((codeCell, index) => {
-    const id = codeCellId(index)
-    codeCell.setAttribute('id', id)
-
-    const clipboardButton = id =>
-    `<button class="copybtn o-tooltip--left" data-tooltip="${messages[locale]['copy']}" data-clipboard-target="#${id}">
-      ${iconCopy}
-    </button>`
-    codeCell.insertAdjacentHTML('afterend', clipboardButton(id))
-  })
-
-function escapeRegExp(string) {
-    return string.replace(/[.*+?^${}()|[\]\\]/g, '\\$&'); // $& means the whole matched string
-}
-
-/**
- * Removes excluded text from a Node.
- *
- * @param {Node} target Node to filter.
- * @param {string} exclude CSS selector of nodes to exclude.
- * @returns {DOMString} Text from `target` with text removed.
- */
-function filterText(target, exclude) {
-    const clone = target.cloneNode(true);  // clone as to not modify the live DOM
-    if (exclude) {
-        // remove excluded nodes
-        clone.querySelectorAll(exclude).forEach(node => node.remove());
-    }
-    return clone.innerText;
-}
-
-// Callback when a copy button is clicked. Will be passed the node that was clicked
-// should then grab the text and replace pieces of text that shouldn't be used in output
-function formatCopyText(textContent, copybuttonPromptText, isRegexp = false, onlyCopyPromptLines = true, removePrompts = true, copyEmptyLines = true, lineContinuationChar = "", hereDocDelim = "") {
-    var regexp;
-    var match;
-
-    // Do we check for line continuation characters and "HERE-documents"?
-    var useLineCont = !!lineContinuationChar
-    var useHereDoc = !!hereDocDelim
-
-    // create regexp to capture prompt and remaining line
-    if (isRegexp) {
-        regexp = new RegExp('^(' + copybuttonPromptText + ')(.*)')
-    } else {
-        regexp = new RegExp('^(' + escapeRegExp(copybuttonPromptText) + ')(.*)')
-    }
-
-    const outputLines = [];
-    var promptFound = false;
-    var gotLineCont = false;
-    var gotHereDoc = false;
-    const lineGotPrompt = [];
-    for (const line of textContent.split('\n')) {
-        match = line.match(regexp)
-        if (match || gotLineCont || gotHereDoc) {
-            promptFound = regexp.test(line)
-            lineGotPrompt.push(promptFound)
-            if (removePrompts && promptFound) {
-                outputLines.push(match[2])
-            } else {
-                outputLines.push(line)
-            }
-            gotLineCont = line.endsWith(lineContinuationChar) & useLineCont
-            if (line.includes(hereDocDelim) & useHereDoc)
-                gotHereDoc = !gotHereDoc
-        } else if (!onlyCopyPromptLines) {
-            outputLines.push(line)
-        } else if (copyEmptyLines && line.trim() === '') {
-            outputLines.push(line)
-        }
-    }
-
-    // If no lines with the prompt were found then just use original lines
-    if (lineGotPrompt.some(v => v === true)) {
-        textContent = outputLines.join('\n');
-    }
-
-    // Remove a trailing newline to avoid auto-running when pasting
-    if (textContent.endsWith("\n")) {
-        textContent = textContent.slice(0, -1)
-    }
-    return textContent
-}
-
-
-var copyTargetText = (trigger) => {
-  var target = document.querySelector(trigger.attributes['data-clipboard-target'].value);
-
-  // get filtered text
-  let exclude = '.linenos';
-
-  let text = filterText(target, exclude);
-  return formatCopyText(text, '>>> ', false, true, true, true, '', '')
-}
-
-  // Initialize with a callback so we can modify the text before copy
-  const clipboard = new ClipboardJS('.copybtn', {text: copyTargetText})
-
-  // Update UI with error/success messages
-  clipboard.on('success', event => {
-    clearSelection()
-    temporarilyChangeTooltip(event.trigger, messages[locale]['copy'], messages[locale]['copy_success'])
-    temporarilyChangeIcon(event.trigger)
-  })
-
-  clipboard.on('error', event => {
-    temporarilyChangeTooltip(event.trigger, messages[locale]['copy'], messages[locale]['copy_failure'])
-  })
-}
-
-runWhenDOMLoaded(addCopyButtonToCodeCells)
\ No newline at end of file
diff --git a/pulls/1961/_static/copybutton_funcs.js b/pulls/1961/_static/copybutton_funcs.js
deleted file mode 100644
index dbe1aaad79..0000000000
--- a/pulls/1961/_static/copybutton_funcs.js
+++ /dev/null
@@ -1,73 +0,0 @@
-function escapeRegExp(string) {
-    return string.replace(/[.*+?^${}()|[\]\\]/g, '\\$&'); // $& means the whole matched string
-}
-
-/**
- * Removes excluded text from a Node.
- *
- * @param {Node} target Node to filter.
- * @param {string} exclude CSS selector of nodes to exclude.
- * @returns {DOMString} Text from `target` with text removed.
- */
-export function filterText(target, exclude) {
-    const clone = target.cloneNode(true);  // clone as to not modify the live DOM
-    if (exclude) {
-        // remove excluded nodes
-        clone.querySelectorAll(exclude).forEach(node => node.remove());
-    }
-    return clone.innerText;
-}
-
-// Callback when a copy button is clicked. Will be passed the node that was clicked
-// should then grab the text and replace pieces of text that shouldn't be used in output
-export function formatCopyText(textContent, copybuttonPromptText, isRegexp = false, onlyCopyPromptLines = true, removePrompts = true, copyEmptyLines = true, lineContinuationChar = "", hereDocDelim = "") {
-    var regexp;
-    var match;
-
-    // Do we check for line continuation characters and "HERE-documents"?
-    var useLineCont = !!lineContinuationChar
-    var useHereDoc = !!hereDocDelim
-
-    // create regexp to capture prompt and remaining line
-    if (isRegexp) {
-        regexp = new RegExp('^(' + copybuttonPromptText + ')(.*)')
-    } else {
-        regexp = new RegExp('^(' + escapeRegExp(copybuttonPromptText) + ')(.*)')
-    }
-
-    const outputLines = [];
-    var promptFound = false;
-    var gotLineCont = false;
-    var gotHereDoc = false;
-    const lineGotPrompt = [];
-    for (const line of textContent.split('\n')) {
-        match = line.match(regexp)
-        if (match || gotLineCont || gotHereDoc) {
-            promptFound = regexp.test(line)
-            lineGotPrompt.push(promptFound)
-            if (removePrompts && promptFound) {
-                outputLines.push(match[2])
-            } else {
-                outputLines.push(line)
-            }
-            gotLineCont = line.endsWith(lineContinuationChar) & useLineCont
-            if (line.includes(hereDocDelim) & useHereDoc)
-                gotHereDoc = !gotHereDoc
-        } else if (!onlyCopyPromptLines) {
-            outputLines.push(line)
-        } else if (copyEmptyLines && line.trim() === '') {
-            outputLines.push(line)
-        }
-    }
-
-    // If no lines with the prompt were found then just use original lines
-    if (lineGotPrompt.some(v => v === true)) {
-        textContent = outputLines.join('\n');
-    }
-
-    // Remove a trailing newline to avoid auto-running when pasting
-    if (textContent.endsWith("\n")) {
-        textContent = textContent.slice(0, -1)
-    }
-    return textContent
-}
diff --git a/pulls/1961/_static/debug.css b/pulls/1961/_static/debug.css
deleted file mode 100644
index 74d4aec33e..0000000000
--- a/pulls/1961/_static/debug.css
+++ /dev/null
@@ -1,69 +0,0 @@
-/*
-  This CSS file should be overridden by the theme authors. It's
-  meant for debugging and developing the skeleton that this theme provides.
-*/
-body {
-  font-family: -apple-system, "Segoe UI", Roboto, Helvetica, Arial, sans-serif,
-    "Apple Color Emoji", "Segoe UI Emoji";
-  background: lavender;
-}
-.sb-announcement {
-  background: rgb(131, 131, 131);
-}
-.sb-announcement__inner {
-  background: black;
-  color: white;
-}
-.sb-header {
-  background: lightskyblue;
-}
-.sb-header__inner {
-  background: royalblue;
-  color: white;
-}
-.sb-header-secondary {
-  background: lightcyan;
-}
-.sb-header-secondary__inner {
-  background: cornflowerblue;
-  color: white;
-}
-.sb-sidebar-primary {
-  background: lightgreen;
-}
-.sb-main {
-  background: blanchedalmond;
-}
-.sb-main__inner {
-  background: antiquewhite;
-}
-.sb-header-article {
-  background: lightsteelblue;
-}
-.sb-article-container {
-  background: snow;
-}
-.sb-article-main {
-  background: white;
-}
-.sb-footer-article {
-  background: lightpink;
-}
-.sb-sidebar-secondary {
-  background: lightgoldenrodyellow;
-}
-.sb-footer-content {
-  background: plum;
-}
-.sb-footer-content__inner {
-  background: palevioletred;
-}
-.sb-footer {
-  background: pink;
-}
-.sb-footer__inner {
-  background: salmon;
-}
-.sb-article {
-  background: white;
-}
diff --git a/pulls/1961/_static/design-tabs.js b/pulls/1961/_static/design-tabs.js
deleted file mode 100644
index b25bd6a4fa..0000000000
--- a/pulls/1961/_static/design-tabs.js
+++ /dev/null
@@ -1,101 +0,0 @@
-// @ts-check
-
-// Extra JS capability for selected tabs to be synced
-// The selection is stored in local storage so that it persists across page loads.
-
-/**
- * @type {Record<string, HTMLElement[]>}
- */
-let sd_id_to_elements = {};
-const storageKeyPrefix = "sphinx-design-tab-id-";
-
-/**
- * Create a key for a tab element.
- * @param {HTMLElement} el - The tab element.
- * @returns {[string, string, string] | null} - The key.
- *
- */
-function create_key(el) {
-  let syncId = el.getAttribute("data-sync-id");
-  let syncGroup = el.getAttribute("data-sync-group");
-  if (!syncId || !syncGroup) return null;
-  return [syncGroup, syncId, syncGroup + "--" + syncId];
-}
-
-/**
- * Initialize the tab selection.
- *
- */
-function ready() {
-  // Find all tabs with sync data
-
-  /** @type {string[]} */
-  let groups = [];
-
-  document.querySelectorAll(".sd-tab-label").forEach((label) => {
-    if (label instanceof HTMLElement) {
-      let data = create_key(label);
-      if (data) {
-        let [group, id, key] = data;
-
-        // add click event listener
-        // @ts-ignore
-        label.onclick = onSDLabelClick;
-
-        // store map of key to elements
-        if (!sd_id_to_elements[key]) {
-          sd_id_to_elements[key] = [];
-        }
-        sd_id_to_elements[key].push(label);
-
-        if (groups.indexOf(group) === -1) {
-          groups.push(group);
-          // Check if a specific tab has been selected via URL parameter
-          const tabParam = new URLSearchParams(window.location.search).get(
-            group
-          );
-          if (tabParam) {
-            console.log(
-              "sphinx-design: Selecting tab id for group '" +
-                group +
-                "' from URL parameter: " +
-                tabParam
-            );
-            window.sessionStorage.setItem(storageKeyPrefix + group, tabParam);
-          }
-        }
-
-        // Check is a specific tab has been selected previously
-        let previousId = window.sessionStorage.getItem(
-          storageKeyPrefix + group
-        );
-        if (previousId === id) {
-          // console.log(
-          //   "sphinx-design: Selecting tab from session storage: " + id
-          // );
-          // @ts-ignore
-          label.previousElementSibling.checked = true;
-        }
-      }
-    }
-  });
-}
-
-/**
- *  Activate other tabs with the same sync id.
- *
- * @this {HTMLElement} - The element that was clicked.
- */
-function onSDLabelClick() {
-  let data = create_key(this);
-  if (!data) return;
-  let [group, id, key] = data;
-  for (const label of sd_id_to_elements[key]) {
-    if (label === this) continue;
-    // @ts-ignore
-    label.previousElementSibling.checked = true;
-  }
-  window.sessionStorage.setItem(storageKeyPrefix + group, id);
-}
-
-document.addEventListener("DOMContentLoaded", ready, false);
diff --git a/pulls/1961/_static/doctools.js b/pulls/1961/_static/doctools.js
deleted file mode 100644
index d06a71d751..0000000000
--- a/pulls/1961/_static/doctools.js
+++ /dev/null
@@ -1,156 +0,0 @@
-/*
- * doctools.js
- * ~~~~~~~~~~~
- *
- * Base JavaScript utilities for all Sphinx HTML documentation.
- *
- * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS.
- * :license: BSD, see LICENSE for details.
- *
- */
-"use strict";
-
-const BLACKLISTED_KEY_CONTROL_ELEMENTS = new Set([
-  "TEXTAREA",
-  "INPUT",
-  "SELECT",
-  "BUTTON",
-]);
-
-const _ready = (callback) => {
-  if (document.readyState !== "loading") {
-    callback();
-  } else {
-    document.addEventListener("DOMContentLoaded", callback);
-  }
-};
-
-/**
- * Small JavaScript module for the documentation.
- */
-const Documentation = {
-  init: () => {
-    Documentation.initDomainIndexTable();
-    Documentation.initOnKeyListeners();
-  },
-
-  /**
-   * i18n support
-   */
-  TRANSLATIONS: {},
-  PLURAL_EXPR: (n) => (n === 1 ? 0 : 1),
-  LOCALE: "unknown",
-
-  // gettext and ngettext don't access this so that the functions
-  // can safely bound to a different name (_ = Documentation.gettext)
-  gettext: (string) => {
-    const translated = Documentation.TRANSLATIONS[string];
-    switch (typeof translated) {
-      case "undefined":
-        return string; // no translation
-      case "string":
-        return translated; // translation exists
-      default:
-        return translated[0]; // (singular, plural) translation tuple exists
-    }
-  },
-
-  ngettext: (singular, plural, n) => {
-    const translated = Documentation.TRANSLATIONS[singular];
-    if (typeof translated !== "undefined")
-      return translated[Documentation.PLURAL_EXPR(n)];
-    return n === 1 ? singular : plural;
-  },
-
-  addTranslations: (catalog) => {
-    Object.assign(Documentation.TRANSLATIONS, catalog.messages);
-    Documentation.PLURAL_EXPR = new Function(
-      "n",
-      `return (${catalog.plural_expr})`
-    );
-    Documentation.LOCALE = catalog.locale;
-  },
-
-  /**
-   * helper function to focus on search bar
-   */
-  focusSearchBar: () => {
-    document.querySelectorAll("input[name=q]")[0]?.focus();
-  },
-
-  /**
-   * Initialise the domain index toggle buttons
-   */
-  initDomainIndexTable: () => {
-    const toggler = (el) => {
-      const idNumber = el.id.substr(7);
-      const toggledRows = document.querySelectorAll(`tr.cg-${idNumber}`);
-      if (el.src.substr(-9) === "minus.png") {
-        el.src = `${el.src.substr(0, el.src.length - 9)}plus.png`;
-        toggledRows.forEach((el) => (el.style.display = "none"));
-      } else {
-        el.src = `${el.src.substr(0, el.src.length - 8)}minus.png`;
-        toggledRows.forEach((el) => (el.style.display = ""));
-      }
-    };
-
-    const togglerElements = document.querySelectorAll("img.toggler");
-    togglerElements.forEach((el) =>
-      el.addEventListener("click", (event) => toggler(event.currentTarget))
-    );
-    togglerElements.forEach((el) => (el.style.display = ""));
-    if (DOCUMENTATION_OPTIONS.COLLAPSE_INDEX) togglerElements.forEach(toggler);
-  },
-
-  initOnKeyListeners: () => {
-    // only install a listener if it is really needed
-    if (
-      !DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS &&
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diff --git a/pulls/1961/_static/language_data.js b/pulls/1961/_static/language_data.js
deleted file mode 100644
index 250f5665fa..0000000000
--- a/pulls/1961/_static/language_data.js
+++ /dev/null
@@ -1,199 +0,0 @@
-/*
- * language_data.js
- * ~~~~~~~~~~~~~~~~
- *
- * This script contains the language-specific data used by searchtools.js,
- * namely the list of stopwords, stemmer, scorer and splitter.
- *
- * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS.
- * :license: BSD, see LICENSE for details.
- *
- */
-
-var stopwords = ["a", "and", "are", "as", "at", "be", "but", "by", "for", "if", "in", "into", "is", "it", "near", "no", "not", "of", "on", "or", "such", "that", "the", "their", "then", "there", "these", "they", "this", "to", "was", "will", "with"];
-
-
-/* Non-minified version is copied as a separate JS file, is available */
-
-/**
- * Porter Stemmer
- */
-var Stemmer = function() {
-
-  var step2list = {
-    ational: 'ate',
-    tional: 'tion',
-    enci: 'ence',
-    anci: 'ance',
-    izer: 'ize',
-    bli: 'ble',
-    alli: 'al',
-    entli: 'ent',
-    eli: 'e',
-    ousli: 'ous',
-    ization: 'ize',
-    ation: 'ate',
-    ator: 'ate',
-    alism: 'al',
-    iveness: 'ive',
-    fulness: 'ful',
-    ousness: 'ous',
-    aliti: 'al',
-    iviti: 'ive',
-    biliti: 'ble',
-    logi: 'log'
-  };
-
-  var step3list = {
-    icate: 'ic',
-    ative: '',
-    alize: 'al',
-    iciti: 'ic',
-    ical: 'ic',
-    ful: '',
-    ness: ''
-  };
-
-  var c = "[^aeiou]";          // consonant
-  var v = "[aeiouy]";          // vowel
-  var C = c + "[^aeiouy]*";    // consonant sequence
-  var V = v + "[aeiou]*";      // vowel sequence
-
-  var mgr0 = "^(" + C + ")?" + V + C;                      // [C]VC... is m>0
-  var meq1 = "^(" + C + ")?" + V + C + "(" + V + ")?$";    // [C]VC[V] is m=1
-  var mgr1 = "^(" + C + ")?" + V + C + V + C;              // [C]VCVC... is m>1
-  var s_v   = "^(" + C + ")?" + v;                         // vowel in stem
-
-  this.stemWord = function (w) {
-    var stem;
-    var suffix;
-    var firstch;
-    var origword = w;
-
-    if (w.length < 3)
-      return w;
-
-    var re;
-    var re2;
-    var re3;
-    var re4;
-
-    firstch = w.substr(0,1);
-    if (firstch == "y")
-      w = firstch.toUpperCase() + w.substr(1);
-
-    // Step 1a
-    re = /^(.+?)(ss|i)es$/;
-    re2 = /^(.+?)([^s])s$/;
-
-    if (re.test(w))
-      w = w.replace(re,"$1$2");
-    else if (re2.test(w))
-      w = w.replace(re2,"$1$2");
-
-    // Step 1b
-    re = /^(.+?)eed$/;
-    re2 = /^(.+?)(ed|ing)$/;
-    if (re.test(w)) {
-      var fp = re.exec(w);
-      re = new RegExp(mgr0);
-      if (re.test(fp[1])) {
-        re = /.$/;
-        w = w.replace(re,"");
-      }
-    }
-    else if (re2.test(w)) {
-      var fp = re2.exec(w);
-      stem = fp[1];
-      re2 = new RegExp(s_v);
-      if (re2.test(stem)) {
-        w = stem;
-        re2 = /(at|bl|iz)$/;
-        re3 = new RegExp("([^aeiouylsz])\\1$");
-        re4 = new RegExp("^" + C + v + "[^aeiouwxy]$");
-        if (re2.test(w))
-          w = w + "e";
-        else if (re3.test(w)) {
-          re = /.$/;
-          w = w.replace(re,"");
-        }
-        else if (re4.test(w))
-          w = w + "e";
-      }
-    }
-
-    // Step 1c
-    re = /^(.+?)y$/;
-    if (re.test(w)) {
-      var fp = re.exec(w);
-      stem = fp[1];
-      re = new RegExp(s_v);
-      if (re.test(stem))
-        w = stem + "i";
-    }
-
-    // Step 2
-    re = /^(.+?)(ational|tional|enci|anci|izer|bli|alli|entli|eli|ousli|ization|ation|ator|alism|iveness|fulness|ousness|aliti|iviti|biliti|logi)$/;
-    if (re.test(w)) {
-      var fp = re.exec(w);
-      stem = fp[1];
-      suffix = fp[2];
-      re = new RegExp(mgr0);
-      if (re.test(stem))
-        w = stem + step2list[suffix];
-    }
-
-    // Step 3
-    re = /^(.+?)(icate|ative|alize|iciti|ical|ful|ness)$/;
-    if (re.test(w)) {
-      var fp = re.exec(w);
-      stem = fp[1];
-      suffix = fp[2];
-      re = new RegExp(mgr0);
-      if (re.test(stem))
-        w = stem + step3list[suffix];
-    }
-
-    // Step 4
-    re = /^(.+?)(al|ance|ence|er|ic|able|ible|ant|ement|ment|ent|ou|ism|ate|iti|ous|ive|ize)$/;
-    re2 = /^(.+?)(s|t)(ion)$/;
-    if (re.test(w)) {
-      var fp = re.exec(w);
-      stem = fp[1];
-      re = new RegExp(mgr1);
-      if (re.test(stem))
-        w = stem;
-    }
-    else if (re2.test(w)) {
-      var fp = re2.exec(w);
-      stem = fp[1] + fp[2];
-      re2 = new RegExp(mgr1);
-      if (re2.test(stem))
-        w = stem;
-    }
-
-    // Step 5
-    re = /^(.+?)e$/;
-    if (re.test(w)) {
-      var fp = re.exec(w);
-      stem = fp[1];
-      re = new RegExp(mgr1);
-      re2 = new RegExp(meq1);
-      re3 = new RegExp("^" + C + v + "[^aeiouwxy]$");
-      if (re.test(stem) || (re2.test(stem) && !(re3.test(stem))))
-        w = stem;
-    }
-    re = /ll$/;
-    re2 = new RegExp(mgr1);
-    if (re.test(w) && re2.test(w)) {
-      re = /.$/;
-      w = w.replace(re,"");
-    }
-
-    // and turn initial Y back to y
-    if (firstch == "y")
-      w = firstch.toLowerCase() + w.substr(1);
-    return w;
-  }
-}
-
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diff --git a/pulls/1961/_static/scripts/furo-extensions.js b/pulls/1961/_static/scripts/furo-extensions.js
deleted file mode 100644
index e69de29bb2..0000000000
diff --git a/pulls/1961/_static/scripts/furo.js b/pulls/1961/_static/scripts/furo.js
deleted file mode 100644
index 0abb2afac2..0000000000
--- a/pulls/1961/_static/scripts/furo.js
+++ /dev/null
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diff --git a/pulls/1961/_static/scripts/furo.js.LICENSE.txt b/pulls/1961/_static/scripts/furo.js.LICENSE.txt
deleted file mode 100644
index 1632189c7e..0000000000
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get default export","webpack:///webpack/runtime/define property getters","webpack:///webpack/runtime/global","webpack:///webpack/runtime/hasOwnProperty shorthand","webpack:///./src/furo/assets/scripts/furo.js"],"sourcesContent":["/*!\n * gumshoejs v5.1.2 (patched by @pradyunsg)\n * A simple, framework-agnostic scrollspy script.\n * (c) 2019 Chris Ferdinandi\n * MIT License\n * http://github.com/cferdinandi/gumshoe\n */\n\n(function (root, factory) {\n  if (typeof define === \"function\" && define.amd) {\n    define([], function () {\n      return factory(root);\n    });\n  } else if (typeof exports === \"object\") {\n    module.exports = factory(root);\n  } else {\n    root.Gumshoe = factory(root);\n  }\n})(\n  typeof global !== \"undefined\"\n    ? global\n    : typeof window !== \"undefined\"\n      ? window\n      : this,\n  function (window) {\n    \"use strict\";\n\n    //\n    // Defaults\n    //\n\n    var defaults = {\n      // Active classes\n      navClass: \"active\",\n      contentClass: \"active\",\n\n      // Nested navigation\n      nested: false,\n      nestedClass: \"active\",\n\n      // Offset & reflow\n      offset: 0,\n      reflow: false,\n\n      // Event support\n      events: true,\n    };\n\n    //\n    // Methods\n    //\n\n    /**\n     * Merge two or more objects together.\n     * @param   {Object}   objects  The objects to merge together\n     * @returns {Object}            Merged values of defaults and options\n     */\n    var extend = function () {\n      var merged = {};\n      Array.prototype.forEach.call(arguments, function (obj) {\n        for (var key in obj) {\n          if (!obj.hasOwnProperty(key)) return;\n          merged[key] = obj[key];\n        }\n      });\n      return merged;\n    };\n\n    /**\n     * Emit a custom event\n     * @param  {String} type   The event type\n     * @param  {Node}   elem   The element to attach the event to\n     * @param  {Object} detail Any details to pass along with the event\n     */\n    var emitEvent = function (type, elem, detail) {\n      // Make sure events are enabled\n      if (!detail.settings.events) return;\n\n      // Create a new event\n      var event = new CustomEvent(type, {\n        bubbles: true,\n        cancelable: true,\n        detail: detail,\n      });\n\n      // Dispatch the event\n      elem.dispatchEvent(event);\n    };\n\n    /**\n     * Get an element's distance from the top of the Document.\n     * @param  {Node} elem The element\n     * @return {Number}    Distance from the top in pixels\n     */\n    var getOffsetTop = function (elem) {\n      var location = 0;\n      if (elem.offsetParent) {\n        while (elem) {\n          location += elem.offsetTop;\n          elem = elem.offsetParent;\n        }\n      }\n      return location >= 0 ? location : 0;\n    };\n\n    /**\n     * Sort content from first to last in the DOM\n     * @param  {Array} contents The content areas\n     */\n    var sortContents = function (contents) {\n      if (contents) {\n        contents.sort(function (item1, item2) {\n          var offset1 = getOffsetTop(item1.content);\n          var offset2 = getOffsetTop(item2.content);\n          if (offset1 < offset2) return -1;\n          return 1;\n        });\n      }\n    };\n\n    /**\n     * Get the offset to use for calculating position\n     * @param  {Object} settings The settings for this instantiation\n     * @return {Float}           The number of pixels to offset the calculations\n     */\n    var getOffset = function (settings) {\n      // if the offset is a function run it\n      if (typeof settings.offset === \"function\") {\n        return parseFloat(settings.offset());\n      }\n\n      // Otherwise, return it as-is\n      return parseFloat(settings.offset);\n    };\n\n    /**\n     * Get the document element's height\n     * @private\n     * @returns {Number}\n     */\n    var getDocumentHeight = function () {\n      return Math.max(\n        document.body.scrollHeight,\n        document.documentElement.scrollHeight,\n        document.body.offsetHeight,\n        document.documentElement.offsetHeight,\n        document.body.clientHeight,\n        document.documentElement.clientHeight,\n      );\n    };\n\n    /**\n     * Determine if an element is in view\n     * @param  {Node}    elem     The element\n     * @param  {Object}  settings The settings for this instantiation\n     * @param  {Boolean} bottom   If true, check if element is above bottom of viewport instead\n     * @return {Boolean}          Returns true if element is in the viewport\n     */\n    var isInView = function (elem, settings, bottom) {\n      var bounds = elem.getBoundingClientRect();\n      var offset = getOffset(settings);\n      if (bottom) {\n        return (\n          parseInt(bounds.bottom, 10) <\n          (window.innerHeight || document.documentElement.clientHeight)\n        );\n      }\n      return parseInt(bounds.top, 10) <= offset;\n    };\n\n    /**\n     * Check if at the bottom of the viewport\n     * @return {Boolean} If true, page is at the bottom of the viewport\n     */\n    var isAtBottom = function () {\n      if (\n        Math.ceil(window.innerHeight + window.pageYOffset) >=\n        getDocumentHeight()\n      )\n        return true;\n      return false;\n    };\n\n    /**\n     * Check if the last item should be used (even if not at the top of the page)\n     * @param  {Object} item     The last item\n     * @param  {Object} settings The settings for this instantiation\n     * @return {Boolean}         If true, use the last item\n     */\n    var useLastItem = function (item, settings) {\n      if (isAtBottom() && isInView(item.content, settings, true)) return true;\n      return false;\n    };\n\n    /**\n     * Get the active content\n     * @param  {Array}  contents The content areas\n     * @param  {Object} settings The settings for this instantiation\n     * @return {Object}          The content area and matching navigation link\n     */\n    var getActive = function (contents, settings) {\n      var last = contents[contents.length - 1];\n      if (useLastItem(last, settings)) return last;\n      for (var i = contents.length - 1; i >= 0; i--) {\n        if (isInView(contents[i].content, settings)) return contents[i];\n      }\n    };\n\n    /**\n     * Deactivate parent navs in a nested navigation\n     * @param  {Node}   nav      The starting navigation element\n     * @param  {Object} settings The settings for this instantiation\n     */\n    var deactivateNested = function (nav, settings) {\n      // If nesting isn't activated, bail\n      if (!settings.nested || !nav.parentNode) return;\n\n      // Get the parent navigation\n      var li = nav.parentNode.closest(\"li\");\n      if (!li) return;\n\n      // Remove the active class\n      li.classList.remove(settings.nestedClass);\n\n      // Apply recursively to any parent navigation elements\n      deactivateNested(li, settings);\n    };\n\n    /**\n     * Deactivate a nav and content area\n     * @param  {Object} items    The nav item and content to deactivate\n     * @param  {Object} settings The settings for this instantiation\n     */\n    var deactivate = function (items, settings) {\n      // Make sure there are items to deactivate\n      if (!items) return;\n\n      // Get the parent list item\n      var li = items.nav.closest(\"li\");\n      if (!li) return;\n\n      // Remove the active class from the nav and content\n      li.classList.remove(settings.navClass);\n      items.content.classList.remove(settings.contentClass);\n\n      // Deactivate any parent navs in a nested navigation\n      deactivateNested(li, settings);\n\n      // Emit a custom event\n      emitEvent(\"gumshoeDeactivate\", li, {\n        link: items.nav,\n        content: items.content,\n        settings: settings,\n      });\n    };\n\n    /**\n     * Activate parent navs in a nested navigation\n     * @param  {Node}   nav      The starting navigation element\n     * @param  {Object} settings The settings for this instantiation\n     */\n    var activateNested = function (nav, settings) {\n      // If nesting isn't activated, bail\n      if (!settings.nested) return;\n\n      // Get the parent navigation\n      var li = nav.parentNode.closest(\"li\");\n      if (!li) return;\n\n      // Add the active class\n      li.classList.add(settings.nestedClass);\n\n      // Apply recursively to any parent navigation elements\n      activateNested(li, settings);\n    };\n\n    /**\n     * Activate a nav and content area\n     * @param  {Object} items    The nav item and content to activate\n     * @param  {Object} settings The settings for this instantiation\n     */\n    var activate = function (items, settings) {\n      // Make sure there are items to activate\n      if (!items) return;\n\n      // Get the parent list item\n      var li = items.nav.closest(\"li\");\n      if (!li) return;\n\n      // Add the active class to the nav and content\n      li.classList.add(settings.navClass);\n      items.content.classList.add(settings.contentClass);\n\n      // Activate any parent navs in a nested navigation\n      activateNested(li, settings);\n\n      // Emit a custom event\n      emitEvent(\"gumshoeActivate\", li, {\n        link: items.nav,\n        content: items.content,\n        settings: settings,\n      });\n    };\n\n    /**\n     * Create the Constructor object\n     * @param {String} selector The selector to use for navigation items\n     * @param {Object} options  User options and settings\n     */\n    var Constructor = function (selector, options) {\n      //\n      // Variables\n      //\n\n      var publicAPIs = {};\n      var navItems, contents, current, timeout, settings;\n\n      //\n      // Methods\n      //\n\n      /**\n       * Set variables from DOM elements\n       */\n      publicAPIs.setup = function () {\n        // Get all nav items\n        navItems = document.querySelectorAll(selector);\n\n        // Create contents array\n        contents = [];\n\n        // Loop through each item, get it's matching content, and push to the array\n        Array.prototype.forEach.call(navItems, function (item) {\n          // Get the content for the nav item\n          var content = document.getElementById(\n            decodeURIComponent(item.hash.substr(1)),\n          );\n          if (!content) return;\n\n          // Push to the contents array\n          contents.push({\n            nav: item,\n            content: content,\n          });\n        });\n\n        // Sort contents by the order they appear in the DOM\n        sortContents(contents);\n      };\n\n      /**\n       * Detect which content is currently active\n       */\n      publicAPIs.detect = function () {\n        // Get the active content\n        var active = getActive(contents, settings);\n\n        // if there's no active content, deactivate and bail\n        if (!active) {\n          if (current) {\n            deactivate(current, settings);\n            current = null;\n          }\n          return;\n        }\n\n        // If the active content is the one currently active, do nothing\n        if (current && active.content === current.content) return;\n\n        // Deactivate the current content and activate the new content\n        deactivate(current, settings);\n        activate(active, settings);\n\n        // Update the currently active content\n        current = active;\n      };\n\n      /**\n       * Detect the active content on scroll\n       * Debounced for performance\n       */\n      var scrollHandler = function (event) {\n        // If there's a timer, cancel it\n        if (timeout) {\n          window.cancelAnimationFrame(timeout);\n        }\n\n        // Setup debounce callback\n        timeout = window.requestAnimationFrame(publicAPIs.detect);\n      };\n\n      /**\n       * Update content sorting on resize\n       * Debounced for performance\n       */\n      var resizeHandler = function (event) {\n        // If there's a timer, cancel it\n        if (timeout) {\n          window.cancelAnimationFrame(timeout);\n        }\n\n        // Setup debounce callback\n        timeout = window.requestAnimationFrame(function () {\n          sortContents(contents);\n          publicAPIs.detect();\n        });\n      };\n\n      /**\n       * Destroy the current instantiation\n       */\n      publicAPIs.destroy = function () {\n        // Undo DOM changes\n        if (current) {\n          deactivate(current, settings);\n        }\n\n        // Remove event listeners\n        window.removeEventListener(\"scroll\", scrollHandler, false);\n        if (settings.reflow) {\n          window.removeEventListener(\"resize\", resizeHandler, false);\n        }\n\n        // Reset variables\n        contents = null;\n        navItems = null;\n        current = null;\n        timeout = null;\n        settings = null;\n      };\n\n      /**\n       * Initialize the current instantiation\n       */\n      var init = function () {\n        // Merge user options into defaults\n        settings = extend(defaults, options || {});\n\n        // Setup variables based on the current DOM\n        publicAPIs.setup();\n\n        // Find the currently active content\n        publicAPIs.detect();\n\n        // Setup event listeners\n        window.addEventListener(\"scroll\", scrollHandler, false);\n        if (settings.reflow) {\n          window.addEventListener(\"resize\", resizeHandler, false);\n        }\n      };\n\n      //\n      // Initialize and return the public APIs\n      //\n\n      init();\n      return publicAPIs;\n    };\n\n    //\n    // Return the Constructor\n    //\n\n    return Constructor;\n  },\n);\n","// The module cache\nvar __webpack_module_cache__ = {};\n\n// The require function\nfunction __webpack_require__(moduleId) {\n\t// Check if module is in cache\n\tvar cachedModule = __webpack_module_cache__[moduleId];\n\tif (cachedModule !== undefined) {\n\t\treturn cachedModule.exports;\n\t}\n\t// Create a new module (and put it into the cache)\n\tvar module = __webpack_module_cache__[moduleId] = {\n\t\t// no module.id needed\n\t\t// no module.loaded needed\n\t\texports: {}\n\t};\n\n\t// Execute the module function\n\t__webpack_modules__[moduleId].call(module.exports, module, module.exports, __webpack_require__);\n\n\t// Return the exports of the module\n\treturn module.exports;\n}\n\n","// getDefaultExport function for compatibility with non-harmony modules\n__webpack_require__.n = (module) => {\n\tvar getter = module && module.__esModule ?\n\t\t() => (module['default']) :\n\t\t() => (module);\n\t__webpack_require__.d(getter, { a: getter });\n\treturn getter;\n};","// define getter functions for harmony exports\n__webpack_require__.d = (exports, definition) => {\n\tfor(var key in definition) {\n\t\tif(__webpack_require__.o(definition, key) && !__webpack_require__.o(exports, key)) {\n\t\t\tObject.defineProperty(exports, key, { enumerable: true, get: definition[key] });\n\t\t}\n\t}\n};","__webpack_require__.g = (function() {\n\tif (typeof globalThis === 'object') return globalThis;\n\ttry {\n\t\treturn this || new Function('return this')();\n\t} catch (e) {\n\t\tif (typeof window === 'object') return window;\n\t}\n})();","__webpack_require__.o = (obj, prop) => (Object.prototype.hasOwnProperty.call(obj, prop))","import Gumshoe from \"./gumshoe-patched.js\";\n\n////////////////////////////////////////////////////////////////////////////////\n// Scroll Handling\n////////////////////////////////////////////////////////////////////////////////\nvar tocScroll = null;\nvar header = null;\nvar lastScrollTop = document.documentElement.scrollTop;\nconst GO_TO_TOP_OFFSET = 64;\n\nfunction scrollHandlerForHeader(positionY) {\n  const headerTop = Math.floor(header.getBoundingClientRect().top);\n\n  console.log(`headerTop: ${headerTop}`);\n  if (headerTop == 0 && positionY != headerTop) {\n    header.classList.add(\"scrolled\");\n  } else {\n    header.classList.remove(\"scrolled\");\n  }\n}\n\nfunction scrollHandlerForBackToTop(positionY) {\n  if (positionY < GO_TO_TOP_OFFSET) {\n    document.documentElement.classList.remove(\"show-back-to-top\");\n  } else {\n    if (positionY < lastScrollTop) {\n      document.documentElement.classList.add(\"show-back-to-top\");\n    } else if (positionY > lastScrollTop) {\n      document.documentElement.classList.remove(\"show-back-to-top\");\n    }\n  }\n  lastScrollTop = positionY;\n}\n\nfunction scrollHandlerForTOC(positionY) {\n  if (tocScroll === null) {\n    return;\n  }\n\n  // top of page.\n  if (positionY == 0) {\n    tocScroll.scrollTo(0, 0);\n  } else if (\n    // bottom of page.\n    Math.ceil(positionY) >=\n    Math.floor(document.documentElement.scrollHeight - window.innerHeight)\n  ) {\n    tocScroll.scrollTo(0, tocScroll.scrollHeight);\n  } else {\n    // somewhere in the middle.\n    const current = document.querySelector(\".scroll-current\");\n    if (current == null) {\n      return;\n    }\n\n    // https://github.com/pypa/pip/issues/9159 This breaks scroll behaviours.\n    // // scroll the currently \"active\" heading in toc, into view.\n    // const rect = current.getBoundingClientRect();\n    // if (0 > rect.top) {\n    //   current.scrollIntoView(true); // the argument is \"alignTop\"\n    // } else if (rect.bottom > window.innerHeight) {\n    //   current.scrollIntoView(false);\n    // }\n  }\n}\n\nfunction scrollHandler(positionY) {\n  scrollHandlerForHeader(positionY);\n  scrollHandlerForBackToTop(positionY);\n  scrollHandlerForTOC(positionY);\n}\n\n////////////////////////////////////////////////////////////////////////////////\n// Theme Toggle\n////////////////////////////////////////////////////////////////////////////////\nfunction setTheme(mode) {\n  if (mode !== \"light\" && mode !== \"dark\" && mode !== \"auto\") {\n    console.error(`Got invalid theme mode: ${mode}. Resetting to auto.`);\n    mode = \"auto\";\n  }\n\n  document.body.dataset.theme = mode;\n  localStorage.setItem(\"theme\", mode);\n  console.log(`Changed to ${mode} mode.`);\n}\n\nfunction cycleThemeOnce() {\n  const currentTheme = localStorage.getItem(\"theme\") || \"auto\";\n  const prefersDark = window.matchMedia(\"(prefers-color-scheme: dark)\").matches;\n\n  if (prefersDark) {\n    // Auto (dark) -> Light -> Dark\n    if (currentTheme === \"auto\") {\n      setTheme(\"light\");\n    } else if (currentTheme == \"light\") {\n      setTheme(\"dark\");\n    } else {\n      setTheme(\"auto\");\n    }\n  } else {\n    // Auto (light) -> Dark -> Light\n    if (currentTheme === \"auto\") {\n      setTheme(\"dark\");\n    } else if (currentTheme == \"dark\") {\n      setTheme(\"light\");\n    } else {\n      setTheme(\"auto\");\n    }\n  }\n}\n\n////////////////////////////////////////////////////////////////////////////////\n// Setup\n////////////////////////////////////////////////////////////////////////////////\nfunction setupScrollHandler() {\n  // Taken from https://developer.mozilla.org/en-US/docs/Web/API/Document/scroll_event\n  let last_known_scroll_position = 0;\n  let ticking = false;\n\n  window.addEventListener(\"scroll\", function (e) {\n    last_known_scroll_position = window.scrollY;\n\n    if (!ticking) {\n      window.requestAnimationFrame(function () {\n        scrollHandler(last_known_scroll_position);\n        ticking = false;\n      });\n\n      ticking = true;\n    }\n  });\n  window.scroll();\n}\n\nfunction setupScrollSpy() {\n  if (tocScroll === null) {\n    return;\n  }\n\n  // Scrollspy -- highlight table on contents, based on scroll\n  new Gumshoe(\".toc-tree a\", {\n    reflow: true,\n    recursive: true,\n    navClass: \"scroll-current\",\n    offset: () => {\n      let rem = parseFloat(getComputedStyle(document.documentElement).fontSize);\n      return header.getBoundingClientRect().height + 2.5 * rem + 1;\n    },\n  });\n}\n\nfunction setupTheme() {\n  // Attach event handlers for toggling themes\n  const buttons = document.getElementsByClassName(\"theme-toggle\");\n  Array.from(buttons).forEach((btn) => {\n    btn.addEventListener(\"click\", cycleThemeOnce);\n  });\n}\n\nfunction setup() {\n  setupTheme();\n  setupScrollHandler();\n  setupScrollSpy();\n}\n\n////////////////////////////////////////////////////////////////////////////////\n// Main entrypoint\n////////////////////////////////////////////////////////////////////////////////\nfunction main() {\n  document.body.parentNode.classList.remove(\"no-js\");\n\n  header = document.querySelector(\"header\");\n  tocScroll = document.querySelector(\".toc-scroll\");\n\n  setup();\n}\n\ndocument.addEventListener(\"DOMContentLoaded\", main);\n"],"names":["root","g","window","this","defaults","navClass","contentClass","nested","nestedClass","offset","reflow","events","emitEvent","type","elem","detail","settings","event","CustomEvent","bubbles","cancelable","dispatchEvent","getOffsetTop","location","offsetParent","offsetTop","sortContents","contents","sort","item1","item2","content","isInView","bottom","bounds","getBoundingClientRect","parseFloat","getOffset","parseInt","innerHeight","document","documentElement","clientHeight","top","isAtBottom","Math","ceil","pageYOffset","max","body","scrollHeight","offsetHeight","getActive","last","length","item","useLastItem","i","deactivateNested","nav","parentNode","li","closest","classList","remove","deactivate","items","link","activateNested","add","selector","options","navItems","current","timeout","publicAPIs","querySelectorAll","Array","prototype","forEach","call","getElementById","decodeURIComponent","hash","substr","push","active","activate","scrollHandler","cancelAnimationFrame","requestAnimationFrame","detect","resizeHandler","destroy","removeEventListener","merged","arguments","obj","key","hasOwnProperty","extend","setup","addEventListener","factory","__webpack_module_cache__","__webpack_require__","moduleId","cachedModule","undefined","exports","module","__webpack_modules__","n","getter","__esModule","d","a","definition","o","Object","defineProperty","enumerable","get","globalThis","Function","e","prop","tocScroll","header","lastScrollTop","scrollTop","GO_TO_TOP_OFFSET","cycleThemeOnce","currentTheme","localStorage","getItem","mode","matchMedia","matches","console","error","dataset","theme","setItem","log","buttons","getElementsByClassName","from","btn","setupTheme","last_known_scroll_position","ticking","scrollY","positionY","headerTop","floor","scrollHandlerForHeader","scrollHandlerForBackToTop","scrollTo","querySelector","scrollHandlerForTOC","scroll","setupScrollHandler","recursive","rem","getComputedStyle","fontSize","height"],"sourceRoot":""}
\ No newline at end of file
diff --git a/pulls/1961/_static/searchtools.js b/pulls/1961/_static/searchtools.js
deleted file mode 100644
index 97d56a74d8..0000000000
--- a/pulls/1961/_static/searchtools.js
+++ /dev/null
@@ -1,566 +0,0 @@
-/*
- * searchtools.js
- * ~~~~~~~~~~~~~~~~
- *
- * Sphinx JavaScript utilities for the full-text search.
- *
- * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS.
- * :license: BSD, see LICENSE for details.
- *
- */
-"use strict";
-
-/**
- * Simple result scoring code.
- */
-if (typeof Scorer === "undefined") {
-  var Scorer = {
-    // Implement the following function to further tweak the score for each result
-    // The function takes a result array [docname, title, anchor, descr, score, filename]
-    // and returns the new score.
-    /*
-    score: result => {
-      const [docname, title, anchor, descr, score, filename] = result
-      return score
-    },
-    */
-
-    // query matches the full name of an object
-    objNameMatch: 11,
-    // or matches in the last dotted part of the object name
-    objPartialMatch: 6,
-    // Additive scores depending on the priority of the object
-    objPrio: {
-      0: 15, // used to be importantResults
-      1: 5, // used to be objectResults
-      2: -5, // used to be unimportantResults
-    },
-    //  Used when the priority is not in the mapping.
-    objPrioDefault: 0,
-
-    // query found in title
-    title: 15,
-    partialTitle: 7,
-    // query found in terms
-    term: 5,
-    partialTerm: 2,
-  };
-}
-
-const _removeChildren = (element) => {
-  while (element && element.lastChild) element.removeChild(element.lastChild);
-};
-
-/**
- * See https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide/Regular_Expressions#escaping
- */
-const _escapeRegExp = (string) =>
-  string.replace(/[.*+\-?^${}()|[\]\\]/g, "\\$&"); // $& means the whole matched string
-
-const _displayItem = (item, searchTerms) => {
-  const docBuilder = DOCUMENTATION_OPTIONS.BUILDER;
-  const docUrlRoot = DOCUMENTATION_OPTIONS.URL_ROOT;
-  const docFileSuffix = DOCUMENTATION_OPTIONS.FILE_SUFFIX;
-  const docLinkSuffix = DOCUMENTATION_OPTIONS.LINK_SUFFIX;
-  const showSearchSummary = DOCUMENTATION_OPTIONS.SHOW_SEARCH_SUMMARY;
-
-  const [docName, title, anchor, descr, score, _filename] = item;
-
-  let listItem = document.createElement("li");
-  let requestUrl;
-  let linkUrl;
-  if (docBuilder === "dirhtml") {
-    // dirhtml builder
-    let dirname = docName + "/";
-    if (dirname.match(/\/index\/$/))
-      dirname = dirname.substring(0, dirname.length - 6);
-    else if (dirname === "index/") dirname = "";
-    requestUrl = docUrlRoot + dirname;
-    linkUrl = requestUrl;
-  } else {
-    // normal html builders
-    requestUrl = docUrlRoot + docName + docFileSuffix;
-    linkUrl = docName + docLinkSuffix;
-  }
-  let linkEl = listItem.appendChild(document.createElement("a"));
-  linkEl.href = linkUrl + anchor;
-  linkEl.dataset.score = score;
-  linkEl.innerHTML = title;
-  if (descr)
-    listItem.appendChild(document.createElement("span")).innerHTML =
-      " (" + descr + ")";
-  else if (showSearchSummary)
-    fetch(requestUrl)
-      .then((responseData) => responseData.text())
-      .then((data) => {
-        if (data)
-          listItem.appendChild(
-            Search.makeSearchSummary(data, searchTerms)
-          );
-      });
-  Search.output.appendChild(listItem);
-};
-const _finishSearch = (resultCount) => {
-  Search.stopPulse();
-  Search.title.innerText = _("Search Results");
-  if (!resultCount)
-    Search.status.innerText = Documentation.gettext(
-      "Your search did not match any documents. Please make sure that all words are spelled correctly and that you've selected enough categories."
-    );
-  else
-    Search.status.innerText = _(
-      `Search finished, found ${resultCount} page(s) matching the search query.`
-    );
-};
-const _displayNextItem = (
-  results,
-  resultCount,
-  searchTerms
-) => {
-  // results left, load the summary and display it
-  // this is intended to be dynamic (don't sub resultsCount)
-  if (results.length) {
-    _displayItem(results.pop(), searchTerms);
-    setTimeout(
-      () => _displayNextItem(results, resultCount, searchTerms),
-      5
-    );
-  }
-  // search finished, update title and status message
-  else _finishSearch(resultCount);
-};
-
-/**
- * Default splitQuery function. Can be overridden in ``sphinx.search`` with a
- * custom function per language.
- *
- * The regular expression works by splitting the string on consecutive characters
- * that are not Unicode letters, numbers, underscores, or emoji characters.
- * This is the same as ``\W+`` in Python, preserving the surrogate pair area.
- */
-if (typeof splitQuery === "undefined") {
-  var splitQuery = (query) => query
-      .split(/[^\p{Letter}\p{Number}_\p{Emoji_Presentation}]+/gu)
-      .filter(term => term)  // remove remaining empty strings
-}
-
-/**
- * Search Module
- */
-const Search = {
-  _index: null,
-  _queued_query: null,
-  _pulse_status: -1,
-
-  htmlToText: (htmlString) => {
-    const htmlElement = new DOMParser().parseFromString(htmlString, 'text/html');
-    htmlElement.querySelectorAll(".headerlink").forEach((el) => { el.remove() });
-    const docContent = htmlElement.querySelector('[role="main"]');
-    if (docContent !== undefined) return docContent.textContent;
-    console.warn(
-      "Content block not found. Sphinx search tries to obtain it via '[role=main]'. Could you check your theme or template."
-    );
-    return "";
-  },
-
-  init: () => {
-    const query = new URLSearchParams(window.location.search).get("q");
-    document
-      .querySelectorAll('input[name="q"]')
-      .forEach((el) => (el.value = query));
-    if (query) Search.performSearch(query);
-  },
-
-  loadIndex: (url) =>
-    (document.body.appendChild(document.createElement("script")).src = url),
-
-  setIndex: (index) => {
-    Search._index = index;
-    if (Search._queued_query !== null) {
-      const query = Search._queued_query;
-      Search._queued_query = null;
-      Search.query(query);
-    }
-  },
-
-  hasIndex: () => Search._index !== null,
-
-  deferQuery: (query) => (Search._queued_query = query),
-
-  stopPulse: () => (Search._pulse_status = -1),
-
-  startPulse: () => {
-    if (Search._pulse_status >= 0) return;
-
-    const pulse = () => {
-      Search._pulse_status = (Search._pulse_status + 1) % 4;
-      Search.dots.innerText = ".".repeat(Search._pulse_status);
-      if (Search._pulse_status >= 0) window.setTimeout(pulse, 500);
-    };
-    pulse();
-  },
-
-  /**
-   * perform a search for something (or wait until index is loaded)
-   */
-  performSearch: (query) => {
-    // create the required interface elements
-    const searchText = document.createElement("h2");
-    searchText.textContent = _("Searching");
-    const searchSummary = document.createElement("p");
-    searchSummary.classList.add("search-summary");
-    searchSummary.innerText = "";
-    const searchList = document.createElement("ul");
-    searchList.classList.add("search");
-
-    const out = document.getElementById("search-results");
-    Search.title = out.appendChild(searchText);
-    Search.dots = Search.title.appendChild(document.createElement("span"));
-    Search.status = out.appendChild(searchSummary);
-    Search.output = out.appendChild(searchList);
-
-    const searchProgress = document.getElementById("search-progress");
-    // Some themes don't use the search progress node
-    if (searchProgress) {
-      searchProgress.innerText = _("Preparing search...");
-    }
-    Search.startPulse();
-
-    // index already loaded, the browser was quick!
-    if (Search.hasIndex()) Search.query(query);
-    else Search.deferQuery(query);
-  },
-
-  /**
-   * execute search (requires search index to be loaded)
-   */
-  query: (query) => {
-    const filenames = Search._index.filenames;
-    const docNames = Search._index.docnames;
-    const titles = Search._index.titles;
-    const allTitles = Search._index.alltitles;
-    const indexEntries = Search._index.indexentries;
-
-    // stem the search terms and add them to the correct list
-    const stemmer = new Stemmer();
-    const searchTerms = new Set();
-    const excludedTerms = new Set();
-    const highlightTerms = new Set();
-    const objectTerms = new Set(splitQuery(query.toLowerCase().trim()));
-    splitQuery(query.trim()).forEach((queryTerm) => {
-      const queryTermLower = queryTerm.toLowerCase();
-
-      // maybe skip this "word"
-      // stopwords array is from language_data.js
-      if (
-        stopwords.indexOf(queryTermLower) !== -1 ||
-        queryTerm.match(/^\d+$/)
-      )
-        return;
-
-      // stem the word
-      let word = stemmer.stemWord(queryTermLower);
-      // select the correct list
-      if (word[0] === "-") excludedTerms.add(word.substr(1));
-      else {
-        searchTerms.add(word);
-        highlightTerms.add(queryTermLower);
-      }
-    });
-
-    if (SPHINX_HIGHLIGHT_ENABLED) {  // set in sphinx_highlight.js
-      localStorage.setItem("sphinx_highlight_terms", [...highlightTerms].join(" "))
-    }
-
-    // console.debug("SEARCH: searching for:");
-    // console.info("required: ", [...searchTerms]);
-    // console.info("excluded: ", [...excludedTerms]);
-
-    // array of [docname, title, anchor, descr, score, filename]
-    let results = [];
-    _removeChildren(document.getElementById("search-progress"));
-
-    const queryLower = query.toLowerCase();
-    for (const [title, foundTitles] of Object.entries(allTitles)) {
-      if (title.toLowerCase().includes(queryLower) && (queryLower.length >= title.length/2)) {
-        for (const [file, id] of foundTitles) {
-          let score = Math.round(100 * queryLower.length / title.length)
-          results.push([
-            docNames[file],
-            titles[file] !== title ? `${titles[file]} > ${title}` : title,
-            id !== null ? "#" + id : "",
-            null,
-            score,
-            filenames[file],
-          ]);
-        }
-      }
-    }
-
-    // search for explicit entries in index directives
-    for (const [entry, foundEntries] of Object.entries(indexEntries)) {
-      if (entry.includes(queryLower) && (queryLower.length >= entry.length/2)) {
-        for (const [file, id] of foundEntries) {
-          let score = Math.round(100 * queryLower.length / entry.length)
-          results.push([
-            docNames[file],
-            titles[file],
-            id ? "#" + id : "",
-            null,
-            score,
-            filenames[file],
-          ]);
-        }
-      }
-    }
-
-    // lookup as object
-    objectTerms.forEach((term) =>
-      results.push(...Search.performObjectSearch(term, objectTerms))
-    );
-
-    // lookup as search terms in fulltext
-    results.push(...Search.performTermsSearch(searchTerms, excludedTerms));
-
-    // let the scorer override scores with a custom scoring function
-    if (Scorer.score) results.forEach((item) => (item[4] = Scorer.score(item)));
-
-    // now sort the results by score (in opposite order of appearance, since the
-    // display function below uses pop() to retrieve items) and then
-    // alphabetically
-    results.sort((a, b) => {
-      const leftScore = a[4];
-      const rightScore = b[4];
-      if (leftScore === rightScore) {
-        // same score: sort alphabetically
-        const leftTitle = a[1].toLowerCase();
-        const rightTitle = b[1].toLowerCase();
-        if (leftTitle === rightTitle) return 0;
-        return leftTitle > rightTitle ? -1 : 1; // inverted is intentional
-      }
-      return leftScore > rightScore ? 1 : -1;
-    });
-
-    // remove duplicate search results
-    // note the reversing of results, so that in the case of duplicates, the highest-scoring entry is kept
-    let seen = new Set();
-    results = results.reverse().reduce((acc, result) => {
-      let resultStr = result.slice(0, 4).concat([result[5]]).map(v => String(v)).join(',');
-      if (!seen.has(resultStr)) {
-        acc.push(result);
-        seen.add(resultStr);
-      }
-      return acc;
-    }, []);
-
-    results = results.reverse();
-
-    // for debugging
-    //Search.lastresults = results.slice();  // a copy
-    // console.info("search results:", Search.lastresults);
-
-    // print the results
-    _displayNextItem(results, results.length, searchTerms);
-  },
-
-  /**
-   * search for object names
-   */
-  performObjectSearch: (object, objectTerms) => {
-    const filenames = Search._index.filenames;
-    const docNames = Search._index.docnames;
-    const objects = Search._index.objects;
-    const objNames = Search._index.objnames;
-    const titles = Search._index.titles;
-
-    const results = [];
-
-    const objectSearchCallback = (prefix, match) => {
-      const name = match[4]
-      const fullname = (prefix ? prefix + "." : "") + name;
-      const fullnameLower = fullname.toLowerCase();
-      if (fullnameLower.indexOf(object) < 0) return;
-
-      let score = 0;
-      const parts = fullnameLower.split(".");
-
-      // check for different match types: exact matches of full name or
-      // "last name" (i.e. last dotted part)
-      if (fullnameLower === object || parts.slice(-1)[0] === object)
-        score += Scorer.objNameMatch;
-      else if (parts.slice(-1)[0].indexOf(object) > -1)
-        score += Scorer.objPartialMatch; // matches in last name
-
-      const objName = objNames[match[1]][2];
-      const title = titles[match[0]];
-
-      // If more than one term searched for, we require other words to be
-      // found in the name/title/description
-      const otherTerms = new Set(objectTerms);
-      otherTerms.delete(object);
-      if (otherTerms.size > 0) {
-        const haystack = `${prefix} ${name} ${objName} ${title}`.toLowerCase();
-        if (
-          [...otherTerms].some((otherTerm) => haystack.indexOf(otherTerm) < 0)
-        )
-          return;
-      }
-
-      let anchor = match[3];
-      if (anchor === "") anchor = fullname;
-      else if (anchor === "-") anchor = objNames[match[1]][1] + "-" + fullname;
-
-      const descr = objName + _(", in ") + title;
-
-      // add custom score for some objects according to scorer
-      if (Scorer.objPrio.hasOwnProperty(match[2]))
-        score += Scorer.objPrio[match[2]];
-      else score += Scorer.objPrioDefault;
-
-      results.push([
-        docNames[match[0]],
-        fullname,
-        "#" + anchor,
-        descr,
-        score,
-        filenames[match[0]],
-      ]);
-    };
-    Object.keys(objects).forEach((prefix) =>
-      objects[prefix].forEach((array) =>
-        objectSearchCallback(prefix, array)
-      )
-    );
-    return results;
-  },
-
-  /**
-   * search for full-text terms in the index
-   */
-  performTermsSearch: (searchTerms, excludedTerms) => {
-    // prepare search
-    const terms = Search._index.terms;
-    const titleTerms = Search._index.titleterms;
-    const filenames = Search._index.filenames;
-    const docNames = Search._index.docnames;
-    const titles = Search._index.titles;
-
-    const scoreMap = new Map();
-    const fileMap = new Map();
-
-    // perform the search on the required terms
-    searchTerms.forEach((word) => {
-      const files = [];
-      const arr = [
-        { files: terms[word], score: Scorer.term },
-        { files: titleTerms[word], score: Scorer.title },
-      ];
-      // add support for partial matches
-      if (word.length > 2) {
-        const escapedWord = _escapeRegExp(word);
-        Object.keys(terms).forEach((term) => {
-          if (term.match(escapedWord) && !terms[word])
-            arr.push({ files: terms[term], score: Scorer.partialTerm });
-        });
-        Object.keys(titleTerms).forEach((term) => {
-          if (term.match(escapedWord) && !titleTerms[word])
-            arr.push({ files: titleTerms[word], score: Scorer.partialTitle });
-        });
-      }
-
-      // no match but word was a required one
-      if (arr.every((record) => record.files === undefined)) return;
-
-      // found search word in contents
-      arr.forEach((record) => {
-        if (record.files === undefined) return;
-
-        let recordFiles = record.files;
-        if (recordFiles.length === undefined) recordFiles = [recordFiles];
-        files.push(...recordFiles);
-
-        // set score for the word in each file
-        recordFiles.forEach((file) => {
-          if (!scoreMap.has(file)) scoreMap.set(file, {});
-          scoreMap.get(file)[word] = record.score;
-        });
-      });
-
-      // create the mapping
-      files.forEach((file) => {
-        if (fileMap.has(file) && fileMap.get(file).indexOf(word) === -1)
-          fileMap.get(file).push(word);
-        else fileMap.set(file, [word]);
-      });
-    });
-
-    // now check if the files don't contain excluded terms
-    const results = [];
-    for (const [file, wordList] of fileMap) {
-      // check if all requirements are matched
-
-      // as search terms with length < 3 are discarded
-      const filteredTermCount = [...searchTerms].filter(
-        (term) => term.length > 2
-      ).length;
-      if (
-        wordList.length !== searchTerms.size &&
-        wordList.length !== filteredTermCount
-      )
-        continue;
-
-      // ensure that none of the excluded terms is in the search result
-      if (
-        [...excludedTerms].some(
-          (term) =>
-            terms[term] === file ||
-            titleTerms[term] === file ||
-            (terms[term] || []).includes(file) ||
-            (titleTerms[term] || []).includes(file)
-        )
-      )
-        break;
-
-      // select one (max) score for the file.
-      const score = Math.max(...wordList.map((w) => scoreMap.get(file)[w]));
-      // add result to the result list
-      results.push([
-        docNames[file],
-        titles[file],
-        "",
-        null,
-        score,
-        filenames[file],
-      ]);
-    }
-    return results;
-  },
-
-  /**
-   * helper function to return a node containing the
-   * search summary for a given text. keywords is a list
-   * of stemmed words.
-   */
-  makeSearchSummary: (htmlText, keywords) => {
-    const text = Search.htmlToText(htmlText);
-    if (text === "") return null;
-
-    const textLower = text.toLowerCase();
-    const actualStartPosition = [...keywords]
-      .map((k) => textLower.indexOf(k.toLowerCase()))
-      .filter((i) => i > -1)
-      .slice(-1)[0];
-    const startWithContext = Math.max(actualStartPosition - 120, 0);
-
-    const top = startWithContext === 0 ? "" : "...";
-    const tail = startWithContext + 240 < text.length ? "..." : "";
-
-    let summary = document.createElement("p");
-    summary.classList.add("context");
-    summary.textContent = top + text.substr(startWithContext, 240).trim() + tail;
-
-    return summary;
-  },
-};
-
-_ready(Search.init);
diff --git a/pulls/1961/_static/skeleton.css b/pulls/1961/_static/skeleton.css
deleted file mode 100644
index 467c878c62..0000000000
--- a/pulls/1961/_static/skeleton.css
+++ /dev/null
@@ -1,296 +0,0 @@
-/* Some sane resets. */
-html {
-  height: 100%;
-}
-
-body {
-  margin: 0;
-  min-height: 100%;
-}
-
-/* All the flexbox magic! */
-body,
-.sb-announcement,
-.sb-content,
-.sb-main,
-.sb-container,
-.sb-container__inner,
-.sb-article-container,
-.sb-footer-content,
-.sb-header,
-.sb-header-secondary,
-.sb-footer {
-  display: flex;
-}
-
-/* These order things vertically */
-body,
-.sb-main,
-.sb-article-container {
-  flex-direction: column;
-}
-
-/* Put elements in the center */
-.sb-header,
-.sb-header-secondary,
-.sb-container,
-.sb-content,
-.sb-footer,
-.sb-footer-content {
-  justify-content: center;
-}
-/* Put elements at the ends */
-.sb-article-container {
-  justify-content: space-between;
-}
-
-/* These elements grow. */
-.sb-main,
-.sb-content,
-.sb-container,
-article {
-  flex-grow: 1;
-}
-
-/* Because padding making this wider is not fun */
-article {
-  box-sizing: border-box;
-}
-
-/* The announcements element should never be wider than the page. */
-.sb-announcement {
-  max-width: 100%;
-}
-
-.sb-sidebar-primary,
-.sb-sidebar-secondary {
-  flex-shrink: 0;
-  width: 17rem;
-}
-
-.sb-announcement__inner {
-  justify-content: center;
-
-  box-sizing: border-box;
-  height: 3rem;
-
-  overflow-x: auto;
-  white-space: nowrap;
-}
-
-/* Sidebars, with checkbox-based toggle */
-.sb-sidebar-primary,
-.sb-sidebar-secondary {
-  position: fixed;
-  height: 100%;
-  top: 0;
-}
-
-.sb-sidebar-primary {
-  left: -17rem;
-  transition: left 250ms ease-in-out;
-}
-.sb-sidebar-secondary {
-  right: -17rem;
-  transition: right 250ms ease-in-out;
-}
-
-.sb-sidebar-toggle {
-  display: none;
-}
-.sb-sidebar-overlay {
-  position: fixed;
-  top: 0;
-  width: 0;
-  height: 0;
-
-  transition: width 0ms ease 250ms, height 0ms ease 250ms, opacity 250ms ease;
-
-  opacity: 0;
-  background-color: rgba(0, 0, 0, 0.54);
-}
-
-#sb-sidebar-toggle--primary:checked
-  ~ .sb-sidebar-overlay[for="sb-sidebar-toggle--primary"],
-#sb-sidebar-toggle--secondary:checked
-  ~ .sb-sidebar-overlay[for="sb-sidebar-toggle--secondary"] {
-  width: 100%;
-  height: 100%;
-  opacity: 1;
-  transition: width 0ms ease, height 0ms ease, opacity 250ms ease;
-}
-
-#sb-sidebar-toggle--primary:checked ~ .sb-container .sb-sidebar-primary {
-  left: 0;
-}
-#sb-sidebar-toggle--secondary:checked ~ .sb-container .sb-sidebar-secondary {
-  right: 0;
-}
-
-/* Full-width mode */
-.drop-secondary-sidebar-for-full-width-content
-  .hide-when-secondary-sidebar-shown {
-  display: none !important;
-}
-.drop-secondary-sidebar-for-full-width-content .sb-sidebar-secondary {
-  display: none !important;
-}
-
-/* Mobile views */
-.sb-page-width {
-  width: 100%;
-}
-
-.sb-article-container,
-.sb-footer-content__inner,
-.drop-secondary-sidebar-for-full-width-content .sb-article,
-.drop-secondary-sidebar-for-full-width-content .match-content-width {
-  width: 100vw;
-}
-
-.sb-article,
-.match-content-width {
-  padding: 0 1rem;
-  box-sizing: border-box;
-}
-
-@media (min-width: 32rem) {
-  .sb-article,
-  .match-content-width {
-    padding: 0 2rem;
-  }
-}
-
-/* Tablet views */
-@media (min-width: 42rem) {
-  .sb-article-container {
-    width: auto;
-  }
-  .sb-footer-content__inner,
-  .drop-secondary-sidebar-for-full-width-content .sb-article,
-  .drop-secondary-sidebar-for-full-width-content .match-content-width {
-    width: 42rem;
-  }
-  .sb-article,
-  .match-content-width {
-    width: 42rem;
-  }
-}
-@media (min-width: 46rem) {
-  .sb-footer-content__inner,
-  .drop-secondary-sidebar-for-full-width-content .sb-article,
-  .drop-secondary-sidebar-for-full-width-content .match-content-width {
-    width: 46rem;
-  }
-  .sb-article,
-  .match-content-width {
-    width: 46rem;
-  }
-}
-@media (min-width: 50rem) {
-  .sb-footer-content__inner,
-  .drop-secondary-sidebar-for-full-width-content .sb-article,
-  .drop-secondary-sidebar-for-full-width-content .match-content-width {
-    width: 50rem;
-  }
-  .sb-article,
-  .match-content-width {
-    width: 50rem;
-  }
-}
-
-/* Tablet views */
-@media (min-width: 59rem) {
-  .sb-sidebar-secondary {
-    position: static;
-  }
-  .hide-when-secondary-sidebar-shown {
-    display: none !important;
-  }
-  .sb-footer-content__inner,
-  .drop-secondary-sidebar-for-full-width-content .sb-article,
-  .drop-secondary-sidebar-for-full-width-content .match-content-width {
-    width: 59rem;
-  }
-  .sb-article,
-  .match-content-width {
-    width: 42rem;
-  }
-}
-@media (min-width: 63rem) {
-  .sb-footer-content__inner,
-  .drop-secondary-sidebar-for-full-width-content .sb-article,
-  .drop-secondary-sidebar-for-full-width-content .match-content-width {
-    width: 63rem;
-  }
-  .sb-article,
-  .match-content-width {
-    width: 46rem;
-  }
-}
-@media (min-width: 67rem) {
-  .sb-footer-content__inner,
-  .drop-secondary-sidebar-for-full-width-content .sb-article,
-  .drop-secondary-sidebar-for-full-width-content .match-content-width {
-    width: 67rem;
-  }
-  .sb-article,
-  .match-content-width {
-    width: 50rem;
-  }
-}
-
-/* Desktop views */
-@media (min-width: 76rem) {
-  .sb-sidebar-primary {
-    position: static;
-  }
-  .hide-when-primary-sidebar-shown {
-    display: none !important;
-  }
-  .sb-footer-content__inner,
-  .drop-secondary-sidebar-for-full-width-content .sb-article,
-  .drop-secondary-sidebar-for-full-width-content .match-content-width {
-    width: 59rem;
-  }
-  .sb-article,
-  .match-content-width {
-    width: 42rem;
-  }
-}
-
-/* Full desktop views */
-@media (min-width: 80rem) {
-  .sb-article,
-  .match-content-width {
-    width: 46rem;
-  }
-  .sb-footer-content__inner,
-  .drop-secondary-sidebar-for-full-width-content .sb-article,
-  .drop-secondary-sidebar-for-full-width-content .match-content-width {
-    width: 63rem;
-  }
-}
-
-@media (min-width: 84rem) {
-  .sb-article,
-  .match-content-width {
-    width: 50rem;
-  }
-  .sb-footer-content__inner,
-  .drop-secondary-sidebar-for-full-width-content .sb-article,
-  .drop-secondary-sidebar-for-full-width-content .match-content-width {
-    width: 67rem;
-  }
-}
-
-@media (min-width: 88rem) {
-  .sb-footer-content__inner,
-  .drop-secondary-sidebar-for-full-width-content .sb-article,
-  .drop-secondary-sidebar-for-full-width-content .match-content-width {
-    width: 67rem;
-  }
-  .sb-page-width {
-    width: 88rem;
-  }
-}
diff --git a/pulls/1961/_static/sphinx-design.min.css b/pulls/1961/_static/sphinx-design.min.css
deleted file mode 100644
index 860c36da0f..0000000000
--- a/pulls/1961/_static/sphinx-design.min.css
+++ /dev/null
@@ -1 +0,0 @@
-.sd-bg-primary{background-color:var(--sd-color-primary) !important}.sd-bg-text-primary{color:var(--sd-color-primary-text) !important}button.sd-bg-primary:focus,button.sd-bg-primary:hover{background-color:var(--sd-color-primary-highlight) !important}a.sd-bg-primary:focus,a.sd-bg-primary:hover{background-color:var(--sd-color-primary-highlight) !important}.sd-bg-secondary{background-color:var(--sd-color-secondary) !important}.sd-bg-text-secondary{color:var(--sd-color-secondary-text) !important}button.sd-bg-secondary:focus,button.sd-bg-secondary:hover{background-color:var(--sd-color-secondary-highlight) !important}a.sd-bg-secondary:focus,a.sd-bg-secondary:hover{background-color:var(--sd-color-secondary-highlight) !important}.sd-bg-success{background-color:var(--sd-color-success) !important}.sd-bg-text-success{color:var(--sd-color-success-text) !important}button.sd-bg-success:focus,button.sd-bg-success:hover{background-color:var(--sd-color-success-highlight) !important}a.sd-bg-success:focus,a.sd-bg-success:hover{background-color:var(--sd-color-success-highlight) !important}.sd-bg-info{background-color:var(--sd-color-info) !important}.sd-bg-text-info{color:var(--sd-color-info-text) !important}button.sd-bg-info:focus,button.sd-bg-info:hover{background-color:var(--sd-color-info-highlight) !important}a.sd-bg-info:focus,a.sd-bg-info:hover{background-color:var(--sd-color-info-highlight) !important}.sd-bg-warning{background-color:var(--sd-color-warning) !important}.sd-bg-text-warning{color:var(--sd-color-warning-text) !important}button.sd-bg-warning:focus,button.sd-bg-warning:hover{background-color:var(--sd-color-warning-highlight) !important}a.sd-bg-warning:focus,a.sd-bg-warning:hover{background-color:var(--sd-color-warning-highlight) !important}.sd-bg-danger{background-color:var(--sd-color-danger) !important}.sd-bg-text-danger{color:var(--sd-color-danger-text) !important}button.sd-bg-danger:focus,button.sd-bg-danger:hover{background-color:var(--sd-color-danger-highlight) !important}a.sd-bg-danger:focus,a.sd-bg-danger:hover{background-color:var(--sd-color-danger-highlight) !important}.sd-bg-light{background-color:var(--sd-color-light) !important}.sd-bg-text-light{color:var(--sd-color-light-text) !important}button.sd-bg-light:focus,button.sd-bg-light:hover{background-color:var(--sd-color-light-highlight) !important}a.sd-bg-light:focus,a.sd-bg-light:hover{background-color:var(--sd-color-light-highlight) !important}.sd-bg-muted{background-color:var(--sd-color-muted) !important}.sd-bg-text-muted{color:var(--sd-color-muted-text) !important}button.sd-bg-muted:focus,button.sd-bg-muted:hover{background-color:var(--sd-color-muted-highlight) !important}a.sd-bg-muted:focus,a.sd-bg-muted:hover{background-color:var(--sd-color-muted-highlight) !important}.sd-bg-dark{background-color:var(--sd-color-dark) 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diff --git a/pulls/1961/_static/sphinx_highlight.js b/pulls/1961/_static/sphinx_highlight.js
deleted file mode 100644
index aae669d7ea..0000000000
--- a/pulls/1961/_static/sphinx_highlight.js
+++ /dev/null
@@ -1,144 +0,0 @@
-/* Highlighting utilities for Sphinx HTML documentation. */
-"use strict";
-
-const SPHINX_HIGHLIGHT_ENABLED = true
-
-/**
- * highlight a given string on a node by wrapping it in
- * span elements with the given class name.
- */
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-    ) {
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-      } else {
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-      }
-
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-      parent.insertBefore(
-        span,
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-          document.createTextNode(val.substr(pos + text.length)),
-          node.nextSibling
-        )
-      );
-      node.nodeValue = val.substr(0, pos);
-
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-        );
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-        rect.y.baseVal.value = bbox.y;
-        rect.width.baseVal.value = bbox.width;
-        rect.height.baseVal.value = bbox.height;
-        rect.setAttribute("class", className);
-        addItems.push({ parent: parent, target: rect });
-      }
-    }
-  } else if (node.matches && !node.matches("button, select, textarea")) {
-    node.childNodes.forEach((el) => _highlight(el, addItems, text, className));
-  }
-};
-const _highlightText = (thisNode, text, className) => {
-  let addItems = [];
-  _highlight(thisNode, addItems, text, className);
-  addItems.forEach((obj) =>
-    obj.parent.insertAdjacentElement("beforebegin", obj.target)
-  );
-};
-
-/**
- * Small JavaScript module for the documentation.
- */
-const SphinxHighlight = {
-
-  /**
-   * highlight the search words provided in localstorage in the text
-   */
-  highlightSearchWords: () => {
-    if (!SPHINX_HIGHLIGHT_ENABLED) return;  // bail if no highlight
-
-    // get and clear terms from localstorage
-    const url = new URL(window.location);
-    const highlight =
-        localStorage.getItem("sphinx_highlight_terms")
-        || url.searchParams.get("highlight")
-        || "";
-    localStorage.removeItem("sphinx_highlight_terms")
-    url.searchParams.delete("highlight");
-    window.history.replaceState({}, "", url);
-
-    // get individual terms from highlight string
-    const terms = highlight.toLowerCase().split(/\s+/).filter(x => x);
-    if (terms.length === 0) return; // nothing to do
-
-    // There should never be more than one element matching "div.body"
-    const divBody = document.querySelectorAll("div.body");
-    const body = divBody.length ? divBody[0] : document.querySelector("body");
-    window.setTimeout(() => {
-      terms.forEach((term) => _highlightText(body, term, "highlighted"));
-    }, 10);
-
-    const searchBox = document.getElementById("searchbox");
-    if (searchBox === null) return;
-    searchBox.appendChild(
-      document
-        .createRange()
-        .createContextualFragment(
-          '<p class="highlight-link">' +
-            '<a href="javascript:SphinxHighlight.hideSearchWords()">' +
-            _("Hide Search Matches") +
-            "</a></p>"
-        )
-    );
-  },
-
-  /**
-   * helper function to hide the search marks again
-   */
-  hideSearchWords: () => {
-    document
-      .querySelectorAll("#searchbox .highlight-link")
-      .forEach((el) => el.remove());
-    document
-      .querySelectorAll("span.highlighted")
-      .forEach((el) => el.classList.remove("highlighted"));
-    localStorage.removeItem("sphinx_highlight_terms")
-  },
-
-  initEscapeListener: () => {
-    // only install a listener if it is really needed
-    if (!DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS) return;
-
-    document.addEventListener("keydown", (event) => {
-      // bail for input elements
-      if (BLACKLISTED_KEY_CONTROL_ELEMENTS.has(document.activeElement.tagName)) return;
-      // bail with special keys
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-      if (DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS && (event.key === "Escape")) {
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-        event.preventDefault();
-      }
-    });
-  },
-};
-
-_ready(SphinxHighlight.highlightSearchWords);
-_ready(SphinxHighlight.initEscapeListener);
diff --git a/pulls/1961/_static/styles/furo-extensions.css b/pulls/1961/_static/styles/furo-extensions.css
deleted file mode 100644
index 8229587618..0000000000
--- a/pulls/1961/_static/styles/furo-extensions.css
+++ /dev/null
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diff --git a/pulls/1961/_static/styles/furo-extensions.css.map b/pulls/1961/_static/styles/furo-extensions.css.map
deleted file mode 100644
index c26eac7f5b..0000000000
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This file contains the styles used for tweaking how ReadTheDoc's embedded\n// contents would show up inside the theme.\n\n#furo-sidebar-ad-placement\n  padding: var(--sidebar-item-spacing-vertical) var(--sidebar-item-spacing-horizontal)\n  .ethical-sidebar\n    // Remove the border and box-shadow.\n    border: none\n    box-shadow: none\n    // Manage the background colors.\n    background: var(--color-background-secondary)\n    &:hover\n      background: var(--color-background-hover)\n    // Ensure the text is legible.\n    a\n      color: var(--color-foreground-primary)\n\n  .ethical-callout a\n    color: var(--color-foreground-secondary) !important\n\n#furo-readthedocs-versions\n  position: static\n  width: 100%\n  background: transparent\n  display: block\n\n  // Make the background color fit with the theme's aesthetic.\n  .rst-versions\n    background: rgb(26, 28, 30)\n\n  .rst-current-version\n    cursor: unset\n    background: var(--color-sidebar-item-background)\n    &:hover\n  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Shadows\n  --sd-color-shadow: rgba(0, 0, 0, 0.05)\n\n  // Cards\n  --sd-color-card-border: var(--color-card-border)\n  --sd-color-card-border-hover: var(--color-brand-content)\n  --sd-color-card-background: var(--color-card-background)\n  --sd-color-card-text: var(--color-foreground-primary)\n  --sd-color-card-header: var(--color-card-marginals-background)\n  --sd-color-card-footer: var(--color-card-marginals-background)\n\n  // Tabs\n  --sd-color-tabs-label-active: var(--color-brand-content)\n  --sd-color-tabs-label-hover: var(--color-foreground-muted)\n  --sd-color-tabs-label-inactive: var(--color-foreground-muted)\n  --sd-color-tabs-underline-active: var(--color-brand-content)\n  --sd-color-tabs-underline-hover: var(--color-foreground-border)\n  --sd-color-tabs-underline-inactive: var(--color-background-border)\n  --sd-color-tabs-overline: var(--color-background-border)\n  --sd-color-tabs-underline: var(--color-background-border)\n\n// Tabs\n.sd-tab-content\n  box-shadow: 0 -2px 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var(--color-brand-content)\n  --tabs--label-text--active--hover: var(--color-brand-content)\n  --tabs--label-background: transparent\n  --tabs--label-background--hover: transparent\n  --tabs--label-background--active: transparent\n  --tabs--label-background--active--hover: transparent\n  --tabs--padding-x: 0.25em\n  --tabs--margin-x: 1em\n  --tabs--border: var(--color-background-border)\n  --tabs--label-border: transparent\n  --tabs--label-border--hover: var(--color-foreground-muted)\n  --tabs--label-border--active: var(--color-brand-content)\n  --tabs--label-border--active--hover: var(--color-brand-content)\n","// This file contains styles to tweak sphinx-panels to work well with Furo.\n\n// sphinx-panels includes Bootstrap 4, which uses .container which can conflict\n// with docutils' `.. container::` directive.\n[role=\"main\"] .container\n  max-width: initial\n  padding-left: initial\n  padding-right: initial\n\n// Make the panels look nicer!\n.shadow.docutils\n  border: none\n  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\ No newline at end of file
diff --git a/pulls/1961/_static/styles/furo.css b/pulls/1961/_static/styles/furo.css
deleted file mode 100644
index 05a56b17f8..0000000000
--- a/pulls/1961/_static/styles/furo.css
+++ /dev/null
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Correct the color inheritance from `fieldset` elements in IE.\n * 3. Remove the padding so developers are not caught out when they zero out\n *    `fieldset` elements in all browsers.\n */\n\nlegend {\n  box-sizing: border-box; /* 1 */\n  color: inherit; /* 2 */\n  display: table; /* 1 */\n  max-width: 100%; /* 1 */\n  padding: 0; /* 3 */\n  white-space: normal; /* 1 */\n}\n\n/**\n * Add the correct vertical alignment in Chrome, Firefox, and Opera.\n */\n\nprogress {\n  vertical-align: baseline;\n}\n\n/**\n * Remove the default vertical scrollbar in IE 10+.\n */\n\ntextarea {\n  overflow: auto;\n}\n\n/**\n * 1. Add the correct box sizing in IE 10.\n * 2. Remove the padding in IE 10.\n */\n\n[type=\"checkbox\"],\n[type=\"radio\"] {\n  box-sizing: border-box; /* 1 */\n  padding: 0; /* 2 */\n}\n\n/**\n * Correct the cursor style of increment and decrement buttons in Chrome.\n */\n\n[type=\"number\"]::-webkit-inner-spin-button,\n[type=\"number\"]::-webkit-outer-spin-button {\n  height: auto;\n}\n\n/**\n * 1. Correct the odd appearance in Chrome and Safari.\n * 2. Correct the outline style in Safari.\n */\n\n[type=\"search\"] {\n  -webkit-appearance: textfield; /* 1 */\n  outline-offset: -2px; /* 2 */\n}\n\n/**\n * Remove the inner padding in Chrome and Safari on macOS.\n */\n\n[type=\"search\"]::-webkit-search-decoration {\n  -webkit-appearance: none;\n}\n\n/**\n * 1. Correct the inability to style clickable types in iOS and Safari.\n * 2. Change font properties to `inherit` in Safari.\n */\n\n::-webkit-file-upload-button {\n  -webkit-appearance: button; /* 1 */\n  font: inherit; /* 2 */\n}\n\n/* Interactive\n   ========================================================================== */\n\n/*\n * Add the correct display in Edge, IE 10+, and Firefox.\n */\n\ndetails {\n  display: block;\n}\n\n/*\n * Add the correct display in all browsers.\n */\n\nsummary {\n  display: list-item;\n}\n\n/* Misc\n   ========================================================================== */\n\n/**\n * Add the correct display in IE 10+.\n */\n\ntemplate {\n  display: none;\n}\n\n/**\n * Add the correct display in IE 10.\n */\n\n[hidden] {\n  display: none;\n}\n","// This file contains styles for managing print media.\n\n////////////////////////////////////////////////////////////////////////////////\n// Hide elements not relevant to print media.\n////////////////////////////////////////////////////////////////////////////////\n@media print\n  // Hide icon container.\n  .content-icon-container\n    display: none !important\n\n  // Hide showing header links if hovering over when printing.\n  .headerlink\n    display: none !important\n\n  // Hide mobile header.\n  .mobile-header\n    display: none !important\n\n  // Hide navigation links.\n  .related-pages\n    display: none !important\n\n////////////////////////////////////////////////////////////////////////////////\n// Tweaks related to decolorization.\n////////////////////////////////////////////////////////////////////////////////\n@media print\n  // Apply a border around code which no longer have a color background.\n  .highlight\n    border: 0.1pt solid var(--color-foreground-border)\n\n////////////////////////////////////////////////////////////////////////////////\n// Avoid page break in some relevant cases.\n////////////////////////////////////////////////////////////////////////////////\n@media print\n  ul, ol, dl, a, table, pre, blockquote, p\n    page-break-inside: avoid\n\n  h1, h2, h3, h4, h5, h6, img, figure, caption\n    page-break-inside: avoid\n    page-break-after: avoid\n\n  ul, ol, dl\n    page-break-before: avoid\n",".visually-hidden\n  position: absolute !important\n  width: 1px !important\n  height: 1px !important\n  padding: 0 !important\n  margin: -1px !important\n  overflow: hidden !important\n  clip: rect(0,0,0,0) !important\n  white-space: nowrap !important\n  border: 0 !important\n  color: var(--color-foreground-primary)\n  background: var(--color-background-primary)\n\n:-moz-focusring\n  outline: auto\n","// This file serves as the \"skeleton\" of the theming logic.\n//\n// This contains the bulk of the logic for handling dark mode, color scheme\n// toggling and the handling of color-scheme-specific hiding of elements.\n\nbody\n  @include fonts\n  @include spacing\n  @include icons\n  @include admonitions\n  @include default-admonition(#651fff, \"abstract\")\n  @include default-topic(#14B8A6, \"pencil\")\n\n  @include colors\n\n.only-light\n  display: block !important\nhtml body .only-dark\n  display: none !important\n\n// Ignore dark-mode hints if print media.\n@media not print\n  // Enable dark-mode, if requested.\n  body[data-theme=\"dark\"]\n    @include colors-dark\n\n    html & .only-light\n      display: none !important\n    .only-dark\n      display: block !important\n\n  // Enable dark mode, unless explicitly told to avoid.\n  @media (prefers-color-scheme: dark)\n    body:not([data-theme=\"light\"])\n      @include colors-dark\n\n      html & .only-light\n        display: none !important\n      .only-dark\n        display: block !important\n\n//\n// Theme toggle presentation\n//\nbody[data-theme=\"auto\"]\n  .theme-toggle svg.theme-icon-when-auto-light\n    display: block\n\n  @media (prefers-color-scheme: dark)\n    .theme-toggle svg.theme-icon-when-auto-dark\n      display: block\n    .theme-toggle svg.theme-icon-when-auto-light\n      display: none\n\nbody[data-theme=\"dark\"]\n  .theme-toggle svg.theme-icon-when-dark\n    display: block\n\nbody[data-theme=\"light\"]\n  .theme-toggle svg.theme-icon-when-light\n    display: block\n","// Fonts used by this theme.\n//\n// There are basically two things here -- using the system font stack and\n// defining sizes for various elements in %ages. We could have also used `em`\n// but %age is easier to reason about for me.\n\n@mixin fonts {\n  // These are adapted from https://systemfontstack.com/\n  --font-stack: -apple-system, BlinkMacSystemFont, Segoe UI, Helvetica, Arial,\n    sans-serif, Apple Color Emoji, Segoe UI Emoji;\n  --font-stack--monospace: \"SFMono-Regular\", Menlo, Consolas, Monaco,\n    Liberation Mono, Lucida Console, monospace;\n  --font-stack--headings: var(--font-stack);\n\n  --font-size--normal: 100%;\n  --font-size--small: 87.5%;\n  --font-size--small--2: 81.25%;\n  --font-size--small--3: 75%;\n  --font-size--small--4: 62.5%;\n\n  // Sidebar\n  --sidebar-caption-font-size: var(--font-size--small--2);\n  --sidebar-item-font-size: var(--font-size--small);\n  --sidebar-search-input-font-size: var(--font-size--small);\n\n  // Table of Contents\n  --toc-font-size: var(--font-size--small--3);\n  --toc-font-size--mobile: var(--font-size--normal);\n  --toc-title-font-size: var(--font-size--small--4);\n\n  // Admonitions\n  //\n  // These aren't defined in terms of %ages, since nesting these is permitted.\n  --admonition-font-size: 0.8125rem;\n  --admonition-title-font-size: 0.8125rem;\n\n  // Code\n  --code-font-size: var(--font-size--small--2);\n\n  // API\n  --api-font-size: var(--font-size--small);\n}\n","// Spacing for various elements on the page\n//\n// If the user wants to tweak things in a certain way, they are permitted to.\n// They also have to deal with the consequences though!\n\n@mixin spacing {\n  // Header!\n  --header-height: calc(\n    var(--sidebar-item-line-height) + 4 * #{var(--sidebar-item-spacing-vertical)}\n  );\n  --header-padding: 0.5rem;\n\n  // Sidebar\n  --sidebar-tree-space-above: 1.5rem;\n  --sidebar-caption-space-above: 1rem;\n\n  --sidebar-item-line-height: 1rem;\n  --sidebar-item-spacing-vertical: 0.5rem;\n  --sidebar-item-spacing-horizontal: 1rem;\n  --sidebar-item-height: calc(\n    var(--sidebar-item-line-height) + 2 *#{var(--sidebar-item-spacing-vertical)}\n  );\n\n  --sidebar-expander-width: var(--sidebar-item-height); // be square\n\n  --sidebar-search-space-above: 0.5rem;\n  --sidebar-search-input-spacing-vertical: 0.5rem;\n  --sidebar-search-input-spacing-horizontal: 0.5rem;\n  --sidebar-search-input-height: 1rem;\n  --sidebar-search-icon-size: var(--sidebar-search-input-height);\n\n  // Table of Contents\n  --toc-title-padding: 0.25rem 0;\n  --toc-spacing-vertical: 1.5rem;\n  --toc-spacing-horizontal: 1.5rem;\n  --toc-item-spacing-vertical: 0.4rem;\n  --toc-item-spacing-horizontal: 1rem;\n}\n","// Expose theme icons as CSS variables.\n\n$icons: (\n  // Adapted from tabler-icons\n  //    url: https://tablericons.com/\n  \"search\":\n    url('data:image/svg+xml;charset=utf-8,<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\" stroke-width=\"1.5\" stroke=\"currentColor\" fill=\"none\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><path stroke=\"none\" d=\"M0 0h24v24H0z\"/><circle cx=\"10\" cy=\"10\" r=\"7\" /><line x1=\"21\" y1=\"21\" x2=\"15\" y2=\"15\" /></svg>'),\n  // Factored out from mkdocs-material on 24-Aug-2020.\n  //    url: https://squidfunk.github.io/mkdocs-material/reference/admonitions/\n  \"pencil\":\n    url('data:image/svg+xml;charset=utf-8,<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\"><path d=\"M20.71 7.04c.39-.39.39-1.04 0-1.41l-2.34-2.34c-.37-.39-1.02-.39-1.41 0l-1.84 1.83 3.75 3.75M3 17.25V21h3.75L17.81 9.93l-3.75-3.75L3 17.25z\"/></svg>'),\n  \"abstract\":\n    url('data:image/svg+xml;charset=utf-8,<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\"><path d=\"M4 5h16v2H4V5m0 4h16v2H4V9m0 4h16v2H4v-2m0 4h10v2H4v-2z\"/></svg>'),\n  \"info\":\n    url('data:image/svg+xml;charset=utf-8,<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\"><path d=\"M13 9h-2V7h2m0 10h-2v-6h2m-1-9A10 10 0 002 12a10 10 0 0010 10 10 10 0 0010-10A10 10 0 0012 2z\"/></svg>'),\n  \"flame\":\n    url('data:image/svg+xml;charset=utf-8,<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\"><path d=\"M17.55 11.2c-.23-.3-.5-.56-.76-.82-.65-.6-1.4-1.03-2.03-1.66C13.3 7.26 13 4.85 13.91 3c-.91.23-1.75.75-2.45 1.32-2.54 2.08-3.54 5.75-2.34 8.9.04.1.08.2.08.33 0 .22-.15.42-.35.5-.22.1-.46.04-.64-.12a.83.83 0 01-.15-.17c-1.1-1.43-1.28-3.48-.53-5.12C5.89 10 5 12.3 5.14 14.47c.04.5.1 1 .27 1.5.14.6.4 1.2.72 1.73 1.04 1.73 2.87 2.97 4.84 3.22 2.1.27 4.35-.12 5.96-1.6 1.8-1.66 2.45-4.32 1.5-6.6l-.13-.26c-.2-.46-.47-.87-.8-1.25l.05-.01m-3.1 6.3c-.28.24-.73.5-1.08.6-1.1.4-2.2-.16-2.87-.82 1.19-.28 1.89-1.16 2.09-2.05.17-.8-.14-1.46-.27-2.23-.12-.74-.1-1.37.18-2.06.17.38.37.76.6 1.06.76 1 1.95 1.44 2.2 2.8.04.14.06.28.06.43.03.82-.32 1.72-.92 2.27h.01z\"/></svg>'),\n  \"question\":\n    url('data:image/svg+xml;charset=utf-8,<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\"><path d=\"M15.07 11.25l-.9.92C13.45 12.89 13 13.5 13 15h-2v-.5c0-1.11.45-2.11 1.17-2.83l1.24-1.26c.37-.36.59-.86.59-1.41a2 2 0 00-2-2 2 2 0 00-2 2H8a4 4 0 014-4 4 4 0 014 4 3.2 3.2 0 01-.93 2.25M13 19h-2v-2h2M12 2A10 10 0 002 12a10 10 0 0010 10 10 10 0 0010-10c0-5.53-4.5-10-10-10z\"/></svg>'),\n  \"warning\":\n    url('data:image/svg+xml;charset=utf-8,<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\"><path d=\"M13 14h-2v-4h2m0 8h-2v-2h2M1 21h22L12 2 1 21z\"/></svg>'),\n  \"failure\":\n    url('data:image/svg+xml;charset=utf-8,<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\"><path d=\"M12 2c5.53 0 10 4.47 10 10s-4.47 10-10 10S2 17.53 2 12 6.47 2 12 2m3.59 5L12 10.59 8.41 7 7 8.41 10.59 12 7 15.59 8.41 17 12 13.41 15.59 17 17 15.59 13.41 12 17 8.41 15.59 7z\"/></svg>'),\n  \"spark\":\n    url('data:image/svg+xml;charset=utf-8,<svg xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\"><path d=\"M11.5 20l4.86-9.73H13V4l-5 9.73h3.5V20M12 2c2.75 0 5.1 1 7.05 2.95C21 6.9 22 9.25 22 12s-1 5.1-2.95 7.05C17.1 21 14.75 22 12 22s-5.1-1-7.05-2.95C3 17.1 2 14.75 2 12s1-5.1 2.95-7.05C6.9 3 9.25 2 12 2z\"/></svg>')\n);\n\n@mixin icons {\n  @each $name, $glyph in $icons {\n    --icon-#{$name}: #{$glyph};\n  }\n}\n","// Admonitions\n\n// Structure of these is:\n//    admonition-class: color \"icon-name\";\n//\n// The colors are translated into CSS variables below. The icons are\n// used directly in the main declarations to set the `mask-image` in\n// the title.\n\n// prettier-ignore\n$admonitions: (\n  // Each of these has an reST directives for it.\n  \"caution\":         #ff9100 \"spark\",\n  \"warning\":         #ff9100 \"warning\",\n  \"danger\":          #ff5252 \"spark\",\n  \"attention\":       #ff5252 \"warning\",\n  \"error\":           #ff5252 \"failure\",\n  \"hint\":            #00c852 \"question\",\n  \"tip\":             #00c852 \"info\",\n  \"important\":       #00bfa5 \"flame\",\n  \"note\":            #00b0ff \"pencil\",\n  \"seealso\":         #448aff \"info\",\n  \"admonition-todo\": #808080 \"pencil\"\n);\n\n@mixin default-admonition($color, $icon-name) {\n  --color-admonition-title: #{$color};\n  --color-admonition-title-background: #{rgba($color, 0.2)};\n\n  --icon-admonition-default: var(--icon-#{$icon-name});\n}\n\n@mixin default-topic($color, $icon-name) {\n  --color-topic-title: #{$color};\n  --color-topic-title-background: #{rgba($color, 0.2)};\n\n  --icon-topic-default: var(--icon-#{$icon-name});\n}\n\n@mixin admonitions {\n  @each $name, $values in $admonitions {\n    --color-admonition-title--#{$name}: #{nth($values, 1)};\n    --color-admonition-title-background--#{$name}: #{rgba(\n        nth($values, 1),\n        0.2\n      )};\n  }\n}\n","// Colors used throughout this theme.\n//\n// The aim is to give the user more control. Thus, instead of hard-coding colors\n// in various parts of the stylesheet, the approach taken is to define all\n// colors as CSS variables and reusing them in all the places.\n//\n// `colors-dark` depends on `colors` being included at a lower specificity.\n\n@mixin colors {\n  --color-problematic: #b30000;\n\n  // Base Colors\n  --color-foreground-primary: black; // for main text and headings\n  --color-foreground-secondary: #5a5c63; // for secondary text\n  --color-foreground-muted: #6b6f76; // for muted text\n  --color-foreground-border: #878787; // for content borders\n\n  --color-background-primary: white; // for content\n  --color-background-secondary: #f8f9fb; // for navigation + ToC\n  --color-background-hover: #efeff4ff; // for navigation-item hover\n  --color-background-hover--transparent: #efeff400;\n  --color-background-border: #eeebee; // for UI borders\n  --color-background-item: #ccc; // for \"background\" items (eg: copybutton)\n\n  // Announcements\n  --color-announcement-background: #000000dd;\n  --color-announcement-text: #eeebee;\n\n  // Brand colors\n  --color-brand-primary: #0a4bff;\n  --color-brand-content: #2757dd;\n  --color-brand-visited: #872ee0;\n\n  // API documentation\n  --color-api-background: var(--color-background-hover--transparent);\n  --color-api-background-hover: var(--color-background-hover);\n  --color-api-overall: var(--color-foreground-secondary);\n  --color-api-name: var(--color-problematic);\n  --color-api-pre-name: var(--color-problematic);\n  --color-api-paren: var(--color-foreground-secondary);\n  --color-api-keyword: var(--color-foreground-primary);\n\n  --color-api-added: #21632c;\n  --color-api-added-border: #38a84d;\n  --color-api-changed: #046172;\n  --color-api-changed-border: #06a1bc;\n  --color-api-deprecated: #605706;\n  --color-api-deprecated-border: #f0d90f;\n  --color-api-removed: #b30000;\n  --color-api-removed-border: #ff5c5c;\n\n  --color-highlight-on-target: #ffffcc;\n\n  // Inline code background\n  --color-inline-code-background: var(--color-background-secondary);\n\n  // Highlighted text (search)\n  --color-highlighted-background: #ddeeff;\n  --color-highlighted-text: var(--color-foreground-primary);\n\n  // GUI Labels\n  --color-guilabel-background: #ddeeff80;\n  --color-guilabel-border: #bedaf580;\n  --color-guilabel-text: var(--color-foreground-primary);\n\n  // Admonitions!\n  --color-admonition-background: transparent;\n\n  //////////////////////////////////////////////////////////////////////////////\n  // Everything below this should be one of:\n  // - var(...)\n  // - *-gradient(...)\n  // - special literal values (eg: transparent, none)\n  //////////////////////////////////////////////////////////////////////////////\n\n  // Tables\n  --color-table-header-background: var(--color-background-secondary);\n  --color-table-border: var(--color-background-border);\n\n  // Cards\n  --color-card-border: var(--color-background-secondary);\n  --color-card-background: transparent;\n  --color-card-marginals-background: var(--color-background-secondary);\n\n  // Header\n  --color-header-background: var(--color-background-primary);\n  --color-header-border: var(--color-background-border);\n  --color-header-text: var(--color-foreground-primary);\n\n  // Sidebar (left)\n  --color-sidebar-background: var(--color-background-secondary);\n  --color-sidebar-background-border: var(--color-background-border);\n\n  --color-sidebar-brand-text: var(--color-foreground-primary);\n  --color-sidebar-caption-text: var(--color-foreground-muted);\n  --color-sidebar-link-text: var(--color-foreground-secondary);\n  --color-sidebar-link-text--top-level: var(--color-brand-primary);\n\n  --color-sidebar-item-background: var(--color-sidebar-background);\n  --color-sidebar-item-background--current: var(\n    --color-sidebar-item-background\n  );\n  --color-sidebar-item-background--hover: linear-gradient(\n    90deg,\n    var(--color-background-hover--transparent) 0%,\n    var(--color-background-hover) var(--sidebar-item-spacing-horizontal),\n    var(--color-background-hover) 100%\n  );\n\n  --color-sidebar-item-expander-background: transparent;\n  --color-sidebar-item-expander-background--hover: var(\n    --color-background-hover\n  );\n\n  --color-sidebar-search-text: var(--color-foreground-primary);\n  --color-sidebar-search-background: var(--color-background-secondary);\n  --color-sidebar-search-background--focus: var(--color-background-primary);\n  --color-sidebar-search-border: var(--color-background-border);\n  --color-sidebar-search-icon: var(--color-foreground-muted);\n\n  // Table of Contents (right)\n  --color-toc-background: var(--color-background-primary);\n  --color-toc-title-text: var(--color-foreground-muted);\n  --color-toc-item-text: var(--color-foreground-secondary);\n  --color-toc-item-text--hover: var(--color-foreground-primary);\n  --color-toc-item-text--active: var(--color-brand-primary);\n\n  // Actual page contents\n  --color-content-foreground: var(--color-foreground-primary);\n  --color-content-background: transparent;\n\n  // Links\n  --color-link: var(--color-brand-content);\n  --color-link-underline: var(--color-background-border);\n  --color-link--hover: var(--color-brand-content);\n  --color-link-underline--hover: var(--color-foreground-border);\n\n  --color-link--visited: var(--color-brand-visited);\n  --color-link-underline--visited: var(--color-background-border);\n  --color-link--visited--hover: var(--color-brand-visited);\n  --color-link-underline--visited--hover: var(--color-foreground-border);\n}\n\n@mixin colors-dark {\n  --color-problematic: #ee5151;\n\n  // Base Colors\n  --color-foreground-primary: #cfd0d0; // for main text and headings\n  --color-foreground-secondary: #9ca0a5; // for secondary text\n  --color-foreground-muted: #81868d; // for muted text\n  --color-foreground-border: #666666; // for content borders\n\n  --color-background-primary: #131416; // for content\n  --color-background-secondary: #1a1c1e; // for navigation + ToC\n  --color-background-hover: #1e2124ff; // for navigation-item hover\n  --color-background-hover--transparent: #1e212400;\n  --color-background-border: #303335; // for UI borders\n  --color-background-item: #444; // for \"background\" items (eg: copybutton)\n\n  // Announcements\n  --color-announcement-background: #000000dd;\n  --color-announcement-text: #eeebee;\n\n  // Brand colors\n  --color-brand-primary: #3d94ff;\n  --color-brand-content: #5ca5ff;\n  --color-brand-visited: #b27aeb;\n\n  // Highlighted text (search)\n  --color-highlighted-background: #083563;\n\n  // GUI Labels\n  --color-guilabel-background: #08356380;\n  --color-guilabel-border: #13395f80;\n\n  // API documentation\n  --color-api-keyword: var(--color-foreground-secondary);\n  --color-highlight-on-target: #333300;\n\n  --color-api-added: #3db854;\n  --color-api-added-border: #267334;\n  --color-api-changed: #09b0ce;\n  --color-api-changed-border: #056d80;\n  --color-api-deprecated: #b1a10b;\n  --color-api-deprecated-border: #6e6407;\n  --color-api-removed: #ff7575;\n  --color-api-removed-border: #b03b3b;\n\n  // Admonitions\n  --color-admonition-background: #18181a;\n\n  // Cards\n  --color-card-border: var(--color-background-secondary);\n  --color-card-background: #18181a;\n  --color-card-marginals-background: var(--color-background-hover);\n}\n","// This file contains the styling for making the content throughout the page,\n// including fonts, paragraphs, headings and spacing among these elements.\n\nbody\n  font-family: var(--font-stack)\npre,\ncode,\nkbd,\nsamp\n  font-family: var(--font-stack--monospace)\n\n// Make fonts look slightly nicer.\nbody\n  -webkit-font-smoothing: antialiased\n  -moz-osx-font-smoothing: grayscale\n\n// Line height from Bootstrap 4.1\narticle\n  line-height: 1.5\n\n//\n// Headings\n//\nh1,\nh2,\nh3,\nh4,\nh5,\nh6\n  line-height: 1.25\n  font-family: var(--font-stack--headings)\n  font-weight: bold\n\n  border-radius: 0.5rem\n  margin-top: 0.5rem\n  margin-bottom: 0.5rem\n  margin-left: -0.5rem\n  margin-right: -0.5rem\n  padding-left: 0.5rem\n  padding-right: 0.5rem\n\n  + p\n    margin-top: 0\n\nh1\n  font-size: 2.5em\n  margin-top: 1.75rem\n  margin-bottom: 1rem\nh2\n  font-size: 2em\n  margin-top: 1.75rem\nh3\n  font-size: 1.5em\nh4\n  font-size: 1.25em\nh5\n  font-size: 1.125em\nh6\n  font-size: 1em\n\nsmall\n  opacity: 75%\n  font-size: 80%\n\n// Paragraph\np\n  margin-top: 0.5rem\n  margin-bottom: 0.75rem\n\n// Horizontal rules\nhr.docutils\n  height: 1px\n  padding: 0\n  margin: 2rem 0\n  background-color: var(--color-background-border)\n  border: 0\n\n.centered\n  text-align: center\n\n// Links\na\n  text-decoration: underline\n\n  color: var(--color-link)\n  text-decoration-color: var(--color-link-underline)\n\n  &:visited\n    color: var(--color-link--visited)\n    text-decoration-color: var(--color-link-underline--visited)\n    &:hover\n      color: var(--color-link--visited--hover)\n      text-decoration-color: var(--color-link-underline--visited--hover)\n\n  &:hover\n    color: var(--color-link--hover)\n    text-decoration-color: var(--color-link-underline--hover)\n  &.muted-link\n    color: inherit\n    &:hover\n      color: var(--color-link--hover)\n      text-decoration-color: var(--color-link-underline--hover)\n      &:visited\n        color: var(--color-link--visited--hover)\n        text-decoration-color: var(--color-link-underline--visited--hover)\n","// This file contains the styles for the overall layouting of the documentation\n// skeleton, including the responsive changes as well as sidebar toggles.\n//\n// This is implemented as a mobile-last design, which isn't ideal, but it is\n// reasonably good-enough and I got pretty tired by the time I'd finished this\n// to move the rules around to fix this. Shouldn't take more than 3-4 hours,\n// if you know what you're doing tho.\n\n// HACK: Not all browsers account for the scrollbar width in media queries.\n// This results in horizontal scrollbars in the breakpoint where we go\n// from displaying everything to hiding the ToC. We accomodate for this by\n// adding a bit of padding to the TOC drawer, disabling the horizontal\n// scrollbar and allowing the scrollbars to cover the padding.\n// https://www.456bereastreet.com/archive/201301/media_query_width_and_vertical_scrollbars/\n\n// HACK: Always having the scrollbar visible, prevents certain browsers from\n// causing the content to stutter horizontally between taller-than-viewport and\n// not-taller-than-viewport pages.\n\nhtml\n  overflow-x: hidden\n  overflow-y: scroll\n  scroll-behavior: smooth\n\n.sidebar-scroll, .toc-scroll, article[role=main] *\n  // Override Firefox scrollbar style\n  scrollbar-width: thin\n  scrollbar-color: var(--color-foreground-border) transparent\n\n  // Override Chrome scrollbar styles\n  &::-webkit-scrollbar\n    width: 0.25rem\n    height: 0.25rem\n  &::-webkit-scrollbar-thumb\n    background-color: var(--color-foreground-border)\n    border-radius: 0.125rem\n\n//\n// Overalls\n//\nhtml,\nbody\n  height: 100%\n  color: var(--color-foreground-primary)\n  background: var(--color-background-primary)\n\n.skip-to-content\n  position: fixed\n  padding: 1rem\n  border-radius: 1rem\n  left: 0.25rem\n  top: 0.25rem\n  z-index: 40\n  background: var(--color-background-primary)\n  color: var(--color-foreground-primary)\n\n  transform: translateY(-200%)\n  transition: transform 300ms ease-in-out\n\n  &:focus-within\n    transform: translateY(0%)\n\narticle\n  color: var(--color-content-foreground)\n  background: var(--color-content-background)\n  overflow-wrap: break-word\n\n.page\n  display: flex\n  // fill the viewport for pages with little content.\n  min-height: 100%\n\n.mobile-header\n  width: 100%\n  height: var(--header-height)\n  background-color: var(--color-header-background)\n  color: var(--color-header-text)\n  border-bottom: 1px solid var(--color-header-border)\n\n  // Looks like sub-script/super-script have this, and we need this to\n  // be \"on top\" of those.\n  z-index: 10\n\n  // We don't show the header on large screens.\n  display: none\n\n  // Add shadow when scrolled\n  &.scrolled\n    border-bottom: none\n    box-shadow: 0 0 0.2rem rgba(0, 0, 0, 0.1), 0 0.2rem 0.4rem rgba(0, 0, 0, 0.2)\n\n  .header-center\n    a\n      color: var(--color-header-text)\n      text-decoration: none\n\n.main\n  display: flex\n  flex: 1\n\n// Sidebar (left) also covers the entire left portion of screen.\n.sidebar-drawer\n  box-sizing: border-box\n\n  border-right: 1px solid var(--color-sidebar-background-border)\n  background: var(--color-sidebar-background)\n\n  display: flex\n  justify-content: flex-end\n  // These next two lines took me two days to figure out.\n  width: calc((100% - #{$full-width}) / 2 + #{$sidebar-width})\n  min-width: $sidebar-width\n\n// Scroll-along sidebars\n.sidebar-container,\n.toc-drawer\n  box-sizing: border-box\n  width: $sidebar-width\n\n.toc-drawer\n  background: var(--color-toc-background)\n  // See HACK described on top of this document\n  padding-right: 1rem\n\n.sidebar-sticky,\n.toc-sticky\n  position: sticky\n  top: 0\n  height: min(100%, 100vh)\n  height: 100vh\n\n  display: flex\n  flex-direction: column\n\n.sidebar-scroll,\n.toc-scroll\n  flex-grow: 1\n  flex-shrink: 1\n\n  overflow: auto\n  scroll-behavior: smooth\n\n// Central items.\n.content\n  padding: 0 $content-padding\n  width: $content-width\n\n  display: flex\n  flex-direction: column\n  justify-content: space-between\n\n.icon\n  display: inline-block\n  height: 1rem\n  width: 1rem\n  svg\n    width: 100%\n    height: 100%\n\n//\n// Accommodate announcement banner\n//\n.announcement\n  background-color: var(--color-announcement-background)\n  color: var(--color-announcement-text)\n\n  height: var(--header-height)\n  display: flex\n  align-items: center\n  overflow-x: auto\n  & + .page\n    min-height: calc(100% - var(--header-height))\n\n.announcement-content\n  box-sizing: border-box\n  padding: 0.5rem\n  min-width: 100%\n  white-space: nowrap\n  text-align: center\n\n  a\n    color: var(--color-announcement-text)\n    text-decoration-color: var(--color-announcement-text)\n\n    &:hover\n      color: var(--color-announcement-text)\n      text-decoration-color: var(--color-link--hover)\n\n////////////////////////////////////////////////////////////////////////////////\n// Toggles for theme\n////////////////////////////////////////////////////////////////////////////////\n.no-js .theme-toggle-container  // don't show theme toggle if there's no JS\n  display: none\n\n.theme-toggle-container\n  display: flex\n\n.theme-toggle\n  display: flex\n  cursor: pointer\n  border: none\n  padding: 0\n  background: transparent\n\n.theme-toggle svg\n  height: 1.25rem\n  width: 1.25rem\n  color: var(--color-foreground-primary)\n  display: none\n\n.theme-toggle-header\n  display: flex\n  align-items: center\n  justify-content: center\n\n////////////////////////////////////////////////////////////////////////////////\n// Toggles for elements\n////////////////////////////////////////////////////////////////////////////////\n.toc-overlay-icon, .nav-overlay-icon\n  display: none\n  cursor: pointer\n\n  .icon\n    color: var(--color-foreground-secondary)\n    height: 1.5rem\n    width: 1.5rem\n\n.toc-header-icon, .nav-overlay-icon\n  // for when we set display: flex\n  justify-content: center\n  align-items: center\n\n.toc-content-icon\n  height: 1.5rem\n  width: 1.5rem\n\n.content-icon-container\n  float: right\n  display: flex\n  margin-top: 1.5rem\n  margin-left: 1rem\n  margin-bottom: 1rem\n  gap: 0.5rem\n\n  .edit-this-page, .view-this-page\n    svg\n      color: inherit\n      height: 1.25rem\n      width: 1.25rem\n\n.sidebar-toggle\n  position: absolute\n  display: none\n// <debugging things>\n.sidebar-toggle[name=\"__toc\"]\n  left: 20px\n.sidebar-toggle:checked\n  left: 40px\n// </debugging things>\n\n.overlay\n  position: fixed\n  top: 0\n  width: 0\n  height: 0\n\n  transition: width 0ms, height 0ms, opacity 250ms ease-out\n\n  opacity: 0\n  background-color: rgba(0, 0, 0, 0.54)\n.sidebar-overlay\n  z-index: 20\n.toc-overlay\n  z-index: 40\n\n// Keep things on top and smooth.\n.sidebar-drawer\n  z-index: 30\n  transition: left 250ms ease-in-out\n.toc-drawer\n  z-index: 50\n  transition: right 250ms ease-in-out\n\n// Show the Sidebar\n#__navigation:checked\n  & ~ .sidebar-overlay\n    width: 100%\n    height: 100%\n    opacity: 1\n  & ~ .page\n    .sidebar-drawer\n      top: 0\n      left: 0\n      // Show the toc sidebar\n#__toc:checked\n  & ~ .toc-overlay\n    width: 100%\n    height: 100%\n    opacity: 1\n  & ~ .page\n    .toc-drawer\n      top: 0\n      right: 0\n\n////////////////////////////////////////////////////////////////////////////////\n// Back to top\n////////////////////////////////////////////////////////////////////////////////\n.back-to-top\n  text-decoration: none\n\n  display: none\n  position: fixed\n  left: 0\n  top: 1rem\n  padding: 0.5rem\n  padding-right: 0.75rem\n  border-radius: 1rem\n  font-size: 0.8125rem\n\n  background: var(--color-background-primary)\n  box-shadow: 0 0.2rem 0.5rem rgba(0, 0, 0, 0.05), #6b728080 0px 0px 1px 0px\n\n  z-index: 10\n\n  margin-left: 50%\n  transform: translateX(-50%)\n  svg\n    height: 1rem\n    width: 1rem\n    fill: currentColor\n    display: inline-block\n\n  span\n    margin-left: 0.25rem\n\n  .show-back-to-top &\n    display: flex\n    align-items: center\n\n////////////////////////////////////////////////////////////////////////////////\n// Responsive layouting\n////////////////////////////////////////////////////////////////////////////////\n// Make things a bit bigger on bigger screens.\n@media (min-width: $full-width + $sidebar-width)\n  html\n    font-size: 110%\n\n@media (max-width: $full-width)\n  // Collapse \"toc\" into the icon.\n  .toc-content-icon\n    display: flex\n  .toc-drawer\n    position: fixed\n    height: 100vh\n    top: 0\n    right: -$sidebar-width\n    border-left: 1px solid var(--color-background-muted)\n  .toc-tree\n    border-left: none\n    font-size: var(--toc-font-size--mobile)\n\n  // Accomodate for a changed content width.\n  .sidebar-drawer\n    width: calc((100% - #{$full-width - $sidebar-width}) / 2 + #{$sidebar-width})\n\n@media (max-width: $content-padded-width + $sidebar-width)\n  // Center the page\n  .content\n    margin-left: auto\n    margin-right: auto\n    padding: 0 $content-padding--small\n\n@media (max-width: $content-padded-width--small + $sidebar-width)\n  // Collapse \"navigation\".\n  .nav-overlay-icon\n    display: flex\n  .sidebar-drawer\n    position: fixed\n    height: 100vh\n    width: $sidebar-width\n\n    top: 0\n    left: -$sidebar-width\n\n  // Swap which icon is visible.\n  .toc-header-icon, .theme-toggle-header\n    display: flex\n  .toc-content-icon, .theme-toggle-content\n    display: none\n\n  // Show the header.\n  .mobile-header\n    position: sticky\n    top: 0\n    display: flex\n    justify-content: space-between\n    align-items: center\n\n    .header-left,\n    .header-right\n      display: flex\n      height: var(--header-height)\n      padding: 0 var(--header-padding)\n      label\n        height: 100%\n        width: 100%\n        user-select: none\n\n  .nav-overlay-icon .icon,\n  .theme-toggle svg\n    height: 1.5rem\n    width: 1.5rem\n\n  // Add a scroll margin for the content\n  :target\n    scroll-margin-top: calc(var(--header-height) + 2.5rem)\n\n  // Show back-to-top below the header\n  .back-to-top\n    top: calc(var(--header-height) + 0.5rem)\n\n  // Accommodate for the header.\n  .page\n    flex-direction: column\n    justify-content: center\n\n@media (max-width: $content-width + 2* $content-padding--small)\n  // Content should respect window limits.\n  .content\n    width: 100%\n    overflow-x: auto\n\n@media (max-width: $content-width)\n  article[role=main] aside.sidebar\n    float: none\n    width: 100%\n    margin: 1rem 0\n","// Overall Layout Variables\n//\n// Because CSS variables can't be used in media queries. The fact that this\n// makes the layout non-user-configurable is a good thing.\n$content-padding: 3em;\n$content-padding--small: 1em;\n$content-width: 46em;\n$sidebar-width: 15em;\n$content-padded-width: $content-width + 2 * $content-padding;\n$content-padded-width--small: $content-width + 2 * $content-padding--small;\n$full-width: $content-padded-width + 2 * $sidebar-width;\n","//\n// The design here is strongly inspired by mkdocs-material.\n.admonition, .topic\n  margin: 1rem auto\n  padding: 0 0.5rem 0.5rem 0.5rem\n\n  background: var(--color-admonition-background)\n\n  border-radius: 0.2rem\n  box-shadow: 0 0.2rem 0.5rem rgba(0, 0, 0, 0.05), 0 0 0.0625rem rgba(0, 0, 0, 0.1)\n\n  font-size: var(--admonition-font-size)\n\n  overflow: hidden\n  page-break-inside: avoid\n\n  // First element should have no margin, since the title has it.\n  > :nth-child(2)\n    margin-top: 0\n\n  // Last item should have no margin, since we'll control that w/ padding\n  > :last-child\n    margin-bottom: 0\n\n.admonition p.admonition-title,\np.topic-title\n  position: relative\n  margin: 0 -0.5rem 0.5rem\n  padding-left: 2rem\n  padding-right: .5rem\n  padding-top: .4rem\n  padding-bottom: .4rem\n\n  font-weight: 500\n  font-size: var(--admonition-title-font-size)\n  line-height: 1.3\n\n    // Our fancy icon\n  &::before\n    content: \"\"\n    position: absolute\n    left: 0.5rem\n    width: 1rem\n    height: 1rem\n\n// Default styles\np.admonition-title\n  background-color: var(--color-admonition-title-background)\n  &::before\n    background-color: var(--color-admonition-title)\n    mask-image: var(--icon-admonition-default)\n    mask-repeat: no-repeat\n\np.topic-title\n  background-color: var(--color-topic-title-background)\n  &::before\n    background-color: var(--color-topic-title)\n    mask-image: var(--icon-topic-default)\n    mask-repeat: no-repeat\n\n//\n// Variants\n//\n.admonition\n  border-left: 0.2rem solid var(--color-admonition-title)\n\n  @each $type, $value in $admonitions\n    &.#{$type}\n      border-left-color: var(--color-admonition-title--#{$type})\n      > .admonition-title\n        background-color: var(--color-admonition-title-background--#{$type})\n        &::before\n          background-color: var(--color-admonition-title--#{$type})\n          mask-image: var(--icon-#{nth($value, 2)})\n\n.admonition-todo > .admonition-title\n  text-transform: uppercase\n","// This file stylizes the API documentation (stuff generated by autodoc). It's\n// deeply nested due to how autodoc structures the HTML without enough classes\n// to select the relevant items.\n\n// API docs!\ndl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple)\n  // Tweak the spacing of all the things!\n  dd\n    margin-left: 2rem\n    > :first-child\n      margin-top: 0.125rem\n    > :last-child\n      margin-bottom: 0.75rem\n\n  // This is used for the arguments\n  .field-list\n    margin-bottom: 0.75rem\n\n    // \"Headings\" (like \"Parameters\" and \"Return\")\n    > dt\n      text-transform: uppercase\n      font-size: var(--font-size--small)\n\n    dd:empty\n      margin-bottom: 0.5rem\n    dd > ul\n      margin-left: -1.2rem\n      > li\n        > p:nth-child(2)\n          margin-top: 0\n        // When the last-empty-paragraph follows a paragraph, it doesn't need\n        // to augument the existing spacing.\n        > p + p:last-child:empty\n          margin-top: 0\n          margin-bottom: 0\n\n  // Colorize the elements\n  > dt\n    color: var(--color-api-overall)\n\n.sig:not(.sig-inline)\n  font-weight: bold\n\n  font-size: var(--api-font-size)\n  font-family: var(--font-stack--monospace)\n\n  margin-left: -0.25rem\n  margin-right: -0.25rem\n  padding-top: 0.25rem\n  padding-bottom: 0.25rem\n  padding-right: 0.5rem\n\n  // These are intentionally em, to properly match the font size.\n  padding-left: 3em\n  text-indent: -2.5em\n\n  border-radius: 0.25rem\n\n  background: var(--color-api-background)\n  transition: background 100ms ease-out\n\n  &:hover\n    background: var(--color-api-background-hover)\n\n  // adjust the size of the [source] link on the right.\n  a.reference\n    .viewcode-link\n      font-weight: normal\n      width: 4.25rem\n\nem.property\n  font-style: normal\n  &:first-child\n    color: var(--color-api-keyword)\n.sig-name\n  color: var(--color-api-name)\n.sig-prename\n  font-weight: normal\n  color: var(--color-api-pre-name)\n.sig-paren\n  color: var(--color-api-paren)\n.sig-param\n  font-style: normal\n\ndiv.versionadded,\ndiv.versionchanged,\ndiv.deprecated,\ndiv.versionremoved\n  border-left: 0.1875rem solid\n  border-radius: 0.125rem\n\n  padding-left: 0.75rem\n\n  p\n    margin-top: 0.125rem\n    margin-bottom: 0.125rem\n\ndiv.versionadded\n  border-color: var(--color-api-added-border)\n  .versionmodified\n    color: var(--color-api-added)\n\ndiv.versionchanged\n  border-color: var(--color-api-changed-border)\n  .versionmodified\n    color: var(--color-api-changed)\n\ndiv.deprecated\n  border-color: var(--color-api-deprecated-border)\n  .versionmodified\n    color: var(--color-api-deprecated)\n\ndiv.versionremoved\n  border-color: var(--color-api-removed-border)\n  .versionmodified\n    color: var(--color-api-removed)\n\n// Align the [docs] and [source] to the right.\n.viewcode-link, .viewcode-back\n  float: right\n  text-align: right\n",".line-block\n  margin-top: 0.5rem\n  margin-bottom: 0.75rem\n  .line-block\n    margin-top: 0rem\n    margin-bottom: 0rem\n    padding-left: 1rem\n","// Captions\narticle p.caption,\ntable > caption,\n.code-block-caption\n  font-size: var(--font-size--small)\n  text-align: center\n\n// Caption above a TOCTree\n.toctree-wrapper.compound\n  .caption, :not(.caption) > .caption-text\n    font-size: var(--font-size--small)\n    text-transform: uppercase\n\n    text-align: initial\n    margin-bottom: 0\n\n  > ul\n    margin-top: 0\n    margin-bottom: 0\n","// Inline code\ncode.literal, .sig-inline\n  background: var(--color-inline-code-background)\n  border-radius: 0.2em\n  // Make the font smaller, and use padding to recover.\n  font-size: var(--font-size--small--2)\n  padding: 0.1em 0.2em\n\n  pre.literal-block &\n    font-size: inherit\n    padding: 0\n\n  p &\n    border: 1px solid var(--color-background-border)\n\n.sig-inline\n  font-family: var(--font-stack--monospace)\n\n// Code and Literal Blocks\n$code-spacing-vertical: 0.625rem\n$code-spacing-horizontal: 0.875rem\n\n// Wraps every literal block + line numbers.\ndiv[class*=\" highlight-\"],\ndiv[class^=\"highlight-\"]\n  margin: 1em 0\n  display: flex\n\n  .table-wrapper\n    margin: 0\n    padding: 0\n\npre\n  margin: 0\n  padding: 0\n  overflow: auto\n\n  // Needed to have more specificity than pygments' \"pre\" selector. :(\n  article[role=\"main\"] .highlight &\n    line-height: 1.5\n\n  &.literal-block,\n  .highlight &\n    font-size: var(--code-font-size)\n    padding: $code-spacing-vertical $code-spacing-horizontal\n\n  // Make it look like all the other blocks.\n  &.literal-block\n    margin-top: 1rem\n    margin-bottom: 1rem\n\n    border-radius: 0.2rem\n    background-color: var(--color-code-background)\n    color: var(--color-code-foreground)\n\n// All code is always contained in this.\n.highlight\n  width: 100%\n  border-radius: 0.2rem\n\n  // Make line numbers and prompts un-selectable.\n  .gp, span.linenos\n    user-select: none\n    pointer-events: none\n\n  // Expand the line-highlighting.\n  .hll\n    display: block\n    margin-left: -$code-spacing-horizontal\n    margin-right: -$code-spacing-horizontal\n    padding-left: $code-spacing-horizontal\n    padding-right: $code-spacing-horizontal\n\n/* Make code block captions be nicely integrated */\n.code-block-caption\n  display: flex\n  padding: $code-spacing-vertical $code-spacing-horizontal\n\n  border-radius: 0.25rem\n  border-bottom-left-radius: 0\n  border-bottom-right-radius: 0\n  font-weight: 300\n  border-bottom: 1px solid\n\n  background-color: var(--color-code-background)\n  color: var(--color-code-foreground)\n  border-color: var(--color-background-border)\n\n  + div[class]\n    margin-top: 0\n    pre\n      border-top-left-radius: 0\n      border-top-right-radius: 0\n\n// When `html_codeblock_linenos_style` is table.\n.highlighttable\n  width: 100%\n  display: block\n  tbody\n    display: block\n\n  tr\n    display: flex\n\n  // Line numbers\n  td.linenos\n    background-color: var(--color-code-background)\n    color: var(--color-code-foreground)\n    padding: $code-spacing-vertical $code-spacing-horizontal\n    padding-right: 0\n    border-top-left-radius: 0.2rem\n    border-bottom-left-radius: 0.2rem\n\n  .linenodiv\n    padding-right: $code-spacing-horizontal\n    font-size: var(--code-font-size)\n    box-shadow: -0.0625rem 0 var(--color-foreground-border) inset\n\n  // Actual code\n  td.code\n    padding: 0\n    display: block\n    flex: 1\n    overflow: hidden\n\n    .highlight\n      border-top-left-radius: 0\n      border-bottom-left-radius: 0\n\n// When `html_codeblock_linenos_style` is inline.\n.highlight\n  span.linenos\n    display: inline-block\n    padding-left: 0\n    padding-right: $code-spacing-horizontal\n    margin-right: $code-spacing-horizontal\n    box-shadow: -0.0625rem 0 var(--color-foreground-border) inset\n","// Inline Footnote Reference\n.footnote-reference\n  font-size: var(--font-size--small--4)\n  vertical-align: super\n\n// Definition list, listing the content of each note.\n// docutils <= 0.17\ndl.footnote.brackets\n  font-size: var(--font-size--small)\n  color: var(--color-foreground-secondary)\n\n  display: grid\n  grid-template-columns: max-content auto\n  dt\n    margin: 0\n    > .fn-backref\n      margin-left: 0.25rem\n\n    &:after\n      content: \":\"\n\n    .brackets\n      &:before\n        content: \"[\"\n      &:after\n        content: \"]\"\n\n  dd\n    margin: 0\n    padding: 0 1rem\n\n// docutils >= 0.18\naside.footnote\n  font-size: var(--font-size--small)\n  color: var(--color-foreground-secondary)\n\naside.footnote > span,\ndiv.citation > span\n  float: left\n  font-weight: 500\n  padding-right: 0.25rem\n\naside.footnote > *:not(span),\ndiv.citation > p\n  margin-left: 2rem\n","//\n// Figures\n//\nimg\n  box-sizing: border-box\n  max-width: 100%\n  height: auto\n\narticle\n  figure, .figure\n    border-radius: 0.2rem\n\n    margin: 0\n    :last-child\n      margin-bottom: 0\n\n  .align-left\n    float: left\n    clear: left\n    margin: 0 1rem 1rem\n\n  .align-right\n    float: right\n    clear: right\n    margin: 0 1rem 1rem\n\n  .align-default,\n  .align-center\n    display: block\n    text-align: center\n    margin-left: auto\n    margin-right: auto\n\n  // WELL, table needs to be stylised like a table.\n  table.align-default\n    display: table\n    text-align: initial\n",".genindex-jumpbox, .domainindex-jumpbox\n  border-top: 1px solid var(--color-background-border)\n  border-bottom: 1px solid var(--color-background-border)\n  padding: 0.25rem\n\n.genindex-section, .domainindex-section\n  h2\n    margin-top: 0.75rem\n    margin-bottom: 0.5rem\n  ul\n    margin-top: 0\n    margin-bottom: 0\n","ul,\nol\n  padding-left: 1.2rem\n\n  // Space lists out like paragraphs\n  margin-top: 1rem\n  margin-bottom: 1rem\n  // reduce margins within li.\n  li\n    > p:first-child\n      margin-top: 0.25rem\n      margin-bottom: 0.25rem\n\n    > p:last-child\n      margin-top: 0.25rem\n\n    > ul,\n    > ol\n      margin-top: 0.5rem\n      margin-bottom: 0.5rem\n\nol\n  &.arabic\n    list-style: decimal\n  &.loweralpha\n    list-style: lower-alpha\n  &.upperalpha\n    list-style: upper-alpha\n  &.lowerroman\n    list-style: lower-roman\n  &.upperroman\n    list-style: upper-roman\n\n// Don't space lists out when they're \"simple\" or in a `.. toctree::`\n.simple,\n.toctree-wrapper\n  li\n    > ul,\n    > ol\n      margin-top: 0\n      margin-bottom: 0\n\n// Definition Lists\n.field-list,\n.option-list,\ndl:not([class]),\ndl.simple,\ndl.footnote,\ndl.glossary\n  dt\n    font-weight: 500\n    margin-top: 0.25rem\n    + dt\n      margin-top: 0\n\n    .classifier::before\n      content: \":\"\n      margin-left: 0.2rem\n      margin-right: 0.2rem\n\n  dd\n    > p:first-child,\n    ul\n      margin-top: 0.125rem\n\n    ul\n      margin-bottom: 0.125rem\n",".math-wrapper\n  width: 100%\n  overflow-x: auto\n\ndiv.math\n  position: relative\n  text-align: center\n\n  .headerlink,\n  &:focus .headerlink\n    display: none\n\n  &:hover .headerlink\n    display: inline-block\n\n  span.eqno\n    position: absolute\n    right: 0.5rem\n    top: 50%\n    transform: translate(0, -50%)\n    z-index: 1\n","// Abbreviations\nabbr[title]\n  cursor: help\n\n// \"Problematic\" content, as identified by Sphinx\n.problematic\n  color: var(--color-problematic)\n\n// Keyboard / Mouse \"instructions\"\nkbd:not(.compound)\n  margin: 0 0.2rem\n  padding: 0 0.2rem\n  border-radius: 0.2rem\n  border: 1px solid var(--color-foreground-border)\n  color: var(--color-foreground-primary)\n  vertical-align: text-bottom\n\n  font-size: var(--font-size--small--3)\n  display: inline-block\n\n  box-shadow: 0 0.0625rem 0 rgba(0, 0, 0, 0.2), inset 0 0 0 0.125rem var(--color-background-primary)\n\n  background-color: var(--color-background-secondary)\n\n// Blockquote\nblockquote\n  border-left: 4px solid var(--color-background-border)\n  background: var(--color-background-secondary)\n\n  margin-left: 0\n  margin-right: 0\n  padding: 0.5rem 1rem\n\n  .attribution\n    font-weight: 600\n    text-align: right\n\n  &.pull-quote,\n  &.highlights\n    font-size: 1.25em\n\n  &.epigraph,\n  &.pull-quote\n    border-left-width: 0\n    border-radius: 0.5rem\n\n  &.highlights\n    border-left-width: 0\n    background: transparent\n\n// Center align embedded-in-text images\np .reference img\n  vertical-align: middle\n","p.rubric\n  line-height: 1.25\n  font-weight: bold\n  font-size: 1.125em\n\n  // For Numpy-style documentation that's got rubrics within it.\n  // https://github.com/pradyunsg/furo/discussions/505\n  dd &\n    line-height: inherit\n    font-weight: inherit\n\n    font-size: var(--font-size--small)\n    text-transform: uppercase\n","article .sidebar\n  float: right\n  clear: right\n  width: 30%\n\n  margin-left: 1rem\n  margin-right: 0\n\n  border-radius: 0.2rem\n  background-color: var(--color-background-secondary)\n  border: var(--color-background-border) 1px solid\n\n  > *\n    padding-left: 1rem\n    padding-right: 1rem\n\n  > ul, > ol  // lists need additional padding, because bullets.\n    padding-left: 2.2rem\n\n  .sidebar-title\n    margin: 0\n    padding: 0.5rem 1rem\n    border-bottom: var(--color-background-border) 1px solid\n\n    font-weight: 500\n\n// TODO: subtitle\n// TODO: dedicated variables?\n","[role=main] .table-wrapper.container\n  width: 100%\n  overflow-x: auto\n  margin-top: 1rem\n  margin-bottom: 0.5rem\n  padding: 0.2rem 0.2rem 0.75rem\n\ntable.docutils\n  border-radius: 0.2rem\n  border-spacing: 0\n  border-collapse: collapse\n\n  box-shadow: 0 0.2rem 0.5rem rgba(0, 0, 0, 0.05), 0 0 0.0625rem rgba(0, 0, 0, 0.1)\n\n  th\n    background: var(--color-table-header-background)\n\n  td,\n  th\n    // Space things out properly\n    padding: 0 0.25rem\n\n    // Get the borders looking just-right.\n    border-left: 1px solid var(--color-table-border)\n    border-right: 1px solid var(--color-table-border)\n    border-bottom: 1px solid var(--color-table-border)\n\n    p\n      margin: 0.25rem\n\n    &:first-child\n      border-left: none\n    &:last-child\n      border-right: none\n\n    // MyST-parser tables set these classes for control of column alignment\n    &.text-left\n      text-align: left\n    &.text-right\n      text-align: right\n    &.text-center\n      text-align: center\n",":target\n  scroll-margin-top: 2.5rem\n\n@media (max-width: $full-width - $sidebar-width)\n  :target\n    scroll-margin-top: calc(2.5rem + var(--header-height))\n\n  // When a heading is selected\n  section > span:target\n    scroll-margin-top: calc(2.8rem + var(--header-height))\n\n// Permalinks\n.headerlink\n  font-weight: 100\n  user-select: none\n\nh1,\nh2,\nh3,\nh4,\nh5,\nh6,\ndl dt,\np.caption,\nfigcaption p,\ntable > caption,\n.code-block-caption\n  > .headerlink\n    margin-left: 0.5rem\n    visibility: hidden\n  &:hover > .headerlink\n    visibility: visible\n\n  // Don't change to link-like, if someone adds the contents directive.\n  > .toc-backref\n    color: inherit\n    text-decoration-line: none\n\n// Figure and table captions are special.\nfigure:hover > figcaption > p > .headerlink,\ntable:hover > caption > .headerlink\n  visibility: visible\n\n:target >,  // Regular section[id] style anchors\nspan:target ~ // Non-regular span[id] style \"extra\" anchors\n  h1,\n  h2,\n  h3,\n  h4,\n  h5,\n  h6\n    &:nth-of-type(1)\n      background-color: var(--color-highlight-on-target)\n      // .headerlink\n      //   visibility: visible\n      code.literal\n        background-color: transparent\n\ntable:target > caption,\nfigure:target\n  background-color: var(--color-highlight-on-target)\n\n// Inline page contents\n.this-will-duplicate-information-and-it-is-still-useful-here li :target\n  background-color: var(--color-highlight-on-target)\n\n// Code block permalinks\n.literal-block-wrapper:target .code-block-caption\n  background-color: var(--color-highlight-on-target)\n\n// When a definition list item is selected\n//\n//   There isn't really an alternative to !important here, due to the\n//   high-specificity of API documentation's selector.\ndt:target\n  background-color: var(--color-highlight-on-target) !important\n\n// When a footnote reference is selected\n.footnote > dt:target + dd,\n.footnote-reference:target\n  background-color: var(--color-highlight-on-target)\n",".guilabel\n  background-color: var(--color-guilabel-background)\n  border: 1px solid var(--color-guilabel-border)\n  color: var(--color-guilabel-text)\n\n  padding: 0 0.3em\n  border-radius: 0.5em\n  font-size: 0.9em\n","// This file contains the styles used for stylizing the footer that's shown\n// below the content.\n\nfooter\n  font-size: var(--font-size--small)\n  display: flex\n  flex-direction: column\n\n  margin-top: 2rem\n\n// Bottom of page information\n.bottom-of-page\n  display: flex\n  align-items: center\n  justify-content: space-between\n\n  margin-top: 1rem\n  padding-top: 1rem\n  padding-bottom: 1rem\n\n  color: var(--color-foreground-secondary)\n  border-top: 1px solid var(--color-background-border)\n\n  line-height: 1.5\n\n  @media (max-width: $content-width)\n    text-align: center\n    flex-direction: column-reverse\n    gap: 0.25rem\n\n  .left-details\n    font-size: var(--font-size--small)\n\n  .right-details\n    display: flex\n    flex-direction: column\n    gap: 0.25rem\n    text-align: right\n\n  .icons\n    display: flex\n    justify-content: flex-end\n    gap: 0.25rem\n    font-size: 1rem\n\n    a\n      text-decoration: none\n\n    svg,\n    img\n      font-size: 1.125rem\n      height: 1em\n      width: 1em\n\n// Next/Prev page information\n.related-pages\n  a\n    display: flex\n    align-items: center\n\n    text-decoration: none\n    &:hover .page-info .title\n      text-decoration: underline\n      color: var(--color-link)\n      text-decoration-color: var(--color-link-underline)\n\n    svg.furo-related-icon,\n    svg.furo-related-icon > use\n      flex-shrink: 0\n\n      color: var(--color-foreground-border)\n\n      width: 0.75rem\n      height: 0.75rem\n      margin: 0 0.5rem\n\n    &.next-page\n      max-width: 50%\n\n      float: right\n      clear: right\n      text-align: right\n\n    &.prev-page\n      max-width: 50%\n\n      float: left\n      clear: left\n\n      svg\n        transform: rotate(180deg)\n\n.page-info\n  display: flex\n  flex-direction: column\n  overflow-wrap: anywhere\n\n  .next-page &\n    align-items: flex-end\n\n  .context\n    display: flex\n    align-items: center\n\n    padding-bottom: 0.1rem\n\n    color: var(--color-foreground-muted)\n    font-size: var(--font-size--small)\n    text-decoration: none\n","// This file contains the styles for the contents of the left sidebar, which\n// contains the navigation tree, logo, search etc.\n\n////////////////////////////////////////////////////////////////////////////////\n// Brand on top of the scrollable tree.\n////////////////////////////////////////////////////////////////////////////////\n.sidebar-brand\n  display: flex\n  flex-direction: column\n  flex-shrink: 0\n\n  padding: var(--sidebar-item-spacing-vertical) var(--sidebar-item-spacing-horizontal)\n  text-decoration: none\n\n.sidebar-brand-text\n  color: var(--color-sidebar-brand-text)\n  overflow-wrap: break-word\n  margin: var(--sidebar-item-spacing-vertical) 0\n  font-size: 1.5rem\n\n.sidebar-logo-container\n  margin: var(--sidebar-item-spacing-vertical) 0\n\n.sidebar-logo\n  margin: 0 auto\n  display: block\n  max-width: 100%\n\n////////////////////////////////////////////////////////////////////////////////\n// Search\n////////////////////////////////////////////////////////////////////////////////\n.sidebar-search-container\n  display: flex\n  align-items: center\n  margin-top: var(--sidebar-search-space-above)\n\n  position: relative\n\n  background: var(--color-sidebar-search-background)\n  &:hover,\n  &:focus-within\n    background: var(--color-sidebar-search-background--focus)\n\n  &::before\n    content: \"\"\n    position: absolute\n    left: var(--sidebar-item-spacing-horizontal)\n    width: var(--sidebar-search-icon-size)\n    height: var(--sidebar-search-icon-size)\n\n    background-color: var(--color-sidebar-search-icon)\n    mask-image: var(--icon-search)\n\n.sidebar-search\n  box-sizing: border-box\n\n  border: none\n  border-top: 1px solid var(--color-sidebar-search-border)\n  border-bottom: 1px solid var(--color-sidebar-search-border)\n\n  padding-top: var(--sidebar-search-input-spacing-vertical)\n  padding-bottom: var(--sidebar-search-input-spacing-vertical)\n  padding-right: var(--sidebar-search-input-spacing-horizontal)\n  padding-left: calc(var(--sidebar-item-spacing-horizontal) + var(--sidebar-search-input-spacing-horizontal) + var(--sidebar-search-icon-size))\n\n  width: 100%\n\n  color: var(--color-sidebar-search-foreground)\n  background: transparent\n  z-index: 10\n\n  &:focus\n    outline: none\n\n  &::placeholder\n    font-size: var(--sidebar-search-input-font-size)\n\n//\n// Hide Search Matches link\n//\n#searchbox .highlight-link\n  padding: var(--sidebar-item-spacing-vertical) var(--sidebar-item-spacing-horizontal) 0\n  margin: 0\n  text-align: center\n\n  a\n    color: var(--color-sidebar-search-icon)\n    font-size: var(--font-size--small--2)\n\n////////////////////////////////////////////////////////////////////////////////\n// Structure/Skeleton of the navigation tree (left)\n////////////////////////////////////////////////////////////////////////////////\n.sidebar-tree\n  font-size: var(--sidebar-item-font-size)\n  margin-top: var(--sidebar-tree-space-above)\n  margin-bottom: var(--sidebar-item-spacing-vertical)\n\n  ul\n    padding: 0\n    margin-top: 0\n    margin-bottom: 0\n\n    display: flex\n    flex-direction: column\n\n    list-style: none\n\n  li\n    position: relative\n    margin: 0\n\n    > ul\n      margin-left: var(--sidebar-item-spacing-horizontal)\n\n  .icon\n    color: var(--color-sidebar-link-text)\n\n  .reference\n    box-sizing: border-box\n    color: var(--color-sidebar-link-text)\n\n    // Fill the parent.\n    display: inline-block\n    line-height: var(--sidebar-item-line-height)\n    text-decoration: none\n\n    // Don't allow long words to cause wrapping.\n    overflow-wrap: anywhere\n\n    height: 100%\n    width: 100%\n\n    padding: var(--sidebar-item-spacing-vertical) var(--sidebar-item-spacing-horizontal)\n\n    &:hover\n      color: var(--color-sidebar-link-text)\n      background: var(--color-sidebar-item-background--hover)\n\n    // Add a nice little \"external-link\" arrow here.\n    &.external::after\n      content: url('data:image/svg+xml,<svg width=\"12\" height=\"12\" xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 24 24\" stroke-width=\"1.5\" stroke=\"%23607D8B\" fill=\"none\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><path stroke=\"none\" d=\"M0 0h24v24H0z\"/><path d=\"M11 7h-5a2 2 0 0 0 -2 2v9a2 2 0 0 0 2 2h9a2 2 0 0 0 2 -2v-5\" /><line x1=\"10\" y1=\"14\" x2=\"20\" y2=\"4\" /><polyline points=\"15 4 20 4 20 9\" /></svg>')\n      margin: 0 0.25rem\n      vertical-align: middle\n      color: var(--color-sidebar-link-text)\n\n  // Make the current page reference bold.\n  .current-page > .reference\n    font-weight: bold\n\n  label\n    position: absolute\n    top: 0\n    right: 0\n    height: var(--sidebar-item-height)\n    width: var(--sidebar-expander-width)\n\n    cursor: pointer\n    user-select: none\n\n    display: flex\n    justify-content: center\n    align-items: center\n\n  .caption, :not(.caption) > .caption-text\n    font-size: var(--sidebar-caption-font-size)\n    color: var(--color-sidebar-caption-text)\n\n    font-weight: bold\n    text-transform: uppercase\n\n    margin: var(--sidebar-caption-space-above) 0 0 0\n    padding: var(--sidebar-item-spacing-vertical) var(--sidebar-item-spacing-horizontal)\n\n  // If it has children, add a bit more padding to wrap the content to avoid\n  // overlapping with the <label>\n  li.has-children\n    > .reference\n      padding-right: var(--sidebar-expander-width)\n\n  // Colorize the top-level list items and icon.\n  .toctree-l1\n    & > .reference,\n    & > label .icon\n      color: var(--color-sidebar-link-text--top-level)\n\n  // Color changes on hover\n  label\n    background: var(--color-sidebar-item-expander-background)\n    &:hover\n      background: var(--color-sidebar-item-expander-background--hover)\n\n  .current > .reference\n    background: var(--color-sidebar-item-background--current)\n    &:hover\n      background: var(--color-sidebar-item-background--hover)\n\n.toctree-checkbox\n  position: absolute\n  display: none\n\n////////////////////////////////////////////////////////////////////////////////\n// Togglable expand/collapse\n////////////////////////////////////////////////////////////////////////////////\n.toctree-checkbox\n  ~ ul\n    display: none\n\n  ~ label .icon svg\n    transform: rotate(90deg)\n\n.toctree-checkbox:checked\n  ~ ul\n    display: block\n\n  ~ label .icon svg\n    transform: rotate(-90deg)\n","// This file contains the styles for the contents of the right sidebar, which\n// contains the table of contents for the current page.\n.toc-title-container\n  padding: var(--toc-title-padding)\n  padding-top: var(--toc-spacing-vertical)\n\n.toc-title\n  color: var(--color-toc-title-text)\n  font-size: var(--toc-title-font-size)\n  padding-left: var(--toc-spacing-horizontal)\n  text-transform: uppercase\n\n// If the ToC is not present, hide these elements coz they're not relevant.\n.no-toc\n  display: none\n\n.toc-tree-container\n  padding-bottom: var(--toc-spacing-vertical)\n\n.toc-tree\n  font-size: var(--toc-font-size)\n  line-height: 1.3\n  border-left: 1px solid var(--color-background-border)\n\n  padding-left: calc(var(--toc-spacing-horizontal) - var(--toc-item-spacing-horizontal))\n\n  // Hide the first \"top level\" bullet.\n  > ul > li:first-child\n    padding-top: 0\n    & > ul\n      padding-left: 0\n    & > a\n      display: none\n\n  ul\n    list-style-type: none\n    margin-top: 0\n    margin-bottom: 0\n    padding-left: var(--toc-item-spacing-horizontal)\n  li\n    padding-top: var(--toc-item-spacing-vertical)\n\n    &.scroll-current > .reference\n      color: var(--color-toc-item-text--active)\n      font-weight: bold\n\n  a.reference\n    color: var(--color-toc-item-text)\n    text-decoration: none\n    overflow-wrap: anywhere\n\n.toc-scroll\n  max-height: 100vh\n  overflow-y: scroll\n\n// Be very annoying when someone includes the table of contents\n.contents:not(.this-will-duplicate-information-and-it-is-still-useful-here)\n  color: var(--color-problematic)\n  background: rgba(255, 0, 0, 0.25)\n  &::before\n    content: \"ERROR: Adding a table of contents in Furo-based documentation is unnecessary, and does not work well with existing styling. Add a 'this-will-duplicate-information-and-it-is-still-useful-here' class, if you want an escape hatch.\"\n","// Shameful hacks, to work around bugs.\n\n// MyST parser doesn't correctly generate classes, to align table contents.\n// https://github.com/executablebooks/MyST-Parser/issues/412\n.text-align\\:left > p\n  text-align: left\n\n.text-align\\:center > p\n  text-align: center\n\n.text-align\\:right > p\n  text-align: right\n"],"names":[],"sourceRoot":""}
\ No newline at end of file
diff --git a/pulls/1961/_static/target-highlight.js b/pulls/1961/_static/target-highlight.js
deleted file mode 100644
index 76725eb320..0000000000
--- a/pulls/1961/_static/target-highlight.js
+++ /dev/null
@@ -1,68 +0,0 @@
-//..............................................................................
-//
-//  This file is part of the Doxyrest toolkit.
-//
-//  Doxyrest is distributed under the MIT license.
-//  For details see accompanying license.txt file,
-//  the public copy of which is also available at:
-//  http://tibbo.com/downloads/archive/doxyrest/license.txt
-//
-//..............................................................................
-
-(function () {
-
-var g_oldTarget = $([]);
-var g_suitableTargetClass = "pre, table, a, h2, h3, h4, h5, h6"; // don't highlight <h1>
-
-function adjustTarget(target) {
-	if (target.is("div"))
-		target = target.children(":first");
-
-	if (target.is(g_suitableTargetClass))
-		return target;
-
-	if (!target.is("span"))
-		return $([]);
-
-	if (target.hasClass("doxyrest-code-target")) {
-		return target;
-	}
-
-	// ascend to the top-level <span>
-
-	var parent = target.parent();
-	while (parent.is("span")) {
-		target = parent;
-		parent = parent.parent();
-	}
-
-	// check the direct parent of the top-level <span>
-
-	if (parent.is("pre"))
-		return parent;
-
-	// nope, skip all sibling spans
-
-	target = target.next();
-	while (target.is("span"))
-		target = target.next();
-
-	if (target.is(g_suitableTargetClass))
-		return target;
-
-	return $([]); // no target to highlight
-}
-
-function updateTarget() {
-	var target = adjustTarget($(":target"));
-	g_oldTarget.removeClass("doxyrest-target-highlight");
-	target.addClass("doxyrest-target-highlight");
-	g_oldTarget = target;
-}
-
-$(document).ready(updateTarget);
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-          <p class="rubric">Use <code class="xref py py-meth docutils literal notranslate"><span class="pre">usm_ndarray.to_device()</span></code> to migrate array to different device</p>
-<div class="literal-block-wrapper docutils container" id="id1">
-<div class="code-block-caption"><span class="caption-text">Migrate array to a different device</span><a class="headerlink" href="#id1" title="Permalink to this code">¶</a></div>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span>    <span class="kn">from</span><span class="w"> </span><span class="nn">dpctl</span><span class="w"> </span><span class="kn">import</span> <span class="n">tensor</span>
-
-    <span class="n">a</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="mi">100</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="s2">&quot;cpu&quot;</span><span class="p">)</span>
-    <span class="n">b</span> <span class="o">=</span> <span class="n">a</span><span class="o">.</span><span class="n">to_device</span><span class="p">(</span><span class="s2">&quot;gpu&quot;</span><span class="p">)</span>
-</pre></div>
-</div>
-</div>
-<p class="rubric">Use <code class="xref py py-meth docutils literal notranslate"><span class="pre">usm_ndarray.device()</span></code> to specify placement of new array</p>
-<div class="literal-block-wrapper docutils container" id="id2">
-<div class="code-block-caption"><span class="caption-text">Create a USM-device empty array on the same device as another array</span><a class="headerlink" href="#id2" title="Permalink to this code">¶</a></div>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span>    <span class="kn">from</span><span class="w"> </span><span class="nn">dpctl</span><span class="w"> </span><span class="kn">import</span> <span class="n">tensor</span>
-
-    <span class="n">d</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">eye</span><span class="p">(</span><span class="mi">100</span><span class="p">)</span>
-    <span class="n">u</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">full</span><span class="p">(</span><span class="n">d</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">fill_value</span><span class="o">=</span><span class="mf">0.5</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="s2">&quot;device&quot;</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="n">d</span><span class="o">.</span><span class="n">device</span><span class="p">)</span>
-</pre></div>
-</div>
-</div>
-<p class="rubric">Use <code class="xref py py-meth docutils literal notranslate"><span class="pre">usm_ndarray.mT()</span></code> to transpose matrices in a array thought of as a stack of matrices</p>
-<div class="literal-block-wrapper docutils container" id="id3">
-<div class="code-block-caption"><span class="caption-text">Transpose an array</span><a class="headerlink" href="#id3" title="Permalink to this code">¶</a></div>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span>    <span class="kn">from</span><span class="w"> </span><span class="nn">dpctl</span><span class="w"> </span><span class="kn">import</span> <span class="n">tensor</span>
-
-    <span class="c1"># create stack of matrices</span>
-    <span class="n">proto</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">asarray</span><span class="p">([[</span><span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">],</span> <span class="p">[</span><span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">]])</span>
-    <span class="n">ar</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">tile</span><span class="p">(</span><span class="n">proto</span><span class="p">,</span> <span class="p">(</span><span class="mi">5</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">10</span><span class="p">))</span>
-
-    <span class="c1"># transpose each matrix in the stack</span>
-    <span class="n">arT</span> <span class="o">=</span> <span class="n">ar</span><span class="o">.</span><span class="n">mT</span>
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diff --git a/pulls/1961/api_reference/dpctl/filter_selector_string.html b/pulls/1961/api_reference/dpctl/filter_selector_string.html
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-          <section id="filter-selector-string">
-<span id="id1"></span><h1>Filter Selector String<a class="headerlink" href="#filter-selector-string" title="Permalink to this heading">¶</a></h1>
-<p>Filter selector string is a way to refer to unpartitioned SYCL devices
-proposed in <a class="reference external" href="https://github.com/intel/llvm/blob/sycl/sycl/doc/extensions/supported/sycl_ext_oneapi_filter_selector.asciidoc">sycl_ext_oneapi_filter_selector</a>
-extension to SYCL standard.</p>
-<p>This document captures aspects of the referenced document relevant
-to <a class="reference internal" href="index.html#module-dpctl" title="dpctl"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a>.</p>
-<p>A filter selector string defines one or more filters, which must be
-separated using <code class="docutils literal notranslate"><span class="pre">&quot;,&quot;</span></code> character. A filter is specified as a
-triple of the form:</p>
-<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>Backend:DeviceType:RelativeDeviceNumber
-</pre></div>
-</div>
-<p>Every element of the triple is optional, but a filter must contain at
-least one component.</p>
-<p><code class="docutils literal notranslate"><span class="pre">Backend</span></code> specifies the desired backend of targeted devices, while
-<code class="docutils literal notranslate"><span class="pre">DeviceType</span></code> specifies the type of targeted devices.
-<code class="docutils literal notranslate"><span class="pre">RelativeDeviceNumber</span></code> refers to the number of the device that matches
-any other given requirements, starting from <cite>0</cite> to marking the
-“first device that matches the requirements”.</p>
-<p>Attempting to use a non-conforming string in places where filter selector
-string is expected will raise an exception.</p>
-<p>Supported values for <code class="docutils literal notranslate"><span class="pre">Backend</span></code> are:</p>
-<div class="table-wrapper docutils container">
-<table class="docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p>cuda</p></td>
-<td><p>opencl</p></td>
-<td><p>level_zero</p></td>
-<td><p>hip</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<p>Supported values for <code class="docutils literal notranslate"><span class="pre">DeviceType</span></code> are:</p>
-<div class="table-wrapper docutils container">
-<table class="docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p>accelerator</p></td>
-<td><p>cpu</p></td>
-<td><p>gpu</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<p>Filter selector strings can be used as arguments to constructors of
-<a class="reference internal" href="generated/dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a>, <a class="reference internal" href="generated/dpctl.SyclContext.html#dpctl.SyclContext" title="dpctl.SyclContext"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclContext</span></code></a>,
-<a class="reference internal" href="generated/dpctl.SyclPlatform.html#dpctl.SyclPlatform" title="dpctl.SyclPlatform"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclPlatform</span></code></a>, <a class="reference internal" href="generated/dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>,
-or <a class="reference internal" href="tensor.utility_functions.html#dpctl.tensor.Device" title="dpctl.tensor.Device"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.Device</span></code></a> classes, as well as values of
-<code class="docutils literal notranslate"><span class="pre">device</span></code> keyword in <a class="reference internal" href="tensor.creation_functions.html#dpctl-tensor-creation-functions"><span class="std std-ref">array creation functions</span></a>.</p>
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-          <section id="flags-class">
-<span id="id1"></span><h1><code class="docutils literal notranslate"><span class="pre">Flags</span></code> class<a class="headerlink" href="#flags-class" title="Permalink to this heading">¶</a></h1>
-<dl class="py class">
-<dt class="sig sig-object py" id="dpctl.tensor._flags.Flags">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">dpctl.tensor._flags.</span></span><span class="sig-name descname"><span class="pre">Flags</span></span><a class="headerlink" href="#dpctl.tensor._flags.Flags" title="Permalink to this definition">¶</a></dt>
-<dd><p>Helper class to query the flags of a <a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a>
-instance, which describe how the instance interfaces with its underlying
-memory.</p>
-<p>Note that dictionary-like access to some members is permitted:</p>
-<blockquote>
-<div><dl class="simple">
-<dt>“C”, “C_CONTIGUOUS”:</dt><dd><p>Equivalent to <code class="docutils literal notranslate"><span class="pre">c_contiguous</span></code></p>
-</dd>
-<dt>“F”, “F_CONTIGUOUS”:</dt><dd><p>Equivalent to <code class="docutils literal notranslate"><span class="pre">f_contiguous</span></code></p>
-</dd>
-<dt>“W”, “WRITABLE”:</dt><dd><p>Equivalent to <code class="docutils literal notranslate"><span class="pre">writable</span></code></p>
-</dd>
-<dt>“FC”:</dt><dd><p>Equivalent to <code class="docutils literal notranslate"><span class="pre">fc</span></code></p>
-</dd>
-<dt>“FNC”:</dt><dd><p>Equivalent to <code class="docutils literal notranslate"><span class="pre">fnc</span></code></p>
-</dd>
-<dt>“FORC”, “CONTIGUOUS”:</dt><dd><p>Equivalent to <code class="docutils literal notranslate"><span class="pre">forc</span></code> and <code class="docutils literal notranslate"><span class="pre">contiguous</span></code></p>
-</dd>
-</dl>
-</div></blockquote>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.tensor._flags.Flags.c_contiguous">
-<span class="sig-name descname"><span class="pre">c_contiguous</span></span><a class="headerlink" href="#dpctl.tensor._flags.Flags.c_contiguous" title="Permalink to this definition">¶</a></dt>
-<dd><p>True if the memory layout of the
-<a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a> instance is C-contiguous.</p>
-</dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.tensor._flags.Flags.contiguous">
-<span class="sig-name descname"><span class="pre">contiguous</span></span><a class="headerlink" href="#dpctl.tensor._flags.Flags.contiguous" title="Permalink to this definition">¶</a></dt>
-<dd><p>True if the memory layout of the <a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a>
-instance is C-contiguous and F-contiguous.
-Equivalent to <cite>forc.</cite></p>
-</dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.tensor._flags.Flags.f_contiguous">
-<span class="sig-name descname"><span class="pre">f_contiguous</span></span><a class="headerlink" href="#dpctl.tensor._flags.Flags.f_contiguous" title="Permalink to this definition">¶</a></dt>
-<dd><p>True if the memory layout of the
-<a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a> instance is F-contiguous.</p>
-</dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.tensor._flags.Flags.fc">
-<span class="sig-name descname"><span class="pre">fc</span></span><a class="headerlink" href="#dpctl.tensor._flags.Flags.fc" title="Permalink to this definition">¶</a></dt>
-<dd><p>True if the memory layout of the <a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a>
-instance is C-contiguous and F-contiguous.</p>
-</dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.tensor._flags.Flags.flags">
-<span class="sig-name descname"><span class="pre">flags</span></span><a class="headerlink" href="#dpctl.tensor._flags.Flags.flags" title="Permalink to this definition">¶</a></dt>
-<dd><p>Integer representation of the memory layout flags of
-<a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a> instance.</p>
-</dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.tensor._flags.Flags.fnc">
-<span class="sig-name descname"><span class="pre">fnc</span></span><a class="headerlink" href="#dpctl.tensor._flags.Flags.fnc" title="Permalink to this definition">¶</a></dt>
-<dd><p>True if the memory layout of the <a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a>
-instance is F-contiguous and not C-contiguous.</p>
-</dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.tensor._flags.Flags.forc">
-<span class="sig-name descname"><span class="pre">forc</span></span><a class="headerlink" href="#dpctl.tensor._flags.Flags.forc" title="Permalink to this definition">¶</a></dt>
-<dd><p>True if the memory layout of the <a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a>
-instance is C-contiguous or F-contiguous.</p>
-</dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.tensor._flags.Flags.writable">
-<span class="sig-name descname"><span class="pre">writable</span></span><a class="headerlink" href="#dpctl.tensor._flags.Flags.writable" title="Permalink to this definition">¶</a></dt>
-<dd><p>True if <a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a> instance is writable.</p>
-</dd></dl>
-
-</dd></dl>
-
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-<li><a class="reference internal" href="#"><code class="docutils literal notranslate"><span class="pre">Flags</span></code> class</a><ul>
-<li><a class="reference internal" href="#dpctl.tensor._flags.Flags"><code class="docutils literal notranslate"><span class="pre">Flags</span></code></a><ul>
-<li><a class="reference internal" href="#dpctl.tensor._flags.Flags.c_contiguous"><code class="docutils literal notranslate"><span class="pre">Flags.c_contiguous</span></code></a></li>
-<li><a class="reference internal" href="#dpctl.tensor._flags.Flags.contiguous"><code class="docutils literal notranslate"><span class="pre">Flags.contiguous</span></code></a></li>
-<li><a class="reference internal" href="#dpctl.tensor._flags.Flags.f_contiguous"><code class="docutils literal notranslate"><span class="pre">Flags.f_contiguous</span></code></a></li>
-<li><a class="reference internal" href="#dpctl.tensor._flags.Flags.fc"><code class="docutils literal notranslate"><span class="pre">Flags.fc</span></code></a></li>
-<li><a class="reference internal" href="#dpctl.tensor._flags.Flags.flags"><code class="docutils literal notranslate"><span class="pre">Flags.flags</span></code></a></li>
-<li><a class="reference internal" href="#dpctl.tensor._flags.Flags.fnc"><code class="docutils literal notranslate"><span class="pre">Flags.fnc</span></code></a></li>
-<li><a class="reference internal" href="#dpctl.tensor._flags.Flags.forc"><code class="docutils literal notranslate"><span class="pre">Flags.forc</span></code></a></li>
-<li><a class="reference internal" href="#dpctl.tensor._flags.Flags.writable"><code class="docutils literal notranslate"><span class="pre">Flags.writable</span></code></a></li>
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-          <section id="dpctl-syclcontext">
-<h1>dpctl.SyclContext<a class="headerlink" href="#dpctl-syclcontext" title="Permalink to this heading">¶</a></h1>
-<dl class="py class">
-<dt class="sig sig-object py" id="dpctl.SyclContext">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">dpctl.</span></span><span class="sig-name descname"><span class="pre">SyclContext</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">arg</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.SyclContext" title="Permalink to this definition">¶</a></dt>
-<dd><p>A Python wrapper for the <code class="docutils literal notranslate"><span class="pre">sycl::context</span></code> C++ class.</p>
-<p>There are multiple ways to create a <a class="reference internal" href="#dpctl.SyclContext" title="dpctl.SyclContext"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclContext</span></code></a> object:</p>
-<ul class="simple">
-<li><p>Invoking the constructor with no arguments creates a context using
-the default selector.</p></li>
-</ul>
-<dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-
-<span class="c1"># Create a SyclContext for default-selected device</span>
-<span class="n">ctx</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclContext</span><span class="p">()</span>
-<span class="nb">print</span><span class="p">(</span><span class="n">ctx</span><span class="o">.</span><span class="n">get_devices</span><span class="p">())</span>
-</pre></div>
-</div>
-</dd>
-</dl>
-<ul class="simple">
-<li><p>Invoking the constructor with a specific filter string that creates a
-context for the device corresponding to the filter string.</p></li>
-</ul>
-<dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-
-<span class="c1"># Create SyclContext for a gpu device</span>
-<span class="n">ctx</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclContext</span><span class="p">(</span><span class="s2">&quot;gpu&quot;</span><span class="p">)</span>
-<span class="n">d</span> <span class="o">=</span> <span class="n">ctx</span><span class="o">.</span><span class="n">get_devices</span><span class="p">()[</span><span class="mi">0</span><span class="p">]</span>
-<span class="k">assert</span><span class="p">(</span><span class="n">d</span><span class="o">.</span><span class="n">is_gpu</span><span class="p">)</span>
-</pre></div>
-</div>
-</dd>
-</dl>
-<ul class="simple">
-<li><p>Invoking the constructor with a <a class="reference internal" href="dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a> object
-creates a context for that device.</p></li>
-</ul>
-<dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-
-<span class="c1"># Create a level zero gpu device</span>
-<span class="n">d</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclDevice</span><span class="p">(</span><span class="s2">&quot;level_zero:gpu&quot;</span><span class="p">)</span>
-<span class="n">ctx</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclContext</span><span class="p">(</span><span class="n">d</span><span class="p">)</span>
-<span class="n">d</span> <span class="o">=</span> <span class="n">ctx</span><span class="o">.</span><span class="n">get_devices</span><span class="p">()[</span><span class="mi">0</span><span class="p">]</span>
-<span class="k">assert</span><span class="p">(</span><span class="n">d</span><span class="o">.</span><span class="n">is_gpu</span><span class="p">)</span>
-</pre></div>
-</div>
-</dd>
-</dl>
-<ul class="simple">
-<li><p>Invoking the constructor with a list of <a class="reference internal" href="dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a>
-objects creates a common context for all the devices. This
-constructor call is especially useful when creation a context for
-multiple sub-devices.</p></li>
-</ul>
-<dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-
-<span class="c1"># Create a CPU device using the opencl driver</span>
-<span class="n">cpu_d</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclDevice</span><span class="p">(</span><span class="s2">&quot;opencl:cpu&quot;</span><span class="p">)</span>
-<span class="c1"># Partition the CPU device into sub-devices with two cores each.</span>
-<span class="n">sub_devices</span> <span class="o">=</span> <span class="n">cpu_d</span><span class="o">.</span><span class="n">create_sub_devices</span><span class="p">(</span><span class="n">partition</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
-<span class="c1"># Create a context common to all the sub-devices.</span>
-<span class="n">ctx</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclContext</span><span class="p">(</span><span class="n">sub_devices</span><span class="p">)</span>
-<span class="k">assert</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">ctx</span><span class="o">.</span><span class="n">get_devices</span><span class="p">)</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="n">sub_devices</span><span class="p">))</span>
-</pre></div>
-</div>
-</dd>
-</dl>
-<ul class="simple">
-<li><p>Invoking the constructor with a named <code class="docutils literal notranslate"><span class="pre">PyCapsule</span></code> with name
-<strong>“SyclContextRef”</strong> that carries a pointer to a <code class="docutils literal notranslate"><span class="pre">sycl::context</span></code>
-object. The capsule will be renamed upon successful consumption
-to ensure one-time use. A new named capsule can be constructed by
-using <code class="xref py py-func docutils literal notranslate"><span class="pre">dpctl.SyclContext._get_capsule()</span></code> method.</p></li>
-</ul>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>arg</strong> (<em>optional</em>) – Defaults to <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-The argument can be a selector string, a <a class="reference internal" href="dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a>
-instance, a <a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">list</span></code></a> of <a class="reference internal" href="dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a> objects, or a
-named <code class="docutils literal notranslate"><span class="pre">PyCapsule</span></code> called <strong>“SyclContextRef”</strong>.</p>
-</dd>
-<dt class="field-even">Raises<span class="colon">:</span></dt>
-<dd class="field-even"><ul class="simple">
-<li><p><a class="reference external" href="https://docs.python.org/3/library/exceptions.html#MemoryError" title="(in Python v3.13)"><strong>MemoryError</strong></a> – If the constructor could not allocate necessary
-    temporary memory.</p></li>
-<li><p><a class="reference internal" href="dpctl.SyclContextCreationError.html#dpctl.SyclContextCreationError" title="dpctl.SyclContextCreationError"><strong>SyclContextCreationError</strong></a> – If the <a class="reference internal" href="#dpctl.SyclContext" title="dpctl.SyclContext"><code class="xref py py-class docutils literal notranslate"><span class="pre">SyclContext</span></code></a> object creation failed.</p></li>
-<li><p><a class="reference external" href="https://docs.python.org/3/library/exceptions.html#TypeError" title="(in Python v3.13)"><strong>TypeError</strong></a> – If the list of <a class="reference internal" href="dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a> objects was empty,
-    or the input capsule contained a null pointer or could not
-    be renamed.</p></li>
-</ul>
-</dd>
-</dl>
-<p class="rubric">Methods</p>
-<div class="table-wrapper autosummary longtable docutils container">
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclContext.addressof_ref.html#dpctl.SyclContext.addressof_ref" title="dpctl.SyclContext.addressof_ref"><code class="xref py py-obj docutils literal notranslate"><span class="pre">addressof_ref</span></code></a>()</p></td>
-<td><p>Returns the address of the <code class="docutils literal notranslate"><span class="pre">DPCTLSyclContextRef</span></code> pointer as a <code class="docutils literal notranslate"><span class="pre">size_t</span></code>.</p></td>
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-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclContext.get_devices.html#dpctl.SyclContext.get_devices" title="dpctl.SyclContext.get_devices"><code class="xref py py-obj docutils literal notranslate"><span class="pre">get_devices</span></code></a>()</p></td>
-<td><p>Returns the list of <a class="reference internal" href="dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a> objects associated with <a class="reference internal" href="#dpctl.SyclContext" title="dpctl.SyclContext"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclContext</span></code></a> instance.</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<p class="rubric">Attributes</p>
-<div class="table-wrapper autosummary longtable docutils container">
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclContext.device_count.html#dpctl.SyclContext.device_count" title="dpctl.SyclContext.device_count"><code class="xref py py-obj docutils literal notranslate"><span class="pre">device_count</span></code></a></p></td>
-<td><p>The number of sycl devices associated with the <a class="reference internal" href="#dpctl.SyclContext" title="dpctl.SyclContext"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclContext</span></code></a> instance.</p></td>
-</tr>
-</tbody>
-</table>
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-</dd></dl>
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-          <section id="dpctl-sycldevice">
-<h1>dpctl.SyclDevice<a class="headerlink" href="#dpctl-sycldevice" title="Permalink to this heading">¶</a></h1>
-<dl class="py class">
-<dt class="sig sig-object py" id="dpctl.SyclDevice">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">dpctl.</span></span><span class="sig-name descname"><span class="pre">SyclDevice</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">arg</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.SyclDevice" title="Permalink to this definition">¶</a></dt>
-<dd><p>A Python wrapper for the <code class="docutils literal notranslate"><span class="pre">sycl::device</span></code> C++ class.</p>
-<p>There are two ways of creating a SyclDevice instance:</p>
-<ul class="simple">
-<li><p>by directly passing in a filter string to the class
-constructor. The filter string needs to conform to the
-<a class="reference external" href="https://github.com/intel/llvm/blob/sycl/sycl/doc/extensions/supported/sycl_ext_oneapi_filter_selector.asciidoc">DPC++ filter selector SYCL extension</a>.</p></li>
-</ul>
-<dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-
-<span class="c1"># Create a SyclDevice with an explicit filter string,</span>
-<span class="c1"># in this case the first level_zero gpu device.</span>
-<span class="n">level_zero_gpu</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclDevice</span><span class="p">(</span><span class="s2">&quot;level_zero:gpu:0&quot;</span><span class="p">)</span>
-<span class="n">level_zero_gpu</span><span class="o">.</span><span class="n">print_device_info</span><span class="p">()</span>
-</pre></div>
-</div>
-</dd>
-</dl>
-<ul class="simple">
-<li><p>by calling one of the device selector helper functions:
-<a class="reference internal" href="dpctl.select_accelerator_device.html#dpctl.select_accelerator_device" title="dpctl.select_accelerator_device"><code class="xref py py-func docutils literal notranslate"><span class="pre">dpctl.select_accelerator_device()</span></code></a>,
-<a class="reference internal" href="dpctl.select_cpu_device.html#dpctl.select_cpu_device" title="dpctl.select_cpu_device"><code class="xref py py-func docutils literal notranslate"><span class="pre">dpctl.select_cpu_device()</span></code></a>,
-<a class="reference internal" href="dpctl.select_default_device.html#dpctl.select_default_device" title="dpctl.select_default_device"><code class="xref py py-func docutils literal notranslate"><span class="pre">dpctl.select_default_device()</span></code></a>,
-<a class="reference internal" href="dpctl.select_gpu_device.html#dpctl.select_gpu_device" title="dpctl.select_gpu_device"><code class="xref py py-func docutils literal notranslate"><span class="pre">dpctl.select_gpu_device()</span></code></a></p></li>
-</ul>
-<dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-
-<span class="c1"># Create a SyclDevice of type GPU based on whatever is returned</span>
-<span class="c1"># by the SYCL `gpu_selector` device selector class.</span>
-<span class="n">gpu</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">select_gpu_device</span><span class="p">()</span>
-<span class="n">gpu</span><span class="o">.</span><span class="n">print_device_info</span><span class="p">()</span>
-</pre></div>
-</div>
-</dd>
-<dt class="field-even">Parameters<span class="colon">:</span></dt>
-<dd class="field-even"><p><strong>arg</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a><em>, </em><em>optional</em>) – The argument can be a selector string or <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Defaults to <code class="docutils literal notranslate"><span class="pre">None</span></code>.</p>
-</dd>
-<dt class="field-odd">Raises<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><a class="reference external" href="https://docs.python.org/3/library/exceptions.html#MemoryError" title="(in Python v3.13)"><strong>MemoryError</strong></a> – If the constructor could not allocate necessary
-    temporary memory.</p></li>
-<li><p><a class="reference internal" href="dpctl.SyclDeviceCreationError.html#dpctl.SyclDeviceCreationError" title="dpctl.SyclDeviceCreationError"><strong>SyclDeviceCreationError</strong></a> – If the <a class="reference internal" href="#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a> object creation failed.</p></li>
-<li><p><a class="reference external" href="https://docs.python.org/3/library/exceptions.html#TypeError" title="(in Python v3.13)"><strong>TypeError</strong></a> – If the list of <a class="reference internal" href="#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a> objects was empty,
-    or the input capsule contained a null pointer or could not
-    be renamed.</p></li>
-</ul>
-</dd>
-</dl>
-<p class="rubric">Methods</p>
-<div class="table-wrapper autosummary longtable docutils container">
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.addressof_ref.html#dpctl.SyclDevice.addressof_ref" title="dpctl.SyclDevice.addressof_ref"><code class="xref py py-obj docutils literal notranslate"><span class="pre">addressof_ref</span></code></a>()</p></td>
-<td><p>Returns the address of the <code class="xref c c-struct docutils literal notranslate"><span class="pre">DPCTLSyclDeviceRef</span></code> pointer as a <code class="docutils literal notranslate"><span class="pre">size_t</span></code>.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.create_sub_devices.html#dpctl.SyclDevice.create_sub_devices" title="dpctl.SyclDevice.create_sub_devices"><code class="xref py py-obj docutils literal notranslate"><span class="pre">create_sub_devices</span></code></a>([partition])</p></td>
-<td><p>Creates a list of sub-devices by partitioning a root device based on the provided partition specifier.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.get_filter_string.html#dpctl.SyclDevice.get_filter_string" title="dpctl.SyclDevice.get_filter_string"><code class="xref py py-obj docutils literal notranslate"><span class="pre">get_filter_string</span></code></a>([include_backend, ...])</p></td>
-<td><p>For a parent device, returns a filter selector string that includes backend or device type based on the value of the given keyword arguments.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.print_device_info.html#dpctl.SyclDevice.print_device_info" title="dpctl.SyclDevice.print_device_info"><code class="xref py py-obj docutils literal notranslate"><span class="pre">print_device_info</span></code></a>()</p></td>
-<td><p>Print information about the SYCL device.</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<p class="rubric">Attributes</p>
-<div class="table-wrapper autosummary longtable docutils container">
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.backend.html#dpctl.SyclDevice.backend" title="dpctl.SyclDevice.backend"><code class="xref py py-obj docutils literal notranslate"><span class="pre">backend</span></code></a></p></td>
-<td><p>Returns the <code class="docutils literal notranslate"><span class="pre">backend_type</span></code> enum value for this device</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.default_selector_score.html#dpctl.SyclDevice.default_selector_score" title="dpctl.SyclDevice.default_selector_score"><code class="xref py py-obj docutils literal notranslate"><span class="pre">default_selector_score</span></code></a></p></td>
-<td><p>Integral score assigned to this device by DPC++ runtime's default selector's scoring function.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.device_type.html#dpctl.SyclDevice.device_type" title="dpctl.SyclDevice.device_type"><code class="xref py py-obj docutils literal notranslate"><span class="pre">device_type</span></code></a></p></td>
-<td><p>Returns the type of the device as a <code class="docutils literal notranslate"><span class="pre">device_type</span></code> enum.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.driver_version.html#dpctl.SyclDevice.driver_version" title="dpctl.SyclDevice.driver_version"><code class="xref py py-obj docutils literal notranslate"><span class="pre">driver_version</span></code></a></p></td>
-<td><p>Returns a backend-defined driver version as a string.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.filter_string.html#dpctl.SyclDevice.filter_string" title="dpctl.SyclDevice.filter_string"><code class="xref py py-obj docutils literal notranslate"><span class="pre">filter_string</span></code></a></p></td>
-<td><p>For a root device, returns a fully specified filter selector string <code class="docutils literal notranslate"><span class="pre">&quot;backend:device_type:relative_id&quot;</span></code> selecting the device.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.global_mem_cache_line_size.html#dpctl.SyclDevice.global_mem_cache_line_size" title="dpctl.SyclDevice.global_mem_cache_line_size"><code class="xref py py-obj docutils literal notranslate"><span class="pre">global_mem_cache_line_size</span></code></a></p></td>
-<td><p>Global device memory cache line size.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.global_mem_cache_size.html#dpctl.SyclDevice.global_mem_cache_size" title="dpctl.SyclDevice.global_mem_cache_size"><code class="xref py py-obj docutils literal notranslate"><span class="pre">global_mem_cache_size</span></code></a></p></td>
-<td><p>Global device memory cache size.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.global_mem_cache_type.html#dpctl.SyclDevice.global_mem_cache_type" title="dpctl.SyclDevice.global_mem_cache_type"><code class="xref py py-obj docutils literal notranslate"><span class="pre">global_mem_cache_type</span></code></a></p></td>
-<td><p>Global device cache memory type.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.global_mem_size.html#dpctl.SyclDevice.global_mem_size" title="dpctl.SyclDevice.global_mem_size"><code class="xref py py-obj docutils literal notranslate"><span class="pre">global_mem_size</span></code></a></p></td>
-<td><p>Returns the size of global memory on this device in bytes.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.has_aspect_accelerator.html#dpctl.SyclDevice.has_aspect_accelerator" title="dpctl.SyclDevice.has_aspect_accelerator"><code class="xref py py-obj docutils literal notranslate"><span class="pre">has_aspect_accelerator</span></code></a></p></td>
-<td><p>Returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if this device is an accelerator device, <code class="docutils literal notranslate"><span class="pre">False</span></code> otherwise.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.has_aspect_atomic64.html#dpctl.SyclDevice.has_aspect_atomic64" title="dpctl.SyclDevice.has_aspect_atomic64"><code class="xref py py-obj docutils literal notranslate"><span class="pre">has_aspect_atomic64</span></code></a></p></td>
-<td><p>Returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if the device supports a basic set of atomic operations, <code class="docutils literal notranslate"><span class="pre">False</span></code> otherwise.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.has_aspect_cpu.html#dpctl.SyclDevice.has_aspect_cpu" title="dpctl.SyclDevice.has_aspect_cpu"><code class="xref py py-obj docutils literal notranslate"><span class="pre">has_aspect_cpu</span></code></a></p></td>
-<td><p>Returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if this device is a CPU device, <code class="docutils literal notranslate"><span class="pre">False</span></code> otherwise.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.has_aspect_custom.html#dpctl.SyclDevice.has_aspect_custom" title="dpctl.SyclDevice.has_aspect_custom"><code class="xref py py-obj docutils literal notranslate"><span class="pre">has_aspect_custom</span></code></a></p></td>
-<td><p>Returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if this device is a custom device, <code class="docutils literal notranslate"><span class="pre">False</span></code> otherwise.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.has_aspect_emulated.html#dpctl.SyclDevice.has_aspect_emulated" title="dpctl.SyclDevice.has_aspect_emulated"><code class="xref py py-obj docutils literal notranslate"><span class="pre">has_aspect_emulated</span></code></a></p></td>
-<td><p>Returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if this device is somehow emulated, <code class="docutils literal notranslate"><span class="pre">False</span></code> otherwise.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.has_aspect_fp16.html#dpctl.SyclDevice.has_aspect_fp16" title="dpctl.SyclDevice.has_aspect_fp16"><code class="xref py py-obj docutils literal notranslate"><span class="pre">has_aspect_fp16</span></code></a></p></td>
-<td><p>Returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if the device supports half-precision floating point operations, <code class="docutils literal notranslate"><span class="pre">False</span></code> otherwise.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.has_aspect_fp64.html#dpctl.SyclDevice.has_aspect_fp64" title="dpctl.SyclDevice.has_aspect_fp64"><code class="xref py py-obj docutils literal notranslate"><span class="pre">has_aspect_fp64</span></code></a></p></td>
-<td><p>Returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if the device supports 64-bit precision floating point operations, <code class="docutils literal notranslate"><span class="pre">False</span></code> otherwise.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.has_aspect_gpu.html#dpctl.SyclDevice.has_aspect_gpu" title="dpctl.SyclDevice.has_aspect_gpu"><code class="xref py py-obj docutils literal notranslate"><span class="pre">has_aspect_gpu</span></code></a></p></td>
-<td><p>Returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if this device is a GPU device, <code class="docutils literal notranslate"><span class="pre">False</span></code> otherwise.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.has_aspect_host_debuggable.html#dpctl.SyclDevice.has_aspect_host_debuggable" title="dpctl.SyclDevice.has_aspect_host_debuggable"><code class="xref py py-obj docutils literal notranslate"><span class="pre">has_aspect_host_debuggable</span></code></a></p></td>
-<td><p>Returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if kernels running on this device can be debugged using standard debuggers that are normally available on the host system, <code class="docutils literal notranslate"><span class="pre">False</span></code> otherwise.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.has_aspect_image.html#dpctl.SyclDevice.has_aspect_image" title="dpctl.SyclDevice.has_aspect_image"><code class="xref py py-obj docutils literal notranslate"><span class="pre">has_aspect_image</span></code></a></p></td>
-<td><p>Returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if the device supports images, <code class="docutils literal notranslate"><span class="pre">False</span></code> otherwise (refer Sec 4.15.3 of SYCL 2020 spec).</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.has_aspect_online_compiler.html#dpctl.SyclDevice.has_aspect_online_compiler" title="dpctl.SyclDevice.has_aspect_online_compiler"><code class="xref py py-obj docutils literal notranslate"><span class="pre">has_aspect_online_compiler</span></code></a></p></td>
-<td><p>Returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if this device supports online compilation of device code, <code class="docutils literal notranslate"><span class="pre">False</span></code> otherwise.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.has_aspect_online_linker.html#dpctl.SyclDevice.has_aspect_online_linker" title="dpctl.SyclDevice.has_aspect_online_linker"><code class="xref py py-obj docutils literal notranslate"><span class="pre">has_aspect_online_linker</span></code></a></p></td>
-<td><p>Returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if this device supports online linking of device code, <code class="docutils literal notranslate"><span class="pre">False</span></code> otherwise.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.has_aspect_queue_profiling.html#dpctl.SyclDevice.has_aspect_queue_profiling" title="dpctl.SyclDevice.has_aspect_queue_profiling"><code class="xref py py-obj docutils literal notranslate"><span class="pre">has_aspect_queue_profiling</span></code></a></p></td>
-<td><p>Returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if this device supports queue profiling, <code class="docutils literal notranslate"><span class="pre">False</span></code> otherwise.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.has_aspect_usm_atomic_host_allocations.html#dpctl.SyclDevice.has_aspect_usm_atomic_host_allocations" title="dpctl.SyclDevice.has_aspect_usm_atomic_host_allocations"><code class="xref py py-obj docutils literal notranslate"><span class="pre">has_aspect_usm_atomic_host_allocations</span></code></a></p></td>
-<td><p>Returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if this device supports USM-host allocations and the host and this device may concurrently access and atomically modify host allocations, <code class="docutils literal notranslate"><span class="pre">False</span></code> otherwise.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.has_aspect_usm_atomic_shared_allocations.html#dpctl.SyclDevice.has_aspect_usm_atomic_shared_allocations" title="dpctl.SyclDevice.has_aspect_usm_atomic_shared_allocations"><code class="xref py py-obj docutils literal notranslate"><span class="pre">has_aspect_usm_atomic_shared_allocations</span></code></a></p></td>
-<td><p>Returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if this device supports USM-shared allocations and the host and other devices in the same context as this device may concurrently access and atomically modify shared allocations, <code class="docutils literal notranslate"><span class="pre">False</span></code> otherwise.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.has_aspect_usm_device_allocations.html#dpctl.SyclDevice.has_aspect_usm_device_allocations" title="dpctl.SyclDevice.has_aspect_usm_device_allocations"><code class="xref py py-obj docutils literal notranslate"><span class="pre">has_aspect_usm_device_allocations</span></code></a></p></td>
-<td><p>Returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if this device supports explicit USM allocations, <code class="docutils literal notranslate"><span class="pre">False</span></code> otherwise (refer Section 4.8 of SYCL 2020 specs).</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.has_aspect_usm_host_allocations.html#dpctl.SyclDevice.has_aspect_usm_host_allocations" title="dpctl.SyclDevice.has_aspect_usm_host_allocations"><code class="xref py py-obj docutils literal notranslate"><span class="pre">has_aspect_usm_host_allocations</span></code></a></p></td>
-<td><p>Returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if this device can access USM-host memory, <code class="docutils literal notranslate"><span class="pre">False</span></code> otherwise (refer Section 4.8 of SYCL 2020 specs).</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.has_aspect_usm_shared_allocations.html#dpctl.SyclDevice.has_aspect_usm_shared_allocations" title="dpctl.SyclDevice.has_aspect_usm_shared_allocations"><code class="xref py py-obj docutils literal notranslate"><span class="pre">has_aspect_usm_shared_allocations</span></code></a></p></td>
-<td><p>Returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if this device supports USM-shared memory allocated on the same device, <code class="docutils literal notranslate"><span class="pre">False</span></code> otherwise.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.has_aspect_usm_system_allocations.html#dpctl.SyclDevice.has_aspect_usm_system_allocations" title="dpctl.SyclDevice.has_aspect_usm_system_allocations"><code class="xref py py-obj docutils literal notranslate"><span class="pre">has_aspect_usm_system_allocations</span></code></a></p></td>
-<td><p>Returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if system allocator may be used instead of SYCL USM allocation mechanism for USM-shared allocations on this device, <code class="docutils literal notranslate"><span class="pre">False</span></code> otherwise.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.image_2d_max_height.html#dpctl.SyclDevice.image_2d_max_height" title="dpctl.SyclDevice.image_2d_max_height"><code class="xref py py-obj docutils literal notranslate"><span class="pre">image_2d_max_height</span></code></a></p></td>
-<td><p>Returns the maximum height of a 2D image or 1D image in pixels.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.image_2d_max_width.html#dpctl.SyclDevice.image_2d_max_width" title="dpctl.SyclDevice.image_2d_max_width"><code class="xref py py-obj docutils literal notranslate"><span class="pre">image_2d_max_width</span></code></a></p></td>
-<td><p>Returns the maximum width of a 2D image or 1D image in pixels.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.image_3d_max_depth.html#dpctl.SyclDevice.image_3d_max_depth" title="dpctl.SyclDevice.image_3d_max_depth"><code class="xref py py-obj docutils literal notranslate"><span class="pre">image_3d_max_depth</span></code></a></p></td>
-<td><p>Returns the maximum depth of a 3D image in pixels.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.image_3d_max_height.html#dpctl.SyclDevice.image_3d_max_height" title="dpctl.SyclDevice.image_3d_max_height"><code class="xref py py-obj docutils literal notranslate"><span class="pre">image_3d_max_height</span></code></a></p></td>
-<td><p>Returns the maximum height of a 3D image in pixels.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.image_3d_max_width.html#dpctl.SyclDevice.image_3d_max_width" title="dpctl.SyclDevice.image_3d_max_width"><code class="xref py py-obj docutils literal notranslate"><span class="pre">image_3d_max_width</span></code></a></p></td>
-<td><p>Returns the maximum width of a 3D image in pixels.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.is_accelerator.html#dpctl.SyclDevice.is_accelerator" title="dpctl.SyclDevice.is_accelerator"><code class="xref py py-obj docutils literal notranslate"><span class="pre">is_accelerator</span></code></a></p></td>
-<td><p>Returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if this instance is a SYCL accelerator device.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.is_cpu.html#dpctl.SyclDevice.is_cpu" title="dpctl.SyclDevice.is_cpu"><code class="xref py py-obj docutils literal notranslate"><span class="pre">is_cpu</span></code></a></p></td>
-<td><p>Returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if this instance is a SYCL CPU device.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.is_gpu.html#dpctl.SyclDevice.is_gpu" title="dpctl.SyclDevice.is_gpu"><code class="xref py py-obj docutils literal notranslate"><span class="pre">is_gpu</span></code></a></p></td>
-<td><p>Returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if this instance is a SYCL GPU device.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.local_mem_size.html#dpctl.SyclDevice.local_mem_size" title="dpctl.SyclDevice.local_mem_size"><code class="xref py py-obj docutils literal notranslate"><span class="pre">local_mem_size</span></code></a></p></td>
-<td><p>Returns the size of local memory on this device in bytes.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.max_clock_frequency.html#dpctl.SyclDevice.max_clock_frequency" title="dpctl.SyclDevice.max_clock_frequency"><code class="xref py py-obj docutils literal notranslate"><span class="pre">max_clock_frequency</span></code></a></p></td>
-<td><p>Maximal clock frequency in MHz.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.max_compute_units.html#dpctl.SyclDevice.max_compute_units" title="dpctl.SyclDevice.max_compute_units"><code class="xref py py-obj docutils literal notranslate"><span class="pre">max_compute_units</span></code></a></p></td>
-<td><p>Returns the number of parallel compute units available to the device.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.max_mem_alloc_size.html#dpctl.SyclDevice.max_mem_alloc_size" title="dpctl.SyclDevice.max_mem_alloc_size"><code class="xref py py-obj docutils literal notranslate"><span class="pre">max_mem_alloc_size</span></code></a></p></td>
-<td><p>Maximum size of memory object than can be allocated.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.max_num_sub_groups.html#dpctl.SyclDevice.max_num_sub_groups" title="dpctl.SyclDevice.max_num_sub_groups"><code class="xref py py-obj docutils literal notranslate"><span class="pre">max_num_sub_groups</span></code></a></p></td>
-<td><p>Returns the maximum number of sub-groups in a work-group for any kernel executed on the device.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.max_read_image_args.html#dpctl.SyclDevice.max_read_image_args" title="dpctl.SyclDevice.max_read_image_args"><code class="xref py py-obj docutils literal notranslate"><span class="pre">max_read_image_args</span></code></a></p></td>
-<td><p>Returns the maximum number of simultaneous image objects that can be read from by a kernel.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.max_work_group_size.html#dpctl.SyclDevice.max_work_group_size" title="dpctl.SyclDevice.max_work_group_size"><code class="xref py py-obj docutils literal notranslate"><span class="pre">max_work_group_size</span></code></a></p></td>
-<td><p>Returns the maximum number of work-items that are permitted in a work-group executing a kernel on a single compute unit.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.max_work_item_dims.html#dpctl.SyclDevice.max_work_item_dims" title="dpctl.SyclDevice.max_work_item_dims"><code class="xref py py-obj docutils literal notranslate"><span class="pre">max_work_item_dims</span></code></a></p></td>
-<td><p>Returns the maximum dimensions that specify the global and local work-item IDs used by the data parallel execution model.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.max_work_item_sizes.html#dpctl.SyclDevice.max_work_item_sizes" title="dpctl.SyclDevice.max_work_item_sizes"><code class="xref py py-obj docutils literal notranslate"><span class="pre">max_work_item_sizes</span></code></a></p></td>
-<td><p>Returns the maximum number of work-items that are permitted in each dimension of the work-group of the nd_range.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.max_work_item_sizes1d.html#dpctl.SyclDevice.max_work_item_sizes1d" title="dpctl.SyclDevice.max_work_item_sizes1d"><code class="xref py py-obj docutils literal notranslate"><span class="pre">max_work_item_sizes1d</span></code></a></p></td>
-<td><p>Returns the maximum number of work-items that are permitted in each dimension of the work-group of the <code class="docutils literal notranslate"><span class="pre">sycl::nd_range&lt;1&gt;</span></code>.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.max_work_item_sizes2d.html#dpctl.SyclDevice.max_work_item_sizes2d" title="dpctl.SyclDevice.max_work_item_sizes2d"><code class="xref py py-obj docutils literal notranslate"><span class="pre">max_work_item_sizes2d</span></code></a></p></td>
-<td><p>Returns the maximum number of work-items that are permitted in each dimension of the work-group of the <code class="docutils literal notranslate"><span class="pre">sycl::nd_range&lt;2&gt;</span></code>.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.max_work_item_sizes3d.html#dpctl.SyclDevice.max_work_item_sizes3d" title="dpctl.SyclDevice.max_work_item_sizes3d"><code class="xref py py-obj docutils literal notranslate"><span class="pre">max_work_item_sizes3d</span></code></a></p></td>
-<td><p>Returns the maximum number of work-items that are permitted in each dimension of the work-group of the <code class="docutils literal notranslate"><span class="pre">sycl::nd_range&lt;3&gt;</span></code>.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.max_write_image_args.html#dpctl.SyclDevice.max_write_image_args" title="dpctl.SyclDevice.max_write_image_args"><code class="xref py py-obj docutils literal notranslate"><span class="pre">max_write_image_args</span></code></a></p></td>
-<td><p>Returns the maximum number of simultaneous image objects that can be written to by a kernel.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.name.html#dpctl.SyclDevice.name" title="dpctl.SyclDevice.name"><code class="xref py py-obj docutils literal notranslate"><span class="pre">name</span></code></a></p></td>
-<td><p>Returns the name of the device as a string</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.native_vector_width_char.html#dpctl.SyclDevice.native_vector_width_char" title="dpctl.SyclDevice.native_vector_width_char"><code class="xref py py-obj docutils literal notranslate"><span class="pre">native_vector_width_char</span></code></a></p></td>
-<td><p>Returns the native ISA vector width size for built-in scalar types that can be put into vectors.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.native_vector_width_double.html#dpctl.SyclDevice.native_vector_width_double" title="dpctl.SyclDevice.native_vector_width_double"><code class="xref py py-obj docutils literal notranslate"><span class="pre">native_vector_width_double</span></code></a></p></td>
-<td><p>Returns the native ISA vector width size for built-in scalar types that can be put into vectors.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.native_vector_width_float.html#dpctl.SyclDevice.native_vector_width_float" title="dpctl.SyclDevice.native_vector_width_float"><code class="xref py py-obj docutils literal notranslate"><span class="pre">native_vector_width_float</span></code></a></p></td>
-<td><p>Returns the native ISA vector width size for built-in scalar types that can be put into vectors.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.native_vector_width_half.html#dpctl.SyclDevice.native_vector_width_half" title="dpctl.SyclDevice.native_vector_width_half"><code class="xref py py-obj docutils literal notranslate"><span class="pre">native_vector_width_half</span></code></a></p></td>
-<td><p>Returns the native ISA vector width size for built-in scalar types that can be put into vectors.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.native_vector_width_int.html#dpctl.SyclDevice.native_vector_width_int" title="dpctl.SyclDevice.native_vector_width_int"><code class="xref py py-obj docutils literal notranslate"><span class="pre">native_vector_width_int</span></code></a></p></td>
-<td><p>Returns the native ISA vector width size for built-in scalar types that can be put into vectors.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.native_vector_width_long.html#dpctl.SyclDevice.native_vector_width_long" title="dpctl.SyclDevice.native_vector_width_long"><code class="xref py py-obj docutils literal notranslate"><span class="pre">native_vector_width_long</span></code></a></p></td>
-<td><p>Returns the native ISA vector width size for built-in scalar types that can be put into vectors.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.native_vector_width_short.html#dpctl.SyclDevice.native_vector_width_short" title="dpctl.SyclDevice.native_vector_width_short"><code class="xref py py-obj docutils literal notranslate"><span class="pre">native_vector_width_short</span></code></a></p></td>
-<td><p>Returns the native ISA vector width size for built-in scalar types that can be put into vectors.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.parent_device.html#dpctl.SyclDevice.parent_device" title="dpctl.SyclDevice.parent_device"><code class="xref py py-obj docutils literal notranslate"><span class="pre">parent_device</span></code></a></p></td>
-<td><p>Parent device for a sub-device, or None for a root device.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.partition_max_sub_devices.html#dpctl.SyclDevice.partition_max_sub_devices" title="dpctl.SyclDevice.partition_max_sub_devices"><code class="xref py py-obj docutils literal notranslate"><span class="pre">partition_max_sub_devices</span></code></a></p></td>
-<td><p>The maximum number of sub-devices this <a class="reference internal" href="#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a> instance can be partitioned into.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.preferred_vector_width_char.html#dpctl.SyclDevice.preferred_vector_width_char" title="dpctl.SyclDevice.preferred_vector_width_char"><code class="xref py py-obj docutils literal notranslate"><span class="pre">preferred_vector_width_char</span></code></a></p></td>
-<td><p>Returns the preferred native vector width size for built-in scalar types that can be put into vectors.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.preferred_vector_width_double.html#dpctl.SyclDevice.preferred_vector_width_double" title="dpctl.SyclDevice.preferred_vector_width_double"><code class="xref py py-obj docutils literal notranslate"><span class="pre">preferred_vector_width_double</span></code></a></p></td>
-<td><p>Returns the preferred native vector width size for built-in scalar types that can be put into vectors.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.preferred_vector_width_float.html#dpctl.SyclDevice.preferred_vector_width_float" title="dpctl.SyclDevice.preferred_vector_width_float"><code class="xref py py-obj docutils literal notranslate"><span class="pre">preferred_vector_width_float</span></code></a></p></td>
-<td><p>Returns the preferred native vector width size for built-in scalar types that can be put into vectors.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.preferred_vector_width_half.html#dpctl.SyclDevice.preferred_vector_width_half" title="dpctl.SyclDevice.preferred_vector_width_half"><code class="xref py py-obj docutils literal notranslate"><span class="pre">preferred_vector_width_half</span></code></a></p></td>
-<td><p>Returns the preferred native vector width size for built-in scalar types that can be put into vectors.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.preferred_vector_width_int.html#dpctl.SyclDevice.preferred_vector_width_int" title="dpctl.SyclDevice.preferred_vector_width_int"><code class="xref py py-obj docutils literal notranslate"><span class="pre">preferred_vector_width_int</span></code></a></p></td>
-<td><p>Returns the preferred native vector width size for built-in scalar types that can be put into vectors.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.preferred_vector_width_long.html#dpctl.SyclDevice.preferred_vector_width_long" title="dpctl.SyclDevice.preferred_vector_width_long"><code class="xref py py-obj docutils literal notranslate"><span class="pre">preferred_vector_width_long</span></code></a></p></td>
-<td><p>Returns the preferred native vector width size for built-in scalar types that can be put into vectors.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.preferred_vector_width_short.html#dpctl.SyclDevice.preferred_vector_width_short" title="dpctl.SyclDevice.preferred_vector_width_short"><code class="xref py py-obj docutils literal notranslate"><span class="pre">preferred_vector_width_short</span></code></a></p></td>
-<td><p>Returns the preferred native vector width size for built-in scalar types that can be put into vectors.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.profiling_timer_resolution.html#dpctl.SyclDevice.profiling_timer_resolution" title="dpctl.SyclDevice.profiling_timer_resolution"><code class="xref py py-obj docutils literal notranslate"><span class="pre">profiling_timer_resolution</span></code></a></p></td>
-<td><p>Profiling timer resolution.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.sub_group_independent_forward_progress.html#dpctl.SyclDevice.sub_group_independent_forward_progress" title="dpctl.SyclDevice.sub_group_independent_forward_progress"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sub_group_independent_forward_progress</span></code></a></p></td>
-<td><p>Returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if the device supports independent forward progress of sub-groups with respect to other sub-groups in the same work-group.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.sub_group_sizes.html#dpctl.SyclDevice.sub_group_sizes" title="dpctl.SyclDevice.sub_group_sizes"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sub_group_sizes</span></code></a></p></td>
-<td><p>Returns list of supported sub-group sizes for this device.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.sycl_platform.html#dpctl.SyclDevice.sycl_platform" title="dpctl.SyclDevice.sycl_platform"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sycl_platform</span></code></a></p></td>
-<td><p>Returns the platform associated with this device.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.vendor.html#dpctl.SyclDevice.vendor" title="dpctl.SyclDevice.vendor"><code class="xref py py-obj docutils literal notranslate"><span class="pre">vendor</span></code></a></p></td>
-<td><p>Returns the device vendor name as a string.</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-</dd></dl>
-
-</section>
-
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-<dl class="py class">
-<dt class="sig sig-object py" id="dpctl.SyclEvent">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">dpctl.</span></span><span class="sig-name descname"><span class="pre">SyclEvent</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">arg</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.SyclEvent" title="Permalink to this definition">¶</a></dt>
-<dd><p>Python class representing <code class="docutils literal notranslate"><span class="pre">sycl::event</span></code>. There are multiple
-ways to create a <a class="reference internal" href="#dpctl.SyclEvent" title="dpctl.SyclEvent"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclEvent</span></code></a> object:</p>
-<ul class="simple">
-<li><p>Invoking the constructor with no arguments creates a ready event
-using the default constructor of the <code class="docutils literal notranslate"><span class="pre">sycl::event</span></code>.</p></li>
-</ul>
-<dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-
-<span class="c1"># Create a default SyclEvent</span>
-<span class="n">e</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclEvent</span><span class="p">()</span>
-</pre></div>
-</div>
-</dd>
-</dl>
-<ul class="simple">
-<li><p>Invoking the constructor with a named <code class="docutils literal notranslate"><span class="pre">PyCapsule</span></code> with name
-<strong>“SyclEventRef”</strong> that carries a pointer to a <code class="docutils literal notranslate"><span class="pre">sycl::event</span></code>
-object. The capsule will be renamed upon successful consumption
-to ensure one-time use. A new named capsule can be constructed by
-using <code class="xref py py-func docutils literal notranslate"><span class="pre">dpctl.SyclEvent._get_capsule()</span></code> method.</p></li>
-</ul>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>arg</strong> (<em>optional</em>) – Defaults to <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-The argument can be a <a class="reference internal" href="#dpctl.SyclEvent" title="dpctl.SyclEvent"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclEvent</span></code></a>
-instance, a <a class="reference internal" href="#dpctl.SyclEvent" title="dpctl.SyclEvent"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclEvent</span></code></a> instance, or a
-named <code class="docutils literal notranslate"><span class="pre">PyCapsule</span></code> called <strong>“SyclEventRef”</strong>.</p>
-</dd>
-<dt class="field-even">Raises<span class="colon">:</span></dt>
-<dd class="field-even"><ul class="simple">
-<li><p><a class="reference external" href="https://docs.python.org/3/library/exceptions.html#ValueError" title="(in Python v3.13)"><strong>ValueError</strong></a> – If the <a class="reference internal" href="#dpctl.SyclEvent" title="dpctl.SyclEvent"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclEvent</span></code></a> object creation failed.</p></li>
-<li><p><a class="reference external" href="https://docs.python.org/3/library/exceptions.html#TypeError" title="(in Python v3.13)"><strong>TypeError</strong></a> – In case of incorrect arguments given to constructors,
-    unexpected types of input arguments, or in the case the input
-    capsule contained a null pointer or could not be renamed.</p></li>
-</ul>
-</dd>
-</dl>
-<p class="rubric">Methods</p>
-<div class="table-wrapper autosummary longtable docutils container">
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclEvent.addressof_ref.html#dpctl.SyclEvent.addressof_ref" title="dpctl.SyclEvent.addressof_ref"><code class="xref py py-obj docutils literal notranslate"><span class="pre">addressof_ref</span></code></a>()</p></td>
-<td><p>Returns the address of the C API <code class="docutils literal notranslate"><span class="pre">DPCTLSyclEventRef</span></code> pointer as a <code class="docutils literal notranslate"><span class="pre">size_t</span></code>.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclEvent.get_wait_list.html#dpctl.SyclEvent.get_wait_list" title="dpctl.SyclEvent.get_wait_list"><code class="xref py py-obj docutils literal notranslate"><span class="pre">get_wait_list</span></code></a>()</p></td>
-<td><p>Returns the list of <a class="reference internal" href="#dpctl.SyclEvent" title="dpctl.SyclEvent"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclEvent</span></code></a> objects that depend on this event.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclEvent.wait.html#dpctl.SyclEvent.wait" title="dpctl.SyclEvent.wait"><code class="xref py py-obj docutils literal notranslate"><span class="pre">wait</span></code></a>()</p></td>
-<td><p>Synchronously wait for completion of this event.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclEvent.wait_for.html#dpctl.SyclEvent.wait_for" title="dpctl.SyclEvent.wait_for"><code class="xref py py-obj docutils literal notranslate"><span class="pre">wait_for</span></code></a>(event)</p></td>
-<td><p>Waits for a given event or a sequence of events.</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<p class="rubric">Attributes</p>
-<div class="table-wrapper autosummary longtable docutils container">
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclEvent.backend.html#dpctl.SyclEvent.backend" title="dpctl.SyclEvent.backend"><code class="xref py py-obj docutils literal notranslate"><span class="pre">backend</span></code></a></p></td>
-<td><p>Returns the backend_type enum value for the device associated with this event.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclEvent.execution_status.html#dpctl.SyclEvent.execution_status" title="dpctl.SyclEvent.execution_status"><code class="xref py py-obj docutils literal notranslate"><span class="pre">execution_status</span></code></a></p></td>
-<td><p>Returns the event_status_type enum value for this event.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclEvent.profiling_info_end.html#dpctl.SyclEvent.profiling_info_end" title="dpctl.SyclEvent.profiling_info_end"><code class="xref py py-obj docutils literal notranslate"><span class="pre">profiling_info_end</span></code></a></p></td>
-<td><p>Returns the 64-bit timestamp value in nanoseconds when <code class="docutils literal notranslate"><span class="pre">sycl::command_group</span></code> finished execution on the device.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclEvent.profiling_info_start.html#dpctl.SyclEvent.profiling_info_start" title="dpctl.SyclEvent.profiling_info_start"><code class="xref py py-obj docutils literal notranslate"><span class="pre">profiling_info_start</span></code></a></p></td>
-<td><p>Returns the 64-bit device timestamp value in nanoseconds when <code class="docutils literal notranslate"><span class="pre">sycl::command_group</span></code> started execution on the device.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclEvent.profiling_info_submit.html#dpctl.SyclEvent.profiling_info_submit" title="dpctl.SyclEvent.profiling_info_submit"><code class="xref py py-obj docutils literal notranslate"><span class="pre">profiling_info_submit</span></code></a></p></td>
-<td><p>Returns the 64-bit time value in nanoseconds when <code class="docutils literal notranslate"><span class="pre">sycl::command_group</span></code> was submitted to a queue for execution.</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-</dd></dl>
-
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-
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-          <section id="dpctl-syclplatform">
-<h1>dpctl.SyclPlatform<a class="headerlink" href="#dpctl-syclplatform" title="Permalink to this heading">¶</a></h1>
-<dl class="py class">
-<dt class="sig sig-object py" id="dpctl.SyclPlatform">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">dpctl.</span></span><span class="sig-name descname"><span class="pre">SyclPlatform</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">self</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">arg</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.SyclPlatform" title="Permalink to this definition">¶</a></dt>
-<dd><p>Python class representing <code class="docutils literal notranslate"><span class="pre">sycl::platform</span></code> class.</p>
-<p>There are two ways of creating a <a class="reference internal" href="#dpctl.SyclPlatform" title="dpctl.SyclPlatform"><code class="xref py py-class docutils literal notranslate"><span class="pre">SyclPlatform</span></code></a>
-instance:</p>
-<ul class="simple">
-<li><p>Invoking the constructor with no arguments creates a
-platform using the default selector.</p></li>
-</ul>
-<dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-
-<span class="c1"># Create a SyclPlatform for default-selected device</span>
-<span class="n">pl</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclPlatform</span><span class="p">()</span>
-<span class="nb">print</span><span class="p">(</span><span class="n">pl</span><span class="o">.</span><span class="n">name</span><span class="p">,</span> <span class="n">pl</span><span class="o">.</span><span class="n">version</span><span class="p">)</span>
-</pre></div>
-</div>
-</dd>
-</dl>
-<ul class="simple">
-<li><p>Invoking the constructor with specific filter selector string that
-creates a queue for the device corresponding to the filter string.</p></li>
-</ul>
-<dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-
-<span class="c1"># Create a SyclPlatform for device selected by</span>
-<span class="c1"># filter-selector string</span>
-<span class="n">pl</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclPlatform</span><span class="p">(</span><span class="s2">&quot;opencl:cpu&quot;</span><span class="p">)</span>
-<span class="nb">print</span><span class="p">(</span><span class="n">pl</span><span class="o">.</span><span class="n">name</span><span class="p">,</span> <span class="n">pl</span><span class="o">.</span><span class="n">version</span><span class="p">)</span>
-</pre></div>
-</div>
-</dd>
-</dl>
-<p class="rubric">Methods</p>
-<div class="table-wrapper autosummary longtable docutils container">
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclPlatform.print_platform_info.html#dpctl.SyclPlatform.print_platform_info" title="dpctl.SyclPlatform.print_platform_info"><code class="xref py py-obj docutils literal notranslate"><span class="pre">print_platform_info</span></code></a>([verbosity])</p></td>
-<td><p>Print information about the SYCL platform.</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<p class="rubric">Attributes</p>
-<div class="table-wrapper autosummary longtable docutils container">
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclPlatform.backend.html#dpctl.SyclPlatform.backend" title="dpctl.SyclPlatform.backend"><code class="xref py py-obj docutils literal notranslate"><span class="pre">backend</span></code></a></p></td>
-<td><p>Returns the backend_type enum value for this platform</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclPlatform.default_context.html#dpctl.SyclPlatform.default_context" title="dpctl.SyclPlatform.default_context"><code class="xref py py-obj docutils literal notranslate"><span class="pre">default_context</span></code></a></p></td>
-<td><p>Returns the default platform context for this platform</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclPlatform.name.html#dpctl.SyclPlatform.name" title="dpctl.SyclPlatform.name"><code class="xref py py-obj docutils literal notranslate"><span class="pre">name</span></code></a></p></td>
-<td><p>Returns the name of the platform as a string.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclPlatform.vendor.html#dpctl.SyclPlatform.vendor" title="dpctl.SyclPlatform.vendor"><code class="xref py py-obj docutils literal notranslate"><span class="pre">vendor</span></code></a></p></td>
-<td><p>Returns the platform vendor name as a string.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclPlatform.version.html#dpctl.SyclPlatform.version" title="dpctl.SyclPlatform.version"><code class="xref py py-obj docutils literal notranslate"><span class="pre">version</span></code></a></p></td>
-<td><p>Returns a backend-defined driver version as a string.</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-</dd></dl>
-
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-
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-<li><a class="reference internal" href="#">dpctl.SyclPlatform</a><ul>
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diff --git a/pulls/1961/api_reference/dpctl/generated/dpctl.SyclQueue.html b/pulls/1961/api_reference/dpctl/generated/dpctl.SyclQueue.html
deleted file mode 100644
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-          <section id="dpctl-syclqueue">
-<h1>dpctl.SyclQueue<a class="headerlink" href="#dpctl-syclqueue" title="Permalink to this heading">¶</a></h1>
-<dl class="py class">
-<dt class="sig sig-object py" id="dpctl.SyclQueue">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">dpctl.</span></span><span class="sig-name descname"><span class="pre">SyclQueue</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.SyclQueue" title="Permalink to this definition">¶</a></dt>
-<dd><p>Python class representing <code class="docutils literal notranslate"><span class="pre">sycl::queue</span></code>.</p>
-<p>There are multiple ways to create a <a class="reference internal" href="#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a> object:</p>
-<ul class="simple">
-<li><p>Invoking the constructor with no arguments creates a context using
-the default selector.</p></li>
-</ul>
-<dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-
-<span class="c1"># Create a default SyclQueue</span>
-<span class="n">q</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclQueue</span><span class="p">()</span>
-<span class="nb">print</span><span class="p">(</span><span class="n">q</span><span class="o">.</span><span class="n">sycl_device</span><span class="p">)</span>
-</pre></div>
-</div>
-</dd>
-</dl>
-<ul class="simple">
-<li><p>Invoking the constructor with specific filter selector string that
-creates a queue for the device corresponding to the filter string.</p></li>
-</ul>
-<dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-
-<span class="c1"># Create in-order SyclQueue for either gpu, or cpu device</span>
-<span class="n">q</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclQueue</span><span class="p">(</span><span class="s2">&quot;gpu,cpu&quot;</span><span class="p">,</span> <span class="nb">property</span><span class="o">=</span><span class="s2">&quot;in_order&quot;</span><span class="p">)</span>
-<span class="nb">print</span><span class="p">([</span><span class="n">q</span><span class="o">.</span><span class="n">sycl_device</span><span class="o">.</span><span class="n">is_gpu</span><span class="p">,</span> <span class="n">q</span><span class="o">.</span><span class="n">sycl_device</span><span class="o">.</span><span class="n">is_cpu</span><span class="p">])</span>
-</pre></div>
-</div>
-</dd>
-</dl>
-<ul class="simple">
-<li><p>Invoking the constructor with a <a class="reference internal" href="dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a> object
-creates a queue for that device, automatically finding/creating
-a <a class="reference internal" href="dpctl.SyclContext.html#dpctl.SyclContext" title="dpctl.SyclContext"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclContext</span></code></a> for the given device.</p></li>
-</ul>
-<dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-
-<span class="n">d</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclDevice</span><span class="p">(</span><span class="s2">&quot;gpu&quot;</span><span class="p">)</span>
-<span class="n">q</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclQueue</span><span class="p">(</span><span class="n">d</span><span class="p">)</span>
-<span class="n">ctx</span> <span class="o">=</span> <span class="n">q</span><span class="o">.</span><span class="n">sycl_context</span>
-<span class="nb">print</span><span class="p">(</span><span class="n">q</span><span class="o">.</span><span class="n">sycl_device</span> <span class="o">==</span> <span class="n">d</span><span class="p">)</span>
-<span class="nb">print</span><span class="p">(</span><span class="nb">any</span><span class="p">([</span> <span class="n">d</span> <span class="o">==</span> <span class="n">ctx_d</span> <span class="k">for</span> <span class="n">ctx_d</span> <span class="ow">in</span> <span class="n">ctx</span><span class="o">.</span><span class="n">get_devices</span><span class="p">()]))</span>
-</pre></div>
-</div>
-</dd>
-</dl>
-<ul class="simple">
-<li><p>Invoking the constructor with a <a class="reference internal" href="dpctl.SyclContext.html#dpctl.SyclContext" title="dpctl.SyclContext"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclContext</span></code></a> and a
-<a class="reference internal" href="dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a> creates a queue for given context and
-device.</p></li>
-</ul>
-<dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-
-<span class="c1"># Create a CPU device using the opencl driver</span>
-<span class="n">cpu_d</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclDevice</span><span class="p">(</span><span class="s2">&quot;opencl:cpu&quot;</span><span class="p">)</span>
-<span class="c1"># Partition the CPU device into sub-devices with two cores each.</span>
-<span class="n">sub_devices</span> <span class="o">=</span> <span class="n">cpu_d</span><span class="o">.</span><span class="n">create_sub_devices</span><span class="p">(</span><span class="n">partition</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
-<span class="c1"># Create a context common to all the sub-devices.</span>
-<span class="n">ctx</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclContext</span><span class="p">(</span><span class="n">sub_devices</span><span class="p">)</span>
-<span class="c1"># create a queue for each sub-device using the common context</span>
-<span class="n">queues</span> <span class="o">=</span> <span class="p">[</span><span class="n">dpctl</span><span class="o">.</span><span class="n">SyclQueue</span><span class="p">(</span><span class="n">ctx</span><span class="p">,</span> <span class="n">sub_d</span><span class="p">)</span> <span class="k">for</span> <span class="n">sub_d</span> <span class="ow">in</span> <span class="n">sub_devices</span><span class="p">]</span>
-</pre></div>
-</div>
-</dd>
-</dl>
-<ul class="simple">
-<li><p>Invoking the constructor with a named <code class="docutils literal notranslate"><span class="pre">PyCapsule</span></code> with the name
-<strong>“SyclQueueRef”</strong> that carries a pointer to a <code class="docutils literal notranslate"><span class="pre">sycl::queue</span></code>
-object. The capsule will be renamed upon successful consumption
-to ensure one-time use. A new named capsule can be constructed by
-using <code class="xref py py-func docutils literal notranslate"><span class="pre">dpctl.SyclQueue._get_capsule()</span></code> method.</p></li>
-</ul>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>ctx</strong> (<a class="reference internal" href="dpctl.SyclContext.html#dpctl.SyclContext" title="dpctl.SyclContext"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclContext</span></code></a>, optional) – Sycl context to create
-<a class="reference internal" href="#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a> from. If not specified, a single-device
-context will be created from the specified device.</p></li>
-<li><p><strong>dev</strong> (str, <a class="reference internal" href="dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a>, capsule, optional) – <p>Sycl device
-to create <a class="reference internal" href="#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a> from. If not specified, sycl
-device selected by <code class="docutils literal notranslate"><span class="pre">sycl::default_selector</span></code> is used.
-The argument must be explicitly specified if <cite>ctxt</cite> argument is
-provided.</p>
-<p>If <cite>dev</cite> is a named <code class="docutils literal notranslate"><span class="pre">PyCapsule</span></code> called <strong>“SyclQueueRef”</strong> and
-<cite>ctxt</cite> is not specified, <a class="reference internal" href="#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a> instance is
-created from foreign <cite>sycl::queue</cite> object referenced by the
-capsule.</p>
-</p></li>
-<li><p><strong>property</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a><em>, </em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#tuple" title="(in Python v3.13)"><em>tuple</em></a><em>(</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a><em>)</em><em>, </em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)"><em>list</em></a><em>(</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a><em>)</em><em>, </em><em>optional</em>) – Defaults to None.
-The argument can be either “default”, “in_order”,
-“enable_profiling”, or a tuple containing these.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Raises<span class="colon">:</span></dt>
-<dd class="field-even"><ul class="simple">
-<li><p><a class="reference internal" href="dpctl.SyclQueueCreationError.html#dpctl.SyclQueueCreationError" title="dpctl.SyclQueueCreationError"><strong>SyclQueueCreationError</strong></a> – If the <a class="reference internal" href="#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a> object
-    creation failed.</p></li>
-<li><p><a class="reference external" href="https://docs.python.org/3/library/exceptions.html#TypeError" title="(in Python v3.13)"><strong>TypeError</strong></a> – In case of incorrect arguments given to constructors,
-    unexpected types of input arguments, or in the case the input
-    capsule contained a null pointer or could not be renamed.</p></li>
-</ul>
-</dd>
-</dl>
-<p class="rubric">Methods</p>
-<div class="table-wrapper autosummary longtable docutils container">
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclQueue.addressof_ref.html#dpctl.SyclQueue.addressof_ref" title="dpctl.SyclQueue.addressof_ref"><code class="xref py py-obj docutils literal notranslate"><span class="pre">addressof_ref</span></code></a>()</p></td>
-<td><p>Returns the address of the C API <code class="docutils literal notranslate"><span class="pre">DPCTLSyclQueueRef</span></code> pointer as integral value of type <code class="docutils literal notranslate"><span class="pre">size_t</span></code>.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclQueue.get_sycl_context.html#dpctl.SyclQueue.get_sycl_context" title="dpctl.SyclQueue.get_sycl_context"><code class="xref py py-obj docutils literal notranslate"><span class="pre">get_sycl_context</span></code></a>()</p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclQueue.get_sycl_device.html#dpctl.SyclQueue.get_sycl_device" title="dpctl.SyclQueue.get_sycl_device"><code class="xref py py-obj docutils literal notranslate"><span class="pre">get_sycl_device</span></code></a>()</p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclQueue.mem_advise.html#dpctl.SyclQueue.mem_advise" title="dpctl.SyclQueue.mem_advise"><code class="xref py py-obj docutils literal notranslate"><span class="pre">mem_advise</span></code></a>(mem, count, advice)</p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclQueue.memcpy.html#dpctl.SyclQueue.memcpy" title="dpctl.SyclQueue.memcpy"><code class="xref py py-obj docutils literal notranslate"><span class="pre">memcpy</span></code></a>(dest, src, count)</p></td>
-<td><p>Copy memory from <cite>src</cite> to <cite>dst</cite></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclQueue.memcpy_async.html#dpctl.SyclQueue.memcpy_async" title="dpctl.SyclQueue.memcpy_async"><code class="xref py py-obj docutils literal notranslate"><span class="pre">memcpy_async</span></code></a>(dest, src, count[, dEvents])</p></td>
-<td><p>Copy memory from <code class="docutils literal notranslate"><span class="pre">src</span></code> to <code class="docutils literal notranslate"><span class="pre">dst</span></code></p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclQueue.prefetch.html#dpctl.SyclQueue.prefetch" title="dpctl.SyclQueue.prefetch"><code class="xref py py-obj docutils literal notranslate"><span class="pre">prefetch</span></code></a>(mem[, count])</p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclQueue.print_device_info.html#dpctl.SyclQueue.print_device_info" title="dpctl.SyclQueue.print_device_info"><code class="xref py py-obj docutils literal notranslate"><span class="pre">print_device_info</span></code></a>()</p></td>
-<td><p>Print information about the SYCL device associated with this queue.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclQueue.submit.html#dpctl.SyclQueue.submit" title="dpctl.SyclQueue.submit"><code class="xref py py-obj docutils literal notranslate"><span class="pre">submit</span></code></a>(kernel, args, gS[, lS, dEvents])</p></td>
-<td><p>Submit <a class="reference internal" href="dpctl.program.SyclKernel.html#dpctl.program.SyclKernel" title="dpctl.program.SyclKernel"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.program.SyclKernel</span></code></a> for execution.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclQueue.submit_async.html#dpctl.SyclQueue.submit_async" title="dpctl.SyclQueue.submit_async"><code class="xref py py-obj docutils literal notranslate"><span class="pre">submit_async</span></code></a>(kernel, args, gS[, lS, dEvents])</p></td>
-<td><p>Asynchronously submit <a class="reference internal" href="dpctl.program.SyclKernel.html#dpctl.program.SyclKernel" title="dpctl.program.SyclKernel"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.program.SyclKernel</span></code></a> for execution.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclQueue.submit_barrier.html#dpctl.SyclQueue.submit_barrier" title="dpctl.SyclQueue.submit_barrier"><code class="xref py py-obj docutils literal notranslate"><span class="pre">submit_barrier</span></code></a>([dependent_events])</p></td>
-<td><p>Submits a barrier to this queue.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclQueue.wait.html#dpctl.SyclQueue.wait" title="dpctl.SyclQueue.wait"><code class="xref py py-obj docutils literal notranslate"><span class="pre">wait</span></code></a>()</p></td>
-<td><p></p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<p class="rubric">Attributes</p>
-<div class="table-wrapper autosummary longtable docutils container">
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclQueue.backend.html#dpctl.SyclQueue.backend" title="dpctl.SyclQueue.backend"><code class="xref py py-obj docutils literal notranslate"><span class="pre">backend</span></code></a></p></td>
-<td><p>Returns the <code class="docutils literal notranslate"><span class="pre">backend_type</span></code> enum value for this queue.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclQueue.driver_version.html#dpctl.SyclQueue.driver_version" title="dpctl.SyclQueue.driver_version"><code class="xref py py-obj docutils literal notranslate"><span class="pre">driver_version</span></code></a></p></td>
-<td><p>Returns the driver version for the device associated with this queue.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclQueue.has_enable_profiling.html#dpctl.SyclQueue.has_enable_profiling" title="dpctl.SyclQueue.has_enable_profiling"><code class="xref py py-obj docutils literal notranslate"><span class="pre">has_enable_profiling</span></code></a></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">True</span></code> if <a class="reference internal" href="#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">SyclQueue</span></code></a> was constructed with <code class="docutils literal notranslate"><span class="pre">&quot;enabled_profiling&quot;</span></code> property, <code class="docutils literal notranslate"><span class="pre">False</span></code> otherwise.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclQueue.is_in_order.html#dpctl.SyclQueue.is_in_order" title="dpctl.SyclQueue.is_in_order"><code class="xref py py-obj docutils literal notranslate"><span class="pre">is_in_order</span></code></a></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">True</span></code> if <code class="xref py py-class docutils literal notranslate"><span class="pre">SyclQueue`</span></code> is in-order, <code class="docutils literal notranslate"><span class="pre">False</span></code> if it is out-of-order.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclQueue.name.html#dpctl.SyclQueue.name" title="dpctl.SyclQueue.name"><code class="xref py py-obj docutils literal notranslate"><span class="pre">name</span></code></a></p></td>
-<td><p>Returns the device name for the device associated with this queue.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclQueue.sycl_context.html#dpctl.SyclQueue.sycl_context" title="dpctl.SyclQueue.sycl_context"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sycl_context</span></code></a></p></td>
-<td><p>Returns <a class="reference internal" href="dpctl.SyclContext.html#dpctl.SyclContext" title="dpctl.SyclContext"><code class="xref py py-class docutils literal notranslate"><span class="pre">SyclContext</span></code></a> underlying this queue.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclQueue.sycl_device.html#dpctl.SyclQueue.sycl_device" title="dpctl.SyclQueue.sycl_device"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sycl_device</span></code></a></p></td>
-<td><p>Returns <a class="reference internal" href="dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">SyclDevice</span></code></a> targeted by this queue.</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-</dd></dl>
-
-</section>
-
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-<dd><p>A <code class="docutils literal notranslate"><span class="pre">SyclSubDeviceCreationError</span></code> exception is raised
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-          <section id="dpctl-sycltimer">
-<h1>dpctl.SyclTimer<a class="headerlink" href="#dpctl-sycltimer" title="Permalink to this heading">¶</a></h1>
-<dl class="py class">
-<dt class="sig sig-object py" id="dpctl.SyclTimer">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">dpctl.</span></span><span class="sig-name descname"><span class="pre">SyclTimer</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">host_timer=&lt;built-in</span> <span class="pre">function</span> <span class="pre">perf_counter&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">device_timer=None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">time_scale=1</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/_sycl_timer.html#SyclTimer"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.SyclTimer" title="Permalink to this definition">¶</a></dt>
-<dd><p>Context to time execution of tasks submitted to <a class="reference internal" href="dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>.</p>
-<dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-
-<span class="c1"># Create a default SyclQueue</span>
-<span class="n">q</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclQueue</span><span class="p">(</span><span class="nb">property</span><span class="o">=</span><span class="s2">&quot;enable_profiling&quot;</span><span class="p">)</span>
-
-<span class="c1"># create the timer</span>
-<span class="n">milliseconds_sc</span> <span class="o">=</span> <span class="mf">1e3</span>
-<span class="n">timer</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclTimer</span><span class="p">(</span><span class="n">time_scale</span> <span class="o">=</span> <span class="n">milliseconds_sc</span><span class="p">)</span>
-
-<span class="n">untimed_code_block_1</span>
-<span class="c1"># use the timer</span>
-<span class="k">with</span> <span class="n">timer</span><span class="p">(</span><span class="n">queue</span><span class="o">=</span><span class="n">q</span><span class="p">):</span>
-    <span class="n">timed_code_block1</span>
-
-<span class="n">untimed_code_block_2</span>
-
-<span class="c1"># use the timer</span>
-<span class="k">with</span> <span class="n">timer</span><span class="p">(</span><span class="n">queue</span><span class="o">=</span><span class="n">q</span><span class="p">):</span>
-    <span class="n">timed_code_block2</span>
-
-<span class="n">untimed_code_block_3</span>
-
-<span class="c1"># retrieve elapsed times in milliseconds</span>
-<span class="n">wall_dt</span><span class="p">,</span> <span class="n">device_dt</span> <span class="o">=</span> <span class="n">timer</span><span class="o">.</span><span class="n">dt</span>
-</pre></div>
-</div>
-</dd>
-</dl>
-<div class="admonition note">
-<p class="admonition-title">Note</p>
-<p>The timer submits tasks to the queue at the entrance and the
-exit of the context and uses profiling information from events
-associated with these submissions to perform the timing. Thus
-<a class="reference internal" href="#dpctl.SyclTimer" title="dpctl.SyclTimer"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclTimer</span></code></a> requires the queue with <code class="docutils literal notranslate"><span class="pre">&quot;enable_profiling&quot;</span></code>
-property. In order to be able to collect the profiling information,
-the <code class="docutils literal notranslate"><span class="pre">dt</span></code> property ensures that both tasks submitted by the timer
-complete their execution and thus effectively synchronizes the queue.</p>
-<p>Execution of the above example results in the following task graph,
-where each group of tasks is ordered after the one preceding it,
-<code class="docutils literal notranslate"><span class="pre">[tasks_of_untimed_block1]</span></code>, <code class="docutils literal notranslate"><span class="pre">[timer_fence_start_task]</span></code>,
-<code class="docutils literal notranslate"><span class="pre">[tasks_of_timed_block1]</span></code>, <code class="docutils literal notranslate"><span class="pre">[timer_fence_finish_task]</span></code>,
-<code class="docutils literal notranslate"><span class="pre">[tasks_of_untimed_block2]</span></code>, <code class="docutils literal notranslate"><span class="pre">[timer_fence_start_task]</span></code>,
-<code class="docutils literal notranslate"><span class="pre">[tasks_of_timed_block2]</span></code>, <code class="docutils literal notranslate"><span class="pre">[timer_fence_finish_task]</span></code>,
-<code class="docutils literal notranslate"><span class="pre">[tasks_of_untimed_block3]</span></code>.</p>
-<p><code class="docutils literal notranslate"><span class="pre">device_timer</span></code> keyword argument controls the type of tasks submitted.
-With <code class="docutils literal notranslate"><span class="pre">&quot;queue_barrier&quot;</span></code> value, queue barrier tasks are used. With
-<code class="docutils literal notranslate"><span class="pre">&quot;order_manager&quot;</span></code> value, a single empty body task is inserted
-and order manager (used by all <cite>dpctl.tensor</cite> operations) is used to
-order these tasks so that they fence operations performed within
-timer’s context.</p>
-<p>Timing offloading operations that do not use the order manager with
-the timer that uses <code class="docutils literal notranslate"><span class="pre">&quot;order_manager&quot;</span></code> as <code class="docutils literal notranslate"><span class="pre">device_timer</span></code> value
-will be misleading becaused the tasks submitted by the timer will not
-be ordered with respect to tasks we intend to time.</p>
-<p>Note, that host timer effectively measures the time of task
-submissions. To measure host timer wall-time that includes execution
-of submitted tasks, make sure to include synchronization point in
-the timed block.</p>
-<dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span>
-</pre></div>
-</div>
-<dl class="simple">
-<dt>with timer(q):</dt><dd><p>timed_block
-q.wait()</p>
-</dd>
-</dl>
-</dd>
-</dl>
-</div>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>host_timer</strong> (<em>callable</em><em>, </em><em>optional</em>) – A callable such that host_timer() returns current
-host time in seconds.
-Default: <a class="reference external" href="https://docs.python.org/3/library/timeit.html#timeit.default_timer" title="(in Python v3.13)"><code class="xref py py-func docutils literal notranslate"><span class="pre">timeit.default_timer()</span></code></a>.</p></li>
-<li><p><strong>device_timer</strong> (<em>Literal</em><em>[</em><em>&quot;queue_barrier&quot;</em><em>, </em><em>&quot;order_manager&quot;</em><em>]</em><em>, </em><em>optional</em>) – Device timing method. Default: “queue_barrier”.</p></li>
-<li><p><strong>time_scale</strong> (<em>Union</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>, </em><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><em>float</em></a><em>]</em><em>, </em><em>optional</em>) – Ratio of one second and the unit of time-scale of interest.
-Default: <code class="docutils literal notranslate"><span class="pre">1</span></code>.</p></li>
-</ul>
-</dd>
-</dl>
-<p class="rubric">Methods</p>
-<div class="table-wrapper autosummary longtable docutils container">
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclTimer.__init__.html#dpctl.SyclTimer.__init__" title="dpctl.SyclTimer.__init__"><code class="xref py py-obj docutils literal notranslate"><span class="pre">__init__</span></code></a>([host_timer, device_timer, time_scale])</p></td>
-<td><p>Create new instance of <a class="reference internal" href="#dpctl.SyclTimer" title="dpctl.SyclTimer"><code class="xref py py-class docutils literal notranslate"><span class="pre">SyclTimer</span></code></a>.</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<p class="rubric">Attributes</p>
-<div class="table-wrapper autosummary longtable docutils container">
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclTimer.dt.html#dpctl.SyclTimer.dt" title="dpctl.SyclTimer.dt"><code class="xref py py-obj docutils literal notranslate"><span class="pre">dt</span></code></a></p></td>
-<td><p>Returns a pair of elapsed times <code class="docutils literal notranslate"><span class="pre">host_dt</span></code> and <code class="docutils literal notranslate"><span class="pre">device_dt</span></code>.</p></td>
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-          <section id="dpctl-get-devices">
-<h1>dpctl.get_devices<a class="headerlink" href="#dpctl-get-devices" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.get_devices">
-<span class="sig-prename descclassname"><span class="pre">dpctl.</span></span><span class="sig-name descname"><span class="pre">get_devices</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">backend</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">backend_type.all</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">device_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">device_type.all</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.get_devices" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a list of <a class="reference internal" href="dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a> instances selected based on
-the given <code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.device_type</span></code> and <code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.backend_type</span></code> values.</p>
-<p>The function is analogous to <code class="docutils literal notranslate"><span class="pre">sycl::devices::get_devices()</span></code>, but with an
-additional functionality that allows filtering SYCL devices based on
-<code class="docutils literal notranslate"><span class="pre">backend</span></code> in addition to only <code class="docutils literal notranslate"><span class="pre">device_type</span></code>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>backend</strong> (<em>optional</em>) – A <code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.backend_type</span></code> enum value or a string that
-specifies a SYCL backend. Currently, accepted values are: “cuda”,
-“hip”, “opencl”, “level_zero”, or “all”.
-Default: <code class="docutils literal notranslate"><span class="pre">dpctl.backend_type.all</span></code>.</p></li>
-<li><p><strong>device_type</strong> (<em>optional</em>) – A <code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.device_type</span></code> enum value or a string that
-specifies a SYCL device type. Currently, accepted values are:
-“gpu”, “cpu”, “accelerator”, “host”, or “all”.
-Default: <code class="docutils literal notranslate"><span class="pre">dpctl.device_type.all</span></code>.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A list of available <a class="reference internal" href="dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a> instances that
-satisfy the provided <code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.backend_type</span></code> and
-<code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.device_type</span></code> values.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)">list</a></p>
-</dd>
-</dl>
-</dd></dl>
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-<span class="sig-prename descclassname"><span class="pre">dpctl.</span></span><span class="sig-name descname"><span class="pre">get_include</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl.html#get_include"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.get_include" title="Permalink to this definition">¶</a></dt>
-<dd><p>Return the directory that contains the dpctl *.h header files.</p>
-<p>Extension modules that need to be compiled against dpctl should use
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-          <section id="dpctl-get-num-devices">
-<h1>dpctl.get_num_devices<a class="headerlink" href="#dpctl-get-num-devices" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.get_num_devices">
-<span class="sig-prename descclassname"><span class="pre">dpctl.</span></span><span class="sig-name descname"><span class="pre">get_num_devices</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">backend</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">backend_type.all</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">device_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">device_type.all</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.get_num_devices" title="Permalink to this definition">¶</a></dt>
-<dd><p>A helper function to return the number of SYCL devices of a given
-<code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.device_type</span></code> and <code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.backend_type</span></code>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>backend</strong> (<em>optional</em>) – A <code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.backend_type</span></code> enum value or a string that
-specifies a SYCL backend. Currently, accepted values are: “cuda”,
-“hip”, “opencl”, “level_zero”, or “all”.
-Default: <code class="docutils literal notranslate"><span class="pre">dpctl.backend_type.all</span></code>.</p></li>
-<li><p><strong>device_type</strong> (<em>optional</em>) – A <code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.device_type</span></code> enum value or a string that
-specifies a SYCL device type. Currently, accepted values are:
-“gpu”, “cpu”, “accelerator”, “host”, or “all”.
-Default: <code class="docutils literal notranslate"><span class="pre">dpctl.device_type.all</span></code>.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The number of available SYCL devices that satisfy the provided
-<code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.backend_type</span></code> and <code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.device_type</span></code>
-values.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)">int</a></p>
-</dd>
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-          <section id="dpctl-has-accelerator-devices">
-<h1>dpctl.has_accelerator_devices<a class="headerlink" href="#dpctl-has-accelerator-devices" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.has_accelerator_devices">
-<span class="sig-prename descclassname"><span class="pre">dpctl.</span></span><span class="sig-name descname"><span class="pre">has_accelerator_devices</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.has_accelerator_devices" title="Permalink to this definition">¶</a></dt>
-<dd><p>A helper function to check if there are any SYCL Accelerator devices
-available.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p><code class="docutils literal notranslate"><span class="pre">True</span></code> if <code class="docutils literal notranslate"><span class="pre">sycl::device_type::accelerator</span></code> devices are
-present, <code class="docutils literal notranslate"><span class="pre">False</span></code> otherwise.</p>
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-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)">bool</a></p>
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-<h1>dpctl.has_cpu_devices<a class="headerlink" href="#dpctl-has-cpu-devices" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.has_cpu_devices">
-<span class="sig-prename descclassname"><span class="pre">dpctl.</span></span><span class="sig-name descname"><span class="pre">has_cpu_devices</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.has_cpu_devices" title="Permalink to this definition">¶</a></dt>
-<dd><p>A helper function to check if there are any SYCL CPU devices available.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p><code class="docutils literal notranslate"><span class="pre">True</span></code> if <code class="docutils literal notranslate"><span class="pre">sycl::device_type::cpu</span></code> devices are present,
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-          <section id="dpctl-has-gpu-devices">
-<h1>dpctl.has_gpu_devices<a class="headerlink" href="#dpctl-has-gpu-devices" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.has_gpu_devices">
-<span class="sig-prename descclassname"><span class="pre">dpctl.</span></span><span class="sig-name descname"><span class="pre">has_gpu_devices</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.has_gpu_devices" title="Permalink to this definition">¶</a></dt>
-<dd><p>A helper function to check if there are any SYCL GPU devices available.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
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-          <section id="dpctl-lsplatform">
-<h1>dpctl.lsplatform<a class="headerlink" href="#dpctl-lsplatform" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.lsplatform">
-<span class="sig-prename descclassname"><span class="pre">dpctl.</span></span><span class="sig-name descname"><span class="pre">lsplatform</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">verbosity</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.lsplatform" title="Permalink to this definition">¶</a></dt>
-<dd><p>Prints out the list of available SYCL platforms, and optionally extra
-metadata about each platform.</p>
-<p>The level of information printed out by the function can be controlled by
-the optional <code class="docutils literal notranslate"><span class="pre">vebosity</span></code> setting.</p>
-<ul class="simple">
-<li><p><strong>Verbosity level 0</strong>: Prints out the list of platforms and their names.</p></li>
-<li><p><strong>Verbosity level 1</strong>: Prints out the name, version, vendor, backend,
-number of devices for each platform.</p></li>
-<li><p><strong>Verbosity level 2</strong>: At the highest level of verbosity everything in the
-previous levels along with the name, version, and filter string for each
-device is printed.</p></li>
-</ul>
-<p>At verbosity level 2 (highest level) the following output is generated.</p>
-<dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><p>On a system with an OpenCL CPU driver, OpenCL GPU driver,
-Level Zero GPU driver, running the command:</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>$<span class="w"> </span>python<span class="w"> </span>-c<span class="w"> </span><span class="s2">&quot;import dpctl; dpctl.lsplatform(verbosity=2)&quot;</span>
-</pre></div>
-</div>
-<p>outputs</p>
-<div class="literal-block-wrapper docutils container" id="id1">
-<div class="code-block-caption"><span class="caption-text">Sample output of lsplatform(verbosity=2)</span><a class="headerlink" href="#id1" title="Permalink to this code">¶</a></div>
-<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>Platform 0::
-    Name        Intel(R) OpenCL
-    Version     OpenCL 2.1 LINUX
-    Vendor      Intel(R) Corporation
-    Profile     FULL_PROFILE
-    Backend     opencl
-    Devices     1
-        Device 0::
-        Name            Intel(R) Core(TM) i7-9700 CPU @ 3.00GHz
-        Driver version  2020.11.11.0.13_160000
-        Device type     cpu
-Platform 1::
-    Name        Intel(R) OpenCL HD Graphics
-    Version     OpenCL 3.0
-    Vendor      Intel(R) Corporation
-    Profile     FULL_PROFILE
-    Backend     opencl
-    Devices     1
-        Device 0::
-        Name            Intel(R) Graphics Gen9 [0x3e98]
-        Driver version  20.47.18513
-        Device type     gpu
-Platform 2::
-    Name        Intel(R) Level-Zero
-    Version     1.0
-    Vendor      Intel(R) Corporation
-    Profile     FULL_PROFILE
-    Backend     level_zero
-    Devices     1
-        Device 0::
-        Name            Intel(R) Graphics Gen9 [0x3e98]
-        Driver version  1.0.18513
-        Device type     gpu
-</pre></div>
-</div>
-</div>
-</dd>
-<dt class="field-even">Parameters<span class="colon">:</span></dt>
-<dd class="field-even"><p><strong>verbosity</strong> (<em>Literal</em><em>[</em><em>0</em><em>,</em><em>1</em><em>,</em><em>2</em><em>]</em><em>, </em><em>optional</em>) – The verbosity controls how much information is printed by the
-function. 0 is the lowest level set by default and 2 is the highest
-level to print the most verbose output. Default: <cite>0</cite>.</p>
-</dd>
-</dl>
-</dd></dl>
-
-</section>
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-          <section id="dpctl-memory-memoryusmdevice">
-<h1>dpctl.memory.MemoryUSMDevice<a class="headerlink" href="#dpctl-memory-memoryusmdevice" title="Permalink to this heading">¶</a></h1>
-<dl class="py class">
-<dt class="sig sig-object py" id="dpctl.memory.MemoryUSMDevice">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">dpctl.memory.</span></span><span class="sig-name descname"><span class="pre">MemoryUSMDevice</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">nbytes</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">alignment</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">queue</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.memory.MemoryUSMDevice" title="Permalink to this definition">¶</a></dt>
-<dd><p>Class representing allocation of SYCL USM-device memory.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>nbytes</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a>) – number of bytes to allocated.
-Expected to be positive.</p></li>
-<li><p><strong>alignment</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>]</em>) – allocation alignment request. Non-positive
-<code class="docutils literal notranslate"><span class="pre">alignment</span></code> values are not ignored and
-the unaligned allocator <code class="docutils literal notranslate"><span class="pre">sycl::malloc_device</span></code>
-is used to make allocation instead.
-Default: <cite>0</cite>.</p></li>
-<li><p><strong>queue</strong> (Optional[<a class="reference internal" href="dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>]) – SYCL queue associated with return allocation
-instance. Allocation is performed on the device
-associated with the queue, and is bound to
-SYCL context from the queue.
-If <code class="docutils literal notranslate"><span class="pre">queue</span></code> is <code class="docutils literal notranslate"><span class="pre">None</span></code> a cached
-default-constructed <a class="reference internal" href="dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a> is
-used to allocate memory.</p></li>
-</ul>
-</dd>
-</dl>
-<p class="rubric">Methods</p>
-<div class="table-wrapper autosummary longtable docutils container">
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.memory.MemoryUSMDevice.copy_from_device.html#dpctl.memory.MemoryUSMDevice.copy_from_device" title="dpctl.memory.MemoryUSMDevice.copy_from_device"><code class="xref py py-obj docutils literal notranslate"><span class="pre">copy_from_device</span></code></a>(sycl_usm_ary)</p></td>
-<td><p>Copy SYCL memory underlying the argument object into the memory of the instance</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.memory.MemoryUSMDevice.copy_from_host.html#dpctl.memory.MemoryUSMDevice.copy_from_host" title="dpctl.memory.MemoryUSMDevice.copy_from_host"><code class="xref py py-obj docutils literal notranslate"><span class="pre">copy_from_host</span></code></a>(obj)</p></td>
-<td><p>Copy content of Python buffer provided by <code class="docutils literal notranslate"><span class="pre">obj</span></code> to instance memory.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.memory.MemoryUSMDevice.copy_to_host.html#dpctl.memory.MemoryUSMDevice.copy_to_host" title="dpctl.memory.MemoryUSMDevice.copy_to_host"><code class="xref py py-obj docutils literal notranslate"><span class="pre">copy_to_host</span></code></a>([obj])</p></td>
-<td><p>Copy content of instance's memory into memory of <code class="docutils literal notranslate"><span class="pre">obj</span></code>, or allocate NumPy array of <code class="docutils literal notranslate"><span class="pre">obj</span></code> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.memory.MemoryUSMDevice.get_usm_type.html#dpctl.memory.MemoryUSMDevice.get_usm_type" title="dpctl.memory.MemoryUSMDevice.get_usm_type"><code class="xref py py-obj docutils literal notranslate"><span class="pre">get_usm_type</span></code></a>([syclobj])</p></td>
-<td><p>Returns the type of USM allocation using <a class="reference internal" href="dpctl.SyclContext.html#dpctl.SyclContext" title="dpctl.SyclContext"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclContext</span></code></a> carried by <code class="docutils literal notranslate"><span class="pre">syclobj</span></code> keyword argument.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.memory.MemoryUSMDevice.get_usm_type_enum.html#dpctl.memory.MemoryUSMDevice.get_usm_type_enum" title="dpctl.memory.MemoryUSMDevice.get_usm_type_enum"><code class="xref py py-obj docutils literal notranslate"><span class="pre">get_usm_type_enum</span></code></a>([syclobj])</p></td>
-<td><p>get_usm_type(syclobj=None)</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.memory.MemoryUSMDevice.memset.html#dpctl.memory.MemoryUSMDevice.memset" title="dpctl.memory.MemoryUSMDevice.memset"><code class="xref py py-obj docutils literal notranslate"><span class="pre">memset</span></code></a>([val])</p></td>
-<td><p>Populates this USM allocation with given value.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.memory.MemoryUSMDevice.tobytes.html#dpctl.memory.MemoryUSMDevice.tobytes" title="dpctl.memory.MemoryUSMDevice.tobytes"><code class="xref py py-obj docutils literal notranslate"><span class="pre">tobytes</span></code></a>()</p></td>
-<td><p>Constructs bytes object populated with copy of USM memory.</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<p class="rubric">Attributes</p>
-<div class="table-wrapper autosummary longtable docutils container">
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.memory.MemoryUSMDevice.nbytes.html#dpctl.memory.MemoryUSMDevice.nbytes" title="dpctl.memory.MemoryUSMDevice.nbytes"><code class="xref py py-obj docutils literal notranslate"><span class="pre">nbytes</span></code></a></p></td>
-<td><p>Extent of this USM buffer in bytes.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.memory.MemoryUSMDevice.reference_obj.html#dpctl.memory.MemoryUSMDevice.reference_obj" title="dpctl.memory.MemoryUSMDevice.reference_obj"><code class="xref py py-obj docutils literal notranslate"><span class="pre">reference_obj</span></code></a></p></td>
-<td><p>Reference to the Python object owning this USM buffer.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.memory.MemoryUSMDevice.size.html#dpctl.memory.MemoryUSMDevice.size" title="dpctl.memory.MemoryUSMDevice.size"><code class="xref py py-obj docutils literal notranslate"><span class="pre">size</span></code></a></p></td>
-<td><p>Extent of this USM buffer in bytes.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.memory.MemoryUSMDevice.sycl_context.html#dpctl.memory.MemoryUSMDevice.sycl_context" title="dpctl.memory.MemoryUSMDevice.sycl_context"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sycl_context</span></code></a></p></td>
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-          <section id="dpctl-memory-memoryusmhost">
-<h1>dpctl.memory.MemoryUSMHost<a class="headerlink" href="#dpctl-memory-memoryusmhost" title="Permalink to this heading">¶</a></h1>
-<dl class="py class">
-<dt class="sig sig-object py" id="dpctl.memory.MemoryUSMHost">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">dpctl.memory.</span></span><span class="sig-name descname"><span class="pre">MemoryUSMHost</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">nbytes</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">alignment</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">queue</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.memory.MemoryUSMHost" title="Permalink to this definition">¶</a></dt>
-<dd><p>An object representing allocation of SYCL USM-host memory.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>nbytes</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a>) – number of bytes to allocated.
-Expected to be positive.</p></li>
-<li><p><strong>alignment</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>]</em>) – allocation alignment request. Non-positive
-<code class="docutils literal notranslate"><span class="pre">alignment</span></code> values are not ignored and
-the unaligned allocator <code class="docutils literal notranslate"><span class="pre">sycl::malloc_device</span></code>
-is used to make allocation instead.
-Default: <cite>0</cite>.</p></li>
-<li><p><strong>queue</strong> (Optional[<a class="reference internal" href="dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>]) – SYCL queue associated with return allocation
-instance. Allocation is made in host memory accessible
-to all device in the SYCL context from the queue.
-Allocation is bound to SYCL context from the queue.
-If <code class="docutils literal notranslate"><span class="pre">queue</span></code> is <code class="docutils literal notranslate"><span class="pre">None</span></code> a cached
-default-constructed <a class="reference internal" href="dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a> is
-used to allocate memory.</p></li>
-</ul>
-</dd>
-</dl>
-<p class="rubric">Methods</p>
-<div class="table-wrapper autosummary longtable docutils container">
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.memory.MemoryUSMHost.copy_from_device.html#dpctl.memory.MemoryUSMHost.copy_from_device" title="dpctl.memory.MemoryUSMHost.copy_from_device"><code class="xref py py-obj docutils literal notranslate"><span class="pre">copy_from_device</span></code></a>(sycl_usm_ary)</p></td>
-<td><p>Copy SYCL memory underlying the argument object into the memory of the instance</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.memory.MemoryUSMHost.copy_from_host.html#dpctl.memory.MemoryUSMHost.copy_from_host" title="dpctl.memory.MemoryUSMHost.copy_from_host"><code class="xref py py-obj docutils literal notranslate"><span class="pre">copy_from_host</span></code></a>(obj)</p></td>
-<td><p>Copy content of Python buffer provided by <code class="docutils literal notranslate"><span class="pre">obj</span></code> to instance memory.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.memory.MemoryUSMHost.copy_to_host.html#dpctl.memory.MemoryUSMHost.copy_to_host" title="dpctl.memory.MemoryUSMHost.copy_to_host"><code class="xref py py-obj docutils literal notranslate"><span class="pre">copy_to_host</span></code></a>([obj])</p></td>
-<td><p>Copy content of instance's memory into memory of <code class="docutils literal notranslate"><span class="pre">obj</span></code>, or allocate NumPy array of <code class="docutils literal notranslate"><span class="pre">obj</span></code> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.memory.MemoryUSMHost.get_usm_type.html#dpctl.memory.MemoryUSMHost.get_usm_type" title="dpctl.memory.MemoryUSMHost.get_usm_type"><code class="xref py py-obj docutils literal notranslate"><span class="pre">get_usm_type</span></code></a>([syclobj])</p></td>
-<td><p>Returns the type of USM allocation using <a class="reference internal" href="dpctl.SyclContext.html#dpctl.SyclContext" title="dpctl.SyclContext"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclContext</span></code></a> carried by <code class="docutils literal notranslate"><span class="pre">syclobj</span></code> keyword argument.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.memory.MemoryUSMHost.get_usm_type_enum.html#dpctl.memory.MemoryUSMHost.get_usm_type_enum" title="dpctl.memory.MemoryUSMHost.get_usm_type_enum"><code class="xref py py-obj docutils literal notranslate"><span class="pre">get_usm_type_enum</span></code></a>([syclobj])</p></td>
-<td><p>get_usm_type(syclobj=None)</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.memory.MemoryUSMHost.memset.html#dpctl.memory.MemoryUSMHost.memset" title="dpctl.memory.MemoryUSMHost.memset"><code class="xref py py-obj docutils literal notranslate"><span class="pre">memset</span></code></a>([val])</p></td>
-<td><p>Populates this USM allocation with given value.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.memory.MemoryUSMHost.tobytes.html#dpctl.memory.MemoryUSMHost.tobytes" title="dpctl.memory.MemoryUSMHost.tobytes"><code class="xref py py-obj docutils literal notranslate"><span class="pre">tobytes</span></code></a>()</p></td>
-<td><p>Constructs bytes object populated with copy of USM memory.</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<p class="rubric">Attributes</p>
-<div class="table-wrapper autosummary longtable docutils container">
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.memory.MemoryUSMHost.nbytes.html#dpctl.memory.MemoryUSMHost.nbytes" title="dpctl.memory.MemoryUSMHost.nbytes"><code class="xref py py-obj docutils literal notranslate"><span class="pre">nbytes</span></code></a></p></td>
-<td><p>Extent of this USM buffer in bytes.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.memory.MemoryUSMHost.reference_obj.html#dpctl.memory.MemoryUSMHost.reference_obj" title="dpctl.memory.MemoryUSMHost.reference_obj"><code class="xref py py-obj docutils literal notranslate"><span class="pre">reference_obj</span></code></a></p></td>
-<td><p>Reference to the Python object owning this USM buffer.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.memory.MemoryUSMHost.size.html#dpctl.memory.MemoryUSMHost.size" title="dpctl.memory.MemoryUSMHost.size"><code class="xref py py-obj docutils literal notranslate"><span class="pre">size</span></code></a></p></td>
-<td><p>Extent of this USM buffer in bytes.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.memory.MemoryUSMHost.sycl_context.html#dpctl.memory.MemoryUSMHost.sycl_context" title="dpctl.memory.MemoryUSMHost.sycl_context"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sycl_context</span></code></a></p></td>
-<td><p><a class="reference internal" href="dpctl.SyclContext.html#dpctl.SyclContext" title="dpctl.SyclContext"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclContext</span></code></a> the USM pointer is bound to.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.memory.MemoryUSMHost.sycl_device.html#dpctl.memory.MemoryUSMHost.sycl_device" title="dpctl.memory.MemoryUSMHost.sycl_device"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sycl_device</span></code></a></p></td>
-<td><p><a class="reference internal" href="dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a> the USM pointer is bound to.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.memory.MemoryUSMHost.sycl_queue.html#dpctl.memory.MemoryUSMHost.sycl_queue" title="dpctl.memory.MemoryUSMHost.sycl_queue"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sycl_queue</span></code></a></p></td>
-<td><p><a class="reference internal" href="dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a> with <a class="reference internal" href="dpctl.SyclContext.html#dpctl.SyclContext" title="dpctl.SyclContext"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclContext</span></code></a> the USM allocation is bound to and <a class="reference internal" href="dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a> it was allocated on.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.memory.MemoryUSMHost.__sycl_usm_array_interface__.html#dpctl.memory.MemoryUSMHost.__sycl_usm_array_interface__" title="dpctl.memory.MemoryUSMHost.__sycl_usm_array_interface__"><code class="xref py py-obj docutils literal notranslate"><span class="pre">__sycl_usm_array_interface__</span></code></a></p></td>
-<td><p>Dictionary encoding information about USM allocation.</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-</dd></dl>
-
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-          <section id="dpctl-memory-memoryusmshared">
-<h1>dpctl.memory.MemoryUSMShared<a class="headerlink" href="#dpctl-memory-memoryusmshared" title="Permalink to this heading">¶</a></h1>
-<dl class="py class">
-<dt class="sig sig-object py" id="dpctl.memory.MemoryUSMShared">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">dpctl.memory.</span></span><span class="sig-name descname"><span class="pre">MemoryUSMShared</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">nbytes</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">alignment</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">queue</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.memory.MemoryUSMShared" title="Permalink to this definition">¶</a></dt>
-<dd><p>An object representing allocation of SYCL USM-shared memory.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>nbytes</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a>) – number of bytes to allocated.
-Expected to be positive.</p></li>
-<li><p><strong>alignment</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>]</em>) – allocation alignment request. Non-positive
-<code class="docutils literal notranslate"><span class="pre">alignment</span></code> values are not ignored and
-the unaligned allocator <code class="docutils literal notranslate"><span class="pre">sycl::malloc_device</span></code>
-is used to make allocation instead.
-Default: <cite>0</cite>.</p></li>
-<li><p><strong>queue</strong> (Optional[<a class="reference internal" href="dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>]) – SYCL queue associated with return allocation
-instance. Allocation is performed on the device
-associated with the queue, and is bound to
-SYCL context from the queue.
-If <code class="docutils literal notranslate"><span class="pre">queue</span></code> is <code class="docutils literal notranslate"><span class="pre">None</span></code> a cached
-default-constructed <a class="reference internal" href="dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a> is
-used to allocate memory.</p></li>
-</ul>
-</dd>
-</dl>
-<p class="rubric">Methods</p>
-<div class="table-wrapper autosummary longtable docutils container">
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.memory.MemoryUSMShared.copy_from_device.html#dpctl.memory.MemoryUSMShared.copy_from_device" title="dpctl.memory.MemoryUSMShared.copy_from_device"><code class="xref py py-obj docutils literal notranslate"><span class="pre">copy_from_device</span></code></a>(sycl_usm_ary)</p></td>
-<td><p>Copy SYCL memory underlying the argument object into the memory of the instance</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.memory.MemoryUSMShared.copy_from_host.html#dpctl.memory.MemoryUSMShared.copy_from_host" title="dpctl.memory.MemoryUSMShared.copy_from_host"><code class="xref py py-obj docutils literal notranslate"><span class="pre">copy_from_host</span></code></a>(obj)</p></td>
-<td><p>Copy content of Python buffer provided by <code class="docutils literal notranslate"><span class="pre">obj</span></code> to instance memory.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.memory.MemoryUSMShared.copy_to_host.html#dpctl.memory.MemoryUSMShared.copy_to_host" title="dpctl.memory.MemoryUSMShared.copy_to_host"><code class="xref py py-obj docutils literal notranslate"><span class="pre">copy_to_host</span></code></a>([obj])</p></td>
-<td><p>Copy content of instance's memory into memory of <code class="docutils literal notranslate"><span class="pre">obj</span></code>, or allocate NumPy array of <code class="docutils literal notranslate"><span class="pre">obj</span></code> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.memory.MemoryUSMShared.get_usm_type.html#dpctl.memory.MemoryUSMShared.get_usm_type" title="dpctl.memory.MemoryUSMShared.get_usm_type"><code class="xref py py-obj docutils literal notranslate"><span class="pre">get_usm_type</span></code></a>([syclobj])</p></td>
-<td><p>Returns the type of USM allocation using <a class="reference internal" href="dpctl.SyclContext.html#dpctl.SyclContext" title="dpctl.SyclContext"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclContext</span></code></a> carried by <code class="docutils literal notranslate"><span class="pre">syclobj</span></code> keyword argument.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.memory.MemoryUSMShared.get_usm_type_enum.html#dpctl.memory.MemoryUSMShared.get_usm_type_enum" title="dpctl.memory.MemoryUSMShared.get_usm_type_enum"><code class="xref py py-obj docutils literal notranslate"><span class="pre">get_usm_type_enum</span></code></a>([syclobj])</p></td>
-<td><p>get_usm_type(syclobj=None)</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.memory.MemoryUSMShared.memset.html#dpctl.memory.MemoryUSMShared.memset" title="dpctl.memory.MemoryUSMShared.memset"><code class="xref py py-obj docutils literal notranslate"><span class="pre">memset</span></code></a>([val])</p></td>
-<td><p>Populates this USM allocation with given value.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.memory.MemoryUSMShared.tobytes.html#dpctl.memory.MemoryUSMShared.tobytes" title="dpctl.memory.MemoryUSMShared.tobytes"><code class="xref py py-obj docutils literal notranslate"><span class="pre">tobytes</span></code></a>()</p></td>
-<td><p>Constructs bytes object populated with copy of USM memory.</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<p class="rubric">Attributes</p>
-<div class="table-wrapper autosummary longtable docutils container">
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.memory.MemoryUSMShared.nbytes.html#dpctl.memory.MemoryUSMShared.nbytes" title="dpctl.memory.MemoryUSMShared.nbytes"><code class="xref py py-obj docutils literal notranslate"><span class="pre">nbytes</span></code></a></p></td>
-<td><p>Extent of this USM buffer in bytes.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.memory.MemoryUSMShared.reference_obj.html#dpctl.memory.MemoryUSMShared.reference_obj" title="dpctl.memory.MemoryUSMShared.reference_obj"><code class="xref py py-obj docutils literal notranslate"><span class="pre">reference_obj</span></code></a></p></td>
-<td><p>Reference to the Python object owning this USM buffer.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.memory.MemoryUSMShared.size.html#dpctl.memory.MemoryUSMShared.size" title="dpctl.memory.MemoryUSMShared.size"><code class="xref py py-obj docutils literal notranslate"><span class="pre">size</span></code></a></p></td>
-<td><p>Extent of this USM buffer in bytes.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.memory.MemoryUSMShared.sycl_context.html#dpctl.memory.MemoryUSMShared.sycl_context" title="dpctl.memory.MemoryUSMShared.sycl_context"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sycl_context</span></code></a></p></td>
-<td><p><a class="reference internal" href="dpctl.SyclContext.html#dpctl.SyclContext" title="dpctl.SyclContext"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclContext</span></code></a> the USM pointer is bound to.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.memory.MemoryUSMShared.sycl_device.html#dpctl.memory.MemoryUSMShared.sycl_device" title="dpctl.memory.MemoryUSMShared.sycl_device"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sycl_device</span></code></a></p></td>
-<td><p><a class="reference internal" href="dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a> the USM pointer is bound to.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.memory.MemoryUSMShared.sycl_queue.html#dpctl.memory.MemoryUSMShared.sycl_queue" title="dpctl.memory.MemoryUSMShared.sycl_queue"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sycl_queue</span></code></a></p></td>
-<td><p><a class="reference internal" href="dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a> with <a class="reference internal" href="dpctl.SyclContext.html#dpctl.SyclContext" title="dpctl.SyclContext"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclContext</span></code></a> the USM allocation is bound to and <a class="reference internal" href="dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a> it was allocated on.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.memory.MemoryUSMShared.__sycl_usm_array_interface__.html#dpctl.memory.MemoryUSMShared.__sycl_usm_array_interface__" title="dpctl.memory.MemoryUSMShared.__sycl_usm_array_interface__"><code class="xref py py-obj docutils literal notranslate"><span class="pre">__sycl_usm_array_interface__</span></code></a></p></td>
-<td><p>Dictionary encoding information about USM allocation.</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-</dd></dl>
-
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-
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-<dd><p>An exception raised when Universal Shared Memory (USM) allocation
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-<h1>dpctl.memory.as_usm_memory<a class="headerlink" href="#dpctl-memory-as-usm-memory" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.memory.as_usm_memory">
-<span class="sig-prename descclassname"><span class="pre">dpctl.memory.</span></span><span class="sig-name descname"><span class="pre">as_usm_memory</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">obj</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.memory.as_usm_memory" title="Permalink to this definition">¶</a></dt>
-<dd><p>Converts Python object with <code class="docutils literal notranslate"><span class="pre">__sycl_usm_array_interface__</span></code> property
-to one of <a class="reference internal" href="dpctl.memory.MemoryUSMShared.html#dpctl.memory.MemoryUSMShared" title="dpctl.memory.MemoryUSMShared"><code class="xref py py-class docutils literal notranslate"><span class="pre">MemoryUSMShared</span></code></a>, <a class="reference internal" href="dpctl.memory.MemoryUSMDevice.html#dpctl.memory.MemoryUSMDevice" title="dpctl.memory.MemoryUSMDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">MemoryUSMDevice</span></code></a>, or
-<a class="reference internal" href="dpctl.memory.MemoryUSMHost.html#dpctl.memory.MemoryUSMHost" title="dpctl.memory.MemoryUSMHost"><code class="xref py py-class docutils literal notranslate"><span class="pre">MemoryUSMHost</span></code></a> instances depending on the type of USM allocation
-they represent.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Raises<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><a class="reference external" href="https://docs.python.org/3/library/exceptions.html#ValueError" title="(in Python v3.13)"><strong>ValueError</strong></a> – When object does not expose the <code class="docutils literal notranslate"><span class="pre">__sycl_usm_array_interface__</span></code>,
-    or it is malformed</p></li>
-<li><p><a class="reference external" href="https://docs.python.org/3/library/exceptions.html#TypeError" title="(in Python v3.13)"><strong>TypeError</strong></a> – When unexpected types of entries in the interface are encountered</p></li>
-<li><p><a class="reference internal" href="dpctl.SyclQueueCreationError.html#dpctl.SyclQueueCreationError" title="dpctl.SyclQueueCreationError"><strong>SyclQueueCreationError</strong></a> – When a <a class="reference internal" href="dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a> could not be created from the
-    information given by the interface</p></li>
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-<h1>dpctl.program.SyclKernel<a class="headerlink" href="#dpctl-program-syclkernel" title="Permalink to this heading">¶</a></h1>
-<dl class="py class">
-<dt class="sig sig-object py" id="dpctl.program.SyclKernel">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">dpctl.program.</span></span><span class="sig-name descname"><span class="pre">SyclKernel</span></span><a class="headerlink" href="#dpctl.program.SyclKernel" title="Permalink to this definition">¶</a></dt>
-<dd><p class="rubric">Methods</p>
-<div class="table-wrapper autosummary longtable docutils container">
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">__init__</span></code>()</p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">addressof_ref</span></code>()</p></td>
-<td><p>Returns the address of the C API <code class="docutils literal notranslate"><span class="pre">DPCTLSyclKernelRef</span></code> pointer as a <code class="docutils literal notranslate"><span class="pre">size_t</span></code>.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">get_function_name</span></code>()</p></td>
-<td><p>Returns the name of the <code class="docutils literal notranslate"><span class="pre">sycl::kernel</span></code> function.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">get_num_args</span></code>()</p></td>
-<td><p>Returns the number of arguments for this kernel function.</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<p class="rubric">Attributes</p>
-<div class="table-wrapper autosummary longtable docutils container">
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">compile_num_sub_groups</span></code></p></td>
-<td><p>Returns the number of sub-groups specified by this kernel, or 0 (if not specified).</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">compile_sub_group_size</span></code></p></td>
-<td><p>Returns the required sub-group size specified by this kernel, or 0 (if not specified).</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">max_num_sub_groups</span></code></p></td>
-<td><p>Returns the maximum number of sub-groups for this kernel.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">max_sub_group_size</span></code></p></td>
-<td><p>Returns the maximum sub-groups size for this kernel.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">num_args</span></code></p></td>
-<td><p>Property equivalent to method call <cite>SyclKernel.get_num_args()</cite></p></td>
-</tr>
-<tr class="row-even"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">preferred_work_group_size_multiple</span></code></p></td>
-<td><p>Returns a value, of which work-group size is preferred to be a multiple, for executing the kernel on the device it was built for.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">private_mem_size</span></code></p></td>
-<td><p>Returns the minimum amount of private memory, in bytes, used by each work-item in the kernel.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">work_group_size</span></code></p></td>
-<td><p>Returns the maximum number of work-items in a work-group that can be used to execute the kernel on device it was built for.</p></td>
-</tr>
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-          <section id="dpctl-program-syclprogram">
-<h1>dpctl.program.SyclProgram<a class="headerlink" href="#dpctl-program-syclprogram" title="Permalink to this heading">¶</a></h1>
-<dl class="py class">
-<dt class="sig sig-object py" id="dpctl.program.SyclProgram">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">dpctl.program.</span></span><span class="sig-name descname"><span class="pre">SyclProgram</span></span><a class="headerlink" href="#dpctl.program.SyclProgram" title="Permalink to this definition">¶</a></dt>
-<dd><p>Wraps a <code class="docutils literal notranslate"><span class="pre">sycl::kernel_bundle&lt;sycl::bundle_state::executable&gt;</span></code> object
-created using SYCL interoperability layer with underlying backends. Only the
-OpenCL and Level-Zero backends are currently supported.</p>
-<p>SyclProgram exposes the C API from <code class="docutils literal notranslate"><span class="pre">dpctl_sycl_kernel_bundle_interface.h</span></code>.
-A SyclProgram can be created from either a source string or a SPIR-V
-binary file.</p>
-<p class="rubric">Methods</p>
-<div class="table-wrapper autosummary longtable docutils container">
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">__init__</span></code>()</p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">addressof_ref</span></code>()</p></td>
-<td><p>Returns the address of the C API DPCTLSyclKernelBundleRef pointer as a long.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">get_sycl_kernel</span></code>(kernel_name)</p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">has_sycl_kernel</span></code>(kernel_name)</p></td>
-<td><p></p></td>
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-          <section id="dpctl-program-create-program-from-source">
-<h1>dpctl.program.create_program_from_source<a class="headerlink" href="#dpctl-program-create-program-from-source" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.program.create_program_from_source">
-<span class="sig-prename descclassname"><span class="pre">dpctl.program.</span></span><span class="sig-name descname"><span class="pre">create_program_from_source</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">q</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">src</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">copts</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">''</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.program.create_program_from_source" title="Permalink to this definition">¶</a></dt>
-<dd><p>Creates a Sycl interoperability program from an OpenCL source string.</p>
-<p>We use the <code class="docutils literal notranslate"><span class="pre">DPCTLKernelBundle_CreateFromOCLSource()</span></code> C API function
-to create a <code class="docutils literal notranslate"><span class="pre">sycl::kernel_bundle&lt;sycl::bundle_state::executable&gt;</span></code>
-from an OpenCL source program that can contain multiple kernels.
-Note: This function is currently only supported for the OpenCL backend.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>q</strong> (<a class="reference internal" href="dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>) – The <a class="reference internal" href="dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a> for which the
-<a class="reference internal" href="dpctl.program.SyclProgram.html#dpctl.program.SyclProgram" title="dpctl.program.SyclProgram"><code class="xref py py-class docutils literal notranslate"><span class="pre">SyclProgram</span></code></a> is going to be built.</p></li>
-<li><p><strong>src</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a>) – Source string for an OpenCL program.</p></li>
-<li><p><strong>copts</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a><em>, </em><em>optional</em>) – Optional compilation flags that will be used
-when compiling the program. Default: <code class="docutils literal notranslate"><span class="pre">&quot;&quot;</span></code>.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p><dl class="simple">
-<dt>program (<a class="reference internal" href="dpctl.program.SyclProgram.html#dpctl.program.SyclProgram" title="dpctl.program.SyclProgram"><code class="xref py py-class docutils literal notranslate"><span class="pre">SyclProgram</span></code></a>)</dt><dd><p>A <a class="reference internal" href="dpctl.program.SyclProgram.html#dpctl.program.SyclProgram" title="dpctl.program.SyclProgram"><code class="xref py py-class docutils literal notranslate"><span class="pre">SyclProgram</span></code></a> object wrapping the
-<code class="docutils literal notranslate"><span class="pre">sycl::kernel_bundle&lt;sycl::bundle_state::executable&gt;</span></code>
-returned by the C API.</p>
-</dd>
-</dl>
-</p>
-</dd>
-<dt class="field-odd">Raises<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.program.SyclProgramCompilationError.html#dpctl.program.SyclProgramCompilationError" title="dpctl.program.SyclProgramCompilationError"><strong>SyclProgramCompilationError</strong></a> – If a SYCL kernel bundle could not be created.</p>
-</dd>
-</dl>
-</dd></dl>
-
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-<h1>dpctl.program.create_program_from_spirv<a class="headerlink" href="#dpctl-program-create-program-from-spirv" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.program.create_program_from_spirv">
-<span class="sig-prename descclassname"><span class="pre">dpctl.program.</span></span><span class="sig-name descname"><span class="pre">create_program_from_spirv</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">q</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">IL</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">copts</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">''</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.program.create_program_from_spirv" title="Permalink to this definition">¶</a></dt>
-<dd><p>Creates a Sycl interoperability program from an SPIR-V binary.</p>
-<p>We use the <code class="xref c c-func docutils literal notranslate"><span class="pre">DPCTLKernelBundle_CreateFromOCLSpirv()</span></code> C API function to
-create a <code class="docutils literal notranslate"><span class="pre">sycl::kernel_bundle&lt;sycl::bundle_state::executable&gt;</span></code> object
-from an compiled SPIR-V binary file.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>q</strong> (<a class="reference internal" href="dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>) – The <a class="reference internal" href="dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a> for which the
-<a class="reference internal" href="dpctl.program.SyclProgram.html#dpctl.program.SyclProgram" title="dpctl.program.SyclProgram"><code class="xref py py-class docutils literal notranslate"><span class="pre">SyclProgram</span></code></a> is going to be built.</p></li>
-<li><p><strong>IL</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#bytes" title="(in Python v3.13)"><em>bytes</em></a>) – SPIR-V binary IL file for an OpenCL program.</p></li>
-<li><p><strong>copts</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a><em>, </em><em>optional</em>) – Optional compilation flags that will be used
-when compiling the program. Default: <code class="docutils literal notranslate"><span class="pre">&quot;&quot;</span></code>.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p><dl class="simple">
-<dt>program (<a class="reference internal" href="dpctl.program.SyclProgram.html#dpctl.program.SyclProgram" title="dpctl.program.SyclProgram"><code class="xref py py-class docutils literal notranslate"><span class="pre">SyclProgram</span></code></a>)</dt><dd><p>A <a class="reference internal" href="dpctl.program.SyclProgram.html#dpctl.program.SyclProgram" title="dpctl.program.SyclProgram"><code class="xref py py-class docutils literal notranslate"><span class="pre">SyclProgram</span></code></a> object wrapping the
-<code class="docutils literal notranslate"><span class="pre">sycl::kernel_bundle&lt;sycl::bundle_state::executable&gt;</span></code>
-returned by the C API.</p>
-</dd>
-</dl>
-</p>
-</dd>
-<dt class="field-odd">Raises<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.program.SyclProgramCompilationError.html#dpctl.program.SyclProgramCompilationError" title="dpctl.program.SyclProgramCompilationError"><strong>SyclProgramCompilationError</strong></a> – If a SYCL kernel bundle could not be created.</p>
-</dd>
-</dl>
-</dd></dl>
-
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-<h1>dpctl.select_accelerator_device<a class="headerlink" href="#dpctl-select-accelerator-device" title="Permalink to this heading">¶</a></h1>
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-<dd><p>A wrapper for <code class="docutils literal notranslate"><span class="pre">sycl::device{sycl::accelerator_selector_v}</span></code> constructor.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A Python object wrapping the SYCL <code class="docutils literal notranslate"><span class="pre">device</span></code>
-returned by the SYCL <code class="docutils literal notranslate"><span class="pre">accelerator_selector</span></code>.</p>
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-<dt class="field-even">Return type<span class="colon">:</span></dt>
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-</dd>
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-<dd class="field-odd"><p><a class="reference internal" href="dpctl.SyclDeviceCreationError.html#dpctl.SyclDeviceCreationError" title="dpctl.SyclDeviceCreationError"><strong>dpctl.SyclDeviceCreationError</strong></a> – If the SYCL <code class="docutils literal notranslate"><span class="pre">accelerator_selector</span></code> is
-    unable to select a <code class="docutils literal notranslate"><span class="pre">device</span></code>.</p>
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-          <section id="dpctl-select-cpu-device">
-<h1>dpctl.select_cpu_device<a class="headerlink" href="#dpctl-select-cpu-device" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.select_cpu_device">
-<span class="sig-prename descclassname"><span class="pre">dpctl.</span></span><span class="sig-name descname"><span class="pre">select_cpu_device</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.select_cpu_device" title="Permalink to this definition">¶</a></dt>
-<dd><p>A wrapper for <code class="docutils literal notranslate"><span class="pre">sycl::device{sycl::cpu_selector_v}</span></code> constructor.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A Python object wrapping the SYCL <code class="docutils literal notranslate"><span class="pre">device</span></code>
-returned by the SYCL <code class="docutils literal notranslate"><span class="pre">cpu_selector</span></code>.</p>
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-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice">dpctl.SyclDevice</a></p>
-</dd>
-<dt class="field-odd">Raises<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.SyclDeviceCreationError.html#dpctl.SyclDeviceCreationError" title="dpctl.SyclDeviceCreationError"><strong>dpctl.SyclDeviceCreationError</strong></a> – If the SYCL <code class="docutils literal notranslate"><span class="pre">cpu_selector</span></code> is
-    unable to select a <code class="docutils literal notranslate"><span class="pre">device</span></code>.</p>
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-<h1>dpctl.select_default_device<a class="headerlink" href="#dpctl-select-default-device" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.select_default_device">
-<span class="sig-prename descclassname"><span class="pre">dpctl.</span></span><span class="sig-name descname"><span class="pre">select_default_device</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.select_default_device" title="Permalink to this definition">¶</a></dt>
-<dd><p>A wrapper for <code class="docutils literal notranslate"><span class="pre">sycl::device{sycl::default_selector_v}</span></code> constructor.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A Python object wrapping the SYCL <code class="docutils literal notranslate"><span class="pre">device</span></code>
-returned by the SYCL <code class="docutils literal notranslate"><span class="pre">default_selector</span></code>.</p>
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-<dt class="field-even">Return type<span class="colon">:</span></dt>
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-<dd class="field-odd"><p><a class="reference internal" href="dpctl.SyclDeviceCreationError.html#dpctl.SyclDeviceCreationError" title="dpctl.SyclDeviceCreationError"><strong>dpctl.SyclDeviceCreationError</strong></a> – If the SYCL <code class="docutils literal notranslate"><span class="pre">default_selector</span></code> is
-    unable to select a <code class="docutils literal notranslate"><span class="pre">device</span></code>.</p>
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-<h1>dpctl.select_device_with_aspects<a class="headerlink" href="#dpctl-select-device-with-aspects" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.select_device_with_aspects">
-<span class="sig-prename descclassname"><span class="pre">dpctl.</span></span><span class="sig-name descname"><span class="pre">select_device_with_aspects</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">required_aspects</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">excluded_aspects</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/_device_selection.html#select_device_with_aspects"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.select_device_with_aspects" title="Permalink to this definition">¶</a></dt>
-<dd><p>Selects the root <a class="reference internal" href="dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a> that has the highest
-default selector score among devices that have all aspects in the
-<cite>required_aspects</cite> list, and do not have any aspects in <cite>excluded_aspects</cite>
-list.</p>
-<p>The list of SYCL device aspects can be found in SYCL 2020 specs:</p>
-<p><a class="reference external" href="https://www.khronos.org/registry/SYCL/specs/sycl-2020/html/sycl-2020.html#sec:device-aspects">https://www.khronos.org/registry/SYCL/specs/sycl-2020/html/sycl-2020.html#sec:device-aspects</a></p>
-<blockquote>
-<div><dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-<span class="c1"># select a GPU that supports double precision</span>
-<span class="n">dpctl</span><span class="o">.</span><span class="n">select_device_with_aspects</span><span class="p">([</span><span class="s1">&#39;fp64&#39;</span><span class="p">,</span> <span class="s1">&#39;gpu&#39;</span><span class="p">])</span>
-<span class="c1"># select non-custom device with USM shared allocations</span>
-<span class="n">dpctl</span><span class="o">.</span><span class="n">select_device_with_aspects</span><span class="p">(</span>
-    <span class="p">[</span><span class="s1">&#39;usm_shared_allocations&#39;</span><span class="p">],</span> <span class="n">excluded_aspects</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;custom&#39;</span><span class="p">])</span>
-</pre></div>
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-<span class="sig-prename descclassname"><span class="pre">dpctl.</span></span><span class="sig-name descname"><span class="pre">select_gpu_device</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.select_gpu_device" title="Permalink to this definition">¶</a></dt>
-<dd><p>A wrapper for <code class="docutils literal notranslate"><span class="pre">sycl::device{sycl::gpu_selector_v}</span></code> constructor.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A Python object wrapping the SYCL <code class="docutils literal notranslate"><span class="pre">device</span></code>
-returned by the SYCL <code class="docutils literal notranslate"><span class="pre">gpu_selector</span></code>.</p>
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diff --git a/pulls/1961/api_reference/dpctl/generated/dpctl.tensor.__array_api_version__.html b/pulls/1961/api_reference/dpctl/generated/dpctl.tensor.__array_api_version__.html
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-<td><p>Returns a dictionary of <code class="docutils literal notranslate"><span class="pre">dpctl</span></code>'s capabilities.</p></td>
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-<td><p>Returns a list of supported devices.</p></td>
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-<td><p>Returns a dictionary of all Array API data types of a specified <code class="docutils literal notranslate"><span class="pre">kind</span></code> supported by <code class="docutils literal notranslate"><span class="pre">device</span></code>.</p></td>
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-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">abs</span></span><a class="headerlink" href="#dpctl.tensor.abs" title="Permalink to this definition">¶</a></dt>
-<dd><p>abs(x, /, *, out=None, order=’K’)</p>
-<p>Calculates the absolute value for each element <cite>x_i</cite> of input array <cite>x</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
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-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Input array.</p></li>
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-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array,
-if parameter <cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: <cite>“K”</cite>.</p></li>
-</ul>
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-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the element-wise absolute values.
-For complex input, the absolute value is its magnitude.
-If <cite>x</cite> has a real-valued data type, the returned array has the
-same data type as <cite>x</cite>. If <cite>x</cite> has a complex floating-point data type,
-the returned array has a real-valued floating-point data type whose
-precision matches the precision of <cite>x</cite>.</p>
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-<h1>dpctl.tensor.acos<a class="headerlink" href="#dpctl-tensor-acos" title="Permalink to this heading">¶</a></h1>
-<dl class="py data">
-<dt class="sig sig-object py" id="dpctl.tensor.acos">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">acos</span></span><a class="headerlink" href="#dpctl.tensor.acos" title="Permalink to this definition">¶</a></dt>
-<dd><p>acos(x, /, *, out=None, order=’K’)</p>
-<p>Computes inverse cosine for each element <cite>x_i</cite> for input array <cite>x</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Input array, expected to have a floating-point data type.</p></li>
-<li><p><strong>out</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><em>None</em><em>]</em><em>, </em><em>optional</em>) – Output array to populate.
-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the element-wise inverse cosine, in radians
-and in the closed interval <cite>[-pi/2, pi/2]</cite>. The data type
-of the returned array is determined by the Type Promotion Rules.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<h1>dpctl.tensor.acosh<a class="headerlink" href="#dpctl-tensor-acosh" title="Permalink to this heading">¶</a></h1>
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-<dt class="sig sig-object py" id="dpctl.tensor.acosh">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">acosh</span></span><a class="headerlink" href="#dpctl.tensor.acosh" title="Permalink to this definition">¶</a></dt>
-<dd><p>acosh(x, /, *, out=None, order=’K’)</p>
-<p>Computes inverse hyperbolic cosine for each element <cite>x_i</cite> for input array <cite>x</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Input array, expected to have a floating-point data type.</p></li>
-<li><p><strong>out</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><em>None</em><em>]</em><em>, </em><em>optional</em>) – Output array to populate.
-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the element-wise inverse hyperbolic cosine, in
-radians and in the half-closed interval <cite>[0, inf)</cite>. The data type
-of the returned array is determined by the Type Promotion Rules.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<h1>dpctl.tensor.add<a class="headerlink" href="#dpctl-tensor-add" title="Permalink to this heading">¶</a></h1>
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-<dt class="sig sig-object py" id="dpctl.tensor.add">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">add</span></span><a class="headerlink" href="#dpctl.tensor.add" title="Permalink to this definition">¶</a></dt>
-<dd><p>add(x1, x2, /, *, out=None, order=’K’)</p>
-<p>Calculates the sum for each element <cite>x1_i</cite> of the input array <cite>x1</cite> with
-the respective element <cite>x2_i</cite> of the input array <cite>x2</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
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-<li><p><strong>x1</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – First input array.</p></li>
-<li><p><strong>x2</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Second input array.</p></li>
-<li><p><strong>out</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><em>None</em><em>]</em><em>, </em><em>optional</em>) – Output array to populate.
-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the element-wise sums. The data type of the
-returned array is determined by the Type Promotion Rules.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<h1>dpctl.tensor.all<a class="headerlink" href="#dpctl-tensor-all" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.all">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">all</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keepdims</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_utility_functions.html#all"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.all" title="Permalink to this definition">¶</a></dt>
-<dd><p>Tests whether all input array elements evaluate to True along a given axis.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Input array.</p></li>
-<li><p><strong>axis</strong> (<em>Optional</em><em>[</em><em>Union</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>, </em><em>Tuple</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>,</em><em>...</em><em>]</em><em>]</em><em>]</em>) – Axis (or axes)
-along which to perform a logical AND reduction.
-When <cite>axis</cite> is <cite>None</cite>, a logical AND reduction
-is performed over all dimensions of <cite>x</cite>.
-If <cite>axis</cite> is negative, the axis is counted from
-the last dimension to the first.
-Default: <cite>None</cite>.</p></li>
-<li><p><strong>keepdims</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><em>bool</em></a><em>, </em><em>optional</em>) – If <cite>True</cite>, the reduced axes are included
-in the result as singleton dimensions, and the result is
-broadcastable to the input array shape.
-If <cite>False</cite>, the reduced axes are not included in the result.
-Default: <cite>False</cite>.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array with a data type of <cite>bool</cite>
-containing the results of the logical AND reduction.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">allclose</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">a1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">a2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">atol</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1e-8</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">rtol</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1e-5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">equal_nan</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_testing.html#allclose"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.allclose" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns True if two arrays are element-wise equal within tolerances.</p>
-<p>The testing is based on the following elementwise comparison:</p>
-<blockquote>
-<div><p>abs(a - b) &lt;= max(atol, rtol * max(abs(a), abs(b)))</p>
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-<h1>dpctl.tensor.angle<a class="headerlink" href="#dpctl-tensor-angle" title="Permalink to this heading">¶</a></h1>
-<dl class="py data">
-<dt class="sig sig-object py" id="dpctl.tensor.angle">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">angle</span></span><a class="headerlink" href="#dpctl.tensor.angle" title="Permalink to this definition">¶</a></dt>
-<dd><p>angle(x, /, *, out=None, order=’K’)</p>
-<p>Computes the phase angle (also called the argument) of each element <cite>x_i</cite> for
-input array <cite>x</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Input array, expected to have a complex-valued floating-point data type.</p></li>
-<li><p><strong>out</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><em>None</em><em>]</em><em>, </em><em>optional</em>) – Output array to populate.
-Array have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the element-wise phase angles.
-The returned array has a floating-point data type determined
-by the Type Promotion Rules.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<h1>dpctl.tensor.any<a class="headerlink" href="#dpctl-tensor-any" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.any">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">any</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keepdims</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_utility_functions.html#any"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.any" title="Permalink to this definition">¶</a></dt>
-<dd><p>Tests whether any input array elements evaluate to True along a given axis.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Input array.</p></li>
-<li><p><strong>axis</strong> (<em>Optional</em><em>[</em><em>Union</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>, </em><em>Tuple</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>,</em><em>...</em><em>]</em><em>]</em><em>]</em>) – Axis (or axes)
-along which to perform a logical OR reduction.
-When <cite>axis</cite> is <cite>None</cite>, a logical OR reduction
-is performed over all dimensions of <cite>x</cite>.
-If <cite>axis</cite> is negative, the axis is counted from
-the last dimension to the first.
-Default: <cite>None</cite>.</p></li>
-<li><p><strong>keepdims</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><em>bool</em></a><em>, </em><em>optional</em>) – If <cite>True</cite>, the reduced axes are included
-in the result as singleton dimensions, and the result is
-broadcastable to the input array shape.
-If <cite>False</cite>, the reduced axes are not included in the result.
-Default: <cite>False</cite>.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array with a data type of <cite>bool</cite>
-containing the results of the logical OR reduction.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-          <section id="dpctl-tensor-arange">
-<h1>dpctl.tensor.arange<a class="headerlink" href="#dpctl-tensor-arange" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.arange">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">arange</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">start</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">/</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stop</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">step</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dtype</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">device</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">usm_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'device'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sycl_queue</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_ctors.html#arange"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.arange" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns evenly spaced values within the half-open interval [start, stop)
-as a one-dimensional array.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>start</strong> – Starting point of the interval</p></li>
-<li><p><strong>stop</strong> – Ending point of the interval. Default: <code class="docutils literal notranslate"><span class="pre">None</span></code></p></li>
-<li><p><strong>step</strong> – Increment of the returned sequence. Default: <code class="docutils literal notranslate"><span class="pre">1</span></code></p></li>
-<li><p><strong>dtype</strong> – Output array data type. Default: <code class="docutils literal notranslate"><span class="pre">None</span></code></p></li>
-<li><p><strong>device</strong> (<em>optional</em>) – array API concept of device where the output array
-is created. <code class="docutils literal notranslate"><span class="pre">device</span></code> can be <code class="docutils literal notranslate"><span class="pre">None</span></code>, a oneAPI filter selector
-string, an instance of <a class="reference internal" href="dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a> corresponding to
-a non-partitioned SYCL device, an instance of
-<a class="reference internal" href="dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>, or a <a class="reference internal" href="../tensor.utility_functions.html#dpctl.tensor.Device" title="dpctl.tensor.Device"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.Device</span></code></a> object
-returned by <a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.device.html#dpctl.tensor.usm_ndarray.device" title="dpctl.tensor.usm_ndarray.device"><code class="xref py py-attr docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray.device</span></code></a>.
-Default: <code class="docutils literal notranslate"><span class="pre">None</span></code></p></li>
-<li><p><strong>usm_type</strong> (<code class="docutils literal notranslate"><span class="pre">&quot;device&quot;</span></code>, <code class="docutils literal notranslate"><span class="pre">&quot;shared&quot;</span></code>, <code class="docutils literal notranslate"><span class="pre">&quot;host&quot;</span></code>, optional) – The type of SYCL USM allocation for the output array.
-Default: <code class="docutils literal notranslate"><span class="pre">&quot;device&quot;</span></code></p></li>
-<li><p><strong>sycl_queue</strong> (<a class="reference internal" href="dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>, optional) – The SYCL queue to use
-for output array allocation and copying. <code class="docutils literal notranslate"><span class="pre">sycl_queue</span></code> and
-<code class="docutils literal notranslate"><span class="pre">device</span></code> are complementary arguments, i.e. use one or another.
-If both are specified, a <a class="reference external" href="https://docs.python.org/3/library/exceptions.html#TypeError" title="(in Python v3.13)"><code class="xref py py-exc docutils literal notranslate"><span class="pre">TypeError</span></code></a> is raised unless both
-imply the same underlying SYCL queue to be used. If both are
-<code class="docutils literal notranslate"><span class="pre">None</span></code>, a cached queue targeting default-selected device is
-used for allocation and population. Default: <code class="docutils literal notranslate"><span class="pre">None</span></code></p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Array populated with evenly spaced values.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
-</dd>
-</dl>
-</dd></dl>
-
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-
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-<li><a class="reference internal" href="#dpctl.tensor.arange"><code class="docutils literal notranslate"><span class="pre">arange()</span></code></a></li>
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-          <section id="dpctl-tensor-argmax">
-<h1>dpctl.tensor.argmax<a class="headerlink" href="#dpctl-tensor-argmax" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.argmax">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">argmax</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">/</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keepdims</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">out</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_reduction.html#argmax"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.argmax" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the indices of the maximum values of the input array <code class="docutils literal notranslate"><span class="pre">x</span></code> along a
-specified axis.</p>
-<p>When the maximum value occurs multiple times, the indices corresponding to
-the first occurrence are returned.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – input array.</p></li>
-<li><p><strong>axis</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>]</em>) – axis along which to search. If <code class="docutils literal notranslate"><span class="pre">None</span></code>, returns the index of the
-maximum value of the flattened array.
-Default: <code class="docutils literal notranslate"><span class="pre">None</span></code>.</p></li>
-<li><p><strong>keepdims</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><em>bool</em></a><em>]</em>) – if <code class="docutils literal notranslate"><span class="pre">True</span></code>, the reduced axes (dimensions) are included in the
-result as singleton dimensions, so that the returned array remains
-compatible with the input arrays according to Array Broadcasting
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-<li><p><strong>out</strong> (<em>Optional</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>]</em>) – the array into which the result is written.
-The data type of <code class="docutils literal notranslate"><span class="pre">out</span></code> must match the expected shape and the
-expected data type of the result.
-If <code class="docutils literal notranslate"><span class="pre">None</span></code> then a new array is returned. Default: <code class="docutils literal notranslate"><span class="pre">None</span></code>.</p></li>
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-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>an array containing the indices of the first occurrence of the
-maximum values. If the entire array was searched, a
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-<h1>dpctl.tensor.argmin<a class="headerlink" href="#dpctl-tensor-argmin" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.argmin">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">argmin</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">/</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keepdims</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">out</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_reduction.html#argmin"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.argmin" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the indices of the minimum values of the input array <code class="docutils literal notranslate"><span class="pre">x</span></code> along a
-specified axis.</p>
-<p>When the minimum value occurs multiple times, the indices corresponding to
-the first occurrence are returned.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – input array.</p></li>
-<li><p><strong>axis</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>]</em>) – axis along which to search. If <code class="docutils literal notranslate"><span class="pre">None</span></code>, returns the index of the
-minimum value of the flattened array.
-Default: <code class="docutils literal notranslate"><span class="pre">None</span></code>.</p></li>
-<li><p><strong>keepdims</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><em>bool</em></a><em>]</em>) – if <code class="docutils literal notranslate"><span class="pre">True</span></code>, the reduced axes (dimensions) are included in the
-result as singleton dimensions, so that the returned array remains
-compatible with the input arrays according to Array Broadcasting
-rules. Otherwise, if <code class="docutils literal notranslate"><span class="pre">False</span></code>, the reduced axes are not included
-in the returned array. Default: <code class="docutils literal notranslate"><span class="pre">False</span></code>.</p></li>
-<li><p><strong>out</strong> (<em>Optional</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>]</em>) – the array into which the result is written.
-The data type of <code class="docutils literal notranslate"><span class="pre">out</span></code> must match the expected shape and the
-expected data type of the result.
-If <code class="docutils literal notranslate"><span class="pre">None</span></code> then a new array is returned. Default: <code class="docutils literal notranslate"><span class="pre">None</span></code>.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>an array containing the indices of the first occurrence of the
-minimum values. If the entire array was searched, a
-zero-dimensional array is returned. The returned array has the
-default array index data type for the device of <code class="docutils literal notranslate"><span class="pre">x</span></code>.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<h1>dpctl.tensor.argsort<a class="headerlink" href="#dpctl-tensor-argsort" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.argsort">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">argsort</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">-1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">descending</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stable</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_sorting.html#argsort"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.argsort" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the indices that sort an array <cite>x</cite> along a specified axis.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – input array.</p></li>
-<li><p><strong>axis</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>]</em>) – axis along which to sort. If set to <cite>-1</cite>, the function
-must sort along the last axis. Default: <cite>-1</cite>.</p></li>
-<li><p><strong>descending</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><em>bool</em></a><em>]</em>) – sort order. If <cite>True</cite>, the array must be sorted in descending
-order (by value). If <cite>False</cite>, the array must be sorted in
-ascending order (by value). Default: <cite>False</cite>.</p></li>
-<li><p><strong>stable</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><em>bool</em></a><em>]</em>) – sort stability. If <cite>True</cite>, the returned array must maintain the
-relative order of <cite>x</cite> values which compare as equal. If <cite>False</cite>,
-the returned array may or may not maintain the relative order of
-<cite>x</cite> values which compare as equal. Default: <cite>True</cite>.</p></li>
-<li><p><strong>kind</strong> (<em>Optional</em><em>[</em><em>Literal</em><em>[</em><em>&quot;stable&quot;</em><em>, </em><em>&quot;mergesort&quot;</em><em>, </em><em>&quot;radixsort&quot;</em><em>]</em><em>]</em>) – Sorting algorithm. The default is <cite>“stable”</cite>, which uses parallel
-merge-sort or parallel radix-sort algorithms depending on the
-array data type.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>an array of indices. The returned array has the  same shape as
-the input array <cite>x</cite>. The return array has default array index
-data type.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
-</dd>
-</dl>
-</dd></dl>
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-<li><a class="reference internal" href="#">dpctl.tensor.argsort</a><ul>
-<li><a class="reference internal" href="#dpctl.tensor.argsort"><code class="docutils literal notranslate"><span class="pre">argsort()</span></code></a></li>
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-          <section id="dpctl-tensor-asarray">
-<h1>dpctl.tensor.asarray<a class="headerlink" href="#dpctl-tensor-asarray" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.asarray">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">asarray</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">obj</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">/</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dtype</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">device</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">copy</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">usm_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sycl_queue</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">order</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'K'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_ctors.html#asarray"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.asarray" title="Permalink to this definition">¶</a></dt>
-<dd><p>Converts input object to <a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>obj</strong> – Python object to convert. Can be an instance of
-<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a>,
-an object representing SYCL USM allocation and implementing
-<code class="docutils literal notranslate"><span class="pre">__sycl_usm_array_interface__</span></code> protocol, an instance
-of <a class="reference external" href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="(in NumPy v2.2)"><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.ndarray</span></code></a>, an object supporting Python buffer
-protocol, a Python scalar, or a (possibly nested) sequence of
-Python scalars.</p></li>
-<li><p><strong>dtype</strong> (<em>data type</em><em>, </em><em>optional</em>) – output array data type. If <code class="docutils literal notranslate"><span class="pre">dtype</span></code> is
-<code class="docutils literal notranslate"><span class="pre">None</span></code>, the output array data type is inferred from data types in
-<code class="docutils literal notranslate"><span class="pre">obj</span></code>. Default: <code class="docutils literal notranslate"><span class="pre">None</span></code></p></li>
-<li><p><strong>copy</strong> (<cite>bool</cite>, optional) – boolean indicating whether or not to copy the
-input. If <code class="docutils literal notranslate"><span class="pre">True</span></code>, always creates a copy. If <code class="docutils literal notranslate"><span class="pre">False</span></code>, the
-need to copy raises <a class="reference external" href="https://docs.python.org/3/library/exceptions.html#ValueError" title="(in Python v3.13)"><code class="xref py py-exc docutils literal notranslate"><span class="pre">ValueError</span></code></a>. If <code class="docutils literal notranslate"><span class="pre">None</span></code>, tries to reuse
-existing memory allocations if possible, but allows to perform
-a copy otherwise. Default: <code class="docutils literal notranslate"><span class="pre">None</span></code></p></li>
-<li><p><strong>order</strong> (<code class="docutils literal notranslate"><span class="pre">&quot;C&quot;</span></code>, <code class="docutils literal notranslate"><span class="pre">&quot;F&quot;</span></code>, <code class="docutils literal notranslate"><span class="pre">&quot;A&quot;</span></code>, <code class="docutils literal notranslate"><span class="pre">&quot;K&quot;</span></code>, optional) – memory layout of the output array. Default: <code class="docutils literal notranslate"><span class="pre">&quot;K&quot;</span></code></p></li>
-<li><p><strong>device</strong> (<em>optional</em>) – array API concept of device where the output array
-is created. <code class="docutils literal notranslate"><span class="pre">device</span></code> can be <code class="docutils literal notranslate"><span class="pre">None</span></code>, a oneAPI filter selector
-string, an instance of <a class="reference internal" href="dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a> corresponding to
-a non-partitioned SYCL device, an instance of
-<a class="reference internal" href="dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>, or a <a class="reference internal" href="../tensor.utility_functions.html#dpctl.tensor.Device" title="dpctl.tensor.Device"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.Device</span></code></a> object
-returned by <a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.device.html#dpctl.tensor.usm_ndarray.device" title="dpctl.tensor.usm_ndarray.device"><code class="xref py py-attr docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray.device</span></code></a>.
-Default: <code class="docutils literal notranslate"><span class="pre">None</span></code></p></li>
-<li><p><strong>usm_type</strong> (<code class="docutils literal notranslate"><span class="pre">&quot;device&quot;</span></code>, <code class="docutils literal notranslate"><span class="pre">&quot;shared&quot;</span></code>, <code class="docutils literal notranslate"><span class="pre">&quot;host&quot;</span></code>, optional) – The type of SYCL USM allocation for the output array.
-Default: <code class="docutils literal notranslate"><span class="pre">&quot;device&quot;</span></code></p></li>
-<li><p><strong>sycl_queue</strong> (<a class="reference internal" href="dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>, optional) – The SYCL queue to use
-for output array allocation and copying. <code class="docutils literal notranslate"><span class="pre">sycl_queue</span></code> and
-<code class="docutils literal notranslate"><span class="pre">device</span></code> are complementary arguments, i.e. use one or another.
-If both are specified, a <a class="reference external" href="https://docs.python.org/3/library/exceptions.html#TypeError" title="(in Python v3.13)"><code class="xref py py-exc docutils literal notranslate"><span class="pre">TypeError</span></code></a> is raised unless both
-imply the same underlying SYCL queue to be used. If both are
-<code class="docutils literal notranslate"><span class="pre">None</span></code>, a cached queue targeting default-selected device is
-used for allocation and population. Default: <code class="docutils literal notranslate"><span class="pre">None</span></code></p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Array created from input object.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
-</dd>
-</dl>
-</dd></dl>
-
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-<h1>dpctl.tensor.asin<a class="headerlink" href="#dpctl-tensor-asin" title="Permalink to this heading">¶</a></h1>
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-<dt class="sig sig-object py" id="dpctl.tensor.asin">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">asin</span></span><a class="headerlink" href="#dpctl.tensor.asin" title="Permalink to this definition">¶</a></dt>
-<dd><p>asin(x, /, *, out=None, order=’K’)</p>
-<p>Computes inverse sine for each element <cite>x_i</cite> for input array <cite>x</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Input array, expected to have a floating-point data type.</p></li>
-<li><p><strong>out</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><em>None</em><em>]</em><em>, </em><em>optional</em>) – Output array to populate.
-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the element-wise inverse sine, in radians
-and in the closed interval <cite>[-pi/2, pi/2]</cite>. The data type
-of the returned array is determined by the Type Promotion Rules.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<h1>dpctl.tensor.asinh<a class="headerlink" href="#dpctl-tensor-asinh" title="Permalink to this heading">¶</a></h1>
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-<dt class="sig sig-object py" id="dpctl.tensor.asinh">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">asinh</span></span><a class="headerlink" href="#dpctl.tensor.asinh" title="Permalink to this definition">¶</a></dt>
-<dd><p>asinh(x, /, *, out=None, order=’K’)</p>
-<p>Computes inverse hyperbolic sine for each element <cite>x_i</cite> for input array <cite>x</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Input array, expected to have a floating-point data type.</p></li>
-<li><p><strong>out</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><em>None</em><em>]</em><em>, </em><em>optional</em>) – Output array to populate.
-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the element-wise inverse hyperbolic sine.
-The data type of the returned array is determined by
-the Type Promotion Rules.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<li class="toctree-l7 has-children"><a class="reference internal" href="../../libsyclinterface/generated/class_dpctl_syclinterface_dpctl_accelerator_selector.html">class dpctl::syclinterface::dpctl_accelerator_selector</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of class dpctl::syclinterface::dpctl_accelerator_selector</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
-</li>
-<li class="toctree-l7 has-children"><a class="reference internal" href="../../libsyclinterface/generated/class_dpctl_syclinterface_dpctl_cpu_selector.html">class dpctl::syclinterface::dpctl_cpu_selector</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of class dpctl::syclinterface::dpctl_cpu_selector</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
-</li>
-<li class="toctree-l7 has-children"><a class="reference internal" href="../../libsyclinterface/generated/class_dpctl_syclinterface_dpctl_default_selector.html">class dpctl::syclinterface::dpctl_default_selector</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of class dpctl::syclinterface::dpctl_default_selector</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
-</li>
-<li class="toctree-l7 has-children"><a class="reference internal" href="../../libsyclinterface/generated/class_dpctl_syclinterface_dpctl_device_selector.html">class dpctl::syclinterface::dpctl_device_selector</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of class dpctl::syclinterface::dpctl_device_selector</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
-</li>
-<li class="toctree-l7 has-children"><a class="reference internal" href="../../libsyclinterface/generated/class_dpctl_syclinterface_dpctl_filter_selector.html">class dpctl::syclinterface::dpctl_filter_selector</a><input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" role="switch" type="checkbox"/><label for="toctree-checkbox-43"><div class="visually-hidden">Toggle navigation of class dpctl::syclinterface::dpctl_filter_selector</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
-</li>
-<li class="toctree-l7 has-children"><a class="reference internal" href="../../libsyclinterface/generated/class_dpctl_syclinterface_dpctl_gpu_selector.html">class dpctl::syclinterface::dpctl_gpu_selector</a><input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" role="switch" type="checkbox"/><label for="toctree-checkbox-44"><div class="visually-hidden">Toggle navigation of class dpctl::syclinterface::dpctl_gpu_selector</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
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-</li>
-</ul>
-</li>
-<li class="toctree-l5"><a class="reference internal" href="../../libsyclinterface/generated/enum_DPCTLGlobalMemCacheType.html">enum DPCTLGlobalMemCacheType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../../libsyclinterface/generated/enum_DPCTLKernelArgType.html">enum DPCTLKernelArgType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../../libsyclinterface/generated/enum_DPCTLPartitionAffinityDomainType.html">enum DPCTLPartitionAffinityDomainType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../../libsyclinterface/generated/enum_DPCTLQueuePropertyType.html">enum DPCTLQueuePropertyType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../../libsyclinterface/generated/enum_DPCTLSyclAspectType.html">enum DPCTLSyclAspectType</a></li>
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-<li class="toctree-l5 has-children"><a class="reference internal" href="../../libsyclinterface/generated/struct_MDLocalAccessorTy.html">struct MDLocalAccessorTy</a><input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" role="switch" type="checkbox"/><label for="toctree-checkbox-45"><div class="visually-hidden">Toggle navigation of struct MDLocalAccessorTy</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
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-</li>
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-</ul>
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-</li>
-<li class="toctree-l2"><a class="reference internal" href="../../dpctl_capi.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code> C API</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../dpctl_cython.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code> Cython API</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../dpctl_pybind11.html">pybind11 API</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../dpctl_cmake.html">CMake support</a></li>
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-<li class="toctree-l1 has-children"><a class="reference internal" href="../../../contributor_guides/index.html">Contributing to <code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a><input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" role="switch" type="checkbox"/><label for="toctree-checkbox-46"><div class="visually-hidden">Toggle navigation of Contributing to dpctl</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l2"><a class="reference internal" href="../../../contributor_guides/building.html">Building from the Source</a></li>
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-<li class="toctree-l2"><a class="reference internal" href="../../../contributor_guides/memory_ownership_sycl_interface.html">Working with DPCTLSyclInterface library</a></li>
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-          <section id="dpctl-tensor-astype">
-<h1>dpctl.tensor.astype<a class="headerlink" href="#dpctl-tensor-astype" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.astype">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">astype</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">array</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_dtype</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">order</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'K'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">casting</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'unsafe'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">copy</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">device</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_copy_utils.html#astype"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.astype" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a copy of the <a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a>, cast to a
-specified type.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>array</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – An input array.</p></li>
-<li><p><strong>new_dtype</strong> (<a class="reference internal" href="../tensor.data_types.html#dpctl.tensor.dtype" title="dpctl.tensor.dtype"><em>dtype</em></a>) – The data type of the resulting array. If <cite>None</cite>, gives default
-floating point type supported by device where the resulting array
-will be located.</p></li>
-<li><p><strong>order</strong> (<em>{&quot;C&quot;</em><em>, </em><em>&quot;F&quot;</em><em>, </em><em>&quot;A&quot;</em><em>, </em><em>&quot;K&quot;}</em><em>, </em><em>optional</em>) – Controls memory layout of the resulting array if a copy
-is returned.</p></li>
-<li><p><strong>casting</strong> (<em>{'no'</em><em>, </em><em>'equiv'</em><em>, </em><em>'safe'</em><em>, </em><em>'same_kind'</em><em>, </em><em>'unsafe'}</em><em>, </em><em>optional</em>) – Controls what kind of data casting may occur. Please see
-<a class="reference external" href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.astype.html#numpy.ndarray.astype" title="(in NumPy v2.2)"><code class="xref py py-meth docutils literal notranslate"><span class="pre">numpy.ndarray.astype()</span></code></a> for description of casting modes.</p></li>
-<li><p><strong>copy</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><em>bool</em></a><em>, </em><em>optional</em>) – By default, <cite>astype</cite> always returns a newly allocated array.
-If this keyword is set to <cite>False</cite>, a view of the input array
-may be returned when possible.</p></li>
-<li><p><strong>device</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#object" title="(in Python v3.13)"><em>object</em></a>) – array API specification of device where the
-output array is created. Device can be specified by a
-a filter selector string, an instance of
-<a class="reference internal" href="dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a>, an instance of
-<a class="reference internal" href="dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>, or an instance of
-<a class="reference internal" href="../tensor.utility_functions.html#dpctl.tensor.Device" title="dpctl.tensor.Device"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.Device</span></code></a>. If the value is <cite>None</cite>,
-returned array is created on the same device as <cite>array</cite>.
-Default: <cite>None</cite>.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array with requested data type.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
-</dd>
-</dl>
-<p>A view can be returned, if possible, when <cite>copy=False</cite> is used.</p>
-</dd></dl>
-
-</section>
-
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-<h1>dpctl.tensor.atan<a class="headerlink" href="#dpctl-tensor-atan" title="Permalink to this heading">¶</a></h1>
-<dl class="py data">
-<dt class="sig sig-object py" id="dpctl.tensor.atan">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">atan</span></span><a class="headerlink" href="#dpctl.tensor.atan" title="Permalink to this definition">¶</a></dt>
-<dd><p>atan(x, /, *, out=None, order=’K’)</p>
-<p>Computes inverse tangent for each element <cite>x_i</cite> for input array <cite>x</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Input array, expected to have a floating-point data type.</p></li>
-<li><p><strong>out</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><em>None</em><em>]</em><em>, </em><em>optional</em>) – Output array to populate.
-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the element-wise inverse tangent, in radians
-and in the closed interval <cite>[-pi/2, pi/2]</cite>. The data type
-of the returned array is determined by the Type Promotion Rules.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<h1>dpctl.tensor.atan2<a class="headerlink" href="#dpctl-tensor-atan2" title="Permalink to this heading">¶</a></h1>
-<dl class="py data">
-<dt class="sig sig-object py" id="dpctl.tensor.atan2">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">atan2</span></span><a class="headerlink" href="#dpctl.tensor.atan2" title="Permalink to this definition">¶</a></dt>
-<dd><p>atan2(x1, x2, /, *, out=None, order=’K’)</p>
-<p>Calculates the inverse tangent of the quotient <cite>x1_i/x2_i</cite> for each element
-<cite>x1_i</cite> of the input array <cite>x1</cite> with the respective element <cite>x2_i</cite> of the
-input array <cite>x2</cite>. Each element-wise result is expressed in radians.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x1</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – First input array, expected to have a real-valued floating-point
-data type.</p></li>
-<li><p><strong>x2</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Second input array, also expected to have a real-valued
-floating-point data type.</p></li>
-<li><p><strong>out</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><em>None</em><em>]</em><em>, </em><em>optional</em>) – Output array to populate.
-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the inverse tangent of the quotient <cite>x1</cite>/<cite>x2</cite>.
-The returned array must have a real-valued floating-point data type
-determined by Type Promotion Rules.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<h1>dpctl.tensor.atanh<a class="headerlink" href="#dpctl-tensor-atanh" title="Permalink to this heading">¶</a></h1>
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-<dt class="sig sig-object py" id="dpctl.tensor.atanh">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">atanh</span></span><a class="headerlink" href="#dpctl.tensor.atanh" title="Permalink to this definition">¶</a></dt>
-<dd><p>atanh(x, /, *, out=None, order=’K’)</p>
-<p>Computes hyperbolic inverse tangent for each element <cite>x_i</cite> for input array <cite>x</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
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-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the element-wise hyperbolic inverse tangent.
-The data type of the returned array is determined by
-the Type Promotion Rules.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<h1>dpctl.tensor.bitwise_and<a class="headerlink" href="#dpctl-tensor-bitwise-and" title="Permalink to this heading">¶</a></h1>
-<dl class="py data">
-<dt class="sig sig-object py" id="dpctl.tensor.bitwise_and">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">bitwise_and</span></span><a class="headerlink" href="#dpctl.tensor.bitwise_and" title="Permalink to this definition">¶</a></dt>
-<dd><p>bitwise_and(x1, x2, /, *, out=None, order=’K’)</p>
-<p>Computes the bitwise AND of the underlying binary representation of each
-element <cite>x1_i</cite> of the input array <cite>x1</cite> with the respective element <cite>x2_i</cite>
-of the input array <cite>x2</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x1</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – First input array, expected to have integer or boolean data type.</p></li>
-<li><p><strong>x2</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Second input array, also expected to have integer or boolean data
-type.</p></li>
-<li><p><strong>out</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><em>None</em><em>]</em><em>, </em><em>optional</em>) – Output array to populate.
-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the element-wise results. The data type
-of the returned array is determined by the Type Promotion Rules.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
-</dd>
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-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">bitwise_invert</span></span><a class="headerlink" href="#dpctl.tensor.bitwise_invert" title="Permalink to this definition">¶</a></dt>
-<dd><p>bitwise_invert(x, /, *, out=None, order=’K’)</p>
-<p>Inverts (flips) each bit for each element <cite>x_i</cite> of the input array <cite>x</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Input array, expected to have integer or boolean data type.</p></li>
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-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the element-wise results.
-The data type of the returned array is same as the data type of the
-input array.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<h1>dpctl.tensor.bitwise_left_shift<a class="headerlink" href="#dpctl-tensor-bitwise-left-shift" title="Permalink to this heading">¶</a></h1>
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-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">bitwise_left_shift</span></span><a class="headerlink" href="#dpctl.tensor.bitwise_left_shift" title="Permalink to this definition">¶</a></dt>
-<dd><p>bitwise_left_shift(x1, x2, /, *, out=None, order=’K’)</p>
-<p>Shifts the bits of each element <cite>x1_i</cite> of the input array x1 to the left by
-appending <cite>x2_i</cite> (i.e., the respective element in the input array <cite>x2</cite>) zeros to
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-<li><p><strong>x2</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Second input array, also expected to have integer data type.
-Each element must be greater than or equal to 0.</p></li>
-<li><p><strong>out</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><em>None</em><em>]</em><em>, </em><em>optional</em>) – Output array to populate.
-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
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-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the element-wise results. The data type
-of the returned array is determined by the Type Promotion Rules.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-          <section id="dpctl-tensor-bitwise-or">
-<h1>dpctl.tensor.bitwise_or<a class="headerlink" href="#dpctl-tensor-bitwise-or" title="Permalink to this heading">¶</a></h1>
-<dl class="py data">
-<dt class="sig sig-object py" id="dpctl.tensor.bitwise_or">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">bitwise_or</span></span><a class="headerlink" href="#dpctl.tensor.bitwise_or" title="Permalink to this definition">¶</a></dt>
-<dd><p>bitwise_or(x1, x2, /, *, out=None, order=’K’)</p>
-<p>Computes the bitwise OR of the underlying binary representation of each
-element <cite>x1_i</cite> of the input array <cite>x1</cite> with the respective element <cite>x2_i</cite>
-of the input array <cite>x2</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x1</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – First input array, expected to have integer or boolean data type.</p></li>
-<li><p><strong>x2</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Second input array, also expected to have integer or boolean data
-type.</p></li>
-<li><p><strong>out</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><em>None</em><em>]</em><em>, </em><em>optional</em>) – Output array to populate.
-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the element-wise results. The data type
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-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">bitwise_right_shift</span></span><a class="headerlink" href="#dpctl.tensor.bitwise_right_shift" title="Permalink to this definition">¶</a></dt>
-<dd><p>bitwise_right_shift(x1, x2, /, *, out=None, order=’K’)</p>
-<p>Shifts the bits of each element <cite>x1_i</cite> of the input array <cite>x1</cite> to the right
-according to the respective element <cite>x2_i</cite> of the input array <cite>x2</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x1</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – First input array, expected to have integer data type.</p></li>
-<li><p><strong>x2</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Second input array, also expected to have integer data type.
-Each element must be greater than or equal to 0.</p></li>
-<li><p><strong>out</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><em>None</em><em>]</em><em>, </em><em>optional</em>) – Output array to populate.
-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the element-wise results. The data type
-of the returned array is determined by the Type Promotion Rules.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<dd><p>bitwise_xor(x1, x2, /, *, out=None, order=’K’)</p>
-<p>Computes the bitwise XOR of the underlying binary representation of each
-element <cite>x1_i</cite> of the input array <cite>x1</cite> with the respective element <cite>x2_i</cite>
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-type.</p></li>
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-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
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-<dd class="field-even"><p>An array containing the element-wise results. The data type
-of the returned array is determined by the Type Promotion Rules.</p>
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-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-          <section id="dpctl-tensor-broadcast-arrays">
-<h1>dpctl.tensor.broadcast_arrays<a class="headerlink" href="#dpctl-tensor-broadcast-arrays" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.broadcast_arrays">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">broadcast_arrays</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">arrays</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_manipulation_functions.html#broadcast_arrays"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.broadcast_arrays" title="Permalink to this definition">¶</a></dt>
-<dd><p>Broadcasts one or more <code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarrays</span></code> against
-one another.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
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-broadcasted.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A list of broadcasted arrays. Each array
-must have the same shape. Each array must have the same <cite>dtype</cite>,
-<cite>device</cite> and <cite>usm_type</cite> attributes as its corresponding input
-array.</p>
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-<dd class="field-odd"><p>List[<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a>]</p>
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-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">broadcast_to</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">shape</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_manipulation_functions.html#broadcast_to"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.broadcast_to" title="Permalink to this definition">¶</a></dt>
-<dd><p>Broadcast an array to a new <cite>shape</cite>; returns the broadcasted
-<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a> as a view.</p>
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-<li><p><strong>shape</strong> (<em>Tuple</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>,</em><em>...</em><em>]</em>) – array shape. The <cite>shape</cite> must be
-compatible with <cite>x</cite> according to broadcasting rules.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array with the specified <cite>shape</cite>.
-The output array is a view of the input array, and
-hence has the same data type, USM allocation type and
-device attributes.</p>
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-<h1>dpctl.tensor.can_cast<a class="headerlink" href="#dpctl-tensor-can-cast" title="Permalink to this heading">¶</a></h1>
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-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">can_cast</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">from</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">to</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">casting=&quot;safe&quot;</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_type_utils.html#can_cast"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.can_cast" title="Permalink to this definition">¶</a></dt>
-<dd><p>Determines if one data type can be cast to another data type according     to Type Promotion Rules.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>from</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><a class="reference internal" href="../tensor.data_types.html#dpctl.tensor.dtype" title="dpctl.tensor.dtype"><em>dtype</em></a><em>]</em>) – source data type. If <cite>from_</cite> is an array, a device-specific type
-promotion rules apply.</p></li>
-<li><p><strong>to</strong> (<a class="reference internal" href="../tensor.data_types.html#dpctl.tensor.dtype" title="dpctl.tensor.dtype"><em>dtype</em></a>) – target data type</p></li>
-<li><p><strong>casting</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a><em>]</em>) – <p>controls what kind of data casting may occur.</p>
-<blockquote>
-<div><ul>
-<li><p>”no” means data types should not be cast at all.</p></li>
-<li><p>”safe” means only casts that preserve values are allowed.</p></li>
-<li><p>”same_kind” means only safe casts and casts within a kind,
-like <cite>float64</cite> to <cite>float32</cite>, are allowed.</p></li>
-<li><p>”unsafe” means any data conversion can be done.</p></li>
-</ul>
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-<p>Default: <cite>“safe”</cite>.</p>
-</p></li>
-</ul>
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-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Gives <cite>True</cite> if cast can occur according to the casting rule.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)">bool</a></p>
-</dd>
-</dl>
-<p>Device-specific type promotion rules take into account which data type are
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-          <section id="dpctl-tensor-cbrt">
-<h1>dpctl.tensor.cbrt<a class="headerlink" href="#dpctl-tensor-cbrt" title="Permalink to this heading">¶</a></h1>
-<dl class="py data">
-<dt class="sig sig-object py" id="dpctl.tensor.cbrt">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">cbrt</span></span><a class="headerlink" href="#dpctl.tensor.cbrt" title="Permalink to this definition">¶</a></dt>
-<dd><p>cbrt(x, /, *, out=None, order=’K’)</p>
-<p>Computes positive cube-root for each element <cite>x_i</cite> for input array <cite>x</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Input array, expected to have a real floating-point data type.</p></li>
-<li><p><strong>out</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><em>None</em><em>]</em><em>, </em><em>optional</em>) – Output array to populate.
-Array have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
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-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the element-wise positive cube-root.
-The data type of the returned array is determined by
-the Type Promotion Rules.</p>
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-<h1>dpctl.tensor.ceil<a class="headerlink" href="#dpctl-tensor-ceil" title="Permalink to this heading">¶</a></h1>
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-<dt class="sig sig-object py" id="dpctl.tensor.ceil">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">ceil</span></span><a class="headerlink" href="#dpctl.tensor.ceil" title="Permalink to this definition">¶</a></dt>
-<dd><p>ceil(x, /, *, out=None, order=’K’)</p>
-<p>Returns the ceiling for each element <cite>x_i</cite> for input array <cite>x</cite>.</p>
-<p>The ceil of <cite>x_i</cite> is the smallest integer <cite>n</cite>, such that <cite>n &gt;= x_i</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
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-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Input array, expected to have a real-valued data type.</p></li>
-<li><p><strong>out</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><em>None</em><em>]</em><em>, </em><em>optional</em>) – Output array to populate.
-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the element-wise ceiling.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-          <section id="dpctl-tensor-clip">
-<h1>dpctl.tensor.clip<a class="headerlink" href="#dpctl-tensor-clip" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.clip">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">clip</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">out</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">order</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'K'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_clip.html#clip"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.clip" title="Permalink to this definition">¶</a></dt>
-<dd><p>Clips to the range [<cite>min_i</cite>, <cite>max_i</cite>] for each element <cite>x_i</cite>
-in <cite>x</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Array containing elements to clip.
-Must be compatible with <cite>min</cite> and <cite>max</cite> according
-to broadcasting rules.</p></li>
-<li><p><strong>min</strong> (<em>{None</em><em>, </em><em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><em>bool</em></a><em>, </em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>, </em><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><em>float</em></a><em>, </em><a class="reference external" href="https://docs.python.org/3/library/functions.html#complex" title="(in Python v3.13)"><em>complex</em></a><em>]</em><em>}</em><em>, </em><em>optional</em>) – Array containing minimum values.
-Must be compatible with <cite>x</cite> and <cite>max</cite> according
-to broadcasting rules.</p></li>
-<li><p><strong>max</strong> (<em>{None</em><em>, </em><em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><em>bool</em></a><em>, </em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>, </em><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><em>float</em></a><em>, </em><a class="reference external" href="https://docs.python.org/3/library/functions.html#complex" title="(in Python v3.13)"><em>complex</em></a><em>]</em><em>}</em><em>, </em><em>optional</em>) – Array containing maximum values.
-Must be compatible with <cite>x</cite> and <cite>min</cite> according
-to broadcasting rules.</p></li>
-<li><p><strong>out</strong> (<em>{None</em><em>, </em><em>usm_ndarray}</em><em>, </em><em>optional</em>) – Output array to populate.
-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the newly output array, if parameter <cite>out</cite> is
-<cite>None</cite>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array with elements clipped to the range [<cite>min</cite>, <cite>max</cite>].
-The returned array has the same data type as <cite>x</cite>.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
-</dd>
-</dl>
-</dd></dl>
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-<h1>dpctl.tensor.concat<a class="headerlink" href="#dpctl-tensor-concat" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.concat">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">concat</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">arrays</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axis</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_manipulation_functions.html#concat"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.concat" title="Permalink to this definition">¶</a></dt>
-<dd><p>Joins a sequence of arrays along an existing axis.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>arrays</strong> (<em>Union</em><em>[</em><em>List</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><em>Tuple</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>,</em><em>...</em><em>]</em><em>]</em><em>]</em>) – input arrays to join. The arrays must have the same shape,
-except in the dimension specified by <cite>axis</cite>.</p></li>
-<li><p><strong>axis</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>]</em>) – axis along which the arrays will be joined.
-If <cite>axis</cite> is <cite>None</cite>, arrays must be flattened before
-concatenation. If <cite>axis</cite> is negative, it is understood as
-being counted from the last dimension. Default: <cite>0</cite>.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An output array containing the concatenated
-values. The output array data type is determined by Type
-Promotion Rules of array API.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
-</dd>
-</dl>
-<p>All input arrays must have the same device attribute. The output array
-is allocated on that same device, and data movement operations are
-scheduled on a queue underlying the device. The USM allocation type
-of the output array is determined by USM allocation type promotion
-rules.</p>
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-<dd><p>conj(x, /, *, out=None, order=’K’)</p>
-<p>Computes conjugate of each element <cite>x_i</cite> for input array <cite>x</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
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-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Input array, expected to have a numeric data type.</p></li>
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-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
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-<dd class="field-even"><p>An array containing the element-wise conjugate values.</p>
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-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-          <section id="dpctl-tensor-copy">
-<h1>dpctl.tensor.copy<a class="headerlink" href="#dpctl-tensor-copy" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.copy">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">copy</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">ary</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">order</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'K'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_copy_utils.html#copy"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.copy" title="Permalink to this definition">¶</a></dt>
-<dd><p>Creates a copy of given instance of <a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>ary</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Input array</p></li>
-<li><p><strong>order</strong> (<code class="docutils literal notranslate"><span class="pre">&quot;C&quot;</span></code>, <code class="docutils literal notranslate"><span class="pre">&quot;F&quot;</span></code>, <code class="docutils literal notranslate"><span class="pre">&quot;A&quot;</span></code>, <code class="docutils literal notranslate"><span class="pre">&quot;K&quot;</span></code>, optional) – Controls the memory layout of the output array</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A copy of the input array.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
-</dd>
-</dl>
-<p>Memory layout of the copy is controlled by <code class="docutils literal notranslate"><span class="pre">order</span></code> keyword,
-following NumPy’s conventions. The <code class="docutils literal notranslate"><span class="pre">order</span></code> keywords can be
-one of the following:</p>
-<div class="table-wrapper docutils container">
-<table class="docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">&quot;C&quot;</span></code></p></td>
-<td><p>C-contiguous memory layout</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">&quot;F&quot;</span></code></p></td>
-<td><p>Fortran-contiguous memory layout</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">&quot;A&quot;</span></code></p></td>
-<td><p>Fortran-contiguous if the input array is also Fortran-contiguous,
-otherwise C-contiguous</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">&quot;K&quot;</span></code></p></td>
-<td><p>match the layout of <code class="docutils literal notranslate"><span class="pre">usm_ary</span></code> as closely as possible.</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-</dd></dl>
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-<dd><p>copysign(x1, x2, /, *, out=None, order=’K’)</p>
-<p>Composes a floating-point value with the magnitude of <cite>x1_i</cite> and the sign of
-<cite>x2_i</cite> for each element of input arrays <cite>x1</cite> and <cite>x2</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
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-<li><p><strong>x1</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – First input array, expected to have a real floating-point data type.</p></li>
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-type.</p></li>
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-Array have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
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-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the element-wise results. The data type
-of the returned array is determined by the Type Promotion Rules.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<h1>dpctl.tensor.cos<a class="headerlink" href="#dpctl-tensor-cos" title="Permalink to this heading">¶</a></h1>
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-<dt class="sig sig-object py" id="dpctl.tensor.cos">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">cos</span></span><a class="headerlink" href="#dpctl.tensor.cos" title="Permalink to this definition">¶</a></dt>
-<dd><p>cos(x, /, *, out=None, order=’K’)</p>
-<p>Computes cosine for each element <cite>x_i</cite> for input array <cite>x</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Input array, expected to have a floating-point data type.</p></li>
-<li><p><strong>out</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><em>None</em><em>]</em><em>, </em><em>optional</em>) – Output array to populate.
-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the element-wise cosine. The data type
-of the returned array is determined by the Type Promotion Rules.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-          <section id="dpctl-tensor-cosh">
-<h1>dpctl.tensor.cosh<a class="headerlink" href="#dpctl-tensor-cosh" title="Permalink to this heading">¶</a></h1>
-<dl class="py data">
-<dt class="sig sig-object py" id="dpctl.tensor.cosh">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">cosh</span></span><a class="headerlink" href="#dpctl.tensor.cosh" title="Permalink to this definition">¶</a></dt>
-<dd><p>cosh(x, /, *, out=None, order=’K’)</p>
-<p>Computes hyperbolic cosine for each element <cite>x_i</cite> for input array <cite>x</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Input array, expected to have a floating-point data type.</p></li>
-<li><p><strong>out</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><em>None</em><em>]</em><em>, </em><em>optional</em>) – Output array to populate.
-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the element-wise hyperbolic cosine. The data type
-of the returned array is determined by the Type Promotion Rules.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-          <section id="dpctl-tensor-count-nonzero">
-<h1>dpctl.tensor.count_nonzero<a class="headerlink" href="#dpctl-tensor-count-nonzero" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.count_nonzero">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">count_nonzero</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">/</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keepdims</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">out</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_reduction.html#count_nonzero"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.count_nonzero" title="Permalink to this definition">¶</a></dt>
-<dd><p>Counts the number of elements in the input array <code class="docutils literal notranslate"><span class="pre">x</span></code> which are non-zero.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – input array.</p></li>
-<li><p><strong>axis</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>, </em><em>Tuple</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>, </em><em>...</em><em>]</em><em>]</em>) – axis or axes along which to count. If a tuple of unique integers,
-the number of non-zero values are computed over multiple axes.
-If <code class="docutils literal notranslate"><span class="pre">None</span></code>, the number of non-zero values is computed over the
-entire array.
-Default: <code class="docutils literal notranslate"><span class="pre">None</span></code>.</p></li>
-<li><p><strong>keepdims</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><em>bool</em></a><em>]</em>) – if <code class="docutils literal notranslate"><span class="pre">True</span></code>, the reduced axes (dimensions) are included in the
-result as singleton dimensions, so that the returned array remains
-compatible with the input arrays according to Array Broadcasting
-rules. Otherwise, if <code class="docutils literal notranslate"><span class="pre">False</span></code>, the reduced axes are not included
-in the returned array. Default: <code class="docutils literal notranslate"><span class="pre">False</span></code>.</p></li>
-<li><p><strong>out</strong> (<em>Optional</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>]</em>) – the array into which the result is written.
-The data type of <code class="docutils literal notranslate"><span class="pre">out</span></code> must match the expected shape and data
-type.
-If <code class="docutils literal notranslate"><span class="pre">None</span></code> then a new array is returned. Default: <code class="docutils literal notranslate"><span class="pre">None</span></code>.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>an array containing the count of non-zero values. If the sum was
-computed over the entire array, a zero-dimensional array is
-returned. The returned array will have the default array index data
-type.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-          <section id="dpctl-tensor-diff">
-<h1>dpctl.tensor.diff<a class="headerlink" href="#dpctl-tensor-diff" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.diff">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">diff</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">/</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">-1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prepend</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">append</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_utility_functions.html#diff"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.diff" title="Permalink to this definition">¶</a></dt>
-<dd><p>Calculates the <cite>n</cite>-th discrete forward difference of <cite>x</cite> along <cite>axis</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – input array.</p></li>
-<li><p><strong>axis</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a>) – axis along which to compute the difference. A valid axis must be on
-the interval <cite>[-N, N)</cite>, where <cite>N</cite> is the rank (number of
-dimensions) of <cite>x</cite>.
-Default: <cite>-1</cite></p></li>
-<li><p><strong>n</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a>) – number of times to recursively compute the difference.
-Default: <cite>1</cite>.</p></li>
-<li><p><strong>prepend</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><em>bool</em></a><em>, </em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>, </em><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><em>float</em></a><em>, </em><a class="reference external" href="https://docs.python.org/3/library/functions.html#complex" title="(in Python v3.13)"><em>complex</em></a><em>]</em>) – value or values to prepend to the specified axis before taking the
-difference.
-Must have the same shape as <cite>x</cite> except along <cite>axis</cite>, which can have
-any shape.
-Default: <cite>None</cite>.</p></li>
-<li><p><strong>append</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><em>bool</em></a><em>, </em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>, </em><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><em>float</em></a><em>, </em><a class="reference external" href="https://docs.python.org/3/library/functions.html#complex" title="(in Python v3.13)"><em>complex</em></a><em>]</em>) – value or values to append to the specified axis before taking the
-difference.
-Must have the same shape as <cite>x</cite> except along <cite>axis</cite>, which can have
-any shape.
-Default: <cite>None</cite>.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p><p>an array containing the <cite>n</cite>-th differences. The array will have the
-same shape as <cite>x</cite>, except along <cite>axis</cite>, which will have shape:
-<code class="docutils literal notranslate"><span class="pre">prepend.shape[axis]</span> <span class="pre">+</span> <span class="pre">x.shape[axis]</span> <span class="pre">+</span> <span class="pre">append.shape[axis]</span> <span class="pre">-</span> <span class="pre">n</span></code></p>
-<p>The data type of the returned array is determined by the Type
-Promotion Rules.</p>
-</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
-</dd>
-</dl>
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-<h1>dpctl.tensor.divide<a class="headerlink" href="#dpctl-tensor-divide" title="Permalink to this heading">¶</a></h1>
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-<dt class="sig sig-object py" id="dpctl.tensor.divide">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">divide</span></span><a class="headerlink" href="#dpctl.tensor.divide" title="Permalink to this definition">¶</a></dt>
-<dd><p>divide(x1, x2, /, *, out=None, order=’K’)</p>
-<p>Calculates the ratio for each element <cite>x1_i</cite> of the input array <cite>x1</cite> with
-the respective element <cite>x2_i</cite> of the input array <cite>x2</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x1</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – First input array, expected to have a floating-point data type.</p></li>
-<li><p><strong>x2</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Second input array, also expected to have a floating-point data type.</p></li>
-<li><p><strong>out</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><em>None</em><em>]</em><em>, </em><em>optional</em>) – Output array to populate.
-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the result of element-wise division. The data type
-of the returned array is determined by the Type Promotion Rules.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<li class="toctree-l5 has-children"><a class="reference internal" href="../../libsyclinterface/generated/struct_MDLocalAccessorTy.html">struct MDLocalAccessorTy</a><input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" role="switch" type="checkbox"/><label for="toctree-checkbox-45"><div class="visually-hidden">Toggle navigation of struct MDLocalAccessorTy</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
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-          <section id="dpctl-tensor-empty">
-<h1>dpctl.tensor.empty<a class="headerlink" href="#dpctl-tensor-empty" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.empty">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">empty</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">shape</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dtype</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">order</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'C'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">device</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">usm_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'device'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sycl_queue</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_ctors.html#empty"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.empty" title="Permalink to this definition">¶</a></dt>
-<dd><p>Creates <a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a> from uninitialized
-USM allocation.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>shape</strong> (<em>Tuple</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>]</em><em>, </em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a>) – Dimensions of the array to be created.</p></li>
-<li><p><strong>dtype</strong> (<em>optional</em>) – data type of the array. Can be typestring,
-a <a class="reference external" href="https://numpy.org/doc/stable/reference/generated/numpy.dtype.html#numpy.dtype" title="(in NumPy v2.2)"><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.dtype</span></code></a> object, <a class="reference external" href="https://numpy.org/doc/stable/reference/index.html#module-numpy" title="(in NumPy v2.2)"><code class="xref py py-mod docutils literal notranslate"><span class="pre">numpy</span></code></a> char string,
-or a NumPy scalar type. The <code class="docutils literal notranslate"><span class="pre">None</span></code> value creates an
-array of floating point data type. Default: <code class="docutils literal notranslate"><span class="pre">None</span></code></p></li>
-<li><p><strong>order</strong> (<code class="docutils literal notranslate"><span class="pre">&quot;C&quot;</span></code>, or <code class="docutils literal notranslate"><span class="pre">F&quot;</span></code>) – memory layout for the array. Default: <code class="docutils literal notranslate"><span class="pre">&quot;C&quot;</span></code></p></li>
-<li><p><strong>device</strong> (<em>optional</em>) – array API concept of device where the output array
-is created. <code class="docutils literal notranslate"><span class="pre">device</span></code> can be <code class="docutils literal notranslate"><span class="pre">None</span></code>, a oneAPI filter selector
-string, an instance of <a class="reference internal" href="dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a> corresponding to
-a non-partitioned SYCL device, an instance of
-<a class="reference internal" href="dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>, or a <a class="reference internal" href="../tensor.utility_functions.html#dpctl.tensor.Device" title="dpctl.tensor.Device"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.Device</span></code></a> object
-returned by <a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.device.html#dpctl.tensor.usm_ndarray.device" title="dpctl.tensor.usm_ndarray.device"><code class="xref py py-attr docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray.device</span></code></a>.
-Default: <code class="docutils literal notranslate"><span class="pre">None</span></code></p></li>
-<li><p><strong>usm_type</strong> (<code class="docutils literal notranslate"><span class="pre">&quot;device&quot;</span></code>, <code class="docutils literal notranslate"><span class="pre">&quot;shared&quot;</span></code>, <code class="docutils literal notranslate"><span class="pre">&quot;host&quot;</span></code>, optional) – The type of SYCL USM allocation for the output array.
-Default: <code class="docutils literal notranslate"><span class="pre">&quot;device&quot;</span></code></p></li>
-<li><p><strong>sycl_queue</strong> (<a class="reference internal" href="dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>, optional) – The SYCL queue to use
-for output array allocation and copying. <code class="docutils literal notranslate"><span class="pre">sycl_queue</span></code> and
-<code class="docutils literal notranslate"><span class="pre">device</span></code> are complementary arguments, i.e. use one or another.
-If both are specified, a <a class="reference external" href="https://docs.python.org/3/library/exceptions.html#TypeError" title="(in Python v3.13)"><code class="xref py py-exc docutils literal notranslate"><span class="pre">TypeError</span></code></a> is raised unless both
-imply the same underlying SYCL queue to be used. If both are
-<code class="docutils literal notranslate"><span class="pre">None</span></code>, a cached queue targeting default-selected device is
-used for allocation and population. Default: <code class="docutils literal notranslate"><span class="pre">None</span></code></p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Created empty array.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
-</dd>
-</dl>
-</dd></dl>
-
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-
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-<h1>dpctl.tensor.empty_like<a class="headerlink" href="#dpctl-tensor-empty-like" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.empty_like">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">empty_like</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">/</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dtype</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">order</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'K'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">device</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">usm_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sycl_queue</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_ctors.html#empty_like"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.empty_like" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns an uninitialized <a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a> with the
-same <cite>shape</cite> as the input array <cite>x</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Input array from which to derive the output array shape.</p></li>
-<li><p><strong>dtype</strong> (<em>optional</em>) – data type of the array. Can be a typestring,
-a <a class="reference external" href="https://numpy.org/doc/stable/reference/generated/numpy.dtype.html#numpy.dtype" title="(in NumPy v2.2)"><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.dtype</span></code></a> object, NumPy char string,
-or a NumPy scalar type. Default: <code class="docutils literal notranslate"><span class="pre">None</span></code></p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>, </em><em>&quot;F&quot;</em><em>, </em><em>&quot;A&quot;</em><em>, or </em><em>&quot;K&quot;</em>) – memory layout for the array. Default: <code class="docutils literal notranslate"><span class="pre">&quot;K&quot;</span></code></p></li>
-<li><p><strong>device</strong> (<em>optional</em>) – array API concept of device where the output array
-is created. <code class="docutils literal notranslate"><span class="pre">device</span></code> can be <code class="docutils literal notranslate"><span class="pre">None</span></code>, a oneAPI filter selector
-string, an instance of <a class="reference internal" href="dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a> corresponding to
-a non-partitioned SYCL device, an instance of
-<a class="reference internal" href="dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>, or a <a class="reference internal" href="../tensor.utility_functions.html#dpctl.tensor.Device" title="dpctl.tensor.Device"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.Device</span></code></a> object
-returned by <a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.device.html#dpctl.tensor.usm_ndarray.device" title="dpctl.tensor.usm_ndarray.device"><code class="xref py py-attr docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray.device</span></code></a>.
-Default: <code class="docutils literal notranslate"><span class="pre">None</span></code></p></li>
-<li><p><strong>usm_type</strong> (<code class="docutils literal notranslate"><span class="pre">&quot;device&quot;</span></code>, <code class="docutils literal notranslate"><span class="pre">&quot;shared&quot;</span></code>, <code class="docutils literal notranslate"><span class="pre">&quot;host&quot;</span></code>, optional) – The type of SYCL USM allocation for the output array.
-Default: <code class="docutils literal notranslate"><span class="pre">&quot;device&quot;</span></code></p></li>
-<li><p><strong>sycl_queue</strong> (<a class="reference internal" href="dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>, optional) – The SYCL queue to use
-for output array allocation and copying. <code class="docutils literal notranslate"><span class="pre">sycl_queue</span></code> and
-<code class="docutils literal notranslate"><span class="pre">device</span></code> are complementary arguments, i.e. use one or another.
-If both are specified, a <a class="reference external" href="https://docs.python.org/3/library/exceptions.html#TypeError" title="(in Python v3.13)"><code class="xref py py-exc docutils literal notranslate"><span class="pre">TypeError</span></code></a> is raised unless both
-imply the same underlying SYCL queue to be used. If both are
-<code class="docutils literal notranslate"><span class="pre">None</span></code>, a cached queue targeting default-selected device is
-used for allocation. Default: <code class="docutils literal notranslate"><span class="pre">None</span></code></p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Created empty array with uninitialized memory.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
-</dd>
-</dl>
-</dd></dl>
-
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-
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-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">equal</span></span><a class="headerlink" href="#dpctl.tensor.equal" title="Permalink to this definition">¶</a></dt>
-<dd><p>equal(x1, x2, /, *, out=None, order=’K’)</p>
-<p>Calculates equality test results for each element <cite>x1_i</cite> of the input array <cite>x1</cite>
-with the respective element <cite>x2_i</cite> of the input array <cite>x2</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x1</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – First input array.</p></li>
-<li><p><strong>x2</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Second input array.</p></li>
-<li><p><strong>out</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><em>None</em><em>]</em><em>, </em><em>optional</em>) – Output array to populate.
-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the result of element-wise equality comparison.
-The returned array has a data type of <cite>bool</cite>.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<h1>dpctl.tensor.exp<a class="headerlink" href="#dpctl-tensor-exp" title="Permalink to this heading">¶</a></h1>
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-<dt class="sig sig-object py" id="dpctl.tensor.exp">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">exp</span></span><a class="headerlink" href="#dpctl.tensor.exp" title="Permalink to this definition">¶</a></dt>
-<dd><p>exp(x, /, *, out=None, order=’K’)</p>
-<p>Computes the exponential for each element <cite>x_i</cite> of input array <cite>x</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Input array, expected to have a floating-point data type.</p></li>
-<li><p><strong>out</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><em>None</em><em>]</em><em>, </em><em>optional</em>) – Output array to populate.
-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the element-wise exponential of x.
-The data type of the returned array is determined by
-the Type Promotion Rules.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<dd><p>exp2(x, /, *, out=None, order=’K’)</p>
-<p>Computes the base-2 exponential for each element <cite>x_i</cite> for input array <cite>x</cite>.</p>
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-Array have the correct shape and the expected data type.</p></li>
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-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
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-<dd class="field-even"><p>An array containing the element-wise base-2 exponentials.
-The data type of the returned array is determined by
-the Type Promotion Rules.</p>
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-<h1>dpctl.tensor.expand_dims<a class="headerlink" href="#dpctl-tensor-expand-dims" title="Permalink to this heading">¶</a></h1>
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-<dt class="sig sig-object py" id="dpctl.tensor.expand_dims">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">expand_dims</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axis</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_manipulation_functions.html#expand_dims"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.expand_dims" title="Permalink to this definition">¶</a></dt>
-<dd><p>Expands the shape of an array by inserting a new axis (dimension)
-of size one at the position specified by axis.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – input array</p></li>
-<li><p><strong>axis</strong> (<em>Union</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>, </em><em>Tuple</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>]</em><em>]</em>) – axis position in the expanded axes (zero-based). If <cite>x</cite> has rank
-(i.e, number of dimensions) <cite>N</cite>, a valid <cite>axis</cite> must reside
-in the closed-interval <cite>[-N-1, N]</cite>. If provided a negative
-<cite>axis</cite>, the <cite>axis</cite> position at which to insert a singleton
-dimension is computed as <cite>N + axis + 1</cite>. Hence, if
-provided <cite>-1</cite>, the resolved axis position is <cite>N</cite> (i.e.,
-a singleton dimension must be appended to the input array <cite>x</cite>).
-If provided <cite>-N-1</cite>, the resolved axis position is <cite>0</cite> (i.e., a
-singleton dimension is prepended to the input array <cite>x</cite>).</p></li>
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-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Returns a view, if possible, and a copy otherwise with the number
-of dimensions increased.
-The expanded array has the same data type as the input array <cite>x</cite>.
-The expanded array is located on the same device as the input
-array, and has the same USM allocation type.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/exceptions.html#IndexError" title="(in Python v3.13)"><strong>IndexError</strong></a> – if <cite>axis</cite> value is invalid.</p>
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-          <section id="dpctl-tensor-expm1">
-<h1>dpctl.tensor.expm1<a class="headerlink" href="#dpctl-tensor-expm1" title="Permalink to this heading">¶</a></h1>
-<dl class="py data">
-<dt class="sig sig-object py" id="dpctl.tensor.expm1">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">expm1</span></span><a class="headerlink" href="#dpctl.tensor.expm1" title="Permalink to this definition">¶</a></dt>
-<dd><p>expm1(x, /, *, out=None, order=’K’)</p>
-<p>Computes the exponential minus 1 for each element <cite>x_i</cite> of input array <cite>x</cite>.</p>
-<p>This function calculates <cite>exp(x) - 1.0</cite> more accurately for small values of <cite>x</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Input array, expected to have a floating-point data type.</p></li>
-<li><p><strong>out</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Output array to populate. Array must have the correct
-shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – memory layout of the new
-output array, if parameter <cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the element-wise <cite>exp(x) - 1</cite> results.
-The data type of the returned array is determined by the Type
-Promotion Rules.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<dd><p>Returns the elements of an array that satisfies the condition.</p>
-<p>If <code class="docutils literal notranslate"><span class="pre">condition</span></code> is boolean <code class="docutils literal notranslate"><span class="pre">dpctl.tensor.extract</span></code> is
-equivalent to <code class="docutils literal notranslate"><span class="pre">arr[condition]</span></code>.</p>
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-<code class="docutils literal notranslate"><span class="pre">dpctl.tensor.extract</span></code>.</p>
-<dl class="field-list simple">
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-<li><p><strong>conditions</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – An array whose non-zero or <code class="docutils literal notranslate"><span class="pre">True</span></code> entries indicate the element
-of <code class="docutils literal notranslate"><span class="pre">arr</span></code> to extract.</p></li>
-<li><p><strong>arr</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Input array of the same size as <code class="docutils literal notranslate"><span class="pre">condition</span></code>.</p></li>
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-          <section id="dpctl-tensor-eye">
-<h1>dpctl.tensor.eye<a class="headerlink" href="#dpctl-tensor-eye" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.eye">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">eye</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">n_rows</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_cols</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">/</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">k</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dtype</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">device</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">usm_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'device'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sycl_queue</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_ctors.html#eye"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.eye" title="Permalink to this definition">¶</a></dt>
-<dd><p>Creates <a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a> with ones on the <cite>k</cite>-th
-diagonal.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>n_rows</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a>) – number of rows in the output array.</p></li>
-<li><p><strong>n_cols</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>, </em><em>optional</em>) – number of columns in the output array. If <code class="docutils literal notranslate"><span class="pre">None</span></code>,
-<code class="docutils literal notranslate"><span class="pre">n_cols</span> <span class="pre">=</span> <span class="pre">n_rows</span></code>. Default: <code class="docutils literal notranslate"><span class="pre">None</span></code></p></li>
-<li><p><strong>k</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a>) – index of the diagonal, with <code class="docutils literal notranslate"><span class="pre">0</span></code> as the main diagonal.
-A positive value of <code class="docutils literal notranslate"><span class="pre">k</span></code> is a superdiagonal, a negative value
-is a subdiagonal.
-Raises <a class="reference external" href="https://docs.python.org/3/library/exceptions.html#TypeError" title="(in Python v3.13)"><code class="xref py py-exc docutils literal notranslate"><span class="pre">TypeError</span></code></a> if <code class="docutils literal notranslate"><span class="pre">k</span></code> is not an integer.
-Default: <code class="docutils literal notranslate"><span class="pre">0</span></code></p></li>
-<li><p><strong>dtype</strong> (<em>optional</em>) – data type of the array. Can be typestring,
-a <a class="reference external" href="https://numpy.org/doc/stable/reference/generated/numpy.dtype.html#numpy.dtype" title="(in NumPy v2.2)"><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.dtype</span></code></a> object, <a class="reference external" href="https://numpy.org/doc/stable/reference/index.html#module-numpy" title="(in NumPy v2.2)"><code class="xref py py-mod docutils literal notranslate"><span class="pre">numpy</span></code></a> char string, or
-a NumPy scalar type. Default: <code class="docutils literal notranslate"><span class="pre">None</span></code></p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em> or </em><em>&quot;F&quot;</em>) – memory layout for the array. Default: <code class="docutils literal notranslate"><span class="pre">&quot;C&quot;</span></code></p></li>
-<li><p><strong>device</strong> (<em>optional</em>) – array API concept of device where the output array
-is created. <code class="docutils literal notranslate"><span class="pre">device</span></code> can be <code class="docutils literal notranslate"><span class="pre">None</span></code>, a oneAPI filter selector
-string, an instance of <a class="reference internal" href="dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a> corresponding to
-a non-partitioned SYCL device, an instance of
-<a class="reference internal" href="dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>, or a <a class="reference internal" href="../tensor.utility_functions.html#dpctl.tensor.Device" title="dpctl.tensor.Device"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.Device</span></code></a> object
-returned by <a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.device.html#dpctl.tensor.usm_ndarray.device" title="dpctl.tensor.usm_ndarray.device"><code class="xref py py-attr docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray.device</span></code></a>.
-Default: <code class="docutils literal notranslate"><span class="pre">None</span></code></p></li>
-<li><p><strong>usm_type</strong> (<code class="docutils literal notranslate"><span class="pre">&quot;device&quot;</span></code>, <code class="docutils literal notranslate"><span class="pre">&quot;shared&quot;</span></code>, <code class="docutils literal notranslate"><span class="pre">&quot;host&quot;</span></code>, optional) – The type of SYCL USM allocation for the output array.
-Default: <code class="docutils literal notranslate"><span class="pre">&quot;device&quot;</span></code></p></li>
-<li><p><strong>sycl_queue</strong> (<a class="reference internal" href="dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>, optional) – The SYCL queue to use
-for output array allocation and copying. <code class="docutils literal notranslate"><span class="pre">sycl_queue</span></code> and
-<code class="docutils literal notranslate"><span class="pre">device</span></code> are complementary arguments, i.e. use one or another.
-If both are specified, a <a class="reference external" href="https://docs.python.org/3/library/exceptions.html#TypeError" title="(in Python v3.13)"><code class="xref py py-exc docutils literal notranslate"><span class="pre">TypeError</span></code></a> is raised unless both
-imply the same underlying SYCL queue to be used. If both are
-<code class="docutils literal notranslate"><span class="pre">None</span></code>, a cached queue targeting default-selected device is
-used for allocation and population. Default: <code class="docutils literal notranslate"><span class="pre">None</span></code></p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A diagonal matrix.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
-</dd>
-</dl>
-</dd></dl>
-
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-<h1>dpctl.tensor.finfo<a class="headerlink" href="#dpctl-tensor-finfo" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.finfo">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">finfo</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">type</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_type_utils.html#finfo"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.finfo" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns machine limits for floating-point data types.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>dtype</strong> (<a class="reference internal" href="../tensor.data_types.html#dpctl.tensor.dtype" title="dpctl.tensor.dtype"><em>dtype</em></a><em>, </em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – floating-point dtype or
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-If complex, the information is about its component
-data type.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p><p>an object have the following attributes:</p>
-<blockquote>
-<div><ul class="simple">
-<li><dl class="simple">
-<dt>bits: int</dt><dd><p>number of bits occupied by dtype.</p>
-</dd>
-</dl>
-</li>
-<li><dl class="simple">
-<dt>eps: float</dt><dd><p>difference between 1.0 and the next smallest representable
-real-valued floating-point number larger than 1.0 according
-to the IEEE-754 standard.</p>
-</dd>
-</dl>
-</li>
-<li><dl class="simple">
-<dt>max: float</dt><dd><p>largest representable real-valued number.</p>
-</dd>
-</dl>
-</li>
-<li><dl class="simple">
-<dt>min: float</dt><dd><p>smallest representable real-valued number.</p>
-</dd>
-</dl>
-</li>
-<li><dl class="simple">
-<dt>smallest_normal: float</dt><dd><p>smallest positive real-valued floating-point number with
-full precision.</p>
-</dd>
-</dl>
-</li>
-<li><dl class="simple">
-<dt>dtype: dtype</dt><dd><p>real-valued floating-point data type.</p>
-</dd>
-</dl>
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-</ul>
-</div></blockquote>
-</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
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-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">flip</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axis</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_manipulation_functions.html#flip"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.flip" title="Permalink to this definition">¶</a></dt>
-<dd><p>Reverses the order of elements in an array <cite>x</cite> along the given <cite>axis</cite>.
-The shape of the array is preserved, but the elements are reordered.</p>
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-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
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-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – input array.</p></li>
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-which to flip.
-If <cite>axis</cite> is <cite>None</cite>, all input array axes are flipped.
-If <cite>axis</cite> is negative, the flipped axis is counted from the
-last dimension. If provided more than one axis, only the specified
-axes are flipped. Default: <cite>None</cite>.</p></li>
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-<h1>dpctl.tensor.floor<a class="headerlink" href="#dpctl-tensor-floor" title="Permalink to this heading">¶</a></h1>
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-<dt class="sig sig-object py" id="dpctl.tensor.floor">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">floor</span></span><a class="headerlink" href="#dpctl.tensor.floor" title="Permalink to this definition">¶</a></dt>
-<dd><p>floor(x, /, *, out=None, order=’K’)</p>
-<p>Returns the floor for each element <cite>x_i</cite> for input array <cite>x</cite>.</p>
-<p>The floor of <cite>x_i</cite> is the largest integer <cite>n</cite>, such that <cite>n &lt;= x_i</cite>.</p>
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-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
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-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Input array, expected to have a real-valued data type.</p></li>
-<li><p><strong>out</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><em>None</em><em>]</em><em>, </em><em>optional</em>) – Output array to populate.
-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the element-wise floor.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<h1>dpctl.tensor.floor_divide<a class="headerlink" href="#dpctl-tensor-floor-divide" title="Permalink to this heading">¶</a></h1>
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-<dd><p>floor_divide(x1, x2, /, *, out=None, order=’K’)</p>
-<p>Calculates the ratio for each element <cite>x1_i</cite> of the input array <cite>x1</cite> with
-the respective element <cite>x2_i</cite> of the input array <cite>x2</cite> to the greatest
-integer-value number that is not greater than the division result.</p>
-<dl class="field-list simple">
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-type.</p></li>
-<li><p><strong>out</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><em>None</em><em>]</em><em>, </em><em>optional</em>) – Output array to populate.
-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the result of element-wise floor of division.
-The data type of the returned array is determined by the Type
-Promotion Rules.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<li class="toctree-l5"><a class="reference internal" href="../../libsyclinterface/generated/enum_DPCTLGlobalMemCacheType.html">enum DPCTLGlobalMemCacheType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../../libsyclinterface/generated/enum_DPCTLKernelArgType.html">enum DPCTLKernelArgType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../../libsyclinterface/generated/enum_DPCTLPartitionAffinityDomainType.html">enum DPCTLPartitionAffinityDomainType</a></li>
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-<li class="toctree-l5 has-children"><a class="reference internal" href="../../libsyclinterface/generated/struct_MDLocalAccessorTy.html">struct MDLocalAccessorTy</a><input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" role="switch" type="checkbox"/><label for="toctree-checkbox-45"><div class="visually-hidden">Toggle navigation of struct MDLocalAccessorTy</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
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-          <section id="dpctl-tensor-from-dlpack">
-<h1>dpctl.tensor.from_dlpack<a class="headerlink" href="#dpctl-tensor-from-dlpack" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.from_dlpack">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">from_dlpack</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">/</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">device</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">copy</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.tensor.from_dlpack" title="Permalink to this definition">¶</a></dt>
-<dd><p>Constructs <a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a> or <a class="reference external" href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="(in NumPy v2.2)"><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.ndarray</span></code></a> instance
-from a Python object <code class="docutils literal notranslate"><span class="pre">x</span></code> that implements <code class="docutils literal notranslate"><span class="pre">__dlpack__</span></code> protocol.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#object" title="(in Python v3.13)"><em>object</em></a>) – A Python object representing an array that supports
-<code class="docutils literal notranslate"><span class="pre">__dlpack__</span></code> protocol.</p></li>
-<li><p><strong>device</strong> (Optional[str, <a class="reference internal" href="dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a>, <a class="reference internal" href="dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>, <a class="reference internal" href="../tensor.utility_functions.html#dpctl.tensor.Device" title="dpctl.tensor.Device"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.Device</span></code></a>, tuple([<a class="reference external" href="https://docs.python.org/3/library/enum.html#enum.IntEnum" title="(in Python v3.13)"><code class="xref py py-class docutils literal notranslate"><span class="pre">enum.IntEnum</span></code></a>, int])])) – <p>Device where the output array is to be placed. <code class="docutils literal notranslate"><span class="pre">device</span></code> keyword values can be:</p>
-<ul>
-<li><dl class="simple">
-<dt><code class="docutils literal notranslate"><span class="pre">None</span></code></dt><dd><p>The data remains on the same device.</p>
-</dd>
-</dl>
-</li>
-<li><dl class="simple">
-<dt>oneAPI filter selector string</dt><dd><p>SYCL device selected by <a class="reference internal" href="../filter_selector_string.html#filter-selector-string"><span class="std std-ref">filter selector string</span></a>.</p>
-</dd>
-</dl>
-</li>
-<li><dl class="simple">
-<dt><a class="reference internal" href="dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a></dt><dd><p>explicit SYCL device that must correspond to
-a non-partitioned SYCL device.</p>
-</dd>
-</dl>
-</li>
-<li><dl class="simple">
-<dt><a class="reference internal" href="dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a></dt><dd><p>implies SYCL device targeted by the SYCL queue.</p>
-</dd>
-</dl>
-</li>
-<li><dl class="simple">
-<dt><a class="reference internal" href="../tensor.utility_functions.html#dpctl.tensor.Device" title="dpctl.tensor.Device"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.Device</span></code></a></dt><dd><p>implies SYCL device <cite>device.sycl_queue</cite>. The <cite>Device</cite> object
-is obtained via <a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.device.html#dpctl.tensor.usm_ndarray.device" title="dpctl.tensor.usm_ndarray.device"><code class="xref py py-attr docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray.device</span></code></a>.</p>
-</dd>
-</dl>
-</li>
-<li><dl class="simple">
-<dt><code class="docutils literal notranslate"><span class="pre">(device_type,</span> <span class="pre">device_id)</span></code></dt><dd><p>2-tuple matching the format of the output of the <code class="docutils literal notranslate"><span class="pre">__dlpack_device__</span></code>
-method: an integer enumerator representing the device type followed by
-an integer representing the index of the device.
-The only supported <a class="reference internal" href="../tensor.constants.html#dpctl.tensor.DLDeviceType" title="dpctl.tensor.DLDeviceType"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.DLDeviceType</span></code></a> device types
-are <code class="docutils literal notranslate"><span class="pre">&quot;kDLCPU&quot;</span></code> and <code class="docutils literal notranslate"><span class="pre">&quot;kDLOneAPI&quot;</span></code>.</p>
-</dd>
-</dl>
-</li>
-</ul>
-<p>Default: <code class="docutils literal notranslate"><span class="pre">None</span></code>.</p>
-</p></li>
-<li><p><strong>copy</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><em>bool</em></a><em>, </em><em>optional</em>) – <p>Boolean indicating whether or not to copy the input.</p>
-<ul>
-<li><p>If <code class="docutils literal notranslate"><span class="pre">copy</span></code> is <code class="docutils literal notranslate"><span class="pre">True</span></code>, the input will always be
-copied.</p></li>
-<li><p>If <code class="docutils literal notranslate"><span class="pre">False</span></code>, a <code class="docutils literal notranslate"><span class="pre">BufferError</span></code> will be raised if a
-copy is deemed necessary.</p></li>
-<li><p>If <code class="docutils literal notranslate"><span class="pre">None</span></code>, a copy will be made only if deemed
-necessary, otherwise, the existing memory buffer will
-be reused.</p></li>
-</ul>
-<p>Default: <code class="docutils literal notranslate"><span class="pre">None</span></code>.</p>
-</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p><p>An array containing the data in <code class="docutils literal notranslate"><span class="pre">x</span></code>. When <code class="docutils literal notranslate"><span class="pre">copy</span></code> is
-<code class="docutils literal notranslate"><span class="pre">None</span></code> or <code class="docutils literal notranslate"><span class="pre">False</span></code>, this may be a view into the original
-memory.</p>
-<p>The type of the returned object
-depends on where the data backing up input object <code class="docutils literal notranslate"><span class="pre">x</span></code> resides.
-If it resides in a USM allocation on a SYCL device, the
-type <a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a> is returned, otherwise if it resides
-on <code class="docutils literal notranslate"><span class="pre">&quot;kDLCPU&quot;</span></code> device the type is <a class="reference external" href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="(in NumPy v2.2)"><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.ndarray</span></code></a>, and otherwise
-an exception is raised.</p>
-<div class="admonition note">
-<p class="admonition-title">Note</p>
-<p>If the return type is <a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a>, the associated
-SYCL queue is derived from the <code class="docutils literal notranslate"><span class="pre">device</span></code> keyword. When <code class="docutils literal notranslate"><span class="pre">device</span></code>
-keyword value has type <a class="reference internal" href="dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>, the explicit queue
-instance is used, when <code class="docutils literal notranslate"><span class="pre">device</span></code> keyword value has type <a class="reference internal" href="../tensor.utility_functions.html#dpctl.tensor.Device" title="dpctl.tensor.Device"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.Device</span></code></a>,
-the <code class="docutils literal notranslate"><span class="pre">device.sycl_queue</span></code> is used. In all other cases, the cached
-SYCL queue corresponding to the implied SYCL device is used.</p>
-</div>
-</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Alternative[<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a>, <a class="reference external" href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="(in NumPy v2.2)">numpy.ndarray</a>]</p>
-</dd>
-<dt class="field-even">Raises<span class="colon">:</span></dt>
-<dd class="field-even"><ul class="simple">
-<li><p><a class="reference external" href="https://docs.python.org/3/library/exceptions.html#TypeError" title="(in Python v3.13)"><strong>TypeError</strong></a> – if <code class="docutils literal notranslate"><span class="pre">x</span></code> does not implement <code class="docutils literal notranslate"><span class="pre">__dlpack__</span></code> method</p></li>
-<li><p><a class="reference external" href="https://docs.python.org/3/library/exceptions.html#ValueError" title="(in Python v3.13)"><strong>ValueError</strong></a> – if data of the input object resides on an unsupported device</p></li>
-</ul>
-</dd>
-</dl>
-<p>See <a class="reference external" href="https://dmlc.github.io/dlpack/latest/">https://dmlc.github.io/dlpack/latest/</a> for more details.</p>
-<dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.tensor</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">dpt</span>
-
-<span class="k">class</span><span class="w"> </span><span class="nc">Container</span><span class="p">:</span>
-    <span class="s2">&quot;Helper class implementing `__dlpack__` protocol&quot;</span>
-    <span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">array</span><span class="p">):</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">_array</span> <span class="o">=</span> <span class="n">array</span>
-
-    <span class="k">def</span><span class="w"> </span><span class="nf">__dlpack__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">stream</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
-        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_array</span><span class="o">.</span><span class="n">__dlpack__</span><span class="p">(</span><span class="n">stream</span><span class="o">=</span><span class="n">stream</span><span class="p">)</span>
-
-    <span class="k">def</span><span class="w"> </span><span class="nf">__dlpack_device__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_array</span><span class="o">.</span><span class="n">__dlpack_device__</span><span class="p">()</span>
-
-<span class="n">C</span> <span class="o">=</span> <span class="n">Container</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">100</span><span class="p">,</span> <span class="n">num</span><span class="o">=</span><span class="mi">20</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="s2">&quot;int16&quot;</span><span class="p">))</span>
-<span class="c1"># create usm_ndarray view</span>
-<span class="n">X</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">from_dlpack</span><span class="p">(</span><span class="n">C</span><span class="p">)</span>
-<span class="c1"># migrate content of the container to device of type kDLCPU</span>
-<span class="n">Y</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">from_dlpack</span><span class="p">(</span><span class="n">C</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="p">(</span><span class="n">dpt</span><span class="o">.</span><span class="n">DLDeviceType</span><span class="o">.</span><span class="n">kDLCPU</span><span class="p">,</span> <span class="mi">0</span><span class="p">))</span>
-</pre></div>
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-<li class="toctree-l7 has-children"><a class="reference internal" href="../../libsyclinterface/generated/class_dpctl_syclinterface_dpctl_accelerator_selector.html">class dpctl::syclinterface::dpctl_accelerator_selector</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of class dpctl::syclinterface::dpctl_accelerator_selector</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
-</li>
-<li class="toctree-l7 has-children"><a class="reference internal" href="../../libsyclinterface/generated/class_dpctl_syclinterface_dpctl_cpu_selector.html">class dpctl::syclinterface::dpctl_cpu_selector</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of class dpctl::syclinterface::dpctl_cpu_selector</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
-</li>
-<li class="toctree-l7 has-children"><a class="reference internal" href="../../libsyclinterface/generated/class_dpctl_syclinterface_dpctl_default_selector.html">class dpctl::syclinterface::dpctl_default_selector</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of class dpctl::syclinterface::dpctl_default_selector</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
-</li>
-<li class="toctree-l7 has-children"><a class="reference internal" href="../../libsyclinterface/generated/class_dpctl_syclinterface_dpctl_device_selector.html">class dpctl::syclinterface::dpctl_device_selector</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of class dpctl::syclinterface::dpctl_device_selector</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
-</li>
-<li class="toctree-l7 has-children"><a class="reference internal" href="../../libsyclinterface/generated/class_dpctl_syclinterface_dpctl_filter_selector.html">class dpctl::syclinterface::dpctl_filter_selector</a><input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" role="switch" type="checkbox"/><label for="toctree-checkbox-43"><div class="visually-hidden">Toggle navigation of class dpctl::syclinterface::dpctl_filter_selector</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
-</li>
-<li class="toctree-l7 has-children"><a class="reference internal" href="../../libsyclinterface/generated/class_dpctl_syclinterface_dpctl_gpu_selector.html">class dpctl::syclinterface::dpctl_gpu_selector</a><input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" role="switch" type="checkbox"/><label for="toctree-checkbox-44"><div class="visually-hidden">Toggle navigation of class dpctl::syclinterface::dpctl_gpu_selector</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
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-</ul>
-</li>
-</ul>
-</li>
-<li class="toctree-l5"><a class="reference internal" href="../../libsyclinterface/generated/enum_DPCTLGlobalMemCacheType.html">enum DPCTLGlobalMemCacheType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../../libsyclinterface/generated/enum_DPCTLKernelArgType.html">enum DPCTLKernelArgType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../../libsyclinterface/generated/enum_DPCTLPartitionAffinityDomainType.html">enum DPCTLPartitionAffinityDomainType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../../libsyclinterface/generated/enum_DPCTLQueuePropertyType.html">enum DPCTLQueuePropertyType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../../libsyclinterface/generated/enum_DPCTLSyclAspectType.html">enum DPCTLSyclAspectType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../../libsyclinterface/generated/enum_DPCTLSyclBackendType.html">enum DPCTLSyclBackendType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../../libsyclinterface/generated/enum_DPCTLSyclDeviceType.html">enum DPCTLSyclDeviceType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../../libsyclinterface/generated/enum_DPCTLSyclEventStatusType.html">enum DPCTLSyclEventStatusType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../../libsyclinterface/generated/enum_DPCTLSyclUSMType.html">enum DPCTLSyclUSMType</a></li>
-<li class="toctree-l5 has-children"><a class="reference internal" href="../../libsyclinterface/generated/struct_MDLocalAccessorTy.html">struct MDLocalAccessorTy</a><input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" role="switch" type="checkbox"/><label for="toctree-checkbox-45"><div class="visually-hidden">Toggle navigation of struct MDLocalAccessorTy</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
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-</li>
-</ul>
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-</ul>
-</li>
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-</li>
-<li class="toctree-l2"><a class="reference internal" href="../../dpctl_capi.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code> C API</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../dpctl_cython.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code> Cython API</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../dpctl_pybind11.html">pybind11 API</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../dpctl_cmake.html">CMake support</a></li>
-</ul>
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-<li class="toctree-l1 has-children"><a class="reference internal" href="../../../contributor_guides/index.html">Contributing to <code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a><input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" role="switch" type="checkbox"/><label for="toctree-checkbox-46"><div class="visually-hidden">Toggle navigation of Contributing to dpctl</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l2"><a class="reference internal" href="../../../contributor_guides/building.html">Building from the Source</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../../contributor_guides/building.html#building-the-libsyclinterface-library">Building the libsyclinterface Library</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../../contributor_guides/memory_ownership_sycl_interface.html">Working with DPCTLSyclInterface library</a></li>
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-          <section id="dpctl-tensor-from-numpy">
-<h1>dpctl.tensor.from_numpy<a class="headerlink" href="#dpctl-tensor-from-numpy" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.from_numpy">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">from_numpy</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">arg</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">device</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">usm_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'device'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sycl_queue</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_copy_utils.html#from_numpy"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.from_numpy" title="Permalink to this definition">¶</a></dt>
-<dd><p>Creates <a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a> from instance of
-<a class="reference external" href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="(in NumPy v2.2)"><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.ndarray</span></code></a>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>arg</strong> – Input convertible to <a class="reference external" href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="(in NumPy v2.2)"><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.ndarray</span></code></a></p></li>
-<li><p><strong>device</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#object" title="(in Python v3.13)"><em>object</em></a>) – array API specification of device where the
-output array is created. Device can be specified by a
-a filter selector string, an instance of
-<a class="reference internal" href="dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a>, an instance of
-<a class="reference internal" href="dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>, or an instance of
-<a class="reference internal" href="../tensor.utility_functions.html#dpctl.tensor.Device" title="dpctl.tensor.Device"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.Device</span></code></a>. If the value is <code class="docutils literal notranslate"><span class="pre">None</span></code>,
-returned array is created on the default-selected device.
-Default: <code class="docutils literal notranslate"><span class="pre">None</span></code></p></li>
-<li><p><strong>usm_type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a>) – The requested USM allocation type for the
-output array. Recognized values are <code class="docutils literal notranslate"><span class="pre">&quot;device&quot;</span></code>,
-<code class="docutils literal notranslate"><span class="pre">&quot;shared&quot;</span></code>, or <code class="docutils literal notranslate"><span class="pre">&quot;host&quot;</span></code></p></li>
-<li><p><strong>sycl_queue</strong> (<a class="reference internal" href="dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>, optional) – A SYCL queue that determines output array allocation device
-as well as execution placement of data movement operations.
-The <code class="docutils literal notranslate"><span class="pre">device</span></code> and <code class="docutils literal notranslate"><span class="pre">sycl_queue</span></code> arguments
-are equivalent. Only one of them should be specified. If both
-are provided, they must be consistent and result in using the
-same execution queue. Default: <code class="docutils literal notranslate"><span class="pre">None</span></code></p></li>
-</ul>
-</dd>
-</dl>
-<p>The returned array has the same shape, and the same data type kind.
-If the device does not support the data type of input array, a
-closest support data type of the same kind may be returned, e.g.
-input array of type <code class="docutils literal notranslate"><span class="pre">float16</span></code> may be upcast to <code class="docutils literal notranslate"><span class="pre">float32</span></code> if the
-target device does not support 16-bit floating point type.</p>
-</dd></dl>
-
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-          <section id="dpctl-tensor-full">
-<h1>dpctl.tensor.full<a class="headerlink" href="#dpctl-tensor-full" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.full">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">full</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">shape</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fill_value</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dtype</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">order</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'C'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">device</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">usm_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sycl_queue</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_ctors.html#full"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.full" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a new <a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a> having a specified
-shape and filled with <cite>fill_value</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>shape</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#tuple" title="(in Python v3.13)"><em>tuple</em></a>) – Dimensions of the array to be created.</p></li>
-<li><p><strong>fill_value</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>,</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><em>float</em></a><em>,</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#complex" title="(in Python v3.13)"><em>complex</em></a><em>,</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – fill value</p></li>
-<li><p><strong>dtype</strong> (<em>optional</em>) – data type of the array. Can be typestring,
-a <a class="reference external" href="https://numpy.org/doc/stable/reference/generated/numpy.dtype.html#numpy.dtype" title="(in NumPy v2.2)"><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.dtype</span></code></a> object, <a class="reference external" href="https://numpy.org/doc/stable/reference/index.html#module-numpy" title="(in NumPy v2.2)"><code class="xref py py-mod docutils literal notranslate"><span class="pre">numpy</span></code></a> char string,
-or a NumPy scalar type. Default: <code class="docutils literal notranslate"><span class="pre">None</span></code></p></li>
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-</ul>
-</li>
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-</ul>
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-</ul>
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-</ul>
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-</ul>
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-<li class="toctree-l5"><a class="reference internal" href="../../libsyclinterface/generated/enum_DPCTLGlobalMemCacheType.html">enum DPCTLGlobalMemCacheType</a></li>
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-<li class="toctree-l5 has-children"><a class="reference internal" href="../../libsyclinterface/generated/struct_MDLocalAccessorTy.html">struct MDLocalAccessorTy</a><input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" role="switch" type="checkbox"/><label for="toctree-checkbox-45"><div class="visually-hidden">Toggle navigation of struct MDLocalAccessorTy</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
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-<li class="toctree-l2"><a class="reference internal" href="../../dpctl_cython.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code> Cython API</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../dpctl_pybind11.html">pybind11 API</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../dpctl_cmake.html">CMake support</a></li>
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-<li class="toctree-l1 has-children"><a class="reference internal" href="../../../contributor_guides/index.html">Contributing to <code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a><input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" role="switch" type="checkbox"/><label for="toctree-checkbox-46"><div class="visually-hidden">Toggle navigation of Contributing to dpctl</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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-          <section id="dpctl-tensor-full-like">
-<h1>dpctl.tensor.full_like<a class="headerlink" href="#dpctl-tensor-full-like" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.full_like">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">full_like</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fill_value</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dtype</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">order</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'K'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">device</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">usm_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sycl_queue</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_ctors.html#full_like"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.full_like" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a new <a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a> filled with <cite>fill_value</cite>
-and having the same <cite>shape</cite> as the input array <cite>x</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Input array from which to derive the output array
-shape.</p></li>
-<li><p><strong>fill_value</strong> – the value to fill output array with</p></li>
-<li><p><strong>dtype</strong> (<em>optional</em>) – data type of the array. Can be typestring,
-a <a class="reference external" href="https://numpy.org/doc/stable/reference/generated/numpy.dtype.html#numpy.dtype" title="(in NumPy v2.2)"><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.dtype</span></code></a> object, <a class="reference external" href="https://numpy.org/doc/stable/reference/index.html#module-numpy" title="(in NumPy v2.2)"><code class="xref py py-mod docutils literal notranslate"><span class="pre">numpy</span></code></a> char string, or a
-NumPy scalar type. If <code class="docutils literal notranslate"><span class="pre">dtype</span></code> is <code class="docutils literal notranslate"><span class="pre">None</span></code>, the output array data
-type is inferred from <code class="docutils literal notranslate"><span class="pre">x</span></code>. Default: <code class="docutils literal notranslate"><span class="pre">None</span></code></p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>, </em><em>&quot;F&quot;</em><em>, </em><em>&quot;A&quot;</em><em>, or </em><em>&quot;K&quot;</em>) – memory layout for the array. Default: <code class="docutils literal notranslate"><span class="pre">&quot;K&quot;</span></code></p></li>
-<li><p><strong>device</strong> (<em>optional</em>) – array API concept of device where the output array
-is created. <code class="docutils literal notranslate"><span class="pre">device</span></code> can be <code class="docutils literal notranslate"><span class="pre">None</span></code>, a oneAPI filter selector
-string, an instance of <a class="reference internal" href="dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a> corresponding to
-a non-partitioned SYCL device, an instance of
-<a class="reference internal" href="dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>, or a <a class="reference internal" href="../tensor.utility_functions.html#dpctl.tensor.Device" title="dpctl.tensor.Device"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.Device</span></code></a> object
-returned by <a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.device.html#dpctl.tensor.usm_ndarray.device" title="dpctl.tensor.usm_ndarray.device"><code class="xref py py-attr docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray.device</span></code></a>.
-Default: <code class="docutils literal notranslate"><span class="pre">None</span></code></p></li>
-<li><p><strong>usm_type</strong> (<code class="docutils literal notranslate"><span class="pre">&quot;device&quot;</span></code>, <code class="docutils literal notranslate"><span class="pre">&quot;shared&quot;</span></code>, <code class="docutils literal notranslate"><span class="pre">&quot;host&quot;</span></code>, optional) – The type of SYCL USM allocation for the output array.
-Default: <code class="docutils literal notranslate"><span class="pre">&quot;device&quot;</span></code></p></li>
-<li><p><strong>sycl_queue</strong> (<a class="reference internal" href="dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>, optional) – The SYCL queue to use
-for output array allocation and copying. <code class="docutils literal notranslate"><span class="pre">sycl_queue</span></code> and
-<code class="docutils literal notranslate"><span class="pre">device</span></code> are complementary arguments, i.e. use one or another.
-If both are specified, a <a class="reference external" href="https://docs.python.org/3/library/exceptions.html#TypeError" title="(in Python v3.13)"><code class="xref py py-exc docutils literal notranslate"><span class="pre">TypeError</span></code></a> is raised unless both
-imply the same underlying SYCL queue to be used. If both are
-<code class="docutils literal notranslate"><span class="pre">None</span></code>, a cached queue targeting default-selected device is
-used for allocation and population. Default: <code class="docutils literal notranslate"><span class="pre">None</span></code></p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>New array initialized with given value.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
-</dd>
-</dl>
-</dd></dl>
-
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-
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-          <section id="dpctl-tensor-greater">
-<h1>dpctl.tensor.greater<a class="headerlink" href="#dpctl-tensor-greater" title="Permalink to this heading">¶</a></h1>
-<dl class="py data">
-<dt class="sig sig-object py" id="dpctl.tensor.greater">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">greater</span></span><a class="headerlink" href="#dpctl.tensor.greater" title="Permalink to this definition">¶</a></dt>
-<dd><p>greater(x1, x2, /, *, out=None, order=’K’)</p>
-<p>Computes the greater-than test results for each element <cite>x1_i</cite> of
-the input array <cite>x1</cite> with the respective element <cite>x2_i</cite> of the input array <cite>x2</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x1</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – First input array.</p></li>
-<li><p><strong>x2</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Second input array.</p></li>
-<li><p><strong>out</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><em>None</em><em>]</em><em>, </em><em>optional</em>) – Output array to populate.
-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the result of element-wise greater-than comparison.
-The returned array has a data type of <cite>bool</cite>.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<h1>dpctl.tensor.greater_equal<a class="headerlink" href="#dpctl-tensor-greater-equal" title="Permalink to this heading">¶</a></h1>
-<dl class="py data">
-<dt class="sig sig-object py" id="dpctl.tensor.greater_equal">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">greater_equal</span></span><a class="headerlink" href="#dpctl.tensor.greater_equal" title="Permalink to this definition">¶</a></dt>
-<dd><p>greater_equal(x1, x2, /, *, out=None, order=’K’)</p>
-<p>Computes the greater-than or equal-to test results for each element <cite>x1_i</cite> of
-the input array <cite>x1</cite> with the respective element <cite>x2_i</cite> of the input array <cite>x2</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x1</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – First input array.</p></li>
-<li><p><strong>x2</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Second input array.</p></li>
-<li><p><strong>out</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><em>None</em><em>]</em><em>, </em><em>optional</em>) – Output array to populate.
-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the result of element-wise greater-than or equal-to
-comparison.
-The returned array has a data type of <cite>bool</cite>.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<h1>dpctl.tensor.hypot<a class="headerlink" href="#dpctl-tensor-hypot" title="Permalink to this heading">¶</a></h1>
-<dl class="py data">
-<dt class="sig sig-object py" id="dpctl.tensor.hypot">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">hypot</span></span><a class="headerlink" href="#dpctl.tensor.hypot" title="Permalink to this definition">¶</a></dt>
-<dd><p>hypot(x1, x2, /, *, out=None, order=’K’)</p>
-<p>Calculates the hypotenuse for a right triangle with “legs” <cite>x1_i</cite> and <cite>x2_i</cite> of
-input arrays <cite>x1</cite> and <cite>x2</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x1</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – First input array, expected to have a real-valued floating-point data
-type.</p></li>
-<li><p><strong>x2</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Second input array, also expected to have a real-valued floating-point
-data type.</p></li>
-<li><p><strong>out</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><em>None</em><em>]</em><em>, </em><em>optional</em>) – Output array to populate.
-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the element-wise hypotenuse. The data type
-of the returned array is determined by the Type Promotion Rules.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">iinfo</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dtype</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_type_utils.html#iinfo"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.iinfo" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns machine limits for integer data types.</p>
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-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>dtype</strong> (<a class="reference internal" href="../tensor.data_types.html#dpctl.tensor.dtype" title="dpctl.tensor.dtype"><em>dtype</em></a><em>, </em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – integer dtype or
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-<dd class="field-even"><p><p>An object with the following attributes:</p>
-<ul class="simple">
-<li><dl class="simple">
-<dt>bits: int</dt><dd><p>number of bits occupied by the data type</p>
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-<dt>max: int</dt><dd><p>largest representable number.</p>
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-<dt>min: int</dt><dd><p>smallest representable number.</p>
-</dd>
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-<dt>dtype: dtype</dt><dd><p>integer data type.</p>
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-<h1>dpctl.tensor.imag<a class="headerlink" href="#dpctl-tensor-imag" title="Permalink to this heading">¶</a></h1>
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-<dt class="sig sig-object py" id="dpctl.tensor.imag">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">imag</span></span><a class="headerlink" href="#dpctl.tensor.imag" title="Permalink to this definition">¶</a></dt>
-<dd><p>imag(x, /, *, out=None, order=’K’)</p>
-<p>Computes imaginary part of each element <cite>x_i</cite> for input array <cite>x</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Input array.</p></li>
-<li><p><strong>out</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><em>None</em><em>]</em><em>, </em><em>optional</em>) – Output array to populate.
-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the element-wise imaginary component of input.
-If the input is a real-valued data type, the returned array has
-the same data type. If the input is a complex floating-point
-data type, the returned array has a floating-point data type
-with the same floating-point precision as complex input.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<dd><p>Returns a boolean indicating whether a provided <cite>dtype</cite> is
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-<h1>dpctl.tensor.isfinite<a class="headerlink" href="#dpctl-tensor-isfinite" title="Permalink to this heading">¶</a></h1>
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-<dt class="sig sig-object py" id="dpctl.tensor.isfinite">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">isfinite</span></span><a class="headerlink" href="#dpctl.tensor.isfinite" title="Permalink to this definition">¶</a></dt>
-<dd><p>isfinite(x, /, *, out=None, order=’K’)</p>
-<p>Test if each element of input array is a finite number.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Input array.</p></li>
-<li><p><strong>out</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><em>None</em><em>]</em><em>, </em><em>optional</em>) – Output array to populate.
-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array which is True where <cite>x</cite> is not positive infinity,
-negative infinity, or NaN, False otherwise.
-The data type of the returned array is <cite>bool</cite>.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<dd><p>isinf(x, /, *, out=None, order=’K’)</p>
-<p>Test if each element of input array is an infinity.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
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-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
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-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array which is True where <cite>x</cite> is positive or negative infinity,
-False otherwise. The data type of the returned array is <cite>bool</cite>.</p>
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-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<dd><p>isnan(x, /, *, out=None, order=’K’)</p>
-<p>Test if each element of an input array is a NaN.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
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-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
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-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array which is True where x is NaN, False otherwise.
-The data type of the returned array is <cite>bool</cite>.</p>
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-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<h1>dpctl.tensor.less<a class="headerlink" href="#dpctl-tensor-less" title="Permalink to this heading">¶</a></h1>
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-<dt class="sig sig-object py" id="dpctl.tensor.less">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">less</span></span><a class="headerlink" href="#dpctl.tensor.less" title="Permalink to this definition">¶</a></dt>
-<dd><p>less(x1, x2, /, *, out=None, order=’K’)</p>
-<p>Computes the less-than test results for each element <cite>x1_i</cite> of
-the input array <cite>x1</cite> with the respective element <cite>x2_i</cite> of the input array <cite>x2</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x1</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – First input array.</p></li>
-<li><p><strong>x2</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Second input array.</p></li>
-<li><p><strong>out</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><em>None</em><em>]</em><em>, </em><em>optional</em>) – Output array to populate.
-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the result of element-wise less-than comparison.
-The returned array has a data type of <cite>bool</cite>.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<h1>dpctl.tensor.less_equal<a class="headerlink" href="#dpctl-tensor-less-equal" title="Permalink to this heading">¶</a></h1>
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-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">less_equal</span></span><a class="headerlink" href="#dpctl.tensor.less_equal" title="Permalink to this definition">¶</a></dt>
-<dd><p>less_equal(x1, x2, /, *, out=None, order=’K’)</p>
-<p>Computes the less-than or equal-to test results for each element <cite>x1_i</cite> of
-the input array <cite>x1</cite> with the respective element <cite>x2_i</cite> of the input array <cite>x2</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
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-<li><p><strong>x1</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – First input array.</p></li>
-<li><p><strong>x2</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Second input array.</p></li>
-<li><p><strong>out</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><em>None</em><em>]</em><em>, </em><em>optional</em>) – Output array to populate.
-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the result of element-wise less-than or equal-to
-comparison. The returned array has a data type of <cite>bool</cite>.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-          <section id="dpctl-tensor-linspace">
-<h1>dpctl.tensor.linspace<a class="headerlink" href="#dpctl-tensor-linspace" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.linspace">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">linspace</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">start</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stop</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dtype</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">device</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">endpoint</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sycl_queue</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">usm_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'device'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_ctors.html#linspace"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.linspace" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns <a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a> array populated with
-evenly spaced numbers of specified interval.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>start</strong> – the start of the interval.</p></li>
-<li><p><strong>stop</strong> – the end of the interval. If the <code class="docutils literal notranslate"><span class="pre">endpoint</span></code> is <code class="docutils literal notranslate"><span class="pre">False</span></code>, the
-function generates <code class="docutils literal notranslate"><span class="pre">num+1</span></code> evenly spaced points starting
-with <code class="docutils literal notranslate"><span class="pre">start</span></code> and ending with <code class="docutils literal notranslate"><span class="pre">stop</span></code> and exclude the
-<code class="docutils literal notranslate"><span class="pre">stop</span></code> from the returned array such that the returned array
-consists of evenly spaced numbers over the half-open interval
-<code class="docutils literal notranslate"><span class="pre">[start,</span> <span class="pre">stop)</span></code>. If <code class="docutils literal notranslate"><span class="pre">endpoint</span></code> is <code class="docutils literal notranslate"><span class="pre">True</span></code>, the output
-array consists of evenly spaced numbers over the closed
-interval <code class="docutils literal notranslate"><span class="pre">[start,</span> <span class="pre">stop]</span></code>. Default: <code class="docutils literal notranslate"><span class="pre">True</span></code></p></li>
-<li><p><strong>num</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a>) – number of samples. Must be a non-negative integer; otherwise,
-the function raises <code class="docutils literal notranslate"><span class="pre">ValueError</span></code> exception.</p></li>
-<li><p><strong>dtype</strong> – output array data type. Should be a floating data type.
-If <code class="docutils literal notranslate"><span class="pre">dtype</span></code> is <code class="docutils literal notranslate"><span class="pre">None</span></code>, the output array must be the default
-floating point data type for target device.
-Default: <code class="docutils literal notranslate"><span class="pre">None</span></code></p></li>
-<li><p><strong>device</strong> (<em>optional</em>) – array API concept of device where the output array
-is created. <code class="docutils literal notranslate"><span class="pre">device</span></code> can be <code class="docutils literal notranslate"><span class="pre">None</span></code>, a oneAPI filter selector
-string, an instance of <a class="reference internal" href="dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a> corresponding to
-a non-partitioned SYCL device, an instance of
-<a class="reference internal" href="dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>, or a <a class="reference internal" href="../tensor.utility_functions.html#dpctl.tensor.Device" title="dpctl.tensor.Device"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.Device</span></code></a> object
-returned by <a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.device.html#dpctl.tensor.usm_ndarray.device" title="dpctl.tensor.usm_ndarray.device"><code class="xref py py-attr docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray.device</span></code></a>.
-Default: <code class="docutils literal notranslate"><span class="pre">None</span></code></p></li>
-<li><p><strong>usm_type</strong> (<code class="docutils literal notranslate"><span class="pre">&quot;device&quot;</span></code>, <code class="docutils literal notranslate"><span class="pre">&quot;shared&quot;</span></code>, <code class="docutils literal notranslate"><span class="pre">&quot;host&quot;</span></code>, optional) – The type of SYCL USM allocation for the output array.
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-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">log</span></span><a class="headerlink" href="#dpctl.tensor.log" title="Permalink to this definition">¶</a></dt>
-<dd><p>log(x, /, *, out=None, order=’K’)</p>
-<p>Computes the natural logarithm for each element <cite>x_i</cite> of input array <cite>x</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
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-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Input array, expected to have a floating-point data type.</p></li>
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-shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – memory layout of the new
-output array, if parameter <cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the element-wise natural logarithm values.
-The data type of the returned array is determined by the Type
-Promotion Rules.</p>
-</dd>
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-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<dd><p>log10(x, /, *, out=None, order=’K’)</p>
-<p>Computes the base-10 logarithm for each element <cite>x_i</cite> of input array <cite>x</cite>.</p>
-<dl class="field-list simple">
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-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: <cite>“K”</cite>.</p></li>
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-<dd class="field-even"><p>An array containing the element-wise base-10 logarithm of <cite>x</cite>.
-The data type of the returned array is determined by the
-Type Promotion Rules.</p>
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-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-          <section id="dpctl-tensor-log1p">
-<h1>dpctl.tensor.log1p<a class="headerlink" href="#dpctl-tensor-log1p" title="Permalink to this heading">¶</a></h1>
-<dl class="py data">
-<dt class="sig sig-object py" id="dpctl.tensor.log1p">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">log1p</span></span><a class="headerlink" href="#dpctl.tensor.log1p" title="Permalink to this definition">¶</a></dt>
-<dd><p>log1p(x, /, *, out=None, order=’K’)</p>
-<p>Computes the natural logarithm of (1 + <cite>x</cite>) for each element <cite>x_i</cite> of input
-array <cite>x</cite>.</p>
-<p>This function calculates <cite>log(1 + x)</cite> more accurately for small values of <cite>x</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
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-shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – memory layout of the new
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-<h1>dpctl.tensor.log2<a class="headerlink" href="#dpctl-tensor-log2" title="Permalink to this heading">¶</a></h1>
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-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">log2</span></span><a class="headerlink" href="#dpctl.tensor.log2" title="Permalink to this definition">¶</a></dt>
-<dd><p>log2(x, /, *, out=None, order=’K’)</p>
-<p>Computes the base-2 logarithm for each element <cite>x_i</cite> of input array <cite>x</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
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-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Input array, expected to have a floating-point data type.</p></li>
-<li><p><strong>out</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><em>None</em><em>]</em><em>, </em><em>optional</em>) – Output array to populate.
-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the element-wise base-2 logarithm of <cite>x</cite>.
-The data type of the returned array is determined by the
-Type Promotion Rules.</p>
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-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-          <section id="dpctl-tensor-logaddexp">
-<h1>dpctl.tensor.logaddexp<a class="headerlink" href="#dpctl-tensor-logaddexp" title="Permalink to this heading">¶</a></h1>
-<dl class="py data">
-<dt class="sig sig-object py" id="dpctl.tensor.logaddexp">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">logaddexp</span></span><a class="headerlink" href="#dpctl.tensor.logaddexp" title="Permalink to this definition">¶</a></dt>
-<dd><p>logaddexp(x1, x2, /, *, out=None, order=’K’)</p>
-<p>Calculates the natural logarithm of the sum of exponentials for each element
-<cite>x1_i</cite> of the input array <cite>x1</cite> with the respective element <cite>x2_i</cite> of the input
-array <cite>x2</cite>.</p>
-<p>This function calculates <cite>log(exp(x1) + exp(x2))</cite> more accurately for small
-values of <cite>x</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x1</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – First input array, expected to have a real-valued floating-point data
-type.</p></li>
-<li><p><strong>x2</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Second input array, also expected to have a real-valued floating-point
-data type.</p></li>
-<li><p><strong>out</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><em>None</em><em>]</em><em>, </em><em>optional</em>) – Output array to populate.
-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the element-wise results. The data type
-of the returned array is determined by the Type Promotion Rules.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<h1>dpctl.tensor.logical_and<a class="headerlink" href="#dpctl-tensor-logical-and" title="Permalink to this heading">¶</a></h1>
-<dl class="py data">
-<dt class="sig sig-object py" id="dpctl.tensor.logical_and">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">logical_and</span></span><a class="headerlink" href="#dpctl.tensor.logical_and" title="Permalink to this definition">¶</a></dt>
-<dd><p>logical_and(x1, x2, /, *, out=None, order=’K’)</p>
-<p>Computes the logical AND for each element <cite>x1_i</cite> of the input array <cite>x1</cite> with
-the respective element <cite>x2_i</cite> of the input array <cite>x2</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x1</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – First input array.</p></li>
-<li><p><strong>x2</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Second input array.</p></li>
-<li><p><strong>out</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><em>None</em><em>]</em><em>, </em><em>optional</em>) – Output array to populate.
-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the element-wise logical AND results.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<h1>dpctl.tensor.logical_not<a class="headerlink" href="#dpctl-tensor-logical-not" title="Permalink to this heading">¶</a></h1>
-<dl class="py data">
-<dt class="sig sig-object py" id="dpctl.tensor.logical_not">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">logical_not</span></span><a class="headerlink" href="#dpctl.tensor.logical_not" title="Permalink to this definition">¶</a></dt>
-<dd><p>logical_not(x, /, *, out=None, order=’K’)</p>
-<p>Computes the logical NOT for each element <cite>x_i</cite> of input array <cite>x</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Input array.</p></li>
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-shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – memory layout of the new
-output array, if parameter <cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the element-wise logical NOT results.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-          <section id="dpctl-tensor-logical-or">
-<h1>dpctl.tensor.logical_or<a class="headerlink" href="#dpctl-tensor-logical-or" title="Permalink to this heading">¶</a></h1>
-<dl class="py data">
-<dt class="sig sig-object py" id="dpctl.tensor.logical_or">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">logical_or</span></span><a class="headerlink" href="#dpctl.tensor.logical_or" title="Permalink to this definition">¶</a></dt>
-<dd><p>logical_or(x1, x2, /, *, out=None, order=’K’)</p>
-<p>Computes the logical OR for each element <cite>x1_i</cite> of the input array <cite>x1</cite>
-with the respective element <cite>x2_i</cite> of the input array <cite>x2</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x1</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – First input array.</p></li>
-<li><p><strong>x2</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Second input array.</p></li>
-<li><p><strong>out</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><em>None</em><em>]</em><em>, </em><em>optional</em>) – Output array to populate.
-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the element-wise logical OR results.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<h1>dpctl.tensor.logical_xor<a class="headerlink" href="#dpctl-tensor-logical-xor" title="Permalink to this heading">¶</a></h1>
-<dl class="py data">
-<dt class="sig sig-object py" id="dpctl.tensor.logical_xor">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">logical_xor</span></span><a class="headerlink" href="#dpctl.tensor.logical_xor" title="Permalink to this definition">¶</a></dt>
-<dd><p>logical_xor(x1, x2, /, *, out=None, order=’K’)</p>
-<p>Computes the logical XOR for each element <cite>x1_i</cite> of the input array <cite>x1</cite>
-with the respective element <cite>x2_i</cite> of the input array <cite>x2</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x1</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – First input array.</p></li>
-<li><p><strong>x2</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Second input array.</p></li>
-<li><p><strong>out</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><em>None</em><em>]</em><em>, </em><em>optional</em>) – Output array to populate.
-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the element-wise logical XOR results.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-          <section id="dpctl-tensor-logsumexp">
-<h1>dpctl.tensor.logsumexp<a class="headerlink" href="#dpctl-tensor-logsumexp" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.logsumexp">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">logsumexp</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">/</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dtype</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keepdims</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">out</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_reduction.html#logsumexp"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.logsumexp" title="Permalink to this definition">¶</a></dt>
-<dd><p>Calculates the logarithm of the sum of exponentials of elements in the
-input array <code class="docutils literal notranslate"><span class="pre">x</span></code>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – input array.</p></li>
-<li><p><strong>axis</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>, </em><em>Tuple</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>, </em><em>...</em><em>]</em><em>]</em>) – axis or axes along which values must be computed. If a tuple
-of unique integers, values are computed over multiple axes.
-If <code class="docutils literal notranslate"><span class="pre">None</span></code>, the result is computed over the entire array.
-Default: <code class="docutils literal notranslate"><span class="pre">None</span></code>.</p></li>
-<li><p><strong>dtype</strong> (<em>Optional</em><em>[</em><a class="reference internal" href="../tensor.data_types.html#dpctl.tensor.dtype" title="dpctl.tensor.dtype"><em>dtype</em></a><em>]</em>) – <p>data type of the returned array. If <code class="docutils literal notranslate"><span class="pre">None</span></code>, the default data
-type is inferred from the “kind” of the input array data type.</p>
-<ul>
-<li><p>If <code class="docutils literal notranslate"><span class="pre">x</span></code> has a real-valued floating-point data type, the
-returned array will have the same data type as <code class="docutils literal notranslate"><span class="pre">x</span></code>.</p></li>
-<li><p>If <code class="docutils literal notranslate"><span class="pre">x</span></code> has a boolean or integral data type, the returned array
-will have the default floating point data type for the device
-where input array <code class="docutils literal notranslate"><span class="pre">x</span></code> is allocated.</p></li>
-<li><p>If <code class="docutils literal notranslate"><span class="pre">x</span></code> has a complex-valued floating-point data type,
-an error is raised.</p></li>
-</ul>
-<p>If the data type (either specified or resolved) differs from the
-data type of <code class="docutils literal notranslate"><span class="pre">x</span></code>, the input array elements are cast to the
-specified data type before computing the result.
-Default: <code class="docutils literal notranslate"><span class="pre">None</span></code>.</p>
-</p></li>
-<li><p><strong>keepdims</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><em>bool</em></a><em>]</em>) – if <code class="docutils literal notranslate"><span class="pre">True</span></code>, the reduced axes (dimensions) are included in the
-result as singleton dimensions, so that the returned array remains
-compatible with the input arrays according to Array Broadcasting
-rules. Otherwise, if <code class="docutils literal notranslate"><span class="pre">False</span></code>, the reduced axes are not included
-in the returned array. Default: <code class="docutils literal notranslate"><span class="pre">False</span></code>.</p></li>
-<li><p><strong>out</strong> (<em>Optional</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>]</em>) – the array into which the result is written.
-The data type of <code class="docutils literal notranslate"><span class="pre">out</span></code> must match the expected shape and the
-expected data type of the result or (if provided) <code class="docutils literal notranslate"><span class="pre">dtype</span></code>.
-If <code class="docutils literal notranslate"><span class="pre">None</span></code> then a new array is returned. Default: <code class="docutils literal notranslate"><span class="pre">None</span></code>.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>an array containing the results. If the result was computed over
-the entire array, a zero-dimensional array is returned.
-The returned array has the data type as described in the
-<code class="docutils literal notranslate"><span class="pre">dtype</span></code> parameter description above.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
-</dd>
-</dl>
-</dd></dl>
-
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-
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-          <section id="dpctl-tensor-matmul">
-<h1>dpctl.tensor.matmul<a class="headerlink" href="#dpctl-tensor-matmul" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.matmul">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">matmul</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">x2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">out</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">order</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'K'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_linear_algebra_functions.html#matmul"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.matmul" title="Permalink to this definition">¶</a></dt>
-<dd><p>Computes the matrix product. Implements the same semantics
-as the built-in operator <cite>&#64;</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x1</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – first input array. Expected to have numeric data type, and
-at least one dimension. If <cite>x1</cite> is one-dimensional having
-shape <cite>(M,)</cite>, and <cite>x2</cite> has more than one dimension, <cite>x1</cite> is
-effectively treated as a two-dimensional array with shape <cite>(1, M)</cite>,
-although the prepended dimension is removed from the output array.
-If <cite>x1</cite> has shape <cite>(…, M, K)</cite>, the innermost two dimensions form
-matrices on which to perform matrix multiplication.</p></li>
-<li><p><strong>x2</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – second input array. Expected to have numeric data type, and
-at least one dimension. If <cite>x2</cite> is one-dimensional having
-shape <cite>(N,)</cite>, and <cite>x1</cite> has more than one dimension, <cite>x2</cite> is
-effectively treated as a two-dimensional array with shape <cite>(N, 1)</cite>,
-although the appended dimension is removed from the output array.
-If <cite>x2</cite> has shape <cite>(…, K, N)</cite>, the innermost two dimensions form
-matrices on which to perform matrix multiplication.</p></li>
-<li><p><strong>out</strong> (<em>Optional</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>]</em>) – the array into which the result of the matrix product is written.
-The data type of <cite>out</cite> must match the expected data type of the
-result or (if provided) <cite>dtype</cite>.
-If <cite>None</cite> then a new array is returned. Default: <cite>None</cite>.</p></li>
-<li><p><strong>dtype</strong> (<em>Optional</em><em>[</em><a class="reference internal" href="../tensor.data_types.html#dpctl.tensor.dtype" title="dpctl.tensor.dtype"><em>dtype</em></a><em>]</em>) – data type of the returned array. If <cite>None</cite>, the data type of the
-returned array is determined by the Type Promotion Rules.
-Default: <cite>None</cite>.</p></li>
-<li><p><strong>order</strong> (<em>[</em><em>&quot;K&quot;</em><em>, </em><em>&quot;C&quot;</em><em>, </em><em>&quot;F&quot;</em><em>, </em><em>&quot;A&quot;</em><em>]</em>) – memory layout of the output array, if <cite>out</cite> is <cite>None</cite>, otherwise
-the <cite>order</cite> parameter value is not used. Default: <cite>K</cite>.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p><ul class="simple">
-<li><p>if both <cite>x1</cite> and <cite>x2</cite> are one-dimensional arrays with shape
-<cite>(N,)</cite>, returned array is a zero-dimensional array containing
-inner product as its only element.</p></li>
-<li><p>if <cite>x1</cite> is two-dimensional array with shape <cite>(M, K)</cite> and <cite>x2</cite> is
-a two-dimensional array with shape <cite>(K, N)</cite>, returned array is a
-two-dimensional array with shape <cite>(M, N)</cite> and contains the
-conventional matrix product.</p></li>
-<li><p>if <cite>x1</cite> is a one-dimensional array with shape <cite>(K,)</cite> and <cite>x2</cite> is
-an array with shape <cite>(…, K, N)</cite>, returned array contains the
-conventional matrix product and has shape <cite>(…, N)</cite>.</p></li>
-<li><p>if <cite>x1</cite> is an array with shape <cite>(…, M, K)</cite> and <cite>x2</cite> is a
-one-dimensional array with shape <cite>(K,)</cite>, returned array has shape
-<cite>(…, M)</cite> and contains the conventional matrix product.</p></li>
-<li><p>if <cite>x1</cite> is a two-dimensional array with shape <cite>(M, K)</cite> and <cite>x2</cite>
-is an array with shape <cite>(…, K, N)</cite>, returned array contains
-conventional matrix product for each stacked matrix and has shape
-<cite>(…, M, N)</cite>.</p></li>
-<li><p>if <cite>x1</cite> has shape <cite>(…, M, K)</cite> and <cite>x2</cite> is a two-dimensional
-array with shape <cite>(K, N)</cite>, returned array contains conventional
-matrix product for each stacked matrix and has shape
-<cite>(…, M, N)</cite>.</p></li>
-<li><p>if both <cite>x1</cite> and <cite>x2</cite> have more than two dimensions, returned
-array contains conventional matrix product for each stacked
-matrix and has shape determined by broadcasting rules for
-<cite>x1.shape[:-2]</cite> and <cite>x2.shape[:-2]</cite>.</p></li>
-</ul>
-<p>The data type of the returned array is determined by the Type
-Promotion Rules. If either <cite>x1</cite> or <cite>x2</cite> has a complex floating
-point type, neither argument is complex conjugated or transposed.</p>
-</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
-</dd>
-</dl>
-</dd></dl>
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-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">matrix_transpose</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_linear_algebra_functions.html#matrix_transpose"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.matrix_transpose" title="Permalink to this definition">¶</a></dt>
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-          <section id="dpctl-tensor-max">
-<h1>dpctl.tensor.max<a class="headerlink" href="#dpctl-tensor-max" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.max">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">max</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">/</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keepdims</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">out</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_reduction.html#max"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.max" title="Permalink to this definition">¶</a></dt>
-<dd><p>Calculates the maximum value of the input array <code class="docutils literal notranslate"><span class="pre">x</span></code>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – input array.</p></li>
-<li><p><strong>axis</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>, </em><em>Tuple</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>, </em><em>...</em><em>]</em><em>]</em>) – axis or axes along which maxima must be computed. If a tuple
-of unique integers, the maxima are computed over multiple axes.
-If <code class="docutils literal notranslate"><span class="pre">None</span></code>, the max is computed over the entire array.
-Default: <code class="docutils literal notranslate"><span class="pre">None</span></code>.</p></li>
-<li><p><strong>keepdims</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><em>bool</em></a><em>]</em>) – if <code class="docutils literal notranslate"><span class="pre">True</span></code>, the reduced axes (dimensions) are included in the
-result as singleton dimensions, so that the returned array remains
-compatible with the input arrays according to Array Broadcasting
-rules. Otherwise, if <code class="docutils literal notranslate"><span class="pre">False</span></code>, the reduced axes are not included
-in the returned array. Default: <code class="docutils literal notranslate"><span class="pre">False</span></code>.</p></li>
-<li><p><strong>out</strong> (<em>Optional</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>]</em>) – the array into which the result is written.
-The data type of <code class="docutils literal notranslate"><span class="pre">out</span></code> must match the expected shape and the
-expected data type of the result.
-If <code class="docutils literal notranslate"><span class="pre">None</span></code> then a new array is returned. Default: <code class="docutils literal notranslate"><span class="pre">None</span></code>.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>an array containing the maxima. If the max was computed over the
-entire array, a zero-dimensional array is returned. The returned
-array has the same data type as <code class="docutils literal notranslate"><span class="pre">x</span></code>.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-</dl>
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-<dt class="sig sig-object py" id="dpctl.tensor.maximum">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">maximum</span></span><a class="headerlink" href="#dpctl.tensor.maximum" title="Permalink to this definition">¶</a></dt>
-<dd><p>maximum(x1, x2, /, *, out=None, order=’K’)</p>
-<p>Compares two input arrays <cite>x1</cite> and <cite>x2</cite> and returns a new array containing the
-element-wise maxima.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x1</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – First input array.</p></li>
-<li><p><strong>x2</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Second input array.</p></li>
-<li><p><strong>out</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><em>None</em><em>]</em><em>, </em><em>optional</em>) – Output array to populate.
-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the element-wise maxima. The data type of
-the returned array is determined by the Type Promotion Rules.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-          <section id="dpctl-tensor-mean">
-<h1>dpctl.tensor.mean<a class="headerlink" href="#dpctl-tensor-mean" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.mean">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">mean</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keepdims</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_statistical_functions.html#mean"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.mean" title="Permalink to this definition">¶</a></dt>
-<dd><p>Calculates the arithmetic mean of elements in the input array <cite>x</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – input array.</p></li>
-<li><p><strong>axis</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>, </em><em>Tuple</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>, </em><em>...</em><em>]</em><em>]</em>) – axis or axes along which the arithmetic means must be computed. If
-a tuple of unique integers, the means are computed over multiple
-axes. If <cite>None</cite>, the mean is computed over the entire array.
-Default: <cite>None</cite>.</p></li>
-<li><p><strong>keepdims</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><em>bool</em></a><em>]</em>) – if <cite>True</cite>, the reduced axes (dimensions) are included in the result
-as singleton dimensions, so that the returned array remains
-compatible with the input array according to Array Broadcasting
-rules. Otherwise, if <cite>False</cite>, the reduced axes are not included in
-the returned array. Default: <cite>False</cite>.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p><p>an array containing the arithmetic means. If the mean was computed
-over the entire array, a zero-dimensional array is returned.</p>
-<p>If <cite>x</cite> has a floating-point data type, the returned array will have
-the same data type as <cite>x</cite>.
-If <cite>x</cite> has a boolean or integral data type, the returned array
-will have the default floating point data type for the device
-where input array <cite>x</cite> is allocated.</p>
-</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-          <section id="dpctl-tensor-meshgrid">
-<h1>dpctl.tensor.meshgrid<a class="headerlink" href="#dpctl-tensor-meshgrid" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.meshgrid">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">meshgrid</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">arrays</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">indexing</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'xy'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_ctors.html#meshgrid"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.meshgrid" title="Permalink to this definition">¶</a></dt>
-<dd><p>Creates list of <a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a> coordinate matrices
-from vectors.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>arrays</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – an arbitrary number of one-dimensional arrays
-representing grid coordinates. Each array should have the same
-numeric data type.</p></li>
-<li><p><strong>indexing</strong> (<code class="docutils literal notranslate"><span class="pre">&quot;xy&quot;</span></code>, or <code class="docutils literal notranslate"><span class="pre">&quot;ij&quot;</span></code>) – Cartesian (<code class="docutils literal notranslate"><span class="pre">&quot;xy&quot;</span></code>) or matrix (<code class="docutils literal notranslate"><span class="pre">&quot;ij&quot;</span></code>) indexing of output.
-If provided zero or one one-dimensional vector(s) (i.e., the
-zero- and one-dimensional cases, respectively), the <code class="docutils literal notranslate"><span class="pre">indexing</span></code>
-keyword has no effect and should be ignored. Default: <code class="docutils literal notranslate"><span class="pre">&quot;xy&quot;</span></code></p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>list of <code class="docutils literal notranslate"><span class="pre">N</span></code> arrays, where <code class="docutils literal notranslate"><span class="pre">N</span></code> is the number of
-provided one-dimensional input arrays. Each returned array must
-have rank <code class="docutils literal notranslate"><span class="pre">N</span></code>.
-For a set of <code class="docutils literal notranslate"><span class="pre">n</span></code> vectors with lengths <code class="docutils literal notranslate"><span class="pre">N0</span></code>, <code class="docutils literal notranslate"><span class="pre">N1</span></code>, <code class="docutils literal notranslate"><span class="pre">N2</span></code>, …
-The cartesian indexing results in arrays of shape
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-          <section id="dpctl-tensor-min">
-<h1>dpctl.tensor.min<a class="headerlink" href="#dpctl-tensor-min" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.min">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">min</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">/</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keepdims</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">out</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_reduction.html#min"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.min" title="Permalink to this definition">¶</a></dt>
-<dd><p>Calculates the minimum value of the input array <code class="docutils literal notranslate"><span class="pre">x</span></code>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – input array.</p></li>
-<li><p><strong>axis</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>, </em><em>Tuple</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>, </em><em>...</em><em>]</em><em>]</em>) – axis or axes along which minima must be computed. If a tuple
-of unique integers, the minima are computed over multiple axes.
-If <code class="docutils literal notranslate"><span class="pre">None</span></code>, the min is computed over the entire array.
-Default: <code class="docutils literal notranslate"><span class="pre">None</span></code>.</p></li>
-<li><p><strong>keepdims</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><em>bool</em></a><em>]</em>) – if <code class="docutils literal notranslate"><span class="pre">True</span></code>, the reduced axes (dimensions) are included in the
-result as singleton dimensions, so that the returned array remains
-compatible with the input arrays according to Array Broadcasting
-rules. Otherwise, if <code class="docutils literal notranslate"><span class="pre">False</span></code>, the reduced axes are not included
-in the returned array. Default: <code class="docutils literal notranslate"><span class="pre">False</span></code>.</p></li>
-<li><p><strong>out</strong> (<em>Optional</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>]</em>) – the array into which the result is written.
-The data type of <code class="docutils literal notranslate"><span class="pre">out</span></code> must match the expected shape and the
-expected data type of the result.
-If <code class="docutils literal notranslate"><span class="pre">None</span></code> then a new array is returned. Default: <code class="docutils literal notranslate"><span class="pre">None</span></code>.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>an array containing the minima. If the min was computed over the
-entire array, a zero-dimensional array is returned. The returned
-array has the same data type as <code class="docutils literal notranslate"><span class="pre">x</span></code>.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<dt class="sig sig-object py" id="dpctl.tensor.minimum">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">minimum</span></span><a class="headerlink" href="#dpctl.tensor.minimum" title="Permalink to this definition">¶</a></dt>
-<dd><p>minimum(x1, x2, /, *, out=None, order=’K’)</p>
-<p>Compares two input arrays <cite>x1</cite> and <cite>x2</cite> and returns a new array containing the
-element-wise minima.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x1</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – First input array.</p></li>
-<li><p><strong>x2</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Second input array.</p></li>
-<li><p><strong>out</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><em>None</em><em>]</em><em>, </em><em>optional</em>) – Output array to populate.
-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the element-wise minima. The data type of
-the returned array is determined by the Type Promotion Rules.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<h1>dpctl.tensor.moveaxis<a class="headerlink" href="#dpctl-tensor-moveaxis" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.moveaxis">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">moveaxis</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">source</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">destination</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_manipulation_functions.html#moveaxis"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.moveaxis" title="Permalink to this definition">¶</a></dt>
-<dd><p>Moves axes of an array to new positions.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – input array</p></li>
-<li><p><strong>source</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em> or </em><em>a sequence</em><em> of </em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a>) – Original positions of the axes to move.
-These must be unique. If <cite>x</cite> has rank (i.e., number of
-dimensions) <cite>N</cite>, a valid <cite>axis</cite> must be in the
-half-open interval <cite>[-N, N)</cite>.</p></li>
-<li><p><strong>destination</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em> or </em><em>a sequence</em><em> of </em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a>) – Destination positions for each of the original axes.
-These must also be unique. If <cite>x</cite> has rank
-(i.e., number of dimensions) <cite>N</cite>, a valid <cite>axis</cite> must be
-in the half-open interval <cite>[-N, N)</cite>.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Array with moved axes.
-The returned array must has the same data type as <cite>x</cite>,
-is created on the same device as <cite>x</cite> and has the same
-USM allocation type as <cite>x</cite>.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
-</dd>
-<dt class="field-even">Raises<span class="colon">:</span></dt>
-<dd class="field-even"><ul class="simple">
-<li><p><strong>AxisError</strong> – if <cite>axis</cite> value is invalid.</p></li>
-<li><p><a class="reference external" href="https://docs.python.org/3/library/exceptions.html#ValueError" title="(in Python v3.13)"><strong>ValueError</strong></a> – if <cite>src</cite> and <cite>dst</cite> have not equal number of elements.</p></li>
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-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">multiply</span></span><a class="headerlink" href="#dpctl.tensor.multiply" title="Permalink to this definition">¶</a></dt>
-<dd><p>multiply(x1, x2, /, *, out=None, order=’K’)</p>
-<p>Calculates the product for each element <cite>x1_i</cite> of the input array <cite>x1</cite> with the
-respective element <cite>x2_i</cite> of the input array <cite>x2</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x1</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – First input array.</p></li>
-<li><p><strong>x2</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Second input array.</p></li>
-<li><p><strong>out</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><em>None</em><em>]</em><em>, </em><em>optional</em>) – Output array to populate.
-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the element-wise products. The data type of
-the returned array is determined by the Type Promotion Rules.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<h1>dpctl.tensor.negative<a class="headerlink" href="#dpctl-tensor-negative" title="Permalink to this heading">¶</a></h1>
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-<dt class="sig sig-object py" id="dpctl.tensor.negative">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">negative</span></span><a class="headerlink" href="#dpctl.tensor.negative" title="Permalink to this definition">¶</a></dt>
-<dd><p>negative(x, /, *, out=None, order=’K’)</p>
-<p>Computes the numerical negative for each element <cite>x_i</cite> of input array <cite>x</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Input array, expected to have a numeric data type.</p></li>
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-shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – memory layout of the new
-output array, if parameter <cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the negative of <cite>x</cite>.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<dd><p>nextafter(x1, x2, /, *, out=None, order=’K’)</p>
-<p>Calculates the next floating-point value after element <cite>x1_i</cite> of the input
-array <cite>x1</cite> toward the respective element <cite>x2_i</cite> of the input array <cite>x2</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x1</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – First input array.</p></li>
-<li><p><strong>x2</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Second input array.</p></li>
-<li><p><strong>out</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><em>None</em><em>]</em><em>, </em><em>optional</em>) – Output array to populate.
-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the element-wise next representable values of <cite>x1</cite>
-in the direction of <cite>x2</cite>. The data type of the returned array is
-determined by the Type Promotion Rules.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.nonzero">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">nonzero</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">arr</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_indexing_functions.html#nonzero"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.nonzero" title="Permalink to this definition">¶</a></dt>
-<dd><p>Return the indices of non-zero elements.</p>
-<p>Returns a tuple of usm_ndarrays, one for each dimension
-of <code class="docutils literal notranslate"><span class="pre">arr</span></code>, containing the indices of the non-zero elements
-in that dimension. The values of <code class="docutils literal notranslate"><span class="pre">arr</span></code> are always tested in
-row-major, C-style order.</p>
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-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
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-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Indices of non-zero array elements.</p>
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-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Tuple[<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a>, …]</p>
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-<h1>dpctl.tensor.not_equal<a class="headerlink" href="#dpctl-tensor-not-equal" title="Permalink to this heading">¶</a></h1>
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-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">not_equal</span></span><a class="headerlink" href="#dpctl.tensor.not_equal" title="Permalink to this definition">¶</a></dt>
-<dd><p>not_equal(x1, x2, /, *, out=None, order=’K’)</p>
-<p>Calculates inequality test results for each element <cite>x1_i</cite> of the
-input array <cite>x1</cite> with the respective element <cite>x2_i</cite> of the input array <cite>x2</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x1</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – First input array.</p></li>
-<li><p><strong>x2</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Second input array.</p></li>
-<li><p><strong>out</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><em>None</em><em>]</em><em>, </em><em>optional</em>) – Output array to populate.
-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the result of element-wise inequality comparison.
-The returned array has a data type of <cite>bool</cite>.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-          <section id="dpctl-tensor-ones">
-<h1>dpctl.tensor.ones<a class="headerlink" href="#dpctl-tensor-ones" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.ones">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">ones</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">shape</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dtype</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">order</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'C'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">device</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">usm_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'device'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sycl_queue</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_ctors.html#ones"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.ones" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a new <a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a> having a specified
-shape and filled with ones.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>shape</strong> (<em>Tuple</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>]</em><em>, </em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a>) – Dimensions of the array to be created.</p></li>
-<li><p><strong>dtype</strong> (<em>optional</em>) – data type of the array. Can be typestring,
-a <a class="reference external" href="https://numpy.org/doc/stable/reference/generated/numpy.dtype.html#numpy.dtype" title="(in NumPy v2.2)"><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.dtype</span></code></a> object, <a class="reference external" href="https://numpy.org/doc/stable/reference/index.html#module-numpy" title="(in NumPy v2.2)"><code class="xref py py-mod docutils literal notranslate"><span class="pre">numpy</span></code></a> char string,
-or a NumPy scalar type. Default: <code class="docutils literal notranslate"><span class="pre">None</span></code></p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>, or </em><em>&quot;F&quot;</em>) – memory layout for the array. Default: <code class="docutils literal notranslate"><span class="pre">&quot;C&quot;</span></code></p></li>
-<li><p><strong>device</strong> (<em>optional</em>) – array API concept of device where the output array
-is created. <code class="docutils literal notranslate"><span class="pre">device</span></code> can be <code class="docutils literal notranslate"><span class="pre">None</span></code>, a oneAPI filter selector
-string, an instance of <a class="reference internal" href="dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a> corresponding to
-a non-partitioned SYCL device, an instance of
-<a class="reference internal" href="dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>, or a <a class="reference internal" href="../tensor.utility_functions.html#dpctl.tensor.Device" title="dpctl.tensor.Device"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.Device</span></code></a> object
-returned by <a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.device.html#dpctl.tensor.usm_ndarray.device" title="dpctl.tensor.usm_ndarray.device"><code class="xref py py-attr docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray.device</span></code></a>.
-Default: <code class="docutils literal notranslate"><span class="pre">None</span></code></p></li>
-<li><p><strong>usm_type</strong> (<code class="docutils literal notranslate"><span class="pre">&quot;device&quot;</span></code>, <code class="docutils literal notranslate"><span class="pre">&quot;shared&quot;</span></code>, <code class="docutils literal notranslate"><span class="pre">&quot;host&quot;</span></code>, optional) – The type of SYCL USM allocation for the output array.
-Default: <code class="docutils literal notranslate"><span class="pre">&quot;device&quot;</span></code></p></li>
-<li><p><strong>sycl_queue</strong> (<a class="reference internal" href="dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>, optional) – The SYCL queue to use
-for output array allocation and copying. <code class="docutils literal notranslate"><span class="pre">sycl_queue</span></code> and
-<code class="docutils literal notranslate"><span class="pre">device</span></code> are complementary arguments, i.e. use one or another.
-If both are specified, a <a class="reference external" href="https://docs.python.org/3/library/exceptions.html#TypeError" title="(in Python v3.13)"><code class="xref py py-exc docutils literal notranslate"><span class="pre">TypeError</span></code></a> is raised unless both
-imply the same underlying SYCL queue to be used. If both are
-<code class="docutils literal notranslate"><span class="pre">None</span></code>, a cached queue targeting default-selected device is
-used for allocation and population. Default: <code class="docutils literal notranslate"><span class="pre">None</span></code></p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Created array initialized with ones.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
-</dd>
-</dl>
-</dd></dl>
-
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-
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-          <section id="dpctl-tensor-ones-like">
-<h1>dpctl.tensor.ones_like<a class="headerlink" href="#dpctl-tensor-ones-like" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.ones_like">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">ones_like</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">/</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dtype</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">order</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'K'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">device</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">usm_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sycl_queue</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_ctors.html#ones_like"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.ones_like" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a new <a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a> filled with ones and
-having the same <cite>shape</cite> as the input array <cite>x</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Input array from which to derive the output array shape</p></li>
-<li><p><strong>dtype</strong> (<em>optional</em>) – data type of the array. Can be typestring,
-a <a class="reference external" href="https://numpy.org/doc/stable/reference/generated/numpy.dtype.html#numpy.dtype" title="(in NumPy v2.2)"><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.dtype</span></code></a> object, <a class="reference external" href="https://numpy.org/doc/stable/reference/index.html#module-numpy" title="(in NumPy v2.2)"><code class="xref py py-mod docutils literal notranslate"><span class="pre">numpy</span></code></a> char string,
-or a NumPy scalar type. Default: <cite>None</cite></p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>, </em><em>&quot;F&quot;</em><em>, </em><em>&quot;A&quot;</em><em>, or </em><em>&quot;K&quot;</em>) – memory layout for the array. Default: <code class="docutils literal notranslate"><span class="pre">&quot;C&quot;</span></code></p></li>
-<li><p><strong>device</strong> (<em>optional</em>) – array API concept of device where the output array
-is created. <code class="docutils literal notranslate"><span class="pre">device</span></code> can be <code class="docutils literal notranslate"><span class="pre">None</span></code>, a oneAPI filter selector
-string, an instance of <a class="reference internal" href="dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a> corresponding to
-a non-partitioned SYCL device, an instance of
-<a class="reference internal" href="dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>, or a <a class="reference internal" href="../tensor.utility_functions.html#dpctl.tensor.Device" title="dpctl.tensor.Device"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.Device</span></code></a> object
-returned by <a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.device.html#dpctl.tensor.usm_ndarray.device" title="dpctl.tensor.usm_ndarray.device"><code class="xref py py-attr docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray.device</span></code></a>.
-Default: <code class="docutils literal notranslate"><span class="pre">None</span></code></p></li>
-<li><p><strong>usm_type</strong> (<code class="docutils literal notranslate"><span class="pre">&quot;device&quot;</span></code>, <code class="docutils literal notranslate"><span class="pre">&quot;shared&quot;</span></code>, <code class="docutils literal notranslate"><span class="pre">&quot;host&quot;</span></code>, optional) – The type of SYCL USM allocation for the output array.
-Default: <code class="docutils literal notranslate"><span class="pre">&quot;device&quot;</span></code></p></li>
-<li><p><strong>sycl_queue</strong> (<a class="reference internal" href="dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>, optional) – The SYCL queue to use
-for output array allocation and copying. <code class="docutils literal notranslate"><span class="pre">sycl_queue</span></code> and
-<code class="docutils literal notranslate"><span class="pre">device</span></code> are complementary arguments, i.e. use one or another.
-If both are specified, a <a class="reference external" href="https://docs.python.org/3/library/exceptions.html#TypeError" title="(in Python v3.13)"><code class="xref py py-exc docutils literal notranslate"><span class="pre">TypeError</span></code></a> is raised unless both
-imply the same underlying SYCL queue to be used. If both are
-<code class="docutils literal notranslate"><span class="pre">None</span></code>, a cached queue targeting default-selected device is
-used for allocation and population. Default: <code class="docutils literal notranslate"><span class="pre">None</span></code></p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>New array initialized with ones.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
-</dd>
-</dl>
-</dd></dl>
-
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-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">permute_dims</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axes</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_manipulation_functions.html#permute_dims"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.permute_dims" title="Permalink to this definition">¶</a></dt>
-<dd><p>Permute the axes (dimensions) of an array; returns the permuted
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-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – input array.</p></li>
-<li><p><strong>axes</strong> (<em>Tuple</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>, </em><em>...</em><em>]</em>) – tuple containing permutation of
-<cite>(0,1,…,N-1)</cite> where <cite>N</cite> is the number of axes (dimensions)
-of <cite>x</cite>.</p></li>
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-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array with permuted axes.
-The returned array must has the same data type as <cite>x</cite>,
-is created on the same device as <cite>x</cite> and has the same USM allocation
-type as <cite>x</cite>.</p>
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-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">place</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">arr</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mask</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vals</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_indexing_functions.html#place"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.place" title="Permalink to this definition">¶</a></dt>
-<dd><p>Change elements of an array based on conditional and input values.</p>
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-<li><p><strong>arr</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Array to put data into.</p></li>
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-elements of <code class="docutils literal notranslate"><span class="pre">arr</span></code> are to be masked, this sequence must be
-non-empty. Array <code class="docutils literal notranslate"><span class="pre">vals</span></code> must be one dimensional.</p></li>
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-<h1>dpctl.tensor.positive<a class="headerlink" href="#dpctl-tensor-positive" title="Permalink to this heading">¶</a></h1>
-<dl class="py data">
-<dt class="sig sig-object py" id="dpctl.tensor.positive">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">positive</span></span><a class="headerlink" href="#dpctl.tensor.positive" title="Permalink to this definition">¶</a></dt>
-<dd><p>positive(x, /, *, out=None, order=’K’)</p>
-<p>Computes the numerical positive for each element <cite>x_i</cite> of input array <cite>x</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Input array, expected to have a numeric data type.</p></li>
-<li><p><strong>out</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Output array to populate. Array must have the correct
-shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – memory layout of the new
-output array, if parameter <cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the positive of <cite>x</cite>.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<dt class="sig sig-object py" id="dpctl.tensor.pow">
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-<dd><p>pow(x1, x2, /, *, out=None, order=’K’)</p>
-<p>Calculates <cite>x1_i</cite> raised to <cite>x2_i</cite> for each element <cite>x1_i</cite> of the input array
-<cite>x1</cite> with the respective element <cite>x2_i</cite> of the input array <cite>x2</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x1</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – First input array, expected to have a numeric data type.</p></li>
-<li><p><strong>x2</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Second input array, also expected to have a numeric data type.</p></li>
-<li><p><strong>out</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Output array to populate. Array must have the correct
-shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – memory layout of the new
-output array, if parameter <cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the bases in <cite>x1</cite> raised to the exponents in <cite>x2</cite>
-element-wise. The data type of the returned array is determined by the
-Type Promotion Rules.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<li class="toctree-l5 has-children"><a class="reference internal" href="../../libsyclinterface/generated/struct_MDLocalAccessorTy.html">struct MDLocalAccessorTy</a><input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" role="switch" type="checkbox"/><label for="toctree-checkbox-45"><div class="visually-hidden">Toggle navigation of struct MDLocalAccessorTy</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
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-          <section id="dpctl-tensor-prod">
-<h1>dpctl.tensor.prod<a class="headerlink" href="#dpctl-tensor-prod" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.prod">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">prod</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">/</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dtype</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keepdims</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">out</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_reduction.html#prod"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.prod" title="Permalink to this definition">¶</a></dt>
-<dd><p>Calculates the product of elements in the input array <code class="docutils literal notranslate"><span class="pre">x</span></code>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – input array.</p></li>
-<li><p><strong>axis</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>, </em><em>Tuple</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>, </em><em>...</em><em>]</em><em>]</em>) – axis or axes along which products must be computed. If a tuple
-of unique integers, products are computed over multiple axes.
-If <code class="docutils literal notranslate"><span class="pre">None</span></code>, the product is computed over the entire array.
-Default: <code class="docutils literal notranslate"><span class="pre">None</span></code>.</p></li>
-<li><p><strong>dtype</strong> (<em>Optional</em><em>[</em><a class="reference internal" href="../tensor.data_types.html#dpctl.tensor.dtype" title="dpctl.tensor.dtype"><em>dtype</em></a><em>]</em>) – <p>data type of the returned array. If <code class="docutils literal notranslate"><span class="pre">None</span></code>, the default data
-type is inferred from the “kind” of the input array data type.</p>
-<ul>
-<li><p>If <code class="docutils literal notranslate"><span class="pre">x</span></code> has a real- or complex-valued floating-point data
-type, the returned array will have the same data type as
-<code class="docutils literal notranslate"><span class="pre">x</span></code>.</p></li>
-<li><p>If <code class="docutils literal notranslate"><span class="pre">x</span></code> has signed integral data type, the returned array
-will have the default signed integral type for the device
-where input array <code class="docutils literal notranslate"><span class="pre">x</span></code> is allocated.</p></li>
-<li><p>If <code class="docutils literal notranslate"><span class="pre">x</span></code> has unsigned integral data type, the returned array
-will have the default unsigned integral type for the device
-where input array <code class="docutils literal notranslate"><span class="pre">x</span></code> is allocated.</p></li>
-<li><p>If <code class="docutils literal notranslate"><span class="pre">x</span></code> has a boolean data type, the returned array will
-have the default signed integral type for the device
-where input array <code class="docutils literal notranslate"><span class="pre">x</span></code> is allocated.</p></li>
-</ul>
-<p>If the data type (either specified or resolved) differs from the
-data type of <code class="docutils literal notranslate"><span class="pre">x</span></code>, the input array elements are cast to the
-specified data type before computing the product.
-Default: <code class="docutils literal notranslate"><span class="pre">None</span></code>.</p>
-</p></li>
-<li><p><strong>keepdims</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><em>bool</em></a><em>]</em>) – if <code class="docutils literal notranslate"><span class="pre">True</span></code>, the reduced axes (dimensions) are included in the
-result as singleton dimensions, so that the returned array remains
-compatible with the input arrays according to Array Broadcasting
-rules. Otherwise, if <code class="docutils literal notranslate"><span class="pre">False</span></code>, the reduced axes are not included
-in the returned array. Default: <code class="docutils literal notranslate"><span class="pre">False</span></code>.</p></li>
-<li><p><strong>out</strong> (<em>Optional</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>]</em>) – the array into which the result is written.
-The data type of <code class="docutils literal notranslate"><span class="pre">out</span></code> must match the expected shape and the
-expected data type of the result or (if provided) <code class="docutils literal notranslate"><span class="pre">dtype</span></code>.
-If <code class="docutils literal notranslate"><span class="pre">None</span></code> then a new array is returned. Default: <code class="docutils literal notranslate"><span class="pre">None</span></code>.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>an array containing the products. If the product was computed over
-the entire array, a zero-dimensional array is returned. The
-returned array has the data type as described in the <code class="docutils literal notranslate"><span class="pre">dtype</span></code>
-parameter description above.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</section>
-
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-          <section id="dpctl-tensor-put">
-<h1>dpctl.tensor.put<a class="headerlink" href="#dpctl-tensor-put" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.put">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">put</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">indices</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vals</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'wrap'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_indexing_functions.html#put"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.put" title="Permalink to this definition">¶</a></dt>
-<dd><p>Puts values into an array along a given axis at given indices.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – The array the values will be put into.</p></li>
-<li><p><strong>indices</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – One-dimensional array of indices.</p></li>
-<li><p><strong>vals</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Array of values to be put into <code class="docutils literal notranslate"><span class="pre">x</span></code>.
-Must be broadcastable to the result shape
-<code class="docutils literal notranslate"><span class="pre">x.shape[:axis]</span> <span class="pre">+</span> <span class="pre">indices.shape</span> <span class="pre">+</span> <span class="pre">x.shape[axis+1:]</span></code>.</p></li>
-<li><p><strong>axis</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>, </em><em>optional</em>) – The axis along which the values will be placed.
-If <code class="docutils literal notranslate"><span class="pre">x</span></code> is one-dimensional, this argument is optional.
-Default: <code class="docutils literal notranslate"><span class="pre">None</span></code>.</p></li>
-<li><p><strong>mode</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a><em>, </em><em>optional</em>) – <p>How out-of-bounds indices will be handled. Possible values
-are:</p>
-<ul>
-<li><p><code class="docutils literal notranslate"><span class="pre">&quot;wrap&quot;</span></code>: clamps indices to (<code class="docutils literal notranslate"><span class="pre">-n</span> <span class="pre">&lt;=</span> <span class="pre">i</span> <span class="pre">&lt;</span> <span class="pre">n</span></code>), then wraps
-negative indices.</p></li>
-<li><p><code class="docutils literal notranslate"><span class="pre">&quot;clip&quot;</span></code>: clips indices to (<code class="docutils literal notranslate"><span class="pre">0</span> <span class="pre">&lt;=</span> <span class="pre">i</span> <span class="pre">&lt;</span> <span class="pre">n</span></code>).</p></li>
-</ul>
-<p>Default: <code class="docutils literal notranslate"><span class="pre">&quot;wrap&quot;</span></code>.</p>
-</p></li>
-</ul>
-</dd>
-</dl>
-<div class="admonition note">
-<p class="admonition-title">Note</p>
-<p>If input array <code class="docutils literal notranslate"><span class="pre">indices</span></code> contains duplicates, a race condition
-occurs, and the value written into corresponding positions in <code class="docutils literal notranslate"><span class="pre">x</span></code>
-may vary from run to run. Preserving sequential semantics in handing
-the duplicates to achieve deterministic behavior requires additional
-work, e.g.</p>
-<dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span><span class="w"> </span><span class="nn">dpctl</span><span class="w"> </span><span class="kn">import</span> <span class="n">tensor</span> <span class="k">as</span> <span class="n">dpt</span>
-
-<span class="k">def</span><span class="w"> </span><span class="nf">put_vec_duplicates</span><span class="p">(</span><span class="n">vec</span><span class="p">,</span> <span class="n">ind</span><span class="p">,</span> <span class="n">vals</span><span class="p">):</span>
-    <span class="s2">&quot;Put values into vec, handling possible duplicates in ind&quot;</span>
-    <span class="k">assert</span> <span class="n">vec</span><span class="o">.</span><span class="n">ndim</span><span class="p">,</span> <span class="n">ind</span><span class="o">.</span><span class="n">ndim</span><span class="p">,</span> <span class="n">vals</span><span class="o">.</span><span class="n">ndim</span> <span class="o">==</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span>
-
-    <span class="c1"># find positions of last occurences of each</span>
-    <span class="c1"># unique index</span>
-    <span class="n">ind_flipped</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">flip</span><span class="p">(</span><span class="n">ind</span><span class="p">)</span>
-    <span class="n">ind_uniq</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">unique_all</span><span class="p">(</span><span class="n">ind_flipped</span><span class="p">)</span><span class="o">.</span><span class="n">indices</span>
-    <span class="n">has_dups</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">ind</span><span class="p">)</span> <span class="o">!=</span> <span class="nb">len</span><span class="p">(</span><span class="n">ind_uniq</span><span class="p">)</span>
-
-    <span class="k">if</span> <span class="n">has_dups</span><span class="p">:</span>
-        <span class="n">ind_uniq</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">subtract</span><span class="p">(</span><span class="n">vec</span><span class="o">.</span><span class="n">size</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span> <span class="n">ind_uniq</span><span class="p">)</span>
-        <span class="n">ind</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">take</span><span class="p">(</span><span class="n">ind</span><span class="p">,</span> <span class="n">ind_uniq</span><span class="p">)</span>
-        <span class="n">vals</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">take</span><span class="p">(</span><span class="n">vals</span><span class="p">,</span> <span class="n">ind_uniq</span><span class="p">)</span>
-
-    <span class="n">dpt</span><span class="o">.</span><span class="n">put</span><span class="p">(</span><span class="n">vec</span><span class="p">,</span> <span class="n">ind</span><span class="p">,</span> <span class="n">vals</span><span class="p">)</span>
-
-<span class="n">n</span> <span class="o">=</span> <span class="mi">512</span>
-<span class="n">ind</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">concat</span><span class="p">((</span><span class="n">dpt</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="n">n</span><span class="p">),</span> <span class="n">dpt</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="n">n</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="n">step</span><span class="o">=-</span><span class="mi">1</span><span class="p">)))</span>
-<span class="n">x</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="n">ind</span><span class="o">.</span><span class="n">size</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="s2">&quot;int32&quot;</span><span class="p">)</span>
-<span class="n">vals</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="n">ind</span><span class="o">.</span><span class="n">size</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">x</span><span class="o">.</span><span class="n">dtype</span><span class="p">)</span>
-
-<span class="c1"># Values corresponding to last positions of</span>
-<span class="c1"># duplicate indices are written into the vector x</span>
-<span class="n">put_vec_duplicates</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">ind</span><span class="p">,</span> <span class="n">vals</span><span class="p">)</span>
-
-<span class="n">parts</span> <span class="o">=</span> <span class="p">(</span><span class="n">vals</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">:</span><span class="o">-</span><span class="n">n</span><span class="o">-</span><span class="mi">2</span><span class="p">:</span><span class="o">-</span><span class="mi">1</span><span class="p">],</span> <span class="n">dpt</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="n">n</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">x</span><span class="o">.</span><span class="n">dtype</span><span class="p">))</span>
-<span class="n">expected</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">concat</span><span class="p">(</span><span class="n">parts</span><span class="p">)</span>
-<span class="k">assert</span> <span class="n">dpt</span><span class="o">.</span><span class="n">all</span><span class="p">(</span><span class="n">x</span> <span class="o">==</span> <span class="n">expected</span><span class="p">)</span>
-</pre></div>
-</div>
-</dd>
-</dl>
-</div>
-</dd></dl>
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-          <section id="dpctl-tensor-put-along-axis">
-<h1>dpctl.tensor.put_along_axis<a class="headerlink" href="#dpctl-tensor-put-along-axis" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.put_along_axis">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">put_along_axis</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">indices</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vals</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">/</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">-1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'wrap'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_indexing_functions.html#put_along_axis"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.put_along_axis" title="Permalink to this definition">¶</a></dt>
-<dd><p>Puts elements into an array at the one-dimensional indices specified by
-<code class="docutils literal notranslate"><span class="pre">indices</span></code> along a provided <code class="docutils literal notranslate"><span class="pre">axis</span></code>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – input array. Must be compatible with <code class="docutils literal notranslate"><span class="pre">indices</span></code>, except for the
-axis (dimension) specified by <code class="docutils literal notranslate"><span class="pre">axis</span></code>.</p></li>
-<li><p><strong>indices</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – array indices. Must have the same rank (i.e., number of dimensions)
-as <code class="docutils literal notranslate"><span class="pre">x</span></code>.</p></li>
-<li><p><strong>vals</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Array of values to be put into <code class="docutils literal notranslate"><span class="pre">x</span></code>.
-Must be broadcastable to the shape of <code class="docutils literal notranslate"><span class="pre">indices</span></code>.</p></li>
-<li><p><strong>axis</strong> – int
-axis along which to select values. If <code class="docutils literal notranslate"><span class="pre">axis</span></code> is negative, the
-function determines the axis along which to select values by
-counting from the last dimension. Default: <code class="docutils literal notranslate"><span class="pre">-1</span></code>.</p></li>
-<li><p><strong>mode</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a><em>, </em><em>optional</em>) – <p>How out-of-bounds indices will be handled. Possible values
-are:</p>
-<ul>
-<li><p><code class="docutils literal notranslate"><span class="pre">&quot;wrap&quot;</span></code>: clamps indices to (<code class="docutils literal notranslate"><span class="pre">-n</span> <span class="pre">&lt;=</span> <span class="pre">i</span> <span class="pre">&lt;</span> <span class="pre">n</span></code>), then wraps
-negative indices.</p></li>
-<li><p><code class="docutils literal notranslate"><span class="pre">&quot;clip&quot;</span></code>: clips indices to (<code class="docutils literal notranslate"><span class="pre">0</span> <span class="pre">&lt;=</span> <span class="pre">i</span> <span class="pre">&lt;</span> <span class="pre">n</span></code>).</p></li>
-</ul>
-<p>Default: <code class="docutils literal notranslate"><span class="pre">&quot;wrap&quot;</span></code>.</p>
-</p></li>
-</ul>
-</dd>
-</dl>
-<div class="admonition note">
-<p class="admonition-title">Note</p>
-<p>If input array <code class="docutils literal notranslate"><span class="pre">indices</span></code> contains duplicates, a race condition
-occurs, and the value written into corresponding positions in <code class="docutils literal notranslate"><span class="pre">x</span></code>
-may vary from run to run. Preserving sequential semantics in handing
-the duplicates to achieve deterministic behavior requires additional
-work.</p>
-</div>
-</dd></dl>
-
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-<dd><p>real(x, /, *, out=None, order=’K’)</p>
-<p>Computes real part of each element <cite>x_i</cite> for input array <cite>x</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Input array.</p></li>
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-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the element-wise real component of input.
-If the input is a real-valued data type, the returned array has
-the same data type. If the input is a complex floating-point
-data type, the returned array has a floating-point data type
-with the same floating-point precision as complex input.</p>
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-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<dd><p>reciprocal(x, /, *, out=None, order=’K’)</p>
-<p>Computes the reciprocal of each element <cite>x_i</cite> for input array <cite>x</cite>.</p>
-<dl class="field-list simple">
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-Array have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
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-<dd class="field-even"><p>An array containing the element-wise reciprocals.
-The returned array has a floating-point data type determined
-by the Type Promotion Rules.</p>
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-          <section id="dpctl-tensor-reduce-hypot">
-<h1>dpctl.tensor.reduce_hypot<a class="headerlink" href="#dpctl-tensor-reduce-hypot" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.reduce_hypot">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">reduce_hypot</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">/</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dtype</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keepdims</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">out</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_reduction.html#reduce_hypot"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.reduce_hypot" title="Permalink to this definition">¶</a></dt>
-<dd><p>Calculates the square root of the sum of squares of elements in the input
-array <code class="docutils literal notranslate"><span class="pre">x</span></code>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – input array.</p></li>
-<li><p><strong>axis</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>, </em><em>Tuple</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>, </em><em>...</em><em>]</em><em>]</em>) – axis or axes along which values must be computed. If a tuple
-of unique integers, values are computed over multiple axes.
-If <code class="docutils literal notranslate"><span class="pre">None</span></code>, the result is computed over the entire array.
-Default: <code class="docutils literal notranslate"><span class="pre">None</span></code>.</p></li>
-<li><p><strong>dtype</strong> (<em>Optional</em><em>[</em><a class="reference internal" href="../tensor.data_types.html#dpctl.tensor.dtype" title="dpctl.tensor.dtype"><em>dtype</em></a><em>]</em>) – <p>data type of the returned array. If <code class="docutils literal notranslate"><span class="pre">None</span></code>, the default data
-type is inferred from the “kind” of the input array data type.</p>
-<ul>
-<li><p>If <code class="docutils literal notranslate"><span class="pre">x</span></code> has a real-valued floating-point data type, the
-returned array will have the same data type as <code class="docutils literal notranslate"><span class="pre">x</span></code>.</p></li>
-<li><p>If <code class="docutils literal notranslate"><span class="pre">x</span></code> has a boolean or integral data type, the returned array
-will have the default floating point data type for the device
-where input array <code class="docutils literal notranslate"><span class="pre">x</span></code> is allocated.</p></li>
-<li><p>If <code class="docutils literal notranslate"><span class="pre">x</span></code> has a complex-valued floating-point data type,
-an error is raised.</p></li>
-</ul>
-<p>If the data type (either specified or resolved) differs from the
-data type of <code class="docutils literal notranslate"><span class="pre">x</span></code>, the input array elements are cast to the
-specified data type before computing the result. Default: <code class="docutils literal notranslate"><span class="pre">None</span></code>.</p>
-</p></li>
-<li><p><strong>keepdims</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><em>bool</em></a><em>]</em>) – if <code class="docutils literal notranslate"><span class="pre">True</span></code>, the reduced axes (dimensions) are included in the
-result as singleton dimensions, so that the returned array remains
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-<li><p><strong>out</strong> (<em>Optional</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>]</em>) – the array into which the result is written.
-The data type of <code class="docutils literal notranslate"><span class="pre">out</span></code> must match the expected shape and the
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-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>an array containing the results. If the result was computed over
-the entire array, a zero-dimensional array is returned. The
-returned array has the data type as described in the <code class="docutils literal notranslate"><span class="pre">dtype</span></code>
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-<dd><p>remainder(x1, x2, /, *, out=None, order=’K’)</p>
-<p>Calculates the remainder of division for each element <cite>x1_i</cite> of the input array
-<cite>x1</cite> with the respective element <cite>x2_i</cite> of the input array <cite>x2</cite>.</p>
-<p>This function is equivalent to the Python modulus operator.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x1</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – First input array, expected to have a real-valued data type.</p></li>
-<li><p><strong>x2</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Second input array, also expected to have a real-valued data type.</p></li>
-<li><p><strong>out</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><em>None</em><em>]</em><em>, </em><em>optional</em>) – Output array to populate.
-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the element-wise remainders. Each remainder has the
-same sign as respective element <cite>x2_i</cite>. The data type of the returned
-array is determined by the Type Promotion Rules.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<h1>dpctl.tensor.repeat<a class="headerlink" href="#dpctl-tensor-repeat" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.repeat">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">repeat</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">repeats</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_manipulation_functions.html#repeat"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.repeat" title="Permalink to this definition">¶</a></dt>
-<dd><p>Repeat elements of an array on a per-element basis.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – input array</p></li>
-<li><p><strong>repeats</strong> (<em>Union</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>, </em><em>Sequence</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>, </em><em>...</em><em>]</em><em>, </em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>]</em>) – <p>The number of repetitions for each element.</p>
-<p><cite>repeats</cite> must be broadcast-compatible with <cite>N</cite> where <cite>N</cite> is
-<cite>prod(x.shape)</cite> if <cite>axis</cite> is <cite>None</cite> and <cite>x.shape[axis]</cite>
-otherwise.</p>
-<p>If <cite>repeats</cite> is an array, it must have an integer data type.
-Otherwise, <cite>repeats</cite> must be a Python integer or sequence of
-Python integers (i.e., a tuple, list, or range).</p>
-</p></li>
-<li><p><strong>axis</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>]</em>) – The axis along which to repeat values. If <cite>axis</cite> is <cite>None</cite>, the
-function repeats elements of the flattened array. Default: <cite>None</cite>.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p><p>output array with repeated elements.</p>
-<p>If <cite>axis</cite> is <cite>None</cite>, the returned array is one-dimensional,
-otherwise, it has the same shape as <cite>x</cite>, except for the axis along
-which elements were repeated.</p>
-<p>The returned array will have the same data type as <cite>x</cite>.
-The returned array will be located on the same device as <cite>x</cite> and
-have the same USM allocation type as <cite>x</cite>.</p>
-</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
-</dd>
-<dt class="field-even">Raises<span class="colon">:</span></dt>
-<dd class="field-even"><p><strong>AxisError</strong> – if <cite>axis</cite> value is invalid.</p>
-</dd>
-</dl>
-</dd></dl>
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-<h1>dpctl.tensor.reshape<a class="headerlink" href="#dpctl-tensor-reshape" title="Permalink to this heading">¶</a></h1>
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-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">reshape</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">shape</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">order</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'C'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_reshape.html#reshape"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.reshape" title="Permalink to this definition">¶</a></dt>
-<dd><p>Reshapes array <code class="docutils literal notranslate"><span class="pre">x</span></code> into new shape.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – input array</p></li>
-<li><p><strong>shape</strong> (<em>Tuple</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>]</em>) – the desired shape of the resulting array.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>, </em><em>&quot;F&quot;</em><em>, </em><em>optional</em>) – memory layout of the resulting array
-if a copy is found to be necessary. Supported
-choices are <code class="docutils literal notranslate"><span class="pre">&quot;C&quot;</span></code> for C-contiguous, or row-major layout;
-and <code class="docutils literal notranslate"><span class="pre">&quot;F&quot;</span></code> for F-contiguous, or column-major layout.</p></li>
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-<dd class="field-even"><p>Reshaped array is a view, if possible,
-and a copy otherwise with memory layout as indicated
-by <code class="docutils literal notranslate"><span class="pre">order</span></code> keyword.</p>
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-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<dd><p>Returns the dtype that results from applying the Type Promotion Rules to         the arguments.</p>
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-<dd class="field-odd"><p><strong>arrays_and_dtypes</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><a class="reference internal" href="../tensor.data_types.html#dpctl.tensor.dtype" title="dpctl.tensor.dtype"><em>dtype</em></a><em>]</em>) – An arbitrary length sequence of usm_ndarray objects or dtypes.</p>
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-          <section id="dpctl-tensor-roll">
-<h1>dpctl.tensor.roll<a class="headerlink" href="#dpctl-tensor-roll" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.roll">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">roll</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">shift</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axis</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_manipulation_functions.html#roll"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.roll" title="Permalink to this definition">¶</a></dt>
-<dd><p>Rolls array elements along a specified axis.
-Array elements that roll beyond the last position are re-introduced
-at the first position. Array elements that roll beyond the first position
-are re-introduced at the last position.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – input array</p></li>
-<li><p><strong>shift</strong> (<em>Union</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>, </em><em>Tuple</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>,</em><em>...</em><em>]</em><em>]</em>) – number of places by which the
-elements are shifted. If <cite>shift</cite> is a tuple, then <cite>axis</cite> must be a
-tuple of the same size, and each of the given axes must be shifted
-by the corresponding element in <cite>shift</cite>. If <cite>shift</cite> is an <cite>int</cite>
-and <cite>axis</cite> a tuple, then the same <cite>shift</cite> must be used for all
-specified axes. If a <cite>shift</cite> is positive, then array elements is
-shifted positively (toward larger indices) along the dimension of
-<cite>axis</cite>.
-If a <cite>shift</cite> is negative, then array elements must be shifted
-negatively (toward smaller indices) along the dimension of <cite>axis</cite>.</p></li>
-<li><p><strong>axis</strong> (<em>Optional</em><em>[</em><em>Union</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>, </em><em>Tuple</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>,</em><em>...</em><em>]</em><em>]</em><em>]</em>) – axis (or axes) along which
-elements to shift. If <cite>axis</cite> is <cite>None</cite>, the array is
-flattened, shifted, and then restored to its original shape.
-Default: <cite>None</cite>.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array having the same <cite>dtype</cite>, <cite>usm_type</cite> and
-<cite>device</cite> attributes as <cite>x</cite> and whose elements are shifted relative
-to <cite>x</cite>.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
-</dd>
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-<dd><p>round(x, /, *, out=None, order=’K’)</p>
-<p>Rounds each element <cite>x_i</cite> of the input array <cite>x</cite> to
-the nearest integer-valued number.</p>
-<p>When two integers are equally close to <cite>x_i</cite>, the result is the nearest even
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-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
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-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Input array, expected to have a real-valued data type.</p></li>
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-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
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-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the element-wise rounded values.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<dd><p>rsqrt(x, /, *, out=None, order=’K’)</p>
-<p>Computes the reciprocal square-root for each element <cite>x_i</cite> for input array <cite>x</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
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-Array have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
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-<dd class="field-even"><p>An array containing the element-wise reciprocal square-root.
-The returned array has a floating-point data type determined by
-the Type Promotion Rules.</p>
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-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-          <section id="dpctl-tensor-searchsorted">
-<h1>dpctl.tensor.searchsorted<a class="headerlink" href="#dpctl-tensor-searchsorted" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.searchsorted">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">searchsorted</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">x2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">side</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'left'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sorter</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_searchsorted.html#searchsorted"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.searchsorted" title="Permalink to this definition">¶</a></dt>
-<dd><p>Finds the indices into <cite>x1</cite> such that, if the corresponding elements
-in <cite>x2</cite> were inserted before the indices, the order of <cite>x1</cite>, when sorted
-in ascending order, would be preserved.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x1</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – input array. Must be a one-dimensional array. If <cite>sorter</cite> is
-<cite>None</cite>, must be sorted in ascending order; otherwise, <cite>sorter</cite> must
-be an array of indices that sort <cite>x1</cite> in ascending order.</p></li>
-<li><p><strong>x2</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – array containing search values.</p></li>
-<li><p><strong>side</strong> (<em>Literal</em><em>[</em><em>&quot;left&quot;</em><em>, </em><em>&quot;right</em><em>]</em>) – argument controlling which index is returned if a value lands
-exactly on an edge. If <cite>x2</cite> is an array of rank <cite>N</cite> where
-<cite>v = x2[n, m, …, j]</cite>, the element <cite>ret[n, m, …, j]</cite> in the
-return array <cite>ret</cite> contains the position <cite>i</cite> such that
-if <cite>side=”left”</cite>, it is the first index such that
-<cite>x1[i-1] &lt; v &lt;= x1[i]</cite>, <cite>0</cite> if <cite>v &lt;= x1[0]</cite>, and <cite>x1.size</cite>
-if <cite>v &gt; x1[-1]</cite>;
-and if <cite>side=”right”</cite>, it is the first position <cite>i</cite> such that
-<cite>x1[i-1] &lt;= v &lt; x1[i]</cite>, <cite>0</cite> if <cite>v &lt; x1[0]</cite>, and <cite>x1.size</cite>
-if <cite>v &gt;= x1[-1]</cite>. Default: <cite>“left”</cite>.</p></li>
-<li><p><strong>sorter</strong> (<em>Optional</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>]</em>) – array of indices that sort <cite>x1</cite> in ascending order. The array must
-have the same shape as <cite>x1</cite> and have an integral data type.
-Out of bound index values of <cite>sorter</cite> array are treated using
-<cite>“wrap”</cite> mode documented in <a class="reference internal" href="dpctl.tensor.take.html#dpctl.tensor.take" title="dpctl.tensor.take"><code class="xref py py-func docutils literal notranslate"><span class="pre">dpctl.tensor.take()</span></code></a>.
-Default: <cite>None</cite>.</p></li>
-</ul>
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-<h1>dpctl.tensor.sign<a class="headerlink" href="#dpctl-tensor-sign" title="Permalink to this heading">¶</a></h1>
-<dl class="py data">
-<dt class="sig sig-object py" id="dpctl.tensor.sign">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">sign</span></span><a class="headerlink" href="#dpctl.tensor.sign" title="Permalink to this definition">¶</a></dt>
-<dd><p>sign(x, /, *, out=None, order=’K’)</p>
-<p>Computes an indication of the sign of each element <cite>x_i</cite> of input array <cite>x</cite>
-using the signum function.</p>
-<p>The signum function returns <cite>-1</cite> if <cite>x_i</cite> is less than <cite>0</cite>,
-<cite>0</cite> if <cite>x_i</cite> is equal to <cite>0</cite>, and <cite>1</cite> if <cite>x_i</cite> is greater than <cite>0</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Input array, expected to have a numeric data type.</p></li>
-<li><p><strong>out</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><em>None</em><em>]</em><em>, </em><em>optional</em>) – Output array to populate.
-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the element-wise result of the signum function. The
-data type of the returned array is determined by the Type Promotion
-Rules.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<dd><p>signbit(x, /, *, out=None, order=’K’)</p>
-<p>Computes an indication of whether the sign bit of each element <cite>x_i</cite> of
-input array <cite>x</cite> is set.</p>
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-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
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-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
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-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the element-wise signbit results. The returned array
-must have a data type of <cite>bool</cite>.</p>
-</dd>
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-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-          <section id="dpctl-tensor-sin">
-<h1>dpctl.tensor.sin<a class="headerlink" href="#dpctl-tensor-sin" title="Permalink to this heading">¶</a></h1>
-<dl class="py data">
-<dt class="sig sig-object py" id="dpctl.tensor.sin">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">sin</span></span><a class="headerlink" href="#dpctl.tensor.sin" title="Permalink to this definition">¶</a></dt>
-<dd><p>sin(x, /, *, out=None, order=’K’)</p>
-<p>Computes sine for each element <cite>x_i</cite> of input array <cite>x</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Input array, expected to have a floating-point data type.</p></li>
-<li><p><strong>out</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><em>None</em><em>]</em><em>, </em><em>optional</em>) – Output array to populate.
-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the element-wise sine. The data type of the
-returned array is determined by the Type Promotion Rules.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<h1>dpctl.tensor.sinh<a class="headerlink" href="#dpctl-tensor-sinh" title="Permalink to this heading">¶</a></h1>
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-<dt class="sig sig-object py" id="dpctl.tensor.sinh">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">sinh</span></span><a class="headerlink" href="#dpctl.tensor.sinh" title="Permalink to this definition">¶</a></dt>
-<dd><p>sinh(x, /, *, out=None, order=’K’)</p>
-<p>Computes hyperbolic sine for each element <cite>x_i</cite> for input array <cite>x</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Input array, expected to have a floating-point data type.</p></li>
-<li><p><strong>out</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><em>None</em><em>]</em><em>, </em><em>optional</em>) – Output array to populate.
-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the element-wise hyperbolic sine. The data type
-of the returned array is determined by the Type Promotion Rules.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">sort</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">-1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">descending</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stable</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_sorting.html#sort"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.sort" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a sorted copy of an input array <cite>x</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – input array.</p></li>
-<li><p><strong>axis</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>]</em>) – axis along which to sort. If set to <cite>-1</cite>, the function
-must sort along the last axis. Default: <cite>-1</cite>.</p></li>
-<li><p><strong>descending</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><em>bool</em></a><em>]</em>) – sort order. If <cite>True</cite>, the array must be sorted in descending
-order (by value). If <cite>False</cite>, the array must be sorted in
-ascending order (by value). Default: <cite>False</cite>.</p></li>
-<li><p><strong>stable</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><em>bool</em></a><em>]</em>) – sort stability. If <cite>True</cite>, the returned array must maintain the
-relative order of <cite>x</cite> values which compare as equal. If <cite>False</cite>,
-the returned array may or may not maintain the relative order of
-<cite>x</cite> values which compare as equal. Default: <cite>True</cite>.</p></li>
-<li><p><strong>kind</strong> (<em>Optional</em><em>[</em><em>Literal</em><em>[</em><em>&quot;stable&quot;</em><em>, </em><em>&quot;mergesort&quot;</em><em>, </em><em>&quot;radixsort&quot;</em><em>]</em><em>]</em>) – Sorting algorithm. The default is <cite>“stable”</cite>, which uses parallel
-merge-sort or parallel radix-sort algorithms depending on the
-array data type.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>a sorted array. The returned array has the same data type and
-the same shape as the input array <cite>x</cite>.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-          <section id="dpctl-tensor-sqrt">
-<h1>dpctl.tensor.sqrt<a class="headerlink" href="#dpctl-tensor-sqrt" title="Permalink to this heading">¶</a></h1>
-<dl class="py data">
-<dt class="sig sig-object py" id="dpctl.tensor.sqrt">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">sqrt</span></span><a class="headerlink" href="#dpctl.tensor.sqrt" title="Permalink to this definition">¶</a></dt>
-<dd><p>sqrt(x, /, *, out=None, order=’K’)</p>
-<p>Computes the positive square-root for each element <cite>x_i</cite> of input array <cite>x</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Input array, expected to have a floating-point data type.</p></li>
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-Array must have the correct shape and the expected data type.</p></li>
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-<dd><p>square(x, /, *, out=None, order=’K’)</p>
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-Default: “K”.</p></li>
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-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">squeeze</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axis</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_manipulation_functions.html#squeeze"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.squeeze" title="Permalink to this definition">¶</a></dt>
-<dd><p>Removes singleton dimensions (axes) from array <cite>x</cite>.</p>
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-<dd class="field-even"><p>Output array is a view, if possible,
-and a copy otherwise, but with all or a subset of the
-dimensions of length 1 removed. Output has the same data
-type as the input, is allocated on the same device as the
-input and has the same USM allocation type as the input
-array <cite>x</cite>.</p>
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-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/exceptions.html#ValueError" title="(in Python v3.13)"><strong>ValueError</strong></a> – if the specified axis has a size greater than one.</p>
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-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">stack</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">arrays</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axis</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_manipulation_functions.html#stack"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.stack" title="Permalink to this definition">¶</a></dt>
-<dd><p>Joins a sequence of arrays along a new axis.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>arrays</strong> (<em>Union</em><em>[</em><em>List</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>]</em><em>, </em><em>Tuple</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>,</em><em>...</em><em>]</em><em>]</em>) – input arrays to join. Each array must have the same shape.</p></li>
-<li><p><strong>axis</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a>) – axis along which the arrays will be joined. Providing
-an <cite>axis</cite> specified the index of the new axis in the dimensions
-of the output array. A valid axis must be on the interval
-<cite>[-N, N)</cite>, where <cite>N</cite> is the rank (number of dimensions) of <cite>x</cite>.
-Default: <cite>0</cite>.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An output array having rank <cite>N+1</cite>, where <cite>N</cite> is
-the rank (number of dimensions) of <cite>x</cite>. If the input arrays have
-different data types, array API Type Promotion Rules apply.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
-</dd>
-<dt class="field-even">Raises<span class="colon">:</span></dt>
-<dd class="field-even"><ul class="simple">
-<li><p><a class="reference external" href="https://docs.python.org/3/library/exceptions.html#ValueError" title="(in Python v3.13)"><strong>ValueError</strong></a> – if not all input arrays have the same shape</p></li>
-<li><p><a class="reference external" href="https://docs.python.org/3/library/exceptions.html#IndexError" title="(in Python v3.13)"><strong>IndexError</strong></a> – if provided an <cite>axis</cite> outside of the required interval.</p></li>
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-<li class="toctree-l5"><a class="reference internal" href="../../libsyclinterface/generated/enum_DPCTLGlobalMemCacheType.html">enum DPCTLGlobalMemCacheType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../../libsyclinterface/generated/enum_DPCTLKernelArgType.html">enum DPCTLKernelArgType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../../libsyclinterface/generated/enum_DPCTLPartitionAffinityDomainType.html">enum DPCTLPartitionAffinityDomainType</a></li>
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-<li class="toctree-l5"><a class="reference internal" href="../../libsyclinterface/generated/enum_DPCTLSyclAspectType.html">enum DPCTLSyclAspectType</a></li>
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-<li class="toctree-l5 has-children"><a class="reference internal" href="../../libsyclinterface/generated/struct_MDLocalAccessorTy.html">struct MDLocalAccessorTy</a><input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" role="switch" type="checkbox"/><label for="toctree-checkbox-45"><div class="visually-hidden">Toggle navigation of struct MDLocalAccessorTy</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
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-<li class="toctree-l2"><a class="reference internal" href="../../dpctl_cython.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code> Cython API</a></li>
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-          <section id="dpctl-tensor-std">
-<h1>dpctl.tensor.std<a class="headerlink" href="#dpctl-tensor-std" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.std">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">std</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">correction</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keepdims</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_statistical_functions.html#std"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.std" title="Permalink to this definition">¶</a></dt>
-<dd><p>Calculates the standard deviation of elements in the input array <cite>x</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – input array.</p></li>
-<li><p><strong>axis</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>, </em><em>Tuple</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>, </em><em>...</em><em>]</em><em>]</em>) – axis or axes along which the standard deviations must be computed.
-If a tuple of unique integers, the standard deviations are computed
-over multiple axes. If <cite>None</cite>, the standard deviation is computed
-over the entire array. Default: <cite>None</cite>.</p></li>
-<li><p><strong>correction</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><em>float</em></a><em>, </em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>]</em>) – degrees of freedom adjustment. The divisor used in calculating the
-standard deviation is <cite>N - correction</cite>, where <cite>N</cite> corresponds to the
-total number of elements over which the standard deviation is
-calculated. Default: <cite>0.0</cite>.</p></li>
-<li><p><strong>keepdims</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><em>bool</em></a><em>]</em>) – if <cite>True</cite>, the reduced axes (dimensions) are included in the result
-as singleton dimensions, so that the returned array remains
-compatible with the input array according to Array Broadcasting
-rules. Otherwise, if <cite>False</cite>, the reduced axes are not included in
-the returned array. Default: <cite>False</cite>.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p><p>an array containing the standard deviations. If the standard
-deviation was computed over the entire array, a zero-dimensional
-array is returned.</p>
-<p>If <cite>x</cite> has a real-valued floating-point data type, the returned
-array will have the same data type as <cite>x</cite>.
-If <cite>x</cite> has a boolean or integral data type, the returned array
-will have the default floating point data type for the device
-where input array <cite>x</cite> is allocated.</p>
-</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<h1>dpctl.tensor.subtract<a class="headerlink" href="#dpctl-tensor-subtract" title="Permalink to this heading">¶</a></h1>
-<dl class="py data">
-<dt class="sig sig-object py" id="dpctl.tensor.subtract">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">subtract</span></span><a class="headerlink" href="#dpctl.tensor.subtract" title="Permalink to this definition">¶</a></dt>
-<dd><p>subtract(x1, x2, /, *, out=None, order=’K’)</p>
-<p>Calculates the difference between each element <cite>x1_i</cite> of the input
-array <cite>x1</cite> and the respective element <cite>x2_i</cite> of the input array <cite>x2</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x1</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – First input array, expected to have a numeric data type.</p></li>
-<li><p><strong>x2</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Second input array, also expected to have a numeric data type.</p></li>
-<li><p><strong>out</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><em>None</em><em>]</em><em>, </em><em>optional</em>) – Output array to populate.
-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the element-wise differences. The data type
-of the returned array is determined by the Type Promotion Rules.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-          <section id="dpctl-tensor-sum">
-<h1>dpctl.tensor.sum<a class="headerlink" href="#dpctl-tensor-sum" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.sum">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">sum</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">/</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dtype</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keepdims</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">out</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_reduction.html#sum"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.sum" title="Permalink to this definition">¶</a></dt>
-<dd><p>Calculates the sum of elements in the input array <code class="docutils literal notranslate"><span class="pre">x</span></code>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – input array.</p></li>
-<li><p><strong>axis</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>, </em><em>Tuple</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>, </em><em>...</em><em>]</em><em>]</em>) – axis or axes along which sums must be computed. If a tuple
-of unique integers, sums are computed over multiple axes.
-If <code class="docutils literal notranslate"><span class="pre">None</span></code>, the sum is computed over the entire array.
-Default: <code class="docutils literal notranslate"><span class="pre">None</span></code>.</p></li>
-<li><p><strong>dtype</strong> (<em>Optional</em><em>[</em><a class="reference internal" href="../tensor.data_types.html#dpctl.tensor.dtype" title="dpctl.tensor.dtype"><em>dtype</em></a><em>]</em>) – <p>data type of the returned array. If <code class="docutils literal notranslate"><span class="pre">None</span></code>, the default data
-type is inferred from the “kind” of the input array data type.</p>
-<ul>
-<li><p>If <code class="docutils literal notranslate"><span class="pre">x</span></code> has a real- or complex-valued floating-point data
-type, the returned array will have the same data type as
-<code class="docutils literal notranslate"><span class="pre">x</span></code>.</p></li>
-<li><p>If <code class="docutils literal notranslate"><span class="pre">x</span></code> has signed integral data type, the returned array
-will have the default signed integral type for the device
-where input array <code class="docutils literal notranslate"><span class="pre">x</span></code> is allocated.</p></li>
-<li><p>If <code class="docutils literal notranslate"><span class="pre">x</span></code> has unsigned integral data type, the returned array
-will have the default unsigned integral type for the device
-where input array <code class="docutils literal notranslate"><span class="pre">x</span></code> is allocated.
-array <code class="docutils literal notranslate"><span class="pre">x</span></code> is allocated.</p></li>
-<li><p>If <code class="docutils literal notranslate"><span class="pre">x</span></code> has a boolean data type, the returned array will
-have the default signed integral type for the device
-where input array <code class="docutils literal notranslate"><span class="pre">x</span></code> is allocated.</p></li>
-</ul>
-<p>If the data type (either specified or resolved) differs from the
-data type of <code class="docutils literal notranslate"><span class="pre">x</span></code>, the input array elements are cast to the
-specified data type before computing the sum.
-Default: <code class="docutils literal notranslate"><span class="pre">None</span></code>.</p>
-</p></li>
-<li><p><strong>keepdims</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><em>bool</em></a><em>]</em>) – if <code class="docutils literal notranslate"><span class="pre">True</span></code>, the reduced axes (dimensions) are included in the
-result as singleton dimensions, so that the returned array remains
-compatible with the input arrays according to Array Broadcasting
-rules. Otherwise, if <code class="docutils literal notranslate"><span class="pre">False</span></code>, the reduced axes are not included
-in the returned array. Default: <code class="docutils literal notranslate"><span class="pre">False</span></code>.</p></li>
-<li><p><strong>out</strong> (<em>Optional</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>]</em>) – the array into which the result is written.
-The data type of <code class="docutils literal notranslate"><span class="pre">out</span></code> must match the expected shape and the
-expected data type of the result or (if provided) <code class="docutils literal notranslate"><span class="pre">dtype</span></code>.
-If <code class="docutils literal notranslate"><span class="pre">None</span></code> then a new array is returned. Default: <code class="docutils literal notranslate"><span class="pre">None</span></code>.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>an array containing the sums. If the sum was computed over the
-entire array, a zero-dimensional array is returned. The returned
-array has the data type as described in the <code class="docutils literal notranslate"><span class="pre">dtype</span></code> parameter
-description above.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
-</dd>
-</dl>
-</dd></dl>
-
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-          <section id="dpctl-tensor-take">
-<h1>dpctl.tensor.take<a class="headerlink" href="#dpctl-tensor-take" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.take">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">take</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">indices</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'wrap'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_indexing_functions.html#take"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.take" title="Permalink to this definition">¶</a></dt>
-<dd><p>Takes elements from an array along a given axis at given indices.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – The array that elements will be taken from.</p></li>
-<li><p><strong>indices</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – One-dimensional array of indices.</p></li>
-<li><p><strong>axis</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>, </em><em>optional</em>) – The axis along which the values will be selected.
-If <code class="docutils literal notranslate"><span class="pre">x</span></code> is one-dimensional, this argument is optional.
-Default: <code class="docutils literal notranslate"><span class="pre">None</span></code>.</p></li>
-<li><p><strong>mode</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a><em>, </em><em>optional</em>) – <p>How out-of-bounds indices will be handled. Possible values
-are:</p>
-<ul>
-<li><p><code class="docutils literal notranslate"><span class="pre">&quot;wrap&quot;</span></code>: clamps indices to (<code class="docutils literal notranslate"><span class="pre">-n</span> <span class="pre">&lt;=</span> <span class="pre">i</span> <span class="pre">&lt;</span> <span class="pre">n</span></code>), then wraps
-negative indices.</p></li>
-<li><p><code class="docutils literal notranslate"><span class="pre">&quot;clip&quot;</span></code>: clips indices to (<code class="docutils literal notranslate"><span class="pre">0</span> <span class="pre">&lt;=</span> <span class="pre">i</span> <span class="pre">&lt;</span> <span class="pre">n</span></code>).</p></li>
-</ul>
-<p>Default: <code class="docutils literal notranslate"><span class="pre">&quot;wrap&quot;</span></code>.</p>
-</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Array with shape
-<code class="docutils literal notranslate"><span class="pre">x.shape[:axis]</span> <span class="pre">+</span> <span class="pre">indices.shape</span> <span class="pre">+</span> <span class="pre">x.shape[axis</span> <span class="pre">+</span> <span class="pre">1:]</span></code>
-filled with elements from <code class="docutils literal notranslate"><span class="pre">x</span></code>.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
-</dd>
-</dl>
-</dd></dl>
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-          <section id="dpctl-tensor-take-along-axis">
-<h1>dpctl.tensor.take_along_axis<a class="headerlink" href="#dpctl-tensor-take-along-axis" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.take_along_axis">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">take_along_axis</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">indices</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">/</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">-1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'wrap'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_indexing_functions.html#take_along_axis"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.take_along_axis" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns elements from an array at the one-dimensional indices specified
-by <code class="docutils literal notranslate"><span class="pre">indices</span></code> along a provided <code class="docutils literal notranslate"><span class="pre">axis</span></code>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – input array. Must be compatible with <code class="docutils literal notranslate"><span class="pre">indices</span></code>, except for the
-axis (dimension) specified by <code class="docutils literal notranslate"><span class="pre">axis</span></code>.</p></li>
-<li><p><strong>indices</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – array indices. Must have the same rank (i.e., number of dimensions)
-as <code class="docutils literal notranslate"><span class="pre">x</span></code>.</p></li>
-<li><p><strong>axis</strong> – int
-axis along which to select values. If <code class="docutils literal notranslate"><span class="pre">axis</span></code> is negative, the
-function determines the axis along which to select values by
-counting from the last dimension. Default: <code class="docutils literal notranslate"><span class="pre">-1</span></code>.</p></li>
-<li><p><strong>mode</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a><em>, </em><em>optional</em>) – <p>How out-of-bounds indices will be handled. Possible values
-are:</p>
-<ul>
-<li><p><code class="docutils literal notranslate"><span class="pre">&quot;wrap&quot;</span></code>: clamps indices to (<code class="docutils literal notranslate"><span class="pre">-n</span> <span class="pre">&lt;=</span> <span class="pre">i</span> <span class="pre">&lt;</span> <span class="pre">n</span></code>), then wraps
-negative indices.</p></li>
-<li><p><code class="docutils literal notranslate"><span class="pre">&quot;clip&quot;</span></code>: clips indices to (<code class="docutils literal notranslate"><span class="pre">0</span> <span class="pre">&lt;=</span> <span class="pre">i</span> <span class="pre">&lt;</span> <span class="pre">n</span></code>).</p></li>
-</ul>
-<p>Default: <code class="docutils literal notranslate"><span class="pre">&quot;wrap&quot;</span></code>.</p>
-</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>an array having the same data type as <code class="docutils literal notranslate"><span class="pre">x</span></code>. The returned array has
-the same rank (i.e., number of dimensions) as <code class="docutils literal notranslate"><span class="pre">x</span></code> and a shape
-determined according to broadcasting rules, except for the axis
-(dimension) specified by <code class="docutils literal notranslate"><span class="pre">axis</span></code> whose size must equal the size
-of the corresponding axis (dimension) in <code class="docutils literal notranslate"><span class="pre">indices</span></code>.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
-</dd>
-</dl>
-<div class="admonition note">
-<p class="admonition-title">Note</p>
-<p>Treatment of the out-of-bound indices in <code class="docutils literal notranslate"><span class="pre">indices</span></code> array is controlled
-by the value of <code class="docutils literal notranslate"><span class="pre">mode</span></code> keyword.</p>
-</div>
-</dd></dl>
-
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-<h1>dpctl.tensor.tan<a class="headerlink" href="#dpctl-tensor-tan" title="Permalink to this heading">¶</a></h1>
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-<dt class="sig sig-object py" id="dpctl.tensor.tan">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">tan</span></span><a class="headerlink" href="#dpctl.tensor.tan" title="Permalink to this definition">¶</a></dt>
-<dd><p>tan(x, /, *, out=None, order=’K’)</p>
-<p>Computes tangent for each element <cite>x_i</cite> for input array <cite>x</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Input array, expected to have a floating-point data type.</p></li>
-<li><p><strong>out</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><em>None</em><em>]</em><em>, </em><em>optional</em>) – Output array to populate.
-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the element-wise tangent. The data type
-of the returned array is determined by the Type Promotion Rules.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-          <section id="dpctl-tensor-tanh">
-<h1>dpctl.tensor.tanh<a class="headerlink" href="#dpctl-tensor-tanh" title="Permalink to this heading">¶</a></h1>
-<dl class="py data">
-<dt class="sig sig-object py" id="dpctl.tensor.tanh">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">tanh</span></span><a class="headerlink" href="#dpctl.tensor.tanh" title="Permalink to this definition">¶</a></dt>
-<dd><p>tanh(x, /, *, out=None, order=’K’)</p>
-<p>Computes hyperbolic tangent for each element <cite>x_i</cite> for input array <cite>x</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Input array, expected to have a floating-point data type.</p></li>
-<li><p><strong>out</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><em>None</em><em>]</em><em>, </em><em>optional</em>) – Output array to populate.
-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the element-wise hyperbolic tangent. The data type
-of the returned array is determined by the Type Promotion Rules.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-          <section id="dpctl-tensor-tensordot">
-<h1>dpctl.tensor.tensordot<a class="headerlink" href="#dpctl-tensor-tensordot" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.tensordot">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">tensordot</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">x2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axes</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">2</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_linear_algebra_functions.html#tensordot"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.tensordot" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a tensor contraction of <cite>x1</cite> and <cite>x2</cite> over specific axes.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x1</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – first input array, expected to have numeric data type.</p></li>
-<li><p><strong>x2</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – second input array, expected to have numeric data type.
-Corresponding contracted axes of <cite>x1</cite> and <cite>x2</cite> must be equal.</p></li>
-<li><p><strong>axes</strong> (<em>Union</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>, </em><em>Tuple</em><em>[</em><em>Sequence</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>]</em><em>, </em><em>Sequence</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>]</em><em>]</em>) – <p>number of axes to contract or explicit sequences of axes for
-<cite>x1</cite> and <cite>x2</cite>, respectively. If <cite>axes</cite> is an integer equal to <cite>N</cite>,
-then the contraction is performed over last <cite>N</cite> axes of <cite>x1</cite> and
-the first <cite>N</cite> axis of <cite>x2</cite> in order. The size of each corresponding
-axis must match and must be non-negative.</p>
-<blockquote>
-<div><ul>
-<li><p>if <cite>N</cite> equals <cite>0</cite>, the result is the tensor outer product</p></li>
-<li><p>if <cite>N</cite> equals <cite>1</cite>, the result is the tensor dot product</p></li>
-<li><p>if <cite>N</cite> equals <cite>2</cite>, the result is the tensor double
-contraction (default).</p></li>
-</ul>
-</div></blockquote>
-<p>If <cite>axes</cite> is a tuple of two sequences <cite>(x1_axes, x2_axes)</cite>, the
-first sequence applies to <cite>x1</cite> and the second sequence applies
-to <cite>x2</cite>. Both sequences must have equal length, and each axis
-<cite>x1_axes[i]</cite> for <cite>x1</cite> must have the same size as the respective
-axis <cite>x2_axes[i]</cite> for <cite>x2</cite>. Each sequence must consist of unique
-integers that specify valid axes for each respective array.
-For example, if <cite>x1</cite> has rank <cite>N</cite>, a valid axis must reside on the
-half-open interval <cite>[-N, N)</cite>.</p>
-</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>an array containing the tensor contraction whose shape consists of
-the non-contracted axes of the first array <cite>x1</cite>, followed by the
-non-contracted axes of the second array <cite>x2</cite>. The returned array
-must have a data type determined by Type Promotion Rules.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
-</dd>
-</dl>
-</dd></dl>
-
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-<h1>dpctl.tensor.tile<a class="headerlink" href="#dpctl-tensor-tile" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.tile">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">tile</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">repetitions</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_manipulation_functions.html#tile"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.tile" title="Permalink to this definition">¶</a></dt>
-<dd><p>Repeat an input array <cite>x</cite> along each axis a number of times given by
-<cite>repetitions</cite>.</p>
-<p>For <cite>N</cite> = len(<cite>repetitions</cite>) and <cite>M</cite> = len(<cite>x.shape</cite>):</p>
-<blockquote>
-<div><ul class="simple">
-<li><p>If <cite>M &lt; N</cite>, <cite>x</cite> will have <cite>N - M</cite> new axes prepended to its shape</p></li>
-<li><p>If <cite>M &gt; N</cite>, <cite>repetitions</cite> will have <cite>M - N</cite> ones prepended to it</p></li>
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-</div></blockquote>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – input array</p></li>
-<li><p><strong>repetitions</strong> (<em>Union</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>, </em><em>Tuple</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>, </em><em>...</em><em>]</em><em>]</em>) – The number of repetitions along each dimension of <cite>x</cite>.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p><p>tiled output array.</p>
-<p>The returned array will have rank <cite>max(M, N)</cite>. If <cite>S</cite> is the
-shape of <cite>x</cite> after prepending dimensions and <cite>R</cite> is
-<cite>repetitions</cite> after prepending ones, then the shape of the
-result will be <cite>S[i] * R[i]</cite> for each dimension <cite>i</cite>.</p>
-<p>The returned array will have the same data type as <cite>x</cite>.
-The returned array will be located on the same device as <cite>x</cite> and
-have the same USM allocation type as <cite>x</cite>.</p>
-</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">top_k</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">k</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'largest'</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_sorting.html#top_k"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.top_k" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the <cite>k</cite> largest or smallest values and their indices in the input
-array <cite>x</cite> along the specified axis <cite>axis</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – input array.</p></li>
-<li><p><strong>k</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a>) – number of elements to find. Must be a positive integer value.</p></li>
-<li><p><strong>axis</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>]</em>) – axis along which to search. If <cite>None</cite>, the search will be performed
-over the flattened array. Default: <code class="docutils literal notranslate"><span class="pre">None</span></code>.</p></li>
-<li><p><strong>mode</strong> (<em>Literal</em><em>[</em><em>&quot;largest&quot;</em><em>, </em><em>&quot;smallest&quot;</em><em>]</em>) – <p>search mode. Must be one of the following modes:</p>
-<ul>
-<li><p><cite>”largest”</cite>: return the <cite>k</cite> largest elements.</p></li>
-<li><p><cite>”smallest”</cite>: return the <cite>k</cite> smallest elements.</p></li>
-</ul>
-<p>Default: <cite>“largest”</cite>.</p>
-</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p><dl class="simple">
-<dt>tuple[usm_ndarray, usm_ndarray]</dt><dd><p>a namedtuple <cite>(values, indices)</cite> whose</p>
-<ul class="simple">
-<li><p>first element <cite>values</cite> will be an array containing the <cite>k</cite>
-largest or smallest elements of <cite>x</cite>. The array has the same data
-type as <cite>x</cite>. If <cite>axis</cite> was <cite>None</cite>, <cite>values</cite> will be a
-one-dimensional array with shape <cite>(k,)</cite> and otherwise, <cite>values</cite>
-will have shape <cite>x.shape[:axis] + (k,) + x.shape[axis+1:]</cite></p></li>
-<li><p>second element <cite>indices</cite> will be an array containing indices of
-<cite>x</cite> that result in <cite>values</cite>. The array will have the same shape
-as <cite>values</cite> and will have the default array index data type.</p></li>
-</ul>
-</dd>
-</dl>
-</p>
-</dd>
-</dl>
-</dd></dl>
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-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">tril</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">/</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">k</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_ctors.html#tril"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.tril" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the lower triangular part of a matrix (or a stack of matrices)
-<code class="docutils literal notranslate"><span class="pre">x</span></code>.</p>
-<p>The lower triangular part of the matrix is defined as the elements on and
-below the specified diagonal <code class="docutils literal notranslate"><span class="pre">k</span></code>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
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-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Input array</p></li>
-<li><p><strong>k</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>, </em><em>optional</em>) – Specifies the diagonal above which to set
-elements to zero. If <code class="docutils literal notranslate"><span class="pre">k</span> <span class="pre">=</span> <span class="pre">0</span></code>, the diagonal is the main diagonal.
-If <code class="docutils literal notranslate"><span class="pre">k</span> <span class="pre">&lt;</span> <span class="pre">0</span></code>, the diagonal is below the main diagonal.
-If <code class="docutils literal notranslate"><span class="pre">k</span> <span class="pre">&gt;</span> <span class="pre">0</span></code>, the diagonal is above the main diagonal.
-Default: <code class="docutils literal notranslate"><span class="pre">0</span></code></p></li>
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-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A lower-triangular array or a stack of lower-triangular arrays.</p>
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-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<h1>dpctl.tensor.triu<a class="headerlink" href="#dpctl-tensor-triu" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.triu">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">triu</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">/</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">k</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_ctors.html#triu"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.triu" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the upper triangular part of a matrix (or a stack of matrices)
-<code class="docutils literal notranslate"><span class="pre">x</span></code>.</p>
-<p>The upper triangular part of the matrix is defined as the elements on and
-above the specified diagonal <code class="docutils literal notranslate"><span class="pre">k</span></code>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Input array</p></li>
-<li><p><strong>k</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>, </em><em>optional</em>) – Specifies the diagonal below which to set
-elements to zero. If <code class="docutils literal notranslate"><span class="pre">k</span> <span class="pre">=</span> <span class="pre">0</span></code>, the diagonal is the main diagonal.
-If <code class="docutils literal notranslate"><span class="pre">k</span> <span class="pre">&lt;</span> <span class="pre">0</span></code>, the diagonal is below the main diagonal.
-If <code class="docutils literal notranslate"><span class="pre">k</span> <span class="pre">&gt;</span> <span class="pre">0</span></code>, the diagonal is above the main diagonal.
-Default: <code class="docutils literal notranslate"><span class="pre">0</span></code></p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An upper-triangular array or a stack of upper-triangular arrays.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<dd><p>trunc(x, /, *, out=None, order=’K’)</p>
-<p>Returns the truncated value for each element <cite>x_i</cite> for input array <cite>x</cite>.</p>
-<p>The truncated value of the scalar <cite>x</cite> is the nearest integer i which is
-closer to zero than <cite>x</cite> is. In short, the fractional part of the
-signed number <cite>x</cite> is discarded.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Input array, expected to have a real-valued data type.</p></li>
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-Array must have the correct shape and the expected data type.</p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>,</em><em>&quot;F&quot;</em><em>,</em><em>&quot;A&quot;</em><em>,</em><em>&quot;K&quot;</em><em>, </em><em>optional</em>) – Memory layout of the new output array, if parameter
-<cite>out</cite> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: “K”.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array containing the result of element-wise division. The data type
-of the returned array is determined by the Type Promotion Rules.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-          <section id="dpctl-tensor-unique-all">
-<h1>dpctl.tensor.unique_all<a class="headerlink" href="#dpctl-tensor-unique-all" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.unique_all">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">unique_all</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_set_functions.html#unique_all"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.unique_all" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the unique elements of an input array <cite>x</cite>, the first occurring
-indices for each unique element in <cite>x</cite>, the indices from the set of unique
-elements that reconstruct <cite>x</cite>, and the corresponding counts for each
-unique element in <cite>x</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – input array. Inputs with more than one dimension are flattened.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p><dl class="simple">
-<dt>tuple[usm_ndarray, usm_ndarray, usm_ndarray, usm_ndarray]</dt><dd><p>a namedtuple <cite>(values, indices, inverse_indices, counts)</cite> whose</p>
-<ul class="simple">
-<li><p>first element has the field name <cite>values</cite> and is an array
-containing the unique elements of <cite>x</cite>. The array has the same
-data type as <cite>x</cite>.</p></li>
-<li><p>second element has the field name <cite>indices</cite> and is an array
-the indices (of first occurrences) of <cite>x</cite> that result in
-<cite>values</cite>. The array has the same shape as <cite>values</cite> and has the
-default array index data type.</p></li>
-<li><p>third element has the field name <cite>inverse_indices</cite> and is an
-array containing the indices of values that reconstruct <cite>x</cite>.
-The array has the same shape as <cite>x</cite> and has the default array
-index data type.</p></li>
-<li><p>fourth element has the field name <cite>counts</cite> and is an array
-containing the number of times each unique element occurs in <cite>x</cite>.
-This array has the same shape as <cite>values</cite> and has the default
-array index data type.</p></li>
-</ul>
-</dd>
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-<li><a class="reference internal" href="#">dpctl.tensor.unique_all</a><ul>
-<li><a class="reference internal" href="#dpctl.tensor.unique_all"><code class="docutils literal notranslate"><span class="pre">unique_all()</span></code></a></li>
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-          <section id="dpctl-tensor-unique-counts">
-<h1>dpctl.tensor.unique_counts<a class="headerlink" href="#dpctl-tensor-unique-counts" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.unique_counts">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">unique_counts</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_set_functions.html#unique_counts"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.unique_counts" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the unique elements of an input array <cite>x</cite> and the corresponding
-counts for each unique element in <cite>x</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – input array. Inputs with more than one dimension are flattened.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p><dl class="simple">
-<dt>tuple[usm_ndarray, usm_ndarray]</dt><dd><p>a namedtuple <cite>(values, counts)</cite> whose</p>
-<ul class="simple">
-<li><dl class="simple">
-<dt>first element is the field name <cite>values</cite> and is an array</dt><dd><p>containing the unique elements of <cite>x</cite>. This array has the
-same data type as <cite>x</cite>.</p>
-</dd>
-</dl>
-</li>
-<li><p>second element has the field name <cite>counts</cite> and is an array
-containing the number of times each unique element occurs in <cite>x</cite>.
-This array has the same shape as <cite>values</cite> and has the default
-array index data type.</p></li>
-</ul>
-</dd>
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-<h1>dpctl.tensor.unique_inverse<a class="headerlink" href="#dpctl-tensor-unique-inverse" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.unique_inverse">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">unique_inverse</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_set_functions.html#unique_inverse"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.unique_inverse" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the unique elements of an input array x and the indices from the
-set of unique elements that reconstruct <cite>x</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – input array. Inputs with more than one dimension are flattened.</p>
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-<dd class="field-even"><p><dl class="simple">
-<dt>tuple[usm_ndarray, usm_ndarray]</dt><dd><p>a namedtuple <cite>(values, inverse_indices)</cite> whose</p>
-<ul class="simple">
-<li><p>first element has the field name <cite>values</cite> and is an array
-containing the unique elements of <cite>x</cite>. The array has the same
-data type as <cite>x</cite>.</p></li>
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-array containing the indices of values that reconstruct <cite>x</cite>.
-The array has the same shape as <cite>x</cite> and has the default array
-index data type.</p></li>
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-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">unique_values</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_set_functions.html#unique_values"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.unique_values" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the unique elements of an input array <cite>x</cite>.</p>
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-<dd class="field-odd"><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – input array. Inputs with more than one dimension are flattened.</p>
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-<dt>usm_ndarray</dt><dd><p>an array containing the set of unique elements in <cite>x</cite>. The
-returned array has the same data type as <cite>x</cite>.</p>
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-<h1>dpctl.tensor.unstack<a class="headerlink" href="#dpctl-tensor-unstack" title="Permalink to this heading">¶</a></h1>
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-<dt class="sig sig-object py" id="dpctl.tensor.unstack">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">unstack</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_manipulation_functions.html#unstack"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.unstack" title="Permalink to this definition">¶</a></dt>
-<dd><p>Splits an array in a sequence of arrays along the given axis.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – input array</p></li>
-<li><p><strong>axis</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>, </em><em>optional</em>) – axis along which <cite>x</cite> is unstacked.
-If <cite>x</cite> has rank (i.e, number of dimensions) <cite>N</cite>,
-a valid <cite>axis</cite> must reside in the half-open interval <cite>[-N, N)</cite>.
-Default: <cite>0</cite>.</p></li>
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-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Output sequence of arrays which are views into the input array.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Tuple[<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a>,…]</p>
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-<dt class="field-even">Raises<span class="colon">:</span></dt>
-<dd class="field-even"><p><strong>AxisError</strong> – if the <cite>axis</cite> value is invalid.</p>
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-          <section id="dpctl-tensor-usm-ndarray">
-<h1>dpctl.tensor.usm_ndarray<a class="headerlink" href="#dpctl-tensor-usm-ndarray" title="Permalink to this heading">¶</a></h1>
-<dl class="py class">
-<dt class="sig sig-object py" id="dpctl.tensor.usm_ndarray">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">usm_ndarray</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">shape</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dtype</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">strides</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">buffer</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'device'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">offset</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">order</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'C'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">buffer_ctor_kwargs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">dict()</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">array_namespace</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.tensor.usm_ndarray" title="Permalink to this definition">¶</a></dt>
-<dd><p>An array object represents a multidimensional tensor of numeric
-elements stored in a USM allocation on a SYCL device.</p>
-<dl>
-<dt>Arg:</dt><dd><dl>
-<dt>shape (int, tuple):</dt><dd><p>Shape of the array to be created.</p>
-</dd>
-<dt>dtype (str, dtype):</dt><dd><p>Array data type, i.e. the type of array elements.
-If <code class="docutils literal notranslate"><span class="pre">dtype</span></code> has the value <code class="docutils literal notranslate"><span class="pre">None</span></code>, it is determined by default
-floating point type supported by target device.
-The supported types are</p>
-<blockquote>
-<div><dl class="simple">
-<dt><code class="docutils literal notranslate"><span class="pre">bool</span></code>:</dt><dd><p>boolean type</p>
-</dd>
-<dt><code class="docutils literal notranslate"><span class="pre">int8</span></code>, <code class="docutils literal notranslate"><span class="pre">int16</span></code>, <code class="docutils literal notranslate"><span class="pre">int32</span></code>, <code class="docutils literal notranslate"><span class="pre">int64</span></code>:</dt><dd><p>signed integer types</p>
-</dd>
-<dt><code class="docutils literal notranslate"><span class="pre">uint8</span></code>, <code class="docutils literal notranslate"><span class="pre">uint16</span></code>, <code class="docutils literal notranslate"><span class="pre">uint32</span></code>, <code class="docutils literal notranslate"><span class="pre">uint64</span></code>:</dt><dd><p>unsigned integer types</p>
-</dd>
-<dt><code class="docutils literal notranslate"><span class="pre">float16</span></code>:</dt><dd><p>half-precision floating type,
-supported if target device’s property
-<code class="docutils literal notranslate"><span class="pre">has_aspect_fp16</span></code> is <code class="docutils literal notranslate"><span class="pre">True</span></code></p>
-</dd>
-<dt><code class="docutils literal notranslate"><span class="pre">float32</span></code>, <code class="docutils literal notranslate"><span class="pre">complex64</span></code>:</dt><dd><p>single-precision real and complex floating types</p>
-</dd>
-<dt><code class="docutils literal notranslate"><span class="pre">float64</span></code>, <code class="docutils literal notranslate"><span class="pre">complex128</span></code>:</dt><dd><p>double-precision real and complex floating
-types, supported if target device’s property
-<code class="docutils literal notranslate"><span class="pre">has_aspect_fp64</span></code> is <code class="docutils literal notranslate"><span class="pre">True</span></code>.</p>
-</dd>
-</dl>
-</div></blockquote>
-<p>Default: <code class="docutils literal notranslate"><span class="pre">None</span></code>.</p>
-</dd>
-<dt>strides (tuple, optional):</dt><dd><p>Strides of the array to be created in elements.
-If <code class="docutils literal notranslate"><span class="pre">strides</span></code> has the value <code class="docutils literal notranslate"><span class="pre">None</span></code>, it is determined by the
-<code class="docutils literal notranslate"><span class="pre">shape</span></code> of the array and the requested <code class="docutils literal notranslate"><span class="pre">order</span></code>.
-Default: <code class="docutils literal notranslate"><span class="pre">None</span></code>.</p>
-</dd>
-<dt>buffer (str, object, optional):</dt><dd><p>A string corresponding to the type of USM allocation to make,
-or a Python object representing a USM memory allocation, i.e.
-<a class="reference internal" href="dpctl.memory.MemoryUSMDevice.html#dpctl.memory.MemoryUSMDevice" title="dpctl.memory.MemoryUSMDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.memory.MemoryUSMDevice</span></code></a>,
-<a class="reference internal" href="dpctl.memory.MemoryUSMShared.html#dpctl.memory.MemoryUSMShared" title="dpctl.memory.MemoryUSMShared"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.memory.MemoryUSMShared</span></code></a>, or
-<a class="reference internal" href="dpctl.memory.MemoryUSMHost.html#dpctl.memory.MemoryUSMHost" title="dpctl.memory.MemoryUSMHost"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.memory.MemoryUSMHost</span></code></a>. Recognized strings are
-<code class="docutils literal notranslate"><span class="pre">&quot;device&quot;</span></code>, <code class="docutils literal notranslate"><span class="pre">&quot;shared&quot;</span></code>, or <code class="docutils literal notranslate"><span class="pre">&quot;host&quot;</span></code>. Additional arguments to
-the USM memory allocators can be passed in a dictionary specified
-via <code class="docutils literal notranslate"><span class="pre">buffer_ctor_kwrds</span></code> keyword parameter.
-Default: <code class="docutils literal notranslate"><span class="pre">&quot;device&quot;</span></code>.</p>
-</dd>
-<dt>offset (int, optional):</dt><dd><p>Offset of the array element with all zero indexes relative to the
-start of the provided <cite>buffer</cite> in elements. The argument is ignored
-if the <code class="docutils literal notranslate"><span class="pre">buffer</span></code> value is a string and the memory is allocated by
-the constructor. Default: <code class="docutils literal notranslate"><span class="pre">0</span></code>.</p>
-</dd>
-<dt>order ({“C”, “F”}, optional):</dt><dd><p>The memory layout of the array when constructing using a new
-allocation. Value <code class="docutils literal notranslate"><span class="pre">&quot;C&quot;</span></code> corresponds to C-contiguous, or row-major
-memory layout, while value <code class="docutils literal notranslate"><span class="pre">&quot;F&quot;</span></code> corresponds to F-contiguous, or
-column-major layout. Default: <code class="docutils literal notranslate"><span class="pre">&quot;C&quot;</span></code>.</p>
-</dd>
-<dt>buffer_ctor_kwargs (dict, optional):</dt><dd><p>Dictionary with keyword parameters to use when creating a new USM
-memory allocation. See <a class="reference internal" href="dpctl.memory.MemoryUSMShared.html#dpctl.memory.MemoryUSMShared" title="dpctl.memory.MemoryUSMShared"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.memory.MemoryUSMShared</span></code></a> for
-supported keyword arguments.</p>
-</dd>
-<dt>array_namespace (module, optional):</dt><dd><p>Array namespace module associated with this array.
-Default: <code class="docutils literal notranslate"><span class="pre">None</span></code>.</p>
-</dd>
-</dl>
-</dd>
-</dl>
-<p><code class="docutils literal notranslate"><span class="pre">buffer</span></code> can be <code class="docutils literal notranslate"><span class="pre">&quot;shared&quot;</span></code>, <code class="docutils literal notranslate"><span class="pre">&quot;host&quot;</span></code>, <code class="docutils literal notranslate"><span class="pre">&quot;device&quot;</span></code> to allocate
-new device memory by calling respective constructor with
-the specified <code class="docutils literal notranslate"><span class="pre">buffer_ctor_kwrds</span></code>; <code class="docutils literal notranslate"><span class="pre">buffer</span></code> can be an
-instance of <a class="reference internal" href="dpctl.memory.MemoryUSMShared.html#dpctl.memory.MemoryUSMShared" title="dpctl.memory.MemoryUSMShared"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.memory.MemoryUSMShared</span></code></a>,
-<a class="reference internal" href="dpctl.memory.MemoryUSMDevice.html#dpctl.memory.MemoryUSMDevice" title="dpctl.memory.MemoryUSMDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.memory.MemoryUSMDevice</span></code></a>, or
-<a class="reference internal" href="dpctl.memory.MemoryUSMHost.html#dpctl.memory.MemoryUSMHost" title="dpctl.memory.MemoryUSMHost"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.memory.MemoryUSMHost</span></code></a>; <code class="docutils literal notranslate"><span class="pre">buffer</span></code> can also be
-another <a class="reference internal" href="#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a> instance, in which case its
-underlying <code class="docutils literal notranslate"><span class="pre">MemoryUSM*</span></code> buffer is used.</p>
-<p class="rubric">Methods</p>
-<div class="table-wrapper autosummary longtable docutils container">
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.to_device.html#dpctl.tensor.usm_ndarray.to_device" title="dpctl.tensor.usm_ndarray.to_device"><code class="xref py py-obj docutils literal notranslate"><span class="pre">to_device</span></code></a>(target_device)</p></td>
-<td><p>Transfers this array to specified target device.</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<p class="rubric">Attributes</p>
-<div class="table-wrapper autosummary longtable docutils container">
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.T.html#dpctl.tensor.usm_ndarray.T" title="dpctl.tensor.usm_ndarray.T"><code class="xref py py-obj docutils literal notranslate"><span class="pre">T</span></code></a></p></td>
-<td><p>Returns transposed array for 2D array, raises <code class="docutils literal notranslate"><span class="pre">ValueError</span></code> otherwise.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.device.html#dpctl.tensor.usm_ndarray.device" title="dpctl.tensor.usm_ndarray.device"><code class="xref py py-obj docutils literal notranslate"><span class="pre">device</span></code></a></p></td>
-<td><p>Returns <a class="reference internal" href="../tensor.utility_functions.html#dpctl.tensor.Device" title="dpctl.tensor.Device"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.Device</span></code></a> object representing residence of the array data.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.dtype.html#dpctl.tensor.usm_ndarray.dtype" title="dpctl.tensor.usm_ndarray.dtype"><code class="xref py py-obj docutils literal notranslate"><span class="pre">dtype</span></code></a></p></td>
-<td><p>Returns NumPy's dtype corresponding to the type of the array elements.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.flags.html#dpctl.tensor.usm_ndarray.flags" title="dpctl.tensor.usm_ndarray.flags"><code class="xref py py-obj docutils literal notranslate"><span class="pre">flags</span></code></a></p></td>
-<td><p>Returns <a class="reference internal" href="../flags.html#dpctl.tensor._flags.Flags" title="dpctl.tensor._flags.Flags"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor._flags.Flags</span></code></a> object.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.imag.html#dpctl.tensor.usm_ndarray.imag" title="dpctl.tensor.usm_ndarray.imag"><code class="xref py py-obj docutils literal notranslate"><span class="pre">imag</span></code></a></p></td>
-<td><p>Returns view into imaginary component for arrays with complex data-types and returns new zero array for all other data-types.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.itemsize.html#dpctl.tensor.usm_ndarray.itemsize" title="dpctl.tensor.usm_ndarray.itemsize"><code class="xref py py-obj docutils literal notranslate"><span class="pre">itemsize</span></code></a></p></td>
-<td><p>Size of array element in bytes.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.mT.html#dpctl.tensor.usm_ndarray.mT" title="dpctl.tensor.usm_ndarray.mT"><code class="xref py py-obj docutils literal notranslate"><span class="pre">mT</span></code></a></p></td>
-<td><p>Returns array (a view) where the last two dimensions are transposed.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.nbytes.html#dpctl.tensor.usm_ndarray.nbytes" title="dpctl.tensor.usm_ndarray.nbytes"><code class="xref py py-obj docutils literal notranslate"><span class="pre">nbytes</span></code></a></p></td>
-<td><p>Total bytes consumed by the elements of the array.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.ndim.html#dpctl.tensor.usm_ndarray.ndim" title="dpctl.tensor.usm_ndarray.ndim"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ndim</span></code></a></p></td>
-<td><p>Gives the number of indices needed to address elements of this array.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.real.html#dpctl.tensor.usm_ndarray.real" title="dpctl.tensor.usm_ndarray.real"><code class="xref py py-obj docutils literal notranslate"><span class="pre">real</span></code></a></p></td>
-<td><p>Returns view into real component for arrays with complex data-types and returns itself for all other data-types.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.shape.html#dpctl.tensor.usm_ndarray.shape" title="dpctl.tensor.usm_ndarray.shape"><code class="xref py py-obj docutils literal notranslate"><span class="pre">shape</span></code></a></p></td>
-<td><p>Elements of the shape tuple give the lengths of the respective array dimensions.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.size.html#dpctl.tensor.usm_ndarray.size" title="dpctl.tensor.usm_ndarray.size"><code class="xref py py-obj docutils literal notranslate"><span class="pre">size</span></code></a></p></td>
-<td><p>Number of elements in the array.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.strides.html#dpctl.tensor.usm_ndarray.strides" title="dpctl.tensor.usm_ndarray.strides"><code class="xref py py-obj docutils literal notranslate"><span class="pre">strides</span></code></a></p></td>
-<td><p>Returns memory displacement in array elements, upon unit change of respective index.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.sycl_context.html#dpctl.tensor.usm_ndarray.sycl_context" title="dpctl.tensor.usm_ndarray.sycl_context"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sycl_context</span></code></a></p></td>
-<td><p>Returns <a class="reference internal" href="dpctl.SyclContext.html#dpctl.SyclContext" title="dpctl.SyclContext"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclContext</span></code></a> object to which USM data is bound.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.sycl_device.html#dpctl.tensor.usm_ndarray.sycl_device" title="dpctl.tensor.usm_ndarray.sycl_device"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sycl_device</span></code></a></p></td>
-<td><p>Returns <a class="reference internal" href="dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a> object on which USM data was allocated.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.sycl_queue.html#dpctl.tensor.usm_ndarray.sycl_queue" title="dpctl.tensor.usm_ndarray.sycl_queue"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sycl_queue</span></code></a></p></td>
-<td><p>Returns <a class="reference internal" href="dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a> object associated with USM data.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.usm_data.html#dpctl.tensor.usm_ndarray.usm_data" title="dpctl.tensor.usm_ndarray.usm_data"><code class="xref py py-obj docutils literal notranslate"><span class="pre">usm_data</span></code></a></p></td>
-<td><p>Gives USM memory object underlying <a class="reference internal" href="#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">usm_ndarray</span></code></a> instance.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.usm_type.html#dpctl.tensor.usm_ndarray.usm_type" title="dpctl.tensor.usm_ndarray.usm_type"><code class="xref py py-obj docutils literal notranslate"><span class="pre">usm_type</span></code></a></p></td>
-<td><p>USM type of underlying memory.</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<p class="rubric">Special attributes</p>
-<div class="table-wrapper autosummary longtable docutils container">
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.__dlpack_device__.html#dpctl.tensor.usm_ndarray.__dlpack_device__" title="dpctl.tensor.usm_ndarray.__dlpack_device__"><code class="xref py py-obj docutils literal notranslate"><span class="pre">__dlpack_device__</span></code></a>()</p></td>
-<td><p>Gives a tuple (<code class="docutils literal notranslate"><span class="pre">device_type</span></code>, <code class="docutils literal notranslate"><span class="pre">device_id</span></code>) corresponding to <code class="docutils literal notranslate"><span class="pre">DLDevice</span></code> entry in <code class="docutils literal notranslate"><span class="pre">DLTensor</span></code> in DLPack protocol.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.__dlpack__.html#dpctl.tensor.usm_ndarray.__dlpack__" title="dpctl.tensor.usm_ndarray.__dlpack__"><code class="xref py py-obj docutils literal notranslate"><span class="pre">__dlpack__</span></code></a>(*[, stream, max_version, ...])</p></td>
-<td><p>Produces DLPack capsule.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.__sycl_usm_array_interface__.html#dpctl.tensor.usm_ndarray.__sycl_usm_array_interface__" title="dpctl.tensor.usm_ndarray.__sycl_usm_array_interface__"><code class="xref py py-obj docutils literal notranslate"><span class="pre">__sycl_usm_array_interface__</span></code></a></p></td>
-<td><p>Gives <code class="docutils literal notranslate"><span class="pre">__sycl_usm_array_interface__</span></code> dictionary describing the array.</p></td>
-</tr>
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-          <section id="dpctl-tensor-var">
-<h1>dpctl.tensor.var<a class="headerlink" href="#dpctl-tensor-var" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.var">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">var</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">correction</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keepdims</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_statistical_functions.html#var"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.var" title="Permalink to this definition">¶</a></dt>
-<dd><p>Calculates the variance of elements in the input array <cite>x</cite>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – input array.</p></li>
-<li><p><strong>axis</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>, </em><em>Tuple</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>, </em><em>...</em><em>]</em><em>]</em>) – axis or axes along which the variances must be computed. If a tuple
-of unique integers, the variances are computed over multiple axes.
-If <cite>None</cite>, the variance is computed over the entire array.
-Default: <cite>None</cite>.</p></li>
-<li><p><strong>correction</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><em>float</em></a><em>, </em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>]</em>) – degrees of freedom adjustment. The divisor used in calculating the
-variance is <cite>N - correction</cite>, where <cite>N</cite> corresponds to the total
-number of elements over which the variance is calculated.
-Default: <cite>0.0</cite>.</p></li>
-<li><p><strong>keepdims</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><em>bool</em></a><em>]</em>) – if <cite>True</cite>, the reduced axes (dimensions) are included in the result
-as singleton dimensions, so that the returned array remains
-compatible with the input array according to Array Broadcasting
-rules. Otherwise, if <cite>False</cite>, the reduced axes are not included in
-the returned array. Default: <cite>False</cite>.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p><p>an array containing the variances. If the variance was computed
-over the entire array, a zero-dimensional array is returned.</p>
-<p>If <cite>x</cite> has a real-valued floating-point data type, the returned
-array will have the same data type as <cite>x</cite>.
-If <cite>x</cite> has a boolean or integral data type, the returned array
-will have the default floating point data type for the device
-where input array <cite>x</cite> is allocated.</p>
-</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
-</dd>
-</dl>
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-          <section id="dpctl-tensor-vecdot">
-<h1>dpctl.tensor.vecdot<a class="headerlink" href="#dpctl-tensor-vecdot" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.vecdot">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">vecdot</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">x2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">axis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">-1</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_linear_algebra_functions.html#vecdot"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.vecdot" title="Permalink to this definition">¶</a></dt>
-<dd><p>Computes the (vector) dot product of two arrays.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x1</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – first input array.</p></li>
-<li><p><strong>x2</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – second input array. Input arrays must have compatible
-shapes along non-contract axes according to broadcasting
-rules, and must have the same size along the contracted
-axis. Input arrays should be of numeric type.</p></li>
-<li><p><strong>axis</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>]</em>) – axis over which to compute the dot product. The axis must
-be an integer on the interval <cite>[-N, -1]</cite>, where <cite>N</cite> is
-<code class="docutils literal notranslate"><span class="pre">min(x1.ndim,</span> <span class="pre">x2.ndim)</span></code>. The axis along which dot product
-is performed is counted backward from the last axes
-(that is, <cite>-1</cite> refers to the last axis). By default,
-dot product is computed over the last axis.
-Default: <cite>-1</cite>.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>if <cite>x1</cite> and <cite>x2</cite> are both one-dimensional arrays, a
-zero-dimensional array containing the dot product value
-is returned; otherwise, a non-zero-dimensional array containing
-the dot products and having rank <cite>N-1</cite>, where <cite>N</cite> is the rank
-of the shape of input arrays after broadcasting rules are applied
-to non-contracted axes.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
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-<li><a class="reference internal" href="#">dpctl.tensor.vecdot</a><ul>
-<li><a class="reference internal" href="#dpctl.tensor.vecdot"><code class="docutils literal notranslate"><span class="pre">vecdot()</span></code></a></li>
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-          <section id="dpctl-tensor-where">
-<h1>dpctl.tensor.where<a class="headerlink" href="#dpctl-tensor-where" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.where">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">where</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">condition</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">x1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">x2</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">/</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">order</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'K'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">out</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_search_functions.html#where"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.where" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns <a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a> with elements chosen
-from <code class="docutils literal notranslate"><span class="pre">x1</span></code> or <code class="docutils literal notranslate"><span class="pre">x2</span></code> depending on <code class="docutils literal notranslate"><span class="pre">condition</span></code>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>condition</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – When <code class="docutils literal notranslate"><span class="pre">True</span></code> yields from <code class="docutils literal notranslate"><span class="pre">x1</span></code>,
-and otherwise yields from <code class="docutils literal notranslate"><span class="pre">x2</span></code>.
-Must be compatible with <code class="docutils literal notranslate"><span class="pre">x1</span></code> and <code class="docutils literal notranslate"><span class="pre">x2</span></code> according
-to broadcasting rules.</p></li>
-<li><p><strong>x1</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><em>bool</em></a><em>, </em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>, </em><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><em>float</em></a><em>, </em><a class="reference external" href="https://docs.python.org/3/library/functions.html#complex" title="(in Python v3.13)"><em>complex</em></a><em>]</em>) – Array from which values are chosen when <code class="docutils literal notranslate"><span class="pre">condition</span></code> is <code class="docutils literal notranslate"><span class="pre">True</span></code>.
-Must be compatible with <code class="docutils literal notranslate"><span class="pre">condition</span></code> and <code class="docutils literal notranslate"><span class="pre">x2</span></code> according
-to broadcasting rules.</p></li>
-<li><p><strong>x2</strong> (<em>Union</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>, </em><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><em>bool</em></a><em>, </em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>, </em><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><em>float</em></a><em>, </em><a class="reference external" href="https://docs.python.org/3/library/functions.html#complex" title="(in Python v3.13)"><em>complex</em></a><em>]</em>) – Array from which values are chosen when <code class="docutils literal notranslate"><span class="pre">condition</span></code> is not
-<code class="docutils literal notranslate"><span class="pre">True</span></code>.
-Must be compatible with <code class="docutils literal notranslate"><span class="pre">condition</span></code> and <code class="docutils literal notranslate"><span class="pre">x2</span></code> according
-to broadcasting rules.</p></li>
-<li><p><strong>order</strong> (<code class="docutils literal notranslate"><span class="pre">&quot;K&quot;</span></code>, <code class="docutils literal notranslate"><span class="pre">&quot;C&quot;</span></code>, <code class="docutils literal notranslate"><span class="pre">&quot;F&quot;</span></code>, <code class="docutils literal notranslate"><span class="pre">&quot;A&quot;</span></code>, optional) – Memory layout of the new output array,
-if parameter <code class="docutils literal notranslate"><span class="pre">out</span></code> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.
-Default: <code class="docutils literal notranslate"><span class="pre">&quot;K&quot;</span></code>.</p></li>
-<li><p><strong>out</strong> (<em>Optional</em><em>[</em><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a><em>]</em>) – the array into which the result is written.
-The data type of <cite>out</cite> must match the expected shape and the
-expected data type of the result.
-If <code class="docutils literal notranslate"><span class="pre">None</span></code> then a new array is returned. Default: <code class="docutils literal notranslate"><span class="pre">None</span></code>.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array with elements from <code class="docutils literal notranslate"><span class="pre">x1</span></code> where <code class="docutils literal notranslate"><span class="pre">condition</span></code> is <code class="docutils literal notranslate"><span class="pre">True</span></code>,
-and elements from <code class="docutils literal notranslate"><span class="pre">x2</span></code> elsewhere.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
-</dd>
-</dl>
-<p>The data type of the returned array is determined by applying
-the Type Promotion Rules to <code class="docutils literal notranslate"><span class="pre">x1</span></code> and <code class="docutils literal notranslate"><span class="pre">x2</span></code>.</p>
-</dd></dl>
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-          <section id="dpctl-tensor-zeros">
-<h1>dpctl.tensor.zeros<a class="headerlink" href="#dpctl-tensor-zeros" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.zeros">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">zeros</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">shape</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dtype</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">order</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'C'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">device</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">usm_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'device'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sycl_queue</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_ctors.html#zeros"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.zeros" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a new <a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a> having a specified
-shape and filled with zeros.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>shape</strong> (<em>Tuple</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>]</em><em>, </em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a>) – Dimensions of the array to be created.</p></li>
-<li><p><strong>dtype</strong> (<em>optional</em>) – data type of the array. Can be typestring,
-a <a class="reference external" href="https://numpy.org/doc/stable/reference/generated/numpy.dtype.html#numpy.dtype" title="(in NumPy v2.2)"><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.dtype</span></code></a> object, <a class="reference external" href="https://numpy.org/doc/stable/reference/index.html#module-numpy" title="(in NumPy v2.2)"><code class="xref py py-mod docutils literal notranslate"><span class="pre">numpy</span></code></a> char string,
-or a NumPy scalar type. Default: <code class="docutils literal notranslate"><span class="pre">None</span></code></p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>, or </em><em>&quot;F&quot;</em>) – memory layout for the array. Default: <code class="docutils literal notranslate"><span class="pre">&quot;C&quot;</span></code></p></li>
-<li><p><strong>device</strong> (<em>optional</em>) – array API concept of device where the output array
-is created. <code class="docutils literal notranslate"><span class="pre">device</span></code> can be <code class="docutils literal notranslate"><span class="pre">None</span></code>, a oneAPI filter selector
-string, an instance of <a class="reference internal" href="dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a> corresponding to
-a non-partitioned SYCL device, an instance of
-<a class="reference internal" href="dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>, or a <a class="reference internal" href="../tensor.utility_functions.html#dpctl.tensor.Device" title="dpctl.tensor.Device"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.Device</span></code></a> object
-returned by <a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.device.html#dpctl.tensor.usm_ndarray.device" title="dpctl.tensor.usm_ndarray.device"><code class="xref py py-attr docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray.device</span></code></a>.
-Default: <code class="docutils literal notranslate"><span class="pre">None</span></code></p></li>
-<li><p><strong>usm_type</strong> (<code class="docutils literal notranslate"><span class="pre">&quot;device&quot;</span></code>, <code class="docutils literal notranslate"><span class="pre">&quot;shared&quot;</span></code>, <code class="docutils literal notranslate"><span class="pre">&quot;host&quot;</span></code>, optional) – The type of SYCL USM allocation for the output array.
-Default: <code class="docutils literal notranslate"><span class="pre">&quot;device&quot;</span></code></p></li>
-<li><p><strong>sycl_queue</strong> (<a class="reference internal" href="dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>, optional) – The SYCL queue to use
-for output array allocation and copying. <code class="docutils literal notranslate"><span class="pre">sycl_queue</span></code> and
-<code class="docutils literal notranslate"><span class="pre">device</span></code> are complementary arguments, i.e. use one or another.
-If both are specified, a <a class="reference external" href="https://docs.python.org/3/library/exceptions.html#TypeError" title="(in Python v3.13)"><code class="xref py py-exc docutils literal notranslate"><span class="pre">TypeError</span></code></a> is raised unless both
-imply the same underlying SYCL queue to be used. If both are
-<code class="docutils literal notranslate"><span class="pre">None</span></code>, a cached queue targeting default-selected device is
-used for allocation and population. Default: <code class="docutils literal notranslate"><span class="pre">None</span></code></p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Constructed array initialized with zeros.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
-</dd>
-</dl>
-</dd></dl>
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-          <section id="dpctl-tensor-zeros-like">
-<h1>dpctl.tensor.zeros_like<a class="headerlink" href="#dpctl-tensor-zeros-like" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.tensor.zeros_like">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">zeros_like</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">x</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">/</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dtype</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">order</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'K'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">device</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">usm_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sycl_queue</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../_modules/dpctl/tensor/_ctors.html#zeros_like"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.zeros_like" title="Permalink to this definition">¶</a></dt>
-<dd><p>Creates <a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a> from USM allocation
-initialized with zeros.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>x</strong> (<a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><em>usm_ndarray</em></a>) – Input array from which to derive the shape of the
-output array.</p></li>
-<li><p><strong>dtype</strong> (<em>optional</em>) – data type of the array. Can be typestring,
-a <a class="reference external" href="https://numpy.org/doc/stable/reference/generated/numpy.dtype.html#numpy.dtype" title="(in NumPy v2.2)"><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.dtype</span></code></a> object, <a class="reference external" href="https://numpy.org/doc/stable/reference/index.html#module-numpy" title="(in NumPy v2.2)"><code class="xref py py-mod docutils literal notranslate"><span class="pre">numpy</span></code></a> char string, or a
-NumPy scalar type. If <cite>None</cite>, output array has the same data
-type as the input array. Default: <code class="docutils literal notranslate"><span class="pre">None</span></code></p></li>
-<li><p><strong>order</strong> (<em>&quot;C&quot;</em><em>, or </em><em>&quot;F&quot;</em>) – memory layout for the array. Default: <code class="docutils literal notranslate"><span class="pre">&quot;C&quot;</span></code></p></li>
-<li><p><strong>device</strong> (<em>optional</em>) – array API concept of device where the output array
-is created. <code class="docutils literal notranslate"><span class="pre">device</span></code> can be <code class="docutils literal notranslate"><span class="pre">None</span></code>, a oneAPI filter selector
-string, an instance of <a class="reference internal" href="dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a> corresponding to
-a non-partitioned SYCL device, an instance of
-<a class="reference internal" href="dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>, or a <a class="reference internal" href="../tensor.utility_functions.html#dpctl.tensor.Device" title="dpctl.tensor.Device"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.Device</span></code></a> object
-returned by <a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.device.html#dpctl.tensor.usm_ndarray.device" title="dpctl.tensor.usm_ndarray.device"><code class="xref py py-attr docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray.device</span></code></a>.
-Default: <code class="docutils literal notranslate"><span class="pre">None</span></code></p></li>
-<li><p><strong>usm_type</strong> (<code class="docutils literal notranslate"><span class="pre">&quot;device&quot;</span></code>, <code class="docutils literal notranslate"><span class="pre">&quot;shared&quot;</span></code>, <code class="docutils literal notranslate"><span class="pre">&quot;host&quot;</span></code>, optional) – The type of SYCL USM allocation for the output array.
-Default: <code class="docutils literal notranslate"><span class="pre">&quot;device&quot;</span></code></p></li>
-<li><p><strong>sycl_queue</strong> (<a class="reference internal" href="dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>, optional) – The SYCL queue to use
-for output array allocation and copying. <code class="docutils literal notranslate"><span class="pre">sycl_queue</span></code> and
-<code class="docutils literal notranslate"><span class="pre">device</span></code> are complementary arguments, i.e. use one or another.
-If both are specified, a <a class="reference external" href="https://docs.python.org/3/library/exceptions.html#TypeError" title="(in Python v3.13)"><code class="xref py py-exc docutils literal notranslate"><span class="pre">TypeError</span></code></a> is raised unless both
-imply the same underlying SYCL queue to be used. If both are
-<code class="docutils literal notranslate"><span class="pre">None</span></code>, a cached queue targeting default-selected device is
-used for allocation and population. Default: <code class="docutils literal notranslate"><span class="pre">None</span></code></p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>New array initialized with zeros.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
-</dd>
-</dl>
-</dd></dl>
-
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-<span class="sig-prename descclassname"><span class="pre">SyclContext.</span></span><span class="sig-name descname"><span class="pre">get_devices</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.SyclContext.get_devices" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the list of <a class="reference internal" href="../dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a> objects associated with
-<a class="reference internal" href="../dpctl.SyclContext.html#dpctl.SyclContext" title="dpctl.SyclContext"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclContext</span></code></a> instance.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
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-that belong to this context.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.13)">list</a></p>
-</dd>
-<dt class="field-odd">Raises<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/exceptions.html#ValueError" title="(in Python v3.13)"><strong>ValueError</strong></a> – If the <code class="docutils literal notranslate"><span class="pre">DPCTLContext_GetDevices</span></code> call returned
-    <code class="docutils literal notranslate"><span class="pre">NULL</span></code> instead of a <code class="docutils literal notranslate"><span class="pre">DPCTLDeviceVectorRef</span></code> object.</p>
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-</ul>
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-<li class="toctree-l5"><a class="reference internal" href="../../../libsyclinterface/generated/enum_DPCTLPartitionAffinityDomainType.html">enum DPCTLPartitionAffinityDomainType</a></li>
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-<li class="toctree-l5 has-children"><a class="reference internal" href="../../../libsyclinterface/generated/struct_MDLocalAccessorTy.html">struct MDLocalAccessorTy</a><input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" role="switch" type="checkbox"/><label for="toctree-checkbox-45"><div class="visually-hidden">Toggle navigation of struct MDLocalAccessorTy</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
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-<h1>dpctl.SyclDevice.addressof_ref<a class="headerlink" href="#dpctl-sycldevice-addressof-ref" title="Permalink to this heading">¶</a></h1>
-<dl class="py method">
-<dt class="sig sig-object py" id="dpctl.SyclDevice.addressof_ref">
-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">addressof_ref</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.SyclDevice.addressof_ref" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the address of the <code class="xref c c-struct docutils literal notranslate"><span class="pre">DPCTLSyclDeviceRef</span></code> pointer as a
-<code class="docutils literal notranslate"><span class="pre">size_t</span></code>.</p>
-<dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">dev</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">select_cpu_device</span><span class="p">()</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="nb">hex</span><span class="p">(</span><span class="n">dev</span><span class="o">.</span><span class="n">addressof_ref</span><span class="p">())</span>
-<span class="go">&#39;0x55b18ec649d0&#39;</span>
-</pre></div>
-</div>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The address of the <code class="xref c c-struct docutils literal notranslate"><span class="pre">DPCTLSyclDeviceRef</span></code> object used
-to create this <a class="reference internal" href="../dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a> cast to a <code class="docutils literal notranslate"><span class="pre">size_t</span></code>.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
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-<h1>dpctl.SyclDevice.backend<a class="headerlink" href="#dpctl-sycldevice-backend" title="Permalink to this heading">¶</a></h1>
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-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">backend</span></span><a class="headerlink" href="#dpctl.SyclDevice.backend" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the <code class="docutils literal notranslate"><span class="pre">backend_type</span></code> enum value for this device</p>
-<dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">dev</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">select_cpu_device</span><span class="p">()</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">dev</span><span class="o">.</span><span class="n">backend</span>
-<span class="go">&lt;backend_type.opencl: 4&gt;</span>
-</pre></div>
-</div>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The backend for the device.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>backend_type</p>
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-<dl class="py method">
-<dt class="sig sig-object py" id="dpctl.SyclDevice.create_sub_devices">
-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">create_sub_devices</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">partition</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">parition_spec</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.SyclDevice.create_sub_devices" title="Permalink to this definition">¶</a></dt>
-<dd><p>Creates a list of sub-devices by partitioning a root device based on the
-provided partition specifier.</p>
-<p>A partition specifier must be provided using a <code class="docutils literal notranslate"><span class="pre">partition</span></code>
-keyword argument. Possible values for the specifier are: an integer, a
-string specifying the affinity domain, or a collection of integers.</p>
-<dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-
-<span class="n">cpu_d</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclDevice</span><span class="p">(</span><span class="s2">&quot;cpu&quot;</span><span class="p">)</span>
-<span class="n">cpu_count</span> <span class="o">=</span> <span class="n">cpu_d</span><span class="o">.</span><span class="n">max_compute_units</span>
-<span class="n">sub_devs</span> <span class="o">=</span> <span class="n">cpu_d</span><span class="o">.</span><span class="n">create_sub_devices</span><span class="p">(</span><span class="n">partition</span><span class="o">=</span><span class="n">cpu_count</span> <span class="o">//</span> <span class="mi">2</span><span class="p">)</span>
-<span class="k">for</span> <span class="n">d</span> <span class="ow">in</span> <span class="n">sub_devs</span><span class="p">:</span>
-    <span class="n">d</span><span class="o">.</span><span class="n">print_device_info</span><span class="p">()</span>
-
-<span class="c1"># Create sub-devices partitioning by affinity.</span>
-<span class="k">try</span><span class="p">:</span>
-    <span class="n">sd</span> <span class="o">=</span> <span class="n">cpu_d</span><span class="o">.</span><span class="n">create_sub_devices</span><span class="p">(</span><span class="n">partition</span><span class="o">=</span><span class="s2">&quot;numa&quot;</span><span class="p">)</span>
-    <span class="nb">print</span><span class="p">(</span>
-        <span class="s2">&quot;</span><span class="si">{0}</span><span class="s2"> sub-devices were created with respective &quot;</span>
-        <span class="s2">&quot;#EUs being </span><span class="si">{1}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
-            <span class="nb">len</span><span class="p">(</span><span class="n">sd</span><span class="p">),</span> <span class="p">[</span><span class="n">d</span><span class="o">.</span><span class="n">max_compute_units</span> <span class="k">for</span> <span class="n">d</span> <span class="ow">in</span> <span class="n">sd</span><span class="p">]</span>
-        <span class="p">)</span>
-    <span class="p">)</span>
-<span class="k">except</span> <span class="ne">Exception</span><span class="p">:</span>
-    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Device partitioning by affinity was not successful.&quot;</span><span class="p">)</span>
-</pre></div>
-</div>
-</dd>
-<dt class="field-even">Parameters<span class="colon">:</span></dt>
-<dd class="field-even"><p><strong>partition</strong> (<em>Union</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>, </em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a><em>, </em><em>List</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>]</em><em>]</em>) – <p>Specification to partition the device as follows:</p>
-<ul class="simple">
-<li><dl class="simple">
-<dt>Specifying an int (<code class="docutils literal notranslate"><span class="pre">count</span></code>)</dt><dd><p>The returned list contains as
-many sub-devices as can be created such that each sub-device
-contains <code class="docutils literal notranslate"><span class="pre">count</span></code> compute units. If the device’s total number
-of compute units is not evenly divided by <code class="docutils literal notranslate"><span class="pre">count</span></code>, then the
-remaining compute units are not included in any of the
-sub-devices.</p>
-</dd>
-</dl>
-</li>
-<li><dl class="simple">
-<dt>Specifying an affinity domain as a string</dt><dd><p>The supported values are: <code class="docutils literal notranslate"><span class="pre">&quot;numa&quot;</span></code>, <code class="docutils literal notranslate"><span class="pre">&quot;L4_cache&quot;</span></code>, <code class="docutils literal notranslate"><span class="pre">&quot;L3_cache&quot;</span></code>,
-<code class="docutils literal notranslate"><span class="pre">&quot;L2_cache&quot;</span></code>, <code class="docutils literal notranslate"><span class="pre">&quot;L1_cache&quot;</span></code>, <code class="docutils literal notranslate"><span class="pre">&quot;next_partitionable&quot;</span></code>.</p>
-</dd>
-</dl>
-</li>
-<li><dl class="simple">
-<dt>Specifying a collection of integral values</dt><dd><p>For each non-zero value <code class="docutils literal notranslate"><span class="pre">M</span></code> in the collection, a sub-device with <code class="docutils literal notranslate"><span class="pre">M</span></code>
-compute units is created.</p>
-</dd>
-</dl>
-</li>
-</ul>
-</p>
-</dd>
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Created sub-devices.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p>List[<a class="reference internal" href="../dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a>]</p>
-</dd>
-<dt class="field-odd">Raises<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><a class="reference external" href="https://docs.python.org/3/library/exceptions.html#TypeError" title="(in Python v3.13)"><strong>TypeError</strong></a> – If the <code class="docutils literal notranslate"><span class="pre">partition</span></code> keyword argument is not specified or
-    the affinity domain string is not legal or is not one of the
-    three supported options.</p></li>
-<li><p><strong>dpctl.SyclSubdeviceCreationError</strong> – If sub-devices can not be created.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-</section>
-
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-<li class="toctree-l5"><a class="reference internal" href="../../../libsyclinterface/generated/enum_DPCTLPartitionAffinityDomainType.html">enum DPCTLPartitionAffinityDomainType</a></li>
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-<li class="toctree-l5"><a class="reference internal" href="../../../libsyclinterface/generated/enum_DPCTLSyclAspectType.html">enum DPCTLSyclAspectType</a></li>
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-<li class="toctree-l5 has-children"><a class="reference internal" href="../../../libsyclinterface/generated/struct_MDLocalAccessorTy.html">struct MDLocalAccessorTy</a><input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" role="switch" type="checkbox"/><label for="toctree-checkbox-45"><div class="visually-hidden">Toggle navigation of struct MDLocalAccessorTy</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
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-<h1>dpctl.SyclDevice.default_selector_score<a class="headerlink" href="#dpctl-sycldevice-default-selector-score" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.SyclDevice.default_selector_score">
-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">default_selector_score</span></span><a class="headerlink" href="#dpctl.SyclDevice.default_selector_score" title="Permalink to this definition">¶</a></dt>
-<dd><p>Integral score assigned to this device by DPC++ runtime’s default
-selector’s scoring function. Score of -1 denotes that this device
-was rejected and may not be properly programmed by the DPC++ runtime.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Score assign to this device by <code class="docutils literal notranslate"><span class="pre">sycl::default_selector_v</span></code>
-function.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)">int</a></p>
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-<h1>dpctl.SyclDevice.device_type<a class="headerlink" href="#dpctl-sycldevice-device-type" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.SyclDevice.device_type">
-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">device_type</span></span><a class="headerlink" href="#dpctl.SyclDevice.device_type" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the type of the device as a <code class="docutils literal notranslate"><span class="pre">device_type</span></code> enum.</p>
-<dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">dev</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">select_cpu_device</span><span class="p">()</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">dev</span><span class="o">.</span><span class="n">device_type</span>
-<span class="go">&lt;device_type.cpu: 4&gt;</span>
-</pre></div>
-</div>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The type of device encoded as a <code class="docutils literal notranslate"><span class="pre">device_type</span></code> enum.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>device_type</p>
-</dd>
-<dt class="field-even">Raises<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/exceptions.html#ValueError" title="(in Python v3.13)"><strong>ValueError</strong></a> – If the device type is not recognized.</p>
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-<dd><p>Returns a backend-defined driver version as a string.</p>
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-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The driver version of the device as a string.</p>
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-<dt class="field-even">Return type<span class="colon">:</span></dt>
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-          <section id="dpctl-sycldevice-filter-string">
-<h1>dpctl.SyclDevice.filter_string<a class="headerlink" href="#dpctl-sycldevice-filter-string" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.SyclDevice.filter_string">
-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">filter_string</span></span><a class="headerlink" href="#dpctl.SyclDevice.filter_string" title="Permalink to this definition">¶</a></dt>
-<dd><p>For a root device, returns a fully specified filter selector
-string <code class="docutils literal notranslate"><span class="pre">&quot;backend:device_type:relative_id&quot;</span></code> selecting the device.</p>
-<dl class="field-list">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A Python string representing a filter selector string.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)">str</a></p>
-</dd>
-<dt class="field-odd">Raises<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/exceptions.html#TypeError" title="(in Python v3.13)"><strong>TypeError</strong></a> – If the device is a sub-device.</p>
-</dd>
-<dt class="field-even">Example<span class="colon">:</span></dt>
-<dd class="field-even"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-
-<span class="c1"># Create a SyclDevice with an explicit filter string,</span>
-<span class="c1"># in this case the first level_zero gpu device.</span>
-<span class="n">level_zero_gpu</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclDevice</span><span class="p">(</span><span class="s2">&quot;level_zero:gpu:0&quot;</span><span class="p">)</span>
-<span class="c1"># filter_string property should be &quot;level_zero:gpu:0&quot;</span>
-<span class="n">dev</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclDevice</span><span class="p">(</span><span class="n">level_zero_gpu</span><span class="o">.</span><span class="n">filter_string</span><span class="p">)</span>
-<span class="k">assert</span> <span class="n">level_zero_gpu</span> <span class="o">==</span> <span class="n">dev</span>
-</pre></div>
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-          <section id="dpctl-sycldevice-get-filter-string">
-<h1>dpctl.SyclDevice.get_filter_string<a class="headerlink" href="#dpctl-sycldevice-get-filter-string" title="Permalink to this heading">¶</a></h1>
-<dl class="py method">
-<dt class="sig sig-object py" id="dpctl.SyclDevice.get_filter_string">
-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">get_filter_string</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">include_backend</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">include_device_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.SyclDevice.get_filter_string" title="Permalink to this definition">¶</a></dt>
-<dd><p>For a parent device, returns a filter selector string
-that includes backend or device type based on the value
-of the given keyword arguments.</p>
-<dl class="field-list">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>include_backend</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><em>bool</em></a><em>, </em><em>optional</em>) – A flag indicating if the backend should be included in
-the filter string. Default: <code class="docutils literal notranslate"><span class="pre">True</span></code>.</p></li>
-<li><p><strong>include_device_type</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><em>bool</em></a><em>, </em><em>optional</em>) – A flag indicating if the device type should be included
-in the filter string. Default: <code class="docutils literal notranslate"><span class="pre">True</span></code>.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A Python string representing a filter selector string.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)">str</a></p>
-</dd>
-<dt class="field-even">Raises<span class="colon">:</span></dt>
-<dd class="field-even"><ul class="simple">
-<li><p><a class="reference external" href="https://docs.python.org/3/library/exceptions.html#TypeError" title="(in Python v3.13)"><strong>TypeError</strong></a> – If the device is a sub-device.</p></li>
-<li><p><a class="reference external" href="https://docs.python.org/3/library/exceptions.html#ValueError" title="(in Python v3.13)"><strong>ValueError</strong></a> – If no match for the device was found in the vector
-    returned by <code class="docutils literal notranslate"><span class="pre">sycl::device::get_devices()</span></code></p></li>
-</ul>
-</dd>
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-
-<span class="c1"># Create a GPU SyclDevice</span>
-<span class="n">gpu_dev</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclDevice</span><span class="p">(</span><span class="s2">&quot;gpu:0&quot;</span><span class="p">)</span>
-<span class="c1"># filter string should be &quot;gpu:0&quot;</span>
-<span class="n">fs</span> <span class="o">=</span> <span class="n">gpu_dev</span><span class="o">.</span><span class="n">get_filter_string</span><span class="p">(</span><span class="n">use_backend</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
-<span class="n">dev</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclDevice</span><span class="p">(</span><span class="n">fs</span><span class="p">)</span>
-<span class="k">assert</span> <span class="n">gpu</span> <span class="n">_dev</span> <span class="o">==</span> <span class="n">dev</span>
-</pre></div>
-</div>
-</dd>
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-<li class="toctree-l5 has-children"><a class="reference internal" href="../../../libsyclinterface/generated/struct_MDLocalAccessorTy.html">struct MDLocalAccessorTy</a><input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" role="switch" type="checkbox"/><label for="toctree-checkbox-45"><div class="visually-hidden">Toggle navigation of struct MDLocalAccessorTy</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
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-<h1>dpctl.SyclDevice.global_mem_cache_type<a class="headerlink" href="#dpctl-sycldevice-global-mem-cache-type" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
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-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">global_mem_cache_type</span></span><a class="headerlink" href="#dpctl.SyclDevice.global_mem_cache_type" title="Permalink to this definition">¶</a></dt>
-<dd><p>Global device cache memory type.</p>
-<dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">dev</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">select_cpu_device</span><span class="p">()</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">dev</span><span class="o">.</span><span class="n">global_mem_cache_type</span>
-<span class="go">&lt;global_mem_cache_type.read_write: 4&gt;</span>
-</pre></div>
-</div>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>type of cache memory</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>global_mem_cache_type</p>
-</dd>
-<dt class="field-even">Raises<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/exceptions.html#RuntimeError" title="(in Python v3.13)"><strong>RuntimeError</strong></a> – If an unrecognized memory type is reported by runtime.</p>
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-<dd><p>Returns the size of global memory on this device in bytes.</p>
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-          <section id="dpctl-sycldevice-has-aspect-accelerator">
-<h1>dpctl.SyclDevice.has_aspect_accelerator<a class="headerlink" href="#dpctl-sycldevice-has-aspect-accelerator" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.SyclDevice.has_aspect_accelerator">
-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">has_aspect_accelerator</span></span><a class="headerlink" href="#dpctl.SyclDevice.has_aspect_accelerator" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if this device is an accelerator device,
-<code class="docutils literal notranslate"><span class="pre">False</span></code> otherwise.</p>
-<p>SYCL considers an accelerator to be a device that usually uses a
-peripheral interconnect for communication.</p>
-<dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">dev</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">select_cpu_device</span><span class="p">()</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">dev</span><span class="o">.</span><span class="n">has_aspect_accelerator</span>
-<span class="go">False</span>
-</pre></div>
-</div>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Indicates whether the device is an accelerator.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
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-<h1>dpctl.SyclDevice.has_aspect_atomic64<a class="headerlink" href="#dpctl-sycldevice-has-aspect-atomic64" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.SyclDevice.has_aspect_atomic64">
-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">has_aspect_atomic64</span></span><a class="headerlink" href="#dpctl.SyclDevice.has_aspect_atomic64" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if the device supports a basic set of atomic
-operations, <code class="docutils literal notranslate"><span class="pre">False</span></code> otherwise.</p>
-<p>Indicates that the device supports the following atomic operations on
-64-bit values:</p>
-<blockquote>
-<div><ul class="simple">
-<li><p><code class="docutils literal notranslate"><span class="pre">sycl::atomic_ref::load</span></code></p></li>
-<li><p><code class="docutils literal notranslate"><span class="pre">sycl::atomic_ref::store</span></code></p></li>
-<li><p><code class="docutils literal notranslate"><span class="pre">sycl::atomic_ref::fetch_add</span></code></p></li>
-<li><p><code class="docutils literal notranslate"><span class="pre">sycl::atomic_ref::fetch_sub</span></code></p></li>
-<li><p><code class="docutils literal notranslate"><span class="pre">sycl::atomic_ref::exchange</span></code></p></li>
-<li><p><code class="docutils literal notranslate"><span class="pre">sycl::atomic_ref::compare_exchange_strong</span></code></p></li>
-<li><p><code class="docutils literal notranslate"><span class="pre">sycl::atomic_ref::compare_exchange_weak</span></code></p></li>
-</ul>
-</div></blockquote>
-<dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">dev</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">select_cpu_device</span><span class="p">()</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">dev</span><span class="o">.</span><span class="n">has_aspect_atomic64</span>
-<span class="go">True</span>
-</pre></div>
-</div>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Indicates that the device supports a basic set of atomic
-operations on 64-bit values.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)">bool</a></p>
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diff --git a/pulls/1961/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_cpu.html b/pulls/1961/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_cpu.html
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-<h1>dpctl.SyclDevice.has_aspect_cpu<a class="headerlink" href="#dpctl-sycldevice-has-aspect-cpu" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.SyclDevice.has_aspect_cpu">
-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">has_aspect_cpu</span></span><a class="headerlink" href="#dpctl.SyclDevice.has_aspect_cpu" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if this device is a CPU device,
-<code class="docutils literal notranslate"><span class="pre">False</span></code> otherwise.</p>
-<dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">dev</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">select_cpu_device</span><span class="p">()</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">dev</span><span class="o">.</span><span class="n">has_aspect_cpu</span>
-<span class="go">True</span>
-</pre></div>
-</div>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Indicates whether the device is a cpu.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)">bool</a></p>
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-<h1>dpctl.SyclDevice.has_aspect_custom<a class="headerlink" href="#dpctl-sycldevice-has-aspect-custom" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.SyclDevice.has_aspect_custom">
-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">has_aspect_custom</span></span><a class="headerlink" href="#dpctl.SyclDevice.has_aspect_custom" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if this device is a custom device,
-<code class="docutils literal notranslate"><span class="pre">False</span></code> otherwise.</p>
-<p>A custom device can be a dedicated accelerator that can use the
-SYCL API, but programmable kernels cannot be dispatched to the device,
-only fixed functionality is available. Refer SYCL spec for more details.</p>
-<dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">dev</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">select_cpu_device</span><span class="p">()</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">dev</span><span class="o">.</span><span class="n">has_aspect_custom</span>
-<span class="go">False</span>
-</pre></div>
-</div>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Indicates if the device is a custom SYCL device.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)">bool</a></p>
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-<dd><p>Returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if this device is somehow emulated, <code class="docutils literal notranslate"><span class="pre">False</span></code>
-otherwise. A device with this aspect is not intended for performance,
-and instead will generally have another purpose such as emulation
-or profiling.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Indicates if device is somehow emulated.</p>
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-<dt class="field-even">Return type<span class="colon">:</span></dt>
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-<li class="toctree-l7 has-children"><a class="reference internal" href="../../../libsyclinterface/generated/class_dpctl_syclinterface_dpctl_default_selector.html">class dpctl::syclinterface::dpctl_default_selector</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of class dpctl::syclinterface::dpctl_default_selector</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
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-<li class="toctree-l5 has-children"><a class="reference internal" href="../../../libsyclinterface/generated/struct_MDLocalAccessorTy.html">struct MDLocalAccessorTy</a><input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" role="switch" type="checkbox"/><label for="toctree-checkbox-45"><div class="visually-hidden">Toggle navigation of struct MDLocalAccessorTy</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
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-<h1>dpctl.SyclDevice.has_aspect_fp16<a class="headerlink" href="#dpctl-sycldevice-has-aspect-fp16" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.SyclDevice.has_aspect_fp16">
-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">has_aspect_fp16</span></span><a class="headerlink" href="#dpctl.SyclDevice.has_aspect_fp16" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if the device supports half-precision floating
-point operations, <code class="docutils literal notranslate"><span class="pre">False</span></code> otherwise.</p>
-<dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">dev</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">select_cpu_device</span><span class="p">()</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">dev</span><span class="o">.</span><span class="n">has_aspect_fp16</span>
-<span class="go">True</span>
-</pre></div>
-</div>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Indicates that the device supports half precision floating
-point operations.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)">bool</a></p>
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diff --git a/pulls/1961/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_fp64.html b/pulls/1961/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_fp64.html
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-<h1>dpctl.SyclDevice.has_aspect_fp64<a class="headerlink" href="#dpctl-sycldevice-has-aspect-fp64" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.SyclDevice.has_aspect_fp64">
-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">has_aspect_fp64</span></span><a class="headerlink" href="#dpctl.SyclDevice.has_aspect_fp64" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if the device supports 64-bit precision floating
-point operations, <code class="docutils literal notranslate"><span class="pre">False</span></code> otherwise.</p>
-<dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
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-<span class="gp">&gt;&gt;&gt; </span><span class="n">dev</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">select_cpu_device</span><span class="p">()</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">dev</span><span class="o">.</span><span class="n">has_aspect_fp64</span>
-<span class="go">True</span>
-</pre></div>
-</div>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Indicates that the device supports 64-bit precision floating
-point operations.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)">bool</a></p>
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diff --git a/pulls/1961/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_gpu.html b/pulls/1961/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_gpu.html
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-          <section id="dpctl-sycldevice-has-aspect-gpu">
-<h1>dpctl.SyclDevice.has_aspect_gpu<a class="headerlink" href="#dpctl-sycldevice-has-aspect-gpu" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.SyclDevice.has_aspect_gpu">
-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">has_aspect_gpu</span></span><a class="headerlink" href="#dpctl.SyclDevice.has_aspect_gpu" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if this device is a GPU device,
-<code class="docutils literal notranslate"><span class="pre">False</span></code> otherwise.</p>
-<dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">dev</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">select_cpu_device</span><span class="p">()</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">dev</span><span class="o">.</span><span class="n">has_aspect_gpu</span>
-<span class="go">False</span>
-</pre></div>
-</div>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Indicates whether the device is a gpu.</p>
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-<dd><p>Returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if kernels running on this device can be debugged
-using standard debuggers that are normally available on the host
-system, <code class="docutils literal notranslate"><span class="pre">False</span></code> otherwise.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Indicates if host debugger may be used to debug device code.</p>
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-<dt class="field-even">Return type<span class="colon">:</span></dt>
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-<h1>dpctl.SyclDevice.has_aspect_image<a class="headerlink" href="#dpctl-sycldevice-has-aspect-image" title="Permalink to this heading">¶</a></h1>
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-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">has_aspect_image</span></span><a class="headerlink" href="#dpctl.SyclDevice.has_aspect_image" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if the device supports images, <code class="docutils literal notranslate"><span class="pre">False</span></code> otherwise
-(refer Sec 4.15.3 of SYCL 2020 spec).</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Indicates that the device supports images</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
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-<dd><p>Returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if this device supports online compilation of
-device code, <code class="docutils literal notranslate"><span class="pre">False</span></code> otherwise.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Indicates that the device supports online compilation of
-device code.</p>
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-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)">bool</a></p>
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-<h1>dpctl.SyclDevice.has_aspect_online_linker<a class="headerlink" href="#dpctl-sycldevice-has-aspect-online-linker" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.SyclDevice.has_aspect_online_linker">
-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">has_aspect_online_linker</span></span><a class="headerlink" href="#dpctl.SyclDevice.has_aspect_online_linker" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if this device supports online linking of
-device code, <code class="docutils literal notranslate"><span class="pre">False</span></code> otherwise.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Indicates that the device supports online linking of device
-code.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)">bool</a></p>
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diff --git a/pulls/1961/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_usm_atomic_host_allocations.html b/pulls/1961/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_usm_atomic_host_allocations.html
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-<h1>dpctl.SyclDevice.has_aspect_usm_atomic_host_allocations<a class="headerlink" href="#dpctl-sycldevice-has-aspect-usm-atomic-host-allocations" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
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-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">has_aspect_usm_atomic_host_allocations</span></span><a class="headerlink" href="#dpctl.SyclDevice.has_aspect_usm_atomic_host_allocations" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if this device supports USM-host allocations
-and the host and this device may concurrently access and atomically
-modify host allocations, <code class="docutils literal notranslate"><span class="pre">False</span></code> otherwise.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Indicates if the device supports USM atomic host allocations.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)">bool</a></p>
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diff --git a/pulls/1961/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_usm_atomic_shared_allocations.html b/pulls/1961/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_usm_atomic_shared_allocations.html
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-<h1>dpctl.SyclDevice.has_aspect_usm_atomic_shared_allocations<a class="headerlink" href="#dpctl-sycldevice-has-aspect-usm-atomic-shared-allocations" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
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-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">has_aspect_usm_atomic_shared_allocations</span></span><a class="headerlink" href="#dpctl.SyclDevice.has_aspect_usm_atomic_shared_allocations" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if this device supports USM-shared allocations
-and the host and other devices in the same context as this device may
-concurrently access and atomically modify shared allocations,
-<code class="docutils literal notranslate"><span class="pre">False</span></code> otherwise.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Indicates if this device supports concurrent atomic modification
-of USM-shared allocation by host and device.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)">bool</a></p>
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-<h1>dpctl.SyclDevice.has_aspect_usm_device_allocations<a class="headerlink" href="#dpctl-sycldevice-has-aspect-usm-device-allocations" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.SyclDevice.has_aspect_usm_device_allocations">
-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">has_aspect_usm_device_allocations</span></span><a class="headerlink" href="#dpctl.SyclDevice.has_aspect_usm_device_allocations" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if this device supports explicit USM allocations,
-<code class="docutils literal notranslate"><span class="pre">False</span></code> otherwise (refer Section 4.8 of SYCL 2020 specs).</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Indicates that the device supports explicit USM allocations.</p>
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-<h1>dpctl.SyclDevice.has_aspect_usm_host_allocations<a class="headerlink" href="#dpctl-sycldevice-has-aspect-usm-host-allocations" title="Permalink to this heading">¶</a></h1>
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-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">has_aspect_usm_host_allocations</span></span><a class="headerlink" href="#dpctl.SyclDevice.has_aspect_usm_host_allocations" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if this device can access USM-host memory,
-<code class="docutils literal notranslate"><span class="pre">False</span></code> otherwise (refer Section 4.8 of SYCL 2020 specs).</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Indicates that the device can access USM memory
-allocated using <code class="docutils literal notranslate"><span class="pre">sycl::malloc_host</span></code>.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)">bool</a></p>
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diff --git a/pulls/1961/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_usm_shared_allocations.html b/pulls/1961/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_usm_shared_allocations.html
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-<h1>dpctl.SyclDevice.has_aspect_usm_shared_allocations<a class="headerlink" href="#dpctl-sycldevice-has-aspect-usm-shared-allocations" title="Permalink to this heading">¶</a></h1>
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-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">has_aspect_usm_shared_allocations</span></span><a class="headerlink" href="#dpctl.SyclDevice.has_aspect_usm_shared_allocations" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if this device supports USM-shared memory
-allocated on the same device, <code class="docutils literal notranslate"><span class="pre">False</span></code> otherwise.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Indicates that the device supports USM memory
-allocated using <code class="docutils literal notranslate"><span class="pre">sycl::malloc_shared</span></code>.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)">bool</a></p>
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diff --git a/pulls/1961/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_usm_system_allocations.html b/pulls/1961/api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_usm_system_allocations.html
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-<h1>dpctl.SyclDevice.has_aspect_usm_system_allocations<a class="headerlink" href="#dpctl-sycldevice-has-aspect-usm-system-allocations" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
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-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">has_aspect_usm_system_allocations</span></span><a class="headerlink" href="#dpctl.SyclDevice.has_aspect_usm_system_allocations" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if system allocator may be used instead of
-SYCL USM allocation mechanism for USM-shared allocations on this
-device, <code class="docutils literal notranslate"><span class="pre">False</span></code> otherwise.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Indicates that system allocator may be used instead of
-<code class="docutils literal notranslate"><span class="pre">sycl::malloc_shared</span></code>.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
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diff --git a/pulls/1961/api_reference/dpctl/generated/generated/dpctl.SyclDevice.image_2d_max_height.html b/pulls/1961/api_reference/dpctl/generated/generated/dpctl.SyclDevice.image_2d_max_height.html
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-<h1>dpctl.SyclDevice.image_2d_max_height<a class="headerlink" href="#dpctl-sycldevice-image-2d-max-height" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
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-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">image_2d_max_height</span></span><a class="headerlink" href="#dpctl.SyclDevice.image_2d_max_height" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the maximum height of a 2D image or 1D image in pixels.
-The minimum value is 8192 if the SYCL device has
-<code class="docutils literal notranslate"><span class="pre">sycl::aspect::image</span></code>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Maximum height of a 2D image or 1D image in pixels.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
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-<dd><p>Returns the maximum width of a 2D image or 1D image in pixels.
-The minimum value is 8192 if the SYCL device has
-<code class="docutils literal notranslate"><span class="pre">sycl::aspect::image</span></code>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Maximum width of a 2D image or 1D image in pixels.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
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-<h1>dpctl.SyclDevice.image_3d_max_depth<a class="headerlink" href="#dpctl-sycldevice-image-3d-max-depth" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.SyclDevice.image_3d_max_depth">
-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">image_3d_max_depth</span></span><a class="headerlink" href="#dpctl.SyclDevice.image_3d_max_depth" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the maximum depth of a 3D image in pixels.
-The minimum value is 2048 if the SYCL device has
-<code class="docutils literal notranslate"><span class="pre">sycl::aspect::image</span></code>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Maximum depth of a 3D image in pixels.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
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-<h1>dpctl.SyclDevice.image_3d_max_height<a class="headerlink" href="#dpctl-sycldevice-image-3d-max-height" title="Permalink to this heading">¶</a></h1>
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-<dd><p>Returns the maximum height of a 3D image in pixels.
-The minimum value is 2048 if the SYCL device has
-<code class="docutils literal notranslate"><span class="pre">sycl::aspect::image</span></code>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Maximum height of a 3D image in pixels.</p>
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-<dd><p>Returns the maximum width of a 3D image in pixels.
-The minimum value is 2048 if the SYCL device has
-<code class="docutils literal notranslate"><span class="pre">sycl::aspect::image</span></code>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Maximum width of a 3D image in pixels.</p>
-</dd>
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-<dd><p>Returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if this instance is a SYCL
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-<dl class="field-list simple">
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-<h1>dpctl.SyclDevice.is_cpu<a class="headerlink" href="#dpctl-sycldevice-is-cpu" title="Permalink to this heading">¶</a></h1>
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-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">is_cpu</span></span><a class="headerlink" href="#dpctl.SyclDevice.is_cpu" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if this instance is a SYCL CPU device.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p><code class="docutils literal notranslate"><span class="pre">True</span></code> if the <a class="reference internal" href="../dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">SyclDevice</span></code></a> is a SYCL CPU device,
-else <code class="docutils literal notranslate"><span class="pre">False</span></code>.</p>
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-<dd><p>Returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if this instance is a SYCL GPU device.</p>
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-<dd><p>Returns the size of local memory on this device in bytes.</p>
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-<dd><p>Maximal clock frequency in MHz.</p>
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-<h1>dpctl.SyclDevice.max_compute_units<a class="headerlink" href="#dpctl-sycldevice-max-compute-units" title="Permalink to this heading">¶</a></h1>
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-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">max_compute_units</span></span><a class="headerlink" href="#dpctl.SyclDevice.max_compute_units" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the number of parallel compute units available to the
-device. The minimum value is 1.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The number of compute units in the device.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
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-<dd><p>Maximum size of memory object than can be allocated.</p>
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-<h1>dpctl.SyclDevice.max_num_sub_groups<a class="headerlink" href="#dpctl-sycldevice-max-num-sub-groups" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.SyclDevice.max_num_sub_groups">
-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">max_num_sub_groups</span></span><a class="headerlink" href="#dpctl.SyclDevice.max_num_sub_groups" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the maximum number of sub-groups
-in a work-group for any kernel executed on the
-device. The minimum value is 1.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The maximum number of sub-groups support per work-group by
-the device.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)">int</a></p>
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-<h1>dpctl.SyclDevice.max_read_image_args<a class="headerlink" href="#dpctl-sycldevice-max-read-image-args" title="Permalink to this heading">¶</a></h1>
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-<dd><p>Returns the maximum number of simultaneous image objects that
-can be read from by a kernel. The minimum value is 128 if the
-SYCL device has <code class="docutils literal notranslate"><span class="pre">sycl::aspect::image</span></code>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Maximum number of image objects that can be read from by
-a kernel.</p>
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-<dt class="field-even">Return type<span class="colon">:</span></dt>
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-<h1>dpctl.SyclDevice.max_work_group_size<a class="headerlink" href="#dpctl-sycldevice-max-work-group-size" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.SyclDevice.max_work_group_size">
-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">max_work_group_size</span></span><a class="headerlink" href="#dpctl.SyclDevice.max_work_group_size" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the maximum number of work-items that are permitted in a
-work-group executing a kernel on a single compute unit. The minimum
-value is 1.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The maximum supported work-group size.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)">int</a></p>
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-<h1>dpctl.SyclDevice.max_work_item_dims<a class="headerlink" href="#dpctl-sycldevice-max-work-item-dims" title="Permalink to this heading">¶</a></h1>
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-<dd><p>Returns the maximum dimensions that specify the global and local
-work-item IDs used by the data parallel execution model.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The maximum number of work items supported by the device.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
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-          <section id="dpctl-sycldevice-max-work-item-sizes">
-<h1>dpctl.SyclDevice.max_work_item_sizes<a class="headerlink" href="#dpctl-sycldevice-max-work-item-sizes" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.SyclDevice.max_work_item_sizes">
-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">max_work_item_sizes</span></span><a class="headerlink" href="#dpctl.SyclDevice.max_work_item_sizes" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the maximum number of work-items that are permitted in each
-dimension of the work-group of the nd_range. The minimum value is
-<cite>(1; 1; 1)</cite> for devices that evaluate to <code class="docutils literal notranslate"><span class="pre">False</span></code> for
-<a class="reference internal" href="dpctl.SyclDevice.has_aspect_custom.html#dpctl.SyclDevice.has_aspect_custom" title="dpctl.SyclDevice.has_aspect_custom"><code class="xref py py-attr docutils literal notranslate"><span class="pre">has_aspect_custom</span></code></a>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A three-tuple whose length depends on the number of
-work-group dimensions supported by the device.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p>Tuple[<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)">int</a>]</p>
-</dd>
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-<h1>dpctl.SyclDevice.max_work_item_sizes1d<a class="headerlink" href="#dpctl-sycldevice-max-work-item-sizes1d" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.SyclDevice.max_work_item_sizes1d">
-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">max_work_item_sizes1d</span></span><a class="headerlink" href="#dpctl.SyclDevice.max_work_item_sizes1d" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the maximum number of work-items that are permitted in each
-dimension of the work-group of the <code class="docutils literal notranslate"><span class="pre">sycl::nd_range&lt;1&gt;</span></code>. The minimum
-value is <code class="docutils literal notranslate"><span class="pre">(1,</span> <span class="pre">)</span></code> for devices that evaluate to <code class="docutils literal notranslate"><span class="pre">False</span></code> for
-<a class="reference internal" href="dpctl.SyclDevice.has_aspect_custom.html#dpctl.SyclDevice.has_aspect_custom" title="dpctl.SyclDevice.has_aspect_custom"><code class="xref py py-attr docutils literal notranslate"><span class="pre">has_aspect_custom</span></code></a>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A one-tuple with the maximum allowed value for a 1D range
-used to enqueue a kernel on the device.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p>Tuple[<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)">int</a>]</p>
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-<h1>dpctl.SyclDevice.max_work_item_sizes2d<a class="headerlink" href="#dpctl-sycldevice-max-work-item-sizes2d" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.SyclDevice.max_work_item_sizes2d">
-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">max_work_item_sizes2d</span></span><a class="headerlink" href="#dpctl.SyclDevice.max_work_item_sizes2d" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the maximum number of work-items that are permitted in each
-dimension of the work-group of the <code class="docutils literal notranslate"><span class="pre">sycl::nd_range&lt;2&gt;</span></code>. The minimum
-value is <code class="docutils literal notranslate"><span class="pre">(1,</span> <span class="pre">1,)</span></code> for devices that evaluate to <code class="docutils literal notranslate"><span class="pre">False</span></code> for
-<a class="reference internal" href="dpctl.SyclDevice.has_aspect_custom.html#dpctl.SyclDevice.has_aspect_custom" title="dpctl.SyclDevice.has_aspect_custom"><code class="xref py py-attr docutils literal notranslate"><span class="pre">has_aspect_custom</span></code></a>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A two-tuple with the maximum allowed value for each
-dimension of a 2D range used to enqueue a kernel on the device.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p>Tuple[<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)">int</a>]</p>
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-<h1>dpctl.SyclDevice.max_work_item_sizes3d<a class="headerlink" href="#dpctl-sycldevice-max-work-item-sizes3d" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.SyclDevice.max_work_item_sizes3d">
-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">max_work_item_sizes3d</span></span><a class="headerlink" href="#dpctl.SyclDevice.max_work_item_sizes3d" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the maximum number of work-items that are permitted in each
-dimension of the work-group of the <code class="docutils literal notranslate"><span class="pre">sycl::nd_range&lt;3&gt;</span></code>. The minimum
-value is <code class="docutils literal notranslate"><span class="pre">(1,</span> <span class="pre">1,</span> <span class="pre">1,)</span></code> for devices that evaluate to <code class="docutils literal notranslate"><span class="pre">False</span></code> for
-<a class="reference internal" href="dpctl.SyclDevice.has_aspect_custom.html#dpctl.SyclDevice.has_aspect_custom" title="dpctl.SyclDevice.has_aspect_custom"><code class="xref py py-attr docutils literal notranslate"><span class="pre">has_aspect_custom</span></code></a>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A three-tuple with the maximum allowed value for
-each dimension of a 3D range used to enqueue a kernel on
-the device.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p>Tuple[<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)">int</a>]</p>
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-<h1>dpctl.SyclDevice.max_write_image_args<a class="headerlink" href="#dpctl-sycldevice-max-write-image-args" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.SyclDevice.max_write_image_args">
-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">max_write_image_args</span></span><a class="headerlink" href="#dpctl.SyclDevice.max_write_image_args" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the maximum number of simultaneous image objects that
-can be written to by a kernel. The minimum value is 8 if the SYCL
-device has <code class="docutils literal notranslate"><span class="pre">sycl::aspect::image</span></code>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Maximum number of simultaneous image objects that
-can be written to by a kernel.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)">int</a></p>
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-<dd><p>Returns the name of the device as a string</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The name of the device as a string.</p>
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-<h1>dpctl.SyclDevice.native_vector_width_char<a class="headerlink" href="#dpctl-sycldevice-native-vector-width-char" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.SyclDevice.native_vector_width_char">
-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">native_vector_width_char</span></span><a class="headerlink" href="#dpctl.SyclDevice.native_vector_width_char" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the native ISA vector width size for built-in scalar
-types that can be put into vectors.</p>
-<dl class="field-list">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Native ISA vector width size for C type <code class="docutils literal notranslate"><span class="pre">char</span></code>.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)">int</a></p>
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-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-
-<span class="n">dev</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">select_cpu_device</span><span class="p">()</span>
-<span class="n">nvw_c</span> <span class="o">=</span> <span class="n">dev</span><span class="o">.</span><span class="n">native_vector_width_char</span>
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-<h1>dpctl.SyclDevice.native_vector_width_double<a class="headerlink" href="#dpctl-sycldevice-native-vector-width-double" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.SyclDevice.native_vector_width_double">
-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">native_vector_width_double</span></span><a class="headerlink" href="#dpctl.SyclDevice.native_vector_width_double" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the native ISA vector width size for built-in scalar
-types that can be put into vectors.</p>
-<dl class="field-list">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Native ISA vector width size for C type <code class="docutils literal notranslate"><span class="pre">double</span></code>.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)">int</a></p>
-</dd>
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-
-<span class="n">dev</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">select_cpu_device</span><span class="p">()</span>
-<span class="n">nvw_d</span> <span class="o">=</span> <span class="n">dev</span><span class="o">.</span><span class="n">native_vector_width_double</span>
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-<h1>dpctl.SyclDevice.native_vector_width_float<a class="headerlink" href="#dpctl-sycldevice-native-vector-width-float" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.SyclDevice.native_vector_width_float">
-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">native_vector_width_float</span></span><a class="headerlink" href="#dpctl.SyclDevice.native_vector_width_float" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the native ISA vector width size for built-in scalar
-types that can be put into vectors.</p>
-<dl class="field-list">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Native ISA vector width size for C type <code class="docutils literal notranslate"><span class="pre">float</span></code>.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)">int</a></p>
-</dd>
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-
-<span class="n">dev</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">select_cpu_device</span><span class="p">()</span>
-<span class="n">nvw_f</span> <span class="o">=</span> <span class="n">dev</span><span class="o">.</span><span class="n">native_vector_width_float</span>
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-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">native_vector_width_half</span></span><a class="headerlink" href="#dpctl.SyclDevice.native_vector_width_half" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the native ISA vector width size for built-in scalar
-types that can be put into vectors.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Native ISA vector width size for C type <code class="docutils literal notranslate"><span class="pre">sycl::half</span></code>.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)">int</a></p>
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-<h1>dpctl.SyclDevice.native_vector_width_int<a class="headerlink" href="#dpctl-sycldevice-native-vector-width-int" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.SyclDevice.native_vector_width_int">
-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">native_vector_width_int</span></span><a class="headerlink" href="#dpctl.SyclDevice.native_vector_width_int" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the native ISA vector width size for built-in scalar
-types that can be put into vectors.</p>
-<dl class="field-list">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Native ISA vector width size for C type <code class="docutils literal notranslate"><span class="pre">int</span></code>.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)">int</a></p>
-</dd>
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-
-<span class="n">dev</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">select_cpu_device</span><span class="p">()</span>
-<span class="n">nvw_i</span> <span class="o">=</span> <span class="n">dev</span><span class="o">.</span><span class="n">native_vector_width_int</span>
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-          <section id="dpctl-sycldevice-native-vector-width-long">
-<h1>dpctl.SyclDevice.native_vector_width_long<a class="headerlink" href="#dpctl-sycldevice-native-vector-width-long" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.SyclDevice.native_vector_width_long">
-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">native_vector_width_long</span></span><a class="headerlink" href="#dpctl.SyclDevice.native_vector_width_long" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the native ISA vector width size for built-in scalar
-types that can be put into vectors.</p>
-<dl class="field-list">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Native ISA vector width size for C type <code class="docutils literal notranslate"><span class="pre">long</span></code>.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)">int</a></p>
-</dd>
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-
-<span class="n">dev</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">select_cpu_device</span><span class="p">()</span>
-<span class="n">nvw_l</span> <span class="o">=</span> <span class="n">dev</span><span class="o">.</span><span class="n">native_vector_width_long</span>
-</pre></div>
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-<h1>dpctl.SyclDevice.native_vector_width_short<a class="headerlink" href="#dpctl-sycldevice-native-vector-width-short" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.SyclDevice.native_vector_width_short">
-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">native_vector_width_short</span></span><a class="headerlink" href="#dpctl.SyclDevice.native_vector_width_short" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the native ISA vector width size for built-in scalar
-types that can be put into vectors.</p>
-<dl class="field-list">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Native ISA vector width size for C type <code class="docutils literal notranslate"><span class="pre">short</span></code>.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)">int</a></p>
-</dd>
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-
-<span class="n">dev</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">select_cpu_device</span><span class="p">()</span>
-<span class="n">nvw_s</span> <span class="o">=</span> <span class="n">dev</span><span class="o">.</span><span class="n">native_vector_width_short</span>
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-<dd><p>Parent device for a sub-device, or None for a root device.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A parent <a class="reference internal" href="../dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a> instance if the
-device is a sub-device, <code class="docutils literal notranslate"><span class="pre">None</span></code> otherwise.</p>
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-<dt class="field-even">Return type<span class="colon">:</span></dt>
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diff --git a/pulls/1961/api_reference/dpctl/generated/generated/dpctl.SyclDevice.partition_max_sub_devices.html b/pulls/1961/api_reference/dpctl/generated/generated/dpctl.SyclDevice.partition_max_sub_devices.html
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-<h1>dpctl.SyclDevice.partition_max_sub_devices<a class="headerlink" href="#dpctl-sycldevice-partition-max-sub-devices" title="Permalink to this heading">¶</a></h1>
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-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">partition_max_sub_devices</span></span><a class="headerlink" href="#dpctl.SyclDevice.partition_max_sub_devices" title="Permalink to this definition">¶</a></dt>
-<dd><p>The maximum number of sub-devices this <a class="reference internal" href="../dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a>
-instance can be partitioned into. The value returned cannot exceed the
-value returned by <a class="reference internal" href="dpctl.SyclDevice.max_compute_units.html#dpctl.SyclDevice.max_compute_units" title="dpctl.SyclDevice.max_compute_units"><code class="xref py py-attr docutils literal notranslate"><span class="pre">dpctl.SyclDevice.max_compute_units</span></code></a>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The maximum number of sub-devices that can be created when this
-device is partitioned. Zero value indicates that device can not
-be partitioned.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
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-          <section id="dpctl-sycldevice-preferred-vector-width-char">
-<h1>dpctl.SyclDevice.preferred_vector_width_char<a class="headerlink" href="#dpctl-sycldevice-preferred-vector-width-char" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.SyclDevice.preferred_vector_width_char">
-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">preferred_vector_width_char</span></span><a class="headerlink" href="#dpctl.SyclDevice.preferred_vector_width_char" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the preferred native vector width size for built-in scalar
-types that can be put into vectors.</p>
-<dl class="field-list">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Preferred native vector width size for C type <code class="docutils literal notranslate"><span class="pre">char</span></code>.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)">int</a></p>
-</dd>
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-<h1>dpctl.SyclDevice.preferred_vector_width_double<a class="headerlink" href="#dpctl-sycldevice-preferred-vector-width-double" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.SyclDevice.preferred_vector_width_double">
-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">preferred_vector_width_double</span></span><a class="headerlink" href="#dpctl.SyclDevice.preferred_vector_width_double" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the preferred native vector width size for built-in scalar
-types that can be put into vectors.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Preferred native vector width size for C type <code class="docutils literal notranslate"><span class="pre">double</span></code>.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)">int</a></p>
-</dd>
-</dl>
-<p>If device does not support double-precision floating point operations,
-the native width is zero.</p>
-<dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-
-<span class="n">dev</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">select_cpu_device</span><span class="p">()</span>
-<span class="n">pvw_d</span> <span class="o">=</span> <span class="n">dev</span><span class="o">.</span><span class="n">preferred_vector_width_double</span>
-</pre></div>
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-<h1>dpctl.SyclDevice.preferred_vector_width_float<a class="headerlink" href="#dpctl-sycldevice-preferred-vector-width-float" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.SyclDevice.preferred_vector_width_float">
-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">preferred_vector_width_float</span></span><a class="headerlink" href="#dpctl.SyclDevice.preferred_vector_width_float" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the preferred native vector width size for built-in scalar
-types that can be put into vectors.</p>
-<dl class="field-list">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Preferred native vector width size for C type <code class="docutils literal notranslate"><span class="pre">float</span></code>.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)">int</a></p>
-</dd>
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-
-<span class="n">dev</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">select_cpu_device</span><span class="p">()</span>
-<span class="n">pvw_f</span> <span class="o">=</span> <span class="n">dev</span><span class="o">.</span><span class="n">preferred_vector_width_float</span>
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-<dd><p>Returns the preferred native vector width size for built-in scalar
-types that can be put into vectors.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Preferred native vector width size for C type <code class="docutils literal notranslate"><span class="pre">sycl::half</span></code>.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
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-<p>If device does not support half-precision floating point operations,
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diff --git a/pulls/1961/api_reference/dpctl/generated/generated/dpctl.SyclDevice.preferred_vector_width_int.html b/pulls/1961/api_reference/dpctl/generated/generated/dpctl.SyclDevice.preferred_vector_width_int.html
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-<h1>dpctl.SyclDevice.preferred_vector_width_int<a class="headerlink" href="#dpctl-sycldevice-preferred-vector-width-int" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.SyclDevice.preferred_vector_width_int">
-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">preferred_vector_width_int</span></span><a class="headerlink" href="#dpctl.SyclDevice.preferred_vector_width_int" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the preferred native vector width size for built-in scalar
-types that can be put into vectors.</p>
-<dl class="field-list">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Preferred native vector width size for C type <code class="docutils literal notranslate"><span class="pre">int</span></code>.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)">int</a></p>
-</dd>
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-
-<span class="n">dev</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">select_cpu_device</span><span class="p">()</span>
-<span class="n">pvw_i</span> <span class="o">=</span> <span class="n">dev</span><span class="o">.</span><span class="n">preferred_vector_width_int</span>
-</pre></div>
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-<h1>dpctl.SyclDevice.preferred_vector_width_long<a class="headerlink" href="#dpctl-sycldevice-preferred-vector-width-long" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.SyclDevice.preferred_vector_width_long">
-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">preferred_vector_width_long</span></span><a class="headerlink" href="#dpctl.SyclDevice.preferred_vector_width_long" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the preferred native vector width size for built-in scalar
-types that can be put into vectors.</p>
-<dl class="field-list">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Preferred native vector width size for C type <code class="docutils literal notranslate"><span class="pre">long</span></code>.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)">int</a></p>
-</dd>
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-
-<span class="n">dev</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">select_cpu_device</span><span class="p">()</span>
-<span class="n">pvw_l</span> <span class="o">=</span> <span class="n">dev</span><span class="o">.</span><span class="n">preferred_vector_width_long</span>
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-<h1>dpctl.SyclDevice.preferred_vector_width_short<a class="headerlink" href="#dpctl-sycldevice-preferred-vector-width-short" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.SyclDevice.preferred_vector_width_short">
-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">preferred_vector_width_short</span></span><a class="headerlink" href="#dpctl.SyclDevice.preferred_vector_width_short" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the preferred native vector width size for built-in scalar
-types that can be put into vectors.</p>
-<dl class="field-list">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Preferred native vector width size for C type <code class="docutils literal notranslate"><span class="pre">short</span></code>.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)">int</a></p>
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-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-
-<span class="n">dev</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">select_cpu_device</span><span class="p">()</span>
-<span class="n">pvw_s</span> <span class="o">=</span> <span class="n">dev</span><span class="o">.</span><span class="n">preferred_vector_width_short</span>
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-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">sub_group_independent_forward_progress</span></span><a class="headerlink" href="#dpctl.SyclDevice.sub_group_independent_forward_progress" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns <code class="docutils literal notranslate"><span class="pre">True</span></code> if the device supports independent forward progress of
-sub-groups with respect to other sub-groups in the same work-group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Indicates if the device supports independent forward progress
-of sub-groups.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
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-<span class="sig-prename descclassname"><span class="pre">SyclDevice.</span></span><span class="sig-name descname"><span class="pre">sub_group_sizes</span></span><a class="headerlink" href="#dpctl.SyclDevice.sub_group_sizes" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns list of supported sub-group sizes for this device.</p>
-<dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">dev</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">select_cpu_device</span><span class="p">()</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">dev</span><span class="o">.</span><span class="n">sub_group_sizes</span>
-<span class="go">[4, 8, 16, 32, 64]</span>
-</pre></div>
-</div>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>List of supported sub-group sizes.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>List[<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)">int</a>]</p>
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-<dd><p>Returns the platform associated with this device.</p>
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-<dd><p>Returns the address of the C API <code class="docutils literal notranslate"><span class="pre">DPCTLSyclEventRef</span></code> pointer as
-a <code class="docutils literal notranslate"><span class="pre">size_t</span></code>.</p>
-<dl class="field-list simple">
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-<dd class="field-odd"><p>The address of the <code class="docutils literal notranslate"><span class="pre">DPCTLSyclEventRef</span></code> object used to
-create this <a class="reference internal" href="../dpctl.SyclEvent.html#dpctl.SyclEvent" title="dpctl.SyclEvent"><code class="xref py py-class docutils literal notranslate"><span class="pre">SyclEvent</span></code></a> cast to a <code class="docutils literal notranslate"><span class="pre">size_t</span></code>.</p>
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-          <section id="dpctl-syclevent-backend">
-<h1>dpctl.SyclEvent.backend<a class="headerlink" href="#dpctl-syclevent-backend" title="Permalink to this heading">¶</a></h1>
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-<span class="sig-prename descclassname"><span class="pre">SyclEvent.</span></span><span class="sig-name descname"><span class="pre">backend</span></span><a class="headerlink" href="#dpctl.SyclEvent.backend" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the backend_type enum value for the device
-associated with this event.</p>
-<dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">ev</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclEvent</span><span class="p">()</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">ev</span><span class="o">.</span><span class="n">backend</span>
-<span class="go">&lt;backend_type.level_zero: 3&gt;</span>
-</pre></div>
-</div>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The backend for the device.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>backend_type</p>
-</dd>
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-          <section id="dpctl-syclevent-execution-status">
-<h1>dpctl.SyclEvent.execution_status<a class="headerlink" href="#dpctl-syclevent-execution-status" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.SyclEvent.execution_status">
-<span class="sig-prename descclassname"><span class="pre">SyclEvent.</span></span><span class="sig-name descname"><span class="pre">execution_status</span></span><a class="headerlink" href="#dpctl.SyclEvent.execution_status" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the event_status_type enum value for this event.</p>
-<dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">ev</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclEvent</span><span class="p">()</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">ev</span><span class="o">.</span><span class="n">execution_status</span>
-<span class="go">&lt;event_status_type.complete: 4&gt;</span>
-</pre></div>
-</div>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p><dl class="simple">
-<dt>event_status_type</dt><dd><p>Completion status for the task whose submission generated
-this event</p>
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-<h1>dpctl.SyclEvent.profiling_info_end<a class="headerlink" href="#dpctl-syclevent-profiling-info-end" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
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-<span class="sig-prename descclassname"><span class="pre">SyclEvent.</span></span><span class="sig-name descname"><span class="pre">profiling_info_end</span></span><a class="headerlink" href="#dpctl.SyclEvent.profiling_info_end" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the 64-bit timestamp value in nanoseconds
-when <code class="docutils literal notranslate"><span class="pre">sycl::command_group</span></code> finished execution on the device.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Timestamp in nanoseconds when task completed execution.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
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-<h1>dpctl.SyclEvent.profiling_info_start<a class="headerlink" href="#dpctl-syclevent-profiling-info-start" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.SyclEvent.profiling_info_start">
-<span class="sig-prename descclassname"><span class="pre">SyclEvent.</span></span><span class="sig-name descname"><span class="pre">profiling_info_start</span></span><a class="headerlink" href="#dpctl.SyclEvent.profiling_info_start" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the 64-bit device timestamp value in nanoseconds
-when <code class="docutils literal notranslate"><span class="pre">sycl::command_group</span></code> started execution on
-the device.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Timestamp in nanoseconds when task started execution.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
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-<dd><p>Returns the 64-bit time value in nanoseconds
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-<dl class="py method">
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-<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">SyclEvent.</span></span><span class="sig-name descname"><span class="pre">wait_for</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">event</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.SyclEvent.wait_for" title="Permalink to this definition">¶</a></dt>
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-<dd><p>Returns the backend_type enum value for this platform</p>
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-<dd class="field-odd"><p>The backend for the platform.</p>
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-<li class="toctree-l7 has-children"><a class="reference internal" href="../../../libsyclinterface/generated/class_dpctl_syclinterface_dpctl_default_selector.html">class dpctl::syclinterface::dpctl_default_selector</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of class dpctl::syclinterface::dpctl_default_selector</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
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-<li class="toctree-l7 has-children"><a class="reference internal" href="../../../libsyclinterface/generated/class_dpctl_syclinterface_dpctl_device_selector.html">class dpctl::syclinterface::dpctl_device_selector</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of class dpctl::syclinterface::dpctl_device_selector</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
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-</ul>
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-</li>
-</ul>
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-<li class="toctree-l5"><a class="reference internal" href="../../../libsyclinterface/generated/enum_DPCTLGlobalMemCacheType.html">enum DPCTLGlobalMemCacheType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../../../libsyclinterface/generated/enum_DPCTLKernelArgType.html">enum DPCTLKernelArgType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../../../libsyclinterface/generated/enum_DPCTLPartitionAffinityDomainType.html">enum DPCTLPartitionAffinityDomainType</a></li>
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-<li class="toctree-l5"><a class="reference internal" href="../../../libsyclinterface/generated/enum_DPCTLSyclAspectType.html">enum DPCTLSyclAspectType</a></li>
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-<li class="toctree-l5 has-children"><a class="reference internal" href="../../../libsyclinterface/generated/struct_MDLocalAccessorTy.html">struct MDLocalAccessorTy</a><input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" role="switch" type="checkbox"/><label for="toctree-checkbox-45"><div class="visually-hidden">Toggle navigation of struct MDLocalAccessorTy</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
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-<h1>dpctl.SyclPlatform.print_platform_info<a class="headerlink" href="#dpctl-syclplatform-print-platform-info" title="Permalink to this heading">¶</a></h1>
-<dl class="py method">
-<dt class="sig sig-object py" id="dpctl.SyclPlatform.print_platform_info">
-<span class="sig-prename descclassname"><span class="pre">SyclPlatform.</span></span><span class="sig-name descname"><span class="pre">print_platform_info</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">verbosity</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.SyclPlatform.print_platform_info" title="Permalink to this definition">¶</a></dt>
-<dd><p>Print information about the SYCL platform.</p>
-<p>The level of information printed out by the function can be controlled
-by the optional <code class="docutils literal notranslate"><span class="pre">vebosity</span></code> setting.</p>
-<ul class="simple">
-<li><p><strong>Verbosity level 0</strong>: Prints out the list of platforms and their
-names.</p></li>
-<li><p><strong>Verbosity level 1</strong>: Prints out the name, version, vendor,
-backend, number of devices for each platform.</p></li>
-<li><p><strong>Verbosity level 2</strong>: At the highest level of verbosity
-everything in the previous levels along with the name, version,
-and filter string for each device is printed.</p></li>
-</ul>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>verbosity</strong> (<em>Literal</em><em>[</em><em>0</em><em>, </em><em>1</em><em>, </em><em>2</em><em>]</em><em>, </em><em>optional</em>) – <p>.
-The verbosity controls how much information is printed by the
-function. Value <code class="docutils literal notranslate"><span class="pre">0</span></code> is the lowest level set by default and <code class="docutils literal notranslate"><span class="pre">2</span></code>
-is the highest level to print the most verbose output.
-Default: <code class="docutils literal notranslate"><span class="pre">0</span></code></p>
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diff --git a/pulls/1961/api_reference/dpctl/generated/generated/dpctl.SyclQueue.addressof_ref.html b/pulls/1961/api_reference/dpctl/generated/generated/dpctl.SyclQueue.addressof_ref.html
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-<dl class="py method">
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-<span class="sig-prename descclassname"><span class="pre">SyclQueue.</span></span><span class="sig-name descname"><span class="pre">addressof_ref</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.SyclQueue.addressof_ref" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the address of the C API <code class="docutils literal notranslate"><span class="pre">DPCTLSyclQueueRef</span></code> pointer as
-integral value of type <code class="docutils literal notranslate"><span class="pre">size_t</span></code>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The address of the <code class="docutils literal notranslate"><span class="pre">DPCTLSyclQueueRef</span></code> object used to create
-this <a class="reference internal" href="../dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a> object cast to <code class="docutils literal notranslate"><span class="pre">size_t</span></code> type.</p>
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-<dd><p>Returns the <code class="docutils literal notranslate"><span class="pre">backend_type</span></code> enum value for this queue.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The backend for the queue.</p>
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-<dd><p>Returns the driver version for the device
-associated with this queue.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The driver version of the device as a string.</p>
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diff --git a/pulls/1961/api_reference/dpctl/generated/generated/dpctl.SyclQueue.get_sycl_context.html b/pulls/1961/api_reference/dpctl/generated/generated/dpctl.SyclQueue.get_sycl_context.html
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-          <section id="dpctl-syclqueue-has-enable-profiling">
-<h1>dpctl.SyclQueue.has_enable_profiling<a class="headerlink" href="#dpctl-syclqueue-has-enable-profiling" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.SyclQueue.has_enable_profiling">
-<span class="sig-prename descclassname"><span class="pre">SyclQueue.</span></span><span class="sig-name descname"><span class="pre">has_enable_profiling</span></span><a class="headerlink" href="#dpctl.SyclQueue.has_enable_profiling" title="Permalink to this definition">¶</a></dt>
-<dd><p><code class="docutils literal notranslate"><span class="pre">True</span></code> if <a class="reference internal" href="../dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">SyclQueue</span></code></a> was constructed with
-<code class="docutils literal notranslate"><span class="pre">&quot;enabled_profiling&quot;</span></code> property, <code class="docutils literal notranslate"><span class="pre">False</span></code> otherwise.</p>
-<dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><p>..code-block:: python</p>
-<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">q</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclQueue</span><span class="p">(</span><span class="s2">&quot;cpu&quot;</span><span class="p">)</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">q</span><span class="o">.</span><span class="n">has_enable_profiling</span>
-<span class="go">False</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">q</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclQueue</span><span class="p">(</span><span class="s2">&quot;cpu&quot;</span><span class="p">,</span> <span class="nb">property</span><span class="o">=</span><span class="s2">&quot;enable_profiling&quot;</span><span class="p">)</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">q</span><span class="o">.</span><span class="n">has_enable_profiling</span>
-<span class="go">True</span>
-</pre></div>
-</div>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Whether profiling information for tasks submitted
-to this <a class="reference internal" href="../dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">SyclQueue</span></code></a> is being collected.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)">bool</a></p>
-</dd>
-</dl>
-<div class="admonition note">
-<p class="admonition-title">Note</p>
-<p>Profiling information can be accessed using
-properties
-<a class="reference internal" href="dpctl.SyclEvent.profiling_info_submit.html#dpctl.SyclEvent.profiling_info_submit" title="dpctl.SyclEvent.profiling_info_submit"><code class="xref py py-attr docutils literal notranslate"><span class="pre">dpctl.SyclEvent.profiling_info_submit</span></code></a>,
-<a class="reference internal" href="dpctl.SyclEvent.profiling_info_start.html#dpctl.SyclEvent.profiling_info_start" title="dpctl.SyclEvent.profiling_info_start"><code class="xref py py-attr docutils literal notranslate"><span class="pre">dpctl.SyclEvent.profiling_info_start</span></code></a>, and
-<a class="reference internal" href="dpctl.SyclEvent.profiling_info_end.html#dpctl.SyclEvent.profiling_info_end" title="dpctl.SyclEvent.profiling_info_end"><code class="xref py py-attr docutils literal notranslate"><span class="pre">dpctl.SyclEvent.profiling_info_end</span></code></a>. It is
-also necessary for proper working of
-<a class="reference internal" href="../dpctl.SyclTimer.html#dpctl.SyclTimer" title="dpctl.SyclTimer"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclTimer</span></code></a>.</p>
-<p>Collection of profiling information is not enabled
-by default.</p>
-</div>
-</dd></dl>
-
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-
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-<h1>dpctl.SyclQueue.is_in_order<a class="headerlink" href="#dpctl-syclqueue-is-in-order" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.SyclQueue.is_in_order">
-<span class="sig-prename descclassname"><span class="pre">SyclQueue.</span></span><span class="sig-name descname"><span class="pre">is_in_order</span></span><a class="headerlink" href="#dpctl.SyclQueue.is_in_order" title="Permalink to this definition">¶</a></dt>
-<dd><p><code class="docutils literal notranslate"><span class="pre">True</span></code> if <code class="xref py py-class docutils literal notranslate"><span class="pre">SyclQueue`</span></code> is in-order,
-<code class="docutils literal notranslate"><span class="pre">False</span></code> if it is out-of-order.</p>
-<dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><p>..code-block:: python</p>
-<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">q</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclQueue</span><span class="p">(</span><span class="s2">&quot;cpu&quot;</span><span class="p">)</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">q</span><span class="o">.</span><span class="n">is_in_order</span>
-<span class="go">False</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">q</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclQueue</span><span class="p">(</span><span class="s2">&quot;cpu&quot;</span><span class="p">,</span> <span class="nb">property</span><span class="o">=</span><span class="s2">&quot;in_order&quot;</span><span class="p">)</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">q</span><span class="o">.</span><span class="n">is_in_order</span>
-<span class="go">True</span>
-</pre></div>
-</div>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Indicates whether this <a class="reference internal" href="../dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">SyclQueue</span></code></a> was created
-with <code class="docutils literal notranslate"><span class="pre">property=&quot;in_order&quot;</span></code>.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)">bool</a></p>
-</dd>
-</dl>
-<div class="admonition note">
-<p class="admonition-title">Note</p>
-<p>Unless requested otherwise, <a class="reference internal" href="../dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">SyclQueue</span></code></a> is constructed
-to support out-of-order execution.</p>
-</div>
-</dd></dl>
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-<span class="sig-prename descclassname"><span class="pre">SyclQueue.</span></span><span class="sig-name descname"><span class="pre">memcpy_async</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dest</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">src</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">count</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dEvents</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.SyclQueue.memcpy_async" title="Permalink to this definition">¶</a></dt>
-<dd><p>Copy memory from <code class="docutils literal notranslate"><span class="pre">src</span></code> to <code class="docutils literal notranslate"><span class="pre">dst</span></code></p>
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-<dd><p>Returns the device name for the device
-associated with this queue.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The name of the device as a string.</p>
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-<li class="toctree-l5"><a class="reference internal" href="../../../libsyclinterface/generated/enum_DPCTLGlobalMemCacheType.html">enum DPCTLGlobalMemCacheType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../../../libsyclinterface/generated/enum_DPCTLKernelArgType.html">enum DPCTLKernelArgType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../../../libsyclinterface/generated/enum_DPCTLPartitionAffinityDomainType.html">enum DPCTLPartitionAffinityDomainType</a></li>
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-          <section id="dpctl-syclqueue-submit">
-<h1>dpctl.SyclQueue.submit<a class="headerlink" href="#dpctl-syclqueue-submit" title="Permalink to this heading">¶</a></h1>
-<dl class="py method">
-<dt class="sig sig-object py" id="dpctl.SyclQueue.submit">
-<span class="sig-prename descclassname"><span class="pre">SyclQueue.</span></span><span class="sig-name descname"><span class="pre">submit</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">kernel</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">gS</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lS</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dEvents</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.SyclQueue.submit" title="Permalink to this definition">¶</a></dt>
-<dd><p>Submit <a class="reference internal" href="../dpctl.program.SyclKernel.html#dpctl.program.SyclKernel" title="dpctl.program.SyclKernel"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.program.SyclKernel</span></code></a> for execution.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>kernel</strong> (<a class="reference internal" href="../dpctl.program.SyclKernel.html#dpctl.program.SyclKernel" title="dpctl.program.SyclKernel"><em>dpctl.program.SyclKernel</em></a>) – SYCL kernel object</p></li>
-<li><p><strong>args</strong> (<em>List</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#object" title="(in Python v3.13)"><em>object</em></a><em>]</em>) – List of kernel arguments</p></li>
-<li><p><strong>gS</strong> (<em>List</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>]</em>) – Global iteration range. Must be a list of length 1, 2, or 3.</p></li>
-<li><p><strong>lS</strong> (<em>List</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>]</em><em>, </em><em>optional</em>) – Local iteration range. Must be <code class="docutils literal notranslate"><span class="pre">None</span></code> or have the same
-length as <code class="docutils literal notranslate"><span class="pre">gS</span></code> and each element of <code class="docutils literal notranslate"><span class="pre">gS</span></code> must be divisible
-by respective element of <code class="docutils literal notranslate"><span class="pre">lS</span></code>.</p></li>
-<li><p><strong>dEvents</strong> (<em>List</em><em>[</em><a class="reference internal" href="../dpctl.SyclEvent.html#dpctl.SyclEvent" title="dpctl.SyclEvent"><em>dpctl.SyclEvent</em></a><em>]</em><em>, </em><em>optional</em>) – List of events indicating ordering of this task relative
-to tasks associated with specified events.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An event which is always complete. May be ignored.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../dpctl.SyclEvent.html#dpctl.SyclEvent" title="dpctl.SyclEvent">dpctl.SyclEvent</a></p>
-</dd>
-</dl>
-<div class="admonition note">
-<p class="admonition-title">Note</p>
-<p><a class="reference internal" href="#dpctl.SyclQueue.submit" title="dpctl.SyclQueue.submit"><code class="xref py py-meth docutils literal notranslate"><span class="pre">dpctl.SyclQueue.submit()</span></code></a> is a synchronizing method.
-Use <a class="reference internal" href="dpctl.SyclQueue.submit_async.html#dpctl.SyclQueue.submit_async" title="dpctl.SyclQueue.submit_async"><code class="xref py py-meth docutils literal notranslate"><span class="pre">dpctl.SyclQueue.submit_async()</span></code></a> to avoid synchronization.</p>
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-          <section id="dpctl-syclqueue-submit-async">
-<h1>dpctl.SyclQueue.submit_async<a class="headerlink" href="#dpctl-syclqueue-submit-async" title="Permalink to this heading">¶</a></h1>
-<dl class="py method">
-<dt class="sig sig-object py" id="dpctl.SyclQueue.submit_async">
-<span class="sig-prename descclassname"><span class="pre">SyclQueue.</span></span><span class="sig-name descname"><span class="pre">submit_async</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">kernel</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">gS</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lS</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dEvents</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.SyclQueue.submit_async" title="Permalink to this definition">¶</a></dt>
-<dd><p>Asynchronously submit <a class="reference internal" href="../dpctl.program.SyclKernel.html#dpctl.program.SyclKernel" title="dpctl.program.SyclKernel"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.program.SyclKernel</span></code></a> for execution.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>kernel</strong> (<a class="reference internal" href="../dpctl.program.SyclKernel.html#dpctl.program.SyclKernel" title="dpctl.program.SyclKernel"><em>dpctl.program.SyclKernel</em></a>) – SYCL kernel object</p></li>
-<li><p><strong>args</strong> (<em>List</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#object" title="(in Python v3.13)"><em>object</em></a><em>]</em>) – List of kernel arguments</p></li>
-<li><p><strong>gS</strong> (<em>List</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>]</em>) – Global iteration range. Must be a list of length 1, 2, or 3.</p></li>
-<li><p><strong>lS</strong> (<em>List</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>]</em><em>, </em><em>optional</em>) – Local iteration range. Must be <code class="docutils literal notranslate"><span class="pre">None</span></code> or have the same
-length as <code class="docutils literal notranslate"><span class="pre">gS</span></code> and each element of <code class="docutils literal notranslate"><span class="pre">gS</span></code> must be divisible
-by respective element of <code class="docutils literal notranslate"><span class="pre">lS</span></code>.</p></li>
-<li><p><strong>dEvents</strong> (<em>List</em><em>[</em><a class="reference internal" href="../dpctl.SyclEvent.html#dpctl.SyclEvent" title="dpctl.SyclEvent"><em>dpctl.SyclEvent</em></a><em>]</em><em>, </em><em>optional</em>) – List of events indicating ordering of this task relative
-to tasks associated with specified events.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An event associated with submission of the kernel.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../dpctl.SyclEvent.html#dpctl.SyclEvent" title="dpctl.SyclEvent">dpctl.SyclEvent</a></p>
-</dd>
-</dl>
-<div class="admonition note">
-<p class="admonition-title">Note</p>
-<p>One must ensure that the lifetime of all kernel arguments
-extends after the submitted task completes. It is not a concern for
-scalar arguments since they are passed by value, but for
-objects representing USM allocations which are passed to the kernel
-as unified address space pointers.</p>
-<p>One way of accomplishing this is to use
-<code class="xref py py-meth docutils literal notranslate"><span class="pre">dpctl.SyclQueue._submit_keep_args_alive()</span></code>.</p>
-</div>
-</dd></dl>
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-<dd><p>Submits a barrier to this queue.</p>
-<dl class="field-list simple">
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-<dd class="field-odd"><p><strong>dependent_events</strong> – <dl class="simple">
-<dt>List[dpctl.SyclEvent]:</dt><dd><p>List or tuple of events that must complete
-before this task may begin execution.</p>
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-<dd><p>Returns <a class="reference internal" href="../dpctl.SyclContext.html#dpctl.SyclContext" title="dpctl.SyclContext"><code class="xref py py-class docutils literal notranslate"><span class="pre">SyclContext</span></code></a> underlying this queue.</p>
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-          <section id="dpctl-sycltimer-dt">
-<h1>dpctl.SyclTimer.dt<a class="headerlink" href="#dpctl-sycltimer-dt" title="Permalink to this heading">¶</a></h1>
-<dl class="py property">
-<dt class="sig sig-object py" id="dpctl.SyclTimer.dt">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">SyclTimer.</span></span><span class="sig-name descname"><span class="pre">dt</span></span><a class="headerlink" href="#dpctl.SyclTimer.dt" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a pair of elapsed times <code class="docutils literal notranslate"><span class="pre">host_dt</span></code> and
-<code class="docutils literal notranslate"><span class="pre">device_dt</span></code>.</p>
-<p>The <code class="docutils literal notranslate"><span class="pre">host_dt</span></code> is the duration as measured by the host
-timer, while the <code class="docutils literal notranslate"><span class="pre">device_dt</span></code> is the duration as measured by
-the device timer and encoded in profiling events.</p>
-<dl class="field-list">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Data class with <code class="docutils literal notranslate"><span class="pre">host_dt</span></code> and <code class="docutils literal notranslate"><span class="pre">device_dt</span></code> members which
-supports unpacking into a 2-tuple.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p>HostDeviceDuration</p>
-</dd>
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">dpctl</span><span class="w"> </span><span class="kn">import</span> <span class="n">tensor</span>
-
-<span class="n">q</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclQueue</span><span class="p">(</span><span class="nb">property</span><span class="o">=</span><span class="s2">&quot;enable_profiling&quot;</span><span class="p">)</span>
-
-<span class="n">device</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">Device</span><span class="o">.</span><span class="n">create_device</span><span class="p">(</span><span class="n">q</span><span class="p">)</span>
-<span class="n">timer</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclTimer</span><span class="p">()</span>
-
-<span class="k">with</span> <span class="n">timer</span><span class="p">(</span><span class="n">q</span><span class="p">):</span>
-    <span class="n">x</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="o">-</span><span class="mi">4</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="n">num</span><span class="o">=</span><span class="mi">10</span><span class="o">**</span><span class="mi">6</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="s2">&quot;float32&quot;</span><span class="p">)</span>
-    <span class="n">e</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">exp</span><span class="p">(</span><span class="o">-</span><span class="mf">0.5</span> <span class="o">*</span> <span class="n">tensor</span><span class="o">.</span><span class="n">square</span><span class="p">(</span><span class="n">x</span><span class="p">))</span>
-    <span class="n">s</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">sin</span><span class="p">(</span><span class="mf">2.3</span> <span class="o">*</span> <span class="n">x</span> <span class="o">+</span> <span class="mf">0.11</span><span class="p">)</span>
-    <span class="n">f</span> <span class="o">=</span> <span class="n">e</span> <span class="o">*</span> <span class="n">s</span>
-
-<span class="n">host_dt</span><span class="p">,</span> <span class="n">device_dt</span> <span class="o">=</span> <span class="n">timer</span><span class="o">.</span><span class="n">dt</span>
-</pre></div>
-</div>
-</dd>
-</dl>
-<div class="admonition note">
-<p class="admonition-title">Note</p>
-<p>Since different timers are used to measure host and device
-durations, one should not expect that <code class="docutils literal notranslate"><span class="pre">host_dt</span></code> is always
-strictly greater than <code class="docutils literal notranslate"><span class="pre">device_dt</span></code>.</p>
-<p>Use tracing tools like <code class="docutils literal notranslate"><span class="pre">onetrace</span></code>, or <code class="docutils literal notranslate"><span class="pre">unitrace</span></code> from
-<a class="reference external" href="https://github.com/intel/pti-gpu">intel/pti-gpu</a> repository
-for more accurate measurements.</p>
-</div>
-</dd></dl>
-
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-
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diff --git a/pulls/1961/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.__sycl_usm_array_interface__.html b/pulls/1961/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.__sycl_usm_array_interface__.html
deleted file mode 100644
index 318bf519b6..0000000000
--- a/pulls/1961/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.__sycl_usm_array_interface__.html
+++ /dev/null
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-<h1>dpctl.memory.MemoryUSMDevice.__sycl_usm_array_interface__<a class="headerlink" href="#dpctl-memory-memoryusmdevice-sycl-usm-array-interface" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.memory.MemoryUSMDevice.__sycl_usm_array_interface__">
-<span class="sig-prename descclassname"><span class="pre">MemoryUSMDevice.</span></span><span class="sig-name descname"><span class="pre">__sycl_usm_array_interface__</span></span><a class="headerlink" href="#dpctl.memory.MemoryUSMDevice.__sycl_usm_array_interface__" title="Permalink to this definition">¶</a></dt>
-<dd><p>Dictionary encoding information about USM allocation.</p>
-<p>Contains the following fields:</p>
-<blockquote>
-<div><ul class="simple">
-<li><dl class="simple">
-<dt><code class="docutils literal notranslate"><span class="pre">&quot;data&quot;</span></code> (Tuple[int, bool])</dt><dd><p>unified address space pointer presented as Python integer
-and a Boolean value of ‘writable’ flag. If <code class="docutils literal notranslate"><span class="pre">False</span></code> the
-allocation is read-only. The return flag is always set to
-writable.</p>
-</dd>
-</dl>
-</li>
-<li><dl class="simple">
-<dt><code class="docutils literal notranslate"><span class="pre">&quot;shape&quot;</span></code> (Tuple[int])</dt><dd><p>Extent of array in bytes. Shape is always 1-tuple for
-this object.</p>
-</dd>
-</dl>
-</li>
-<li><dl class="simple">
-<dt><code class="docutils literal notranslate"><span class="pre">&quot;strides&quot;</span></code> (Options[Tuple[int]])</dt><dd><p>Strides describing array layout, or <code class="docutils literal notranslate"><span class="pre">None</span></code> if allocation is
-C-contiguous. Always <code class="docutils literal notranslate"><span class="pre">None</span></code>.</p>
-</dd>
-</dl>
-</li>
-<li><dl class="simple">
-<dt><code class="docutils literal notranslate"><span class="pre">&quot;typestr&quot;</span></code> (str)</dt><dd><p>Typestring encoding values of allocation. This field is always
-set to <code class="docutils literal notranslate"><span class="pre">&quot;|u1&quot;</span></code> representing unsigned bytes.</p>
-</dd>
-</dl>
-</li>
-<li><dl class="simple">
-<dt><code class="docutils literal notranslate"><span class="pre">&quot;version&quot;</span></code> (int)</dt><dd><p>Always <code class="docutils literal notranslate"><span class="pre">1</span></code>.</p>
-</dd>
-</dl>
-</li>
-<li><dl class="simple">
-<dt><code class="docutils literal notranslate"><span class="pre">&quot;syclobj&quot;</span></code> (<a class="reference internal" href="../dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>)</dt><dd><p>Queue associated with this class instance.</p>
-</dd>
-</dl>
-</li>
-</ul>
-</div></blockquote>
-</dd></dl>
-
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diff --git a/pulls/1961/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.copy_to_host.html b/pulls/1961/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.copy_to_host.html
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-<span class="sig-prename descclassname"><span class="pre">MemoryUSMDevice.</span></span><span class="sig-name descname"><span class="pre">copy_to_host</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">obj</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.memory.MemoryUSMDevice.copy_to_host" title="Permalink to this definition">¶</a></dt>
-<dd><p>Copy content of instance’s memory into memory of <code class="docutils literal notranslate"><span class="pre">obj</span></code>, or allocate
-NumPy array of <code class="docutils literal notranslate"><span class="pre">obj</span></code> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.</p>
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diff --git a/pulls/1961/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.get_usm_type.html b/pulls/1961/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.get_usm_type.html
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-<h1>dpctl.memory.MemoryUSMDevice.get_usm_type<a class="headerlink" href="#dpctl-memory-memoryusmdevice-get-usm-type" title="Permalink to this heading">¶</a></h1>
-<dl class="py method">
-<dt class="sig sig-object py" id="dpctl.memory.MemoryUSMDevice.get_usm_type">
-<span class="sig-prename descclassname"><span class="pre">MemoryUSMDevice.</span></span><span class="sig-name descname"><span class="pre">get_usm_type</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">syclobj</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.memory.MemoryUSMDevice.get_usm_type" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the type of USM allocation using <a class="reference internal" href="../dpctl.SyclContext.html#dpctl.SyclContext" title="dpctl.SyclContext"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclContext</span></code></a>
-carried by <code class="docutils literal notranslate"><span class="pre">syclobj</span></code> keyword argument. Value of <code class="docutils literal notranslate"><span class="pre">None</span></code> is understood
-to query against <code class="docutils literal notranslate"><span class="pre">self.sycl_context</span></code> - the context used to create the
-allocation.</p>
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-<h1>dpctl.memory.MemoryUSMDevice.get_usm_type_enum<a class="headerlink" href="#dpctl-memory-memoryusmdevice-get-usm-type-enum" title="Permalink to this heading">¶</a></h1>
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-<dd><p>get_usm_type(syclobj=None)</p>
-<p>Returns the type of USM allocation using <a class="reference internal" href="../dpctl.SyclContext.html#dpctl.SyclContext" title="dpctl.SyclContext"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclContext</span></code></a>
-carried by <code class="docutils literal notranslate"><span class="pre">syclobj</span></code> keyword argument. Value of <code class="docutils literal notranslate"><span class="pre">None</span></code> is understood
-to query against <code class="docutils literal notranslate"><span class="pre">self.sycl_context</span></code> - the context used to create the
-allocation.</p>
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-<dl class="py method">
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-<span class="sig-prename descclassname"><span class="pre">MemoryUSMDevice.</span></span><span class="sig-name descname"><span class="pre">memset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">val</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.memory.MemoryUSMDevice.memset" title="Permalink to this definition">¶</a></dt>
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diff --git a/pulls/1961/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.tobytes.html b/pulls/1961/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.tobytes.html
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diff --git a/pulls/1961/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.__sycl_usm_array_interface__.html b/pulls/1961/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.__sycl_usm_array_interface__.html
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-          <section id="dpctl-memory-memoryusmhost-sycl-usm-array-interface">
-<h1>dpctl.memory.MemoryUSMHost.__sycl_usm_array_interface__<a class="headerlink" href="#dpctl-memory-memoryusmhost-sycl-usm-array-interface" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.memory.MemoryUSMHost.__sycl_usm_array_interface__">
-<span class="sig-prename descclassname"><span class="pre">MemoryUSMHost.</span></span><span class="sig-name descname"><span class="pre">__sycl_usm_array_interface__</span></span><a class="headerlink" href="#dpctl.memory.MemoryUSMHost.__sycl_usm_array_interface__" title="Permalink to this definition">¶</a></dt>
-<dd><p>Dictionary encoding information about USM allocation.</p>
-<p>Contains the following fields:</p>
-<blockquote>
-<div><ul class="simple">
-<li><dl class="simple">
-<dt><code class="docutils literal notranslate"><span class="pre">&quot;data&quot;</span></code> (Tuple[int, bool])</dt><dd><p>unified address space pointer presented as Python integer
-and a Boolean value of ‘writable’ flag. If <code class="docutils literal notranslate"><span class="pre">False</span></code> the
-allocation is read-only. The return flag is always set to
-writable.</p>
-</dd>
-</dl>
-</li>
-<li><dl class="simple">
-<dt><code class="docutils literal notranslate"><span class="pre">&quot;shape&quot;</span></code> (Tuple[int])</dt><dd><p>Extent of array in bytes. Shape is always 1-tuple for
-this object.</p>
-</dd>
-</dl>
-</li>
-<li><dl class="simple">
-<dt><code class="docutils literal notranslate"><span class="pre">&quot;strides&quot;</span></code> (Options[Tuple[int]])</dt><dd><p>Strides describing array layout, or <code class="docutils literal notranslate"><span class="pre">None</span></code> if allocation is
-C-contiguous. Always <code class="docutils literal notranslate"><span class="pre">None</span></code>.</p>
-</dd>
-</dl>
-</li>
-<li><dl class="simple">
-<dt><code class="docutils literal notranslate"><span class="pre">&quot;typestr&quot;</span></code> (str)</dt><dd><p>Typestring encoding values of allocation. This field is always
-set to <code class="docutils literal notranslate"><span class="pre">&quot;|u1&quot;</span></code> representing unsigned bytes.</p>
-</dd>
-</dl>
-</li>
-<li><dl class="simple">
-<dt><code class="docutils literal notranslate"><span class="pre">&quot;version&quot;</span></code> (int)</dt><dd><p>Always <code class="docutils literal notranslate"><span class="pre">1</span></code>.</p>
-</dd>
-</dl>
-</li>
-<li><dl class="simple">
-<dt><code class="docutils literal notranslate"><span class="pre">&quot;syclobj&quot;</span></code> (<a class="reference internal" href="../dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>)</dt><dd><p>Queue associated with this class instance.</p>
-</dd>
-</dl>
-</li>
-</ul>
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-<h1>dpctl.memory.MemoryUSMHost.copy_from_device<a class="headerlink" href="#dpctl-memory-memoryusmhost-copy-from-device" title="Permalink to this heading">¶</a></h1>
-<dl class="py method">
-<dt class="sig sig-object py" id="dpctl.memory.MemoryUSMHost.copy_from_device">
-<span class="sig-prename descclassname"><span class="pre">MemoryUSMHost.</span></span><span class="sig-name descname"><span class="pre">copy_from_device</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">sycl_usm_ary</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.memory.MemoryUSMHost.copy_from_device" title="Permalink to this definition">¶</a></dt>
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-<span class="sig-prename descclassname"><span class="pre">MemoryUSMHost.</span></span><span class="sig-name descname"><span class="pre">copy_to_host</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">obj</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.memory.MemoryUSMHost.copy_to_host" title="Permalink to this definition">¶</a></dt>
-<dd><p>Copy content of instance’s memory into memory of <code class="docutils literal notranslate"><span class="pre">obj</span></code>, or allocate
-NumPy array of <code class="docutils literal notranslate"><span class="pre">obj</span></code> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.</p>
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-<h1>dpctl.memory.MemoryUSMHost.get_usm_type<a class="headerlink" href="#dpctl-memory-memoryusmhost-get-usm-type" title="Permalink to this heading">¶</a></h1>
-<dl class="py method">
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-<span class="sig-prename descclassname"><span class="pre">MemoryUSMHost.</span></span><span class="sig-name descname"><span class="pre">get_usm_type</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">syclobj</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.memory.MemoryUSMHost.get_usm_type" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the type of USM allocation using <a class="reference internal" href="../dpctl.SyclContext.html#dpctl.SyclContext" title="dpctl.SyclContext"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclContext</span></code></a>
-carried by <code class="docutils literal notranslate"><span class="pre">syclobj</span></code> keyword argument. Value of <code class="docutils literal notranslate"><span class="pre">None</span></code> is understood
-to query against <code class="docutils literal notranslate"><span class="pre">self.sycl_context</span></code> - the context used to create the
-allocation.</p>
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-<h1>dpctl.memory.MemoryUSMHost.get_usm_type_enum<a class="headerlink" href="#dpctl-memory-memoryusmhost-get-usm-type-enum" title="Permalink to this heading">¶</a></h1>
-<dl class="py method">
-<dt class="sig sig-object py" id="dpctl.memory.MemoryUSMHost.get_usm_type_enum">
-<span class="sig-prename descclassname"><span class="pre">MemoryUSMHost.</span></span><span class="sig-name descname"><span class="pre">get_usm_type_enum</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">syclobj</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.memory.MemoryUSMHost.get_usm_type_enum" title="Permalink to this definition">¶</a></dt>
-<dd><p>get_usm_type(syclobj=None)</p>
-<p>Returns the type of USM allocation using <a class="reference internal" href="../dpctl.SyclContext.html#dpctl.SyclContext" title="dpctl.SyclContext"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclContext</span></code></a>
-carried by <code class="docutils literal notranslate"><span class="pre">syclobj</span></code> keyword argument. Value of <code class="docutils literal notranslate"><span class="pre">None</span></code> is understood
-to query against <code class="docutils literal notranslate"><span class="pre">self.sycl_context</span></code> - the context used to create the
-allocation.</p>
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diff --git a/pulls/1961/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.sycl_queue.html b/pulls/1961/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.sycl_queue.html
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diff --git a/pulls/1961/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.__sycl_usm_array_interface__.html b/pulls/1961/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.__sycl_usm_array_interface__.html
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-<h1>dpctl.memory.MemoryUSMShared.__sycl_usm_array_interface__<a class="headerlink" href="#dpctl-memory-memoryusmshared-sycl-usm-array-interface" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.memory.MemoryUSMShared.__sycl_usm_array_interface__">
-<span class="sig-prename descclassname"><span class="pre">MemoryUSMShared.</span></span><span class="sig-name descname"><span class="pre">__sycl_usm_array_interface__</span></span><a class="headerlink" href="#dpctl.memory.MemoryUSMShared.__sycl_usm_array_interface__" title="Permalink to this definition">¶</a></dt>
-<dd><p>Dictionary encoding information about USM allocation.</p>
-<p>Contains the following fields:</p>
-<blockquote>
-<div><ul class="simple">
-<li><dl class="simple">
-<dt><code class="docutils literal notranslate"><span class="pre">&quot;data&quot;</span></code> (Tuple[int, bool])</dt><dd><p>unified address space pointer presented as Python integer
-and a Boolean value of ‘writable’ flag. If <code class="docutils literal notranslate"><span class="pre">False</span></code> the
-allocation is read-only. The return flag is always set to
-writable.</p>
-</dd>
-</dl>
-</li>
-<li><dl class="simple">
-<dt><code class="docutils literal notranslate"><span class="pre">&quot;shape&quot;</span></code> (Tuple[int])</dt><dd><p>Extent of array in bytes. Shape is always 1-tuple for
-this object.</p>
-</dd>
-</dl>
-</li>
-<li><dl class="simple">
-<dt><code class="docutils literal notranslate"><span class="pre">&quot;strides&quot;</span></code> (Options[Tuple[int]])</dt><dd><p>Strides describing array layout, or <code class="docutils literal notranslate"><span class="pre">None</span></code> if allocation is
-C-contiguous. Always <code class="docutils literal notranslate"><span class="pre">None</span></code>.</p>
-</dd>
-</dl>
-</li>
-<li><dl class="simple">
-<dt><code class="docutils literal notranslate"><span class="pre">&quot;typestr&quot;</span></code> (str)</dt><dd><p>Typestring encoding values of allocation. This field is always
-set to <code class="docutils literal notranslate"><span class="pre">&quot;|u1&quot;</span></code> representing unsigned bytes.</p>
-</dd>
-</dl>
-</li>
-<li><dl class="simple">
-<dt><code class="docutils literal notranslate"><span class="pre">&quot;version&quot;</span></code> (int)</dt><dd><p>Always <code class="docutils literal notranslate"><span class="pre">1</span></code>.</p>
-</dd>
-</dl>
-</li>
-<li><dl class="simple">
-<dt><code class="docutils literal notranslate"><span class="pre">&quot;syclobj&quot;</span></code> (<a class="reference internal" href="../dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>)</dt><dd><p>Queue associated with this class instance.</p>
-</dd>
-</dl>
-</li>
-</ul>
-</div></blockquote>
-</dd></dl>
-
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-
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diff --git a/pulls/1961/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.copy_from_device.html b/pulls/1961/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.copy_from_device.html
deleted file mode 100644
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-<h1>dpctl.memory.MemoryUSMShared.copy_from_device<a class="headerlink" href="#dpctl-memory-memoryusmshared-copy-from-device" title="Permalink to this heading">¶</a></h1>
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-<span class="sig-prename descclassname"><span class="pre">MemoryUSMShared.</span></span><span class="sig-name descname"><span class="pre">copy_from_device</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">sycl_usm_ary</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.memory.MemoryUSMShared.copy_from_device" title="Permalink to this definition">¶</a></dt>
-<dd><p>Copy SYCL memory underlying the argument object into
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diff --git a/pulls/1961/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.copy_to_host.html b/pulls/1961/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.copy_to_host.html
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-<span class="sig-prename descclassname"><span class="pre">MemoryUSMShared.</span></span><span class="sig-name descname"><span class="pre">copy_to_host</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">obj</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.memory.MemoryUSMShared.copy_to_host" title="Permalink to this definition">¶</a></dt>
-<dd><p>Copy content of instance’s memory into memory of <code class="docutils literal notranslate"><span class="pre">obj</span></code>, or allocate
-NumPy array of <code class="docutils literal notranslate"><span class="pre">obj</span></code> is <code class="docutils literal notranslate"><span class="pre">None</span></code>.</p>
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diff --git a/pulls/1961/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.get_usm_type.html b/pulls/1961/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.get_usm_type.html
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-<h1>dpctl.memory.MemoryUSMShared.get_usm_type<a class="headerlink" href="#dpctl-memory-memoryusmshared-get-usm-type" title="Permalink to this heading">¶</a></h1>
-<dl class="py method">
-<dt class="sig sig-object py" id="dpctl.memory.MemoryUSMShared.get_usm_type">
-<span class="sig-prename descclassname"><span class="pre">MemoryUSMShared.</span></span><span class="sig-name descname"><span class="pre">get_usm_type</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">syclobj</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.memory.MemoryUSMShared.get_usm_type" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns the type of USM allocation using <a class="reference internal" href="../dpctl.SyclContext.html#dpctl.SyclContext" title="dpctl.SyclContext"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclContext</span></code></a>
-carried by <code class="docutils literal notranslate"><span class="pre">syclobj</span></code> keyword argument. Value of <code class="docutils literal notranslate"><span class="pre">None</span></code> is understood
-to query against <code class="docutils literal notranslate"><span class="pre">self.sycl_context</span></code> - the context used to create the
-allocation.</p>
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diff --git a/pulls/1961/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.get_usm_type_enum.html b/pulls/1961/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.get_usm_type_enum.html
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-<h1>dpctl.memory.MemoryUSMShared.get_usm_type_enum<a class="headerlink" href="#dpctl-memory-memoryusmshared-get-usm-type-enum" title="Permalink to this heading">¶</a></h1>
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-<dt class="sig sig-object py" id="dpctl.memory.MemoryUSMShared.get_usm_type_enum">
-<span class="sig-prename descclassname"><span class="pre">MemoryUSMShared.</span></span><span class="sig-name descname"><span class="pre">get_usm_type_enum</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">syclobj</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.memory.MemoryUSMShared.get_usm_type_enum" title="Permalink to this definition">¶</a></dt>
-<dd><p>get_usm_type(syclobj=None)</p>
-<p>Returns the type of USM allocation using <a class="reference internal" href="../dpctl.SyclContext.html#dpctl.SyclContext" title="dpctl.SyclContext"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclContext</span></code></a>
-carried by <code class="docutils literal notranslate"><span class="pre">syclobj</span></code> keyword argument. Value of <code class="docutils literal notranslate"><span class="pre">None</span></code> is understood
-to query against <code class="docutils literal notranslate"><span class="pre">self.sycl_context</span></code> - the context used to create the
-allocation.</p>
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diff --git a/pulls/1961/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.sycl_context.html b/pulls/1961/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.sycl_context.html
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diff --git a/pulls/1961/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.sycl_queue.html b/pulls/1961/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.sycl_queue.html
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diff --git a/pulls/1961/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.tobytes.html b/pulls/1961/api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.tobytes.html
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-<dd><p>Returns a dictionary of <code class="docutils literal notranslate"><span class="pre">dpctl</span></code>’s capabilities.</p>
-<dl class="simple">
-<dt>The dictionary contains the following keys:</dt><dd><dl class="simple">
-<dt><code class="docutils literal notranslate"><span class="pre">&quot;boolean</span> <span class="pre">indexing&quot;</span></code>:</dt><dd><p>boolean indicating <code class="docutils literal notranslate"><span class="pre">dpctl</span></code>’s support of boolean indexing.
-Value: <code class="docutils literal notranslate"><span class="pre">True</span></code></p>
-</dd>
-<dt><code class="docutils literal notranslate"><span class="pre">&quot;data-dependent</span> <span class="pre">shapes&quot;</span></code>:</dt><dd><p>boolean indicating <code class="docutils literal notranslate"><span class="pre">dpctl</span></code>’s support of data-dependent shapes.
-Value: <code class="docutils literal notranslate"><span class="pre">True</span></code></p>
-</dd>
-<dt><code class="docutils literal notranslate"><span class="pre">max</span> <span class="pre">dimensions</span></code>:</dt><dd><p>integer indication the maximum array dimension supported by <code class="docutils literal notranslate"><span class="pre">dpctl</span></code>.
-Value: <code class="docutils literal notranslate"><span class="pre">64</span></code></p>
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-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>dictionary of <code class="docutils literal notranslate"><span class="pre">dpctl</span></code>’s capabilities</p>
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-<dt class="field-even">Return type<span class="colon">:</span></dt>
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diff --git a/pulls/1961/api_reference/dpctl/generated/generated/dpctl.tensor._array_api.Info.default_dtypes.html b/pulls/1961/api_reference/dpctl/generated/generated/dpctl.tensor._array_api.Info.default_dtypes.html
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-<h1>dpctl.tensor._array_api.Info.default_dtypes<a class="headerlink" href="#dpctl-tensor-array-api-info-default-dtypes" title="Permalink to this heading">¶</a></h1>
-<dl class="py method">
-<dt class="sig sig-object py" id="dpctl.tensor._array_api.Info.default_dtypes">
-<span class="sig-prename descclassname"><span class="pre">Info.</span></span><span class="sig-name descname"><span class="pre">default_dtypes</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">device</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../_modules/dpctl/tensor/_array_api.html#Info.default_dtypes"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor._array_api.Info.default_dtypes" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a dictionary of default data types for <code class="docutils literal notranslate"><span class="pre">device</span></code>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>device</strong> (Optional[<a class="reference internal" href="../dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a>, <a class="reference internal" href="../dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>, <a class="reference internal" href="../../tensor.utility_functions.html#dpctl.tensor.Device" title="dpctl.tensor.Device"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.Device</span></code></a>]) – array API concept of device used in getting default data types.
-<code class="docutils literal notranslate"><span class="pre">device</span></code> can be <code class="docutils literal notranslate"><span class="pre">None</span></code> (in which case the default device
-is used), an instance of <a class="reference internal" href="../dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a> corresponding
-to a non-partitioned SYCL device, an instance of
-<a class="reference internal" href="../dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>, or a <a class="reference internal" href="../../tensor.utility_functions.html#dpctl.tensor.Device" title="dpctl.tensor.Device"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.Device</span></code></a>
-object returned by <a class="reference internal" href="dpctl.tensor.usm_ndarray.device.html#dpctl.tensor.usm_ndarray.device" title="dpctl.tensor.usm_ndarray.device"><code class="xref py py-attr docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray.device</span></code></a>.
-Default: <code class="docutils literal notranslate"><span class="pre">None</span></code>.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p><p>a dictionary of default data types for <code class="docutils literal notranslate"><span class="pre">device</span></code>:</p>
-<blockquote>
-<div><ul class="simple">
-<li><p><code class="docutils literal notranslate"><span class="pre">&quot;real</span> <span class="pre">floating&quot;</span></code>: dtype</p></li>
-<li><p><code class="docutils literal notranslate"><span class="pre">&quot;complex</span> <span class="pre">floating&quot;</span></code>: dtype</p></li>
-<li><p><code class="docutils literal notranslate"><span class="pre">&quot;integral&quot;</span></code>: dtype</p></li>
-<li><p><code class="docutils literal notranslate"><span class="pre">&quot;indexing&quot;</span></code>: dtype</p></li>
-</ul>
-</div></blockquote>
-</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)">dict</a></p>
-</dd>
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diff --git a/pulls/1961/api_reference/dpctl/generated/generated/dpctl.tensor._array_api.Info.devices.html b/pulls/1961/api_reference/dpctl/generated/generated/dpctl.tensor._array_api.Info.devices.html
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-          <section id="dpctl-tensor-array-api-info-dtypes">
-<h1>dpctl.tensor._array_api.Info.dtypes<a class="headerlink" href="#dpctl-tensor-array-api-info-dtypes" title="Permalink to this heading">¶</a></h1>
-<dl class="py method">
-<dt class="sig sig-object py" id="dpctl.tensor._array_api.Info.dtypes">
-<span class="sig-prename descclassname"><span class="pre">Info.</span></span><span class="sig-name descname"><span class="pre">dtypes</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">device</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">kind</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../_modules/dpctl/tensor/_array_api.html#Info.dtypes"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor._array_api.Info.dtypes" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a dictionary of all Array API data types of a specified
-<code class="docutils literal notranslate"><span class="pre">kind</span></code> supported by <code class="docutils literal notranslate"><span class="pre">device</span></code>.</p>
-<p>This dictionary only includes data types supported by the
-<a class="reference external" href="https://data-apis.org/array-api/latest/">Python Array API</a>
-specification.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>device</strong> (Optional[<a class="reference internal" href="../dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a>, <a class="reference internal" href="../dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>, <a class="reference internal" href="../../tensor.utility_functions.html#dpctl.tensor.Device" title="dpctl.tensor.Device"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.Device</span></code></a>, str]) – array API concept of device used in getting default data types.
-<code class="docutils literal notranslate"><span class="pre">device</span></code> can be <code class="docutils literal notranslate"><span class="pre">None</span></code> (in which case the default device is
-used), an instance of <a class="reference internal" href="../dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a> corresponding
-to a non-partitioned SYCL device, an instance of
-<a class="reference internal" href="../dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>, or a <a class="reference internal" href="../../tensor.utility_functions.html#dpctl.tensor.Device" title="dpctl.tensor.Device"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.Device</span></code></a>
-object returned by <a class="reference internal" href="dpctl.tensor.usm_ndarray.device.html#dpctl.tensor.usm_ndarray.device" title="dpctl.tensor.usm_ndarray.device"><code class="xref py py-attr docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray.device</span></code></a>.
-Default: <code class="docutils literal notranslate"><span class="pre">None</span></code>.</p></li>
-<li><p><strong>kind</strong> (<em>Optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a><em>, </em><em>Tuple</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a><em>, </em><em>...</em><em>]</em><em>]</em>) – <p>data type kind.</p>
-<ul>
-<li><p>if <code class="docutils literal notranslate"><span class="pre">kind</span></code> is <code class="docutils literal notranslate"><span class="pre">None</span></code>, returns a dictionary of all data
-types supported by <cite>device</cite></p></li>
-<li><p>if <code class="docutils literal notranslate"><span class="pre">kind</span></code> is a string, returns a dictionary containing the
-data types belonging to the data type kind specified.</p>
-<p>Supports:</p>
-<ul class="simple">
-<li><p><code class="docutils literal notranslate"><span class="pre">&quot;bool&quot;</span></code></p></li>
-<li><p><code class="docutils literal notranslate"><span class="pre">&quot;signed</span> <span class="pre">integer&quot;</span></code></p></li>
-<li><p><code class="docutils literal notranslate"><span class="pre">&quot;unsigned</span> <span class="pre">integer&quot;</span></code></p></li>
-<li><p><code class="docutils literal notranslate"><span class="pre">&quot;integral&quot;</span></code></p></li>
-<li><p><code class="docutils literal notranslate"><span class="pre">&quot;real</span> <span class="pre">floating&quot;</span></code></p></li>
-<li><p><code class="docutils literal notranslate"><span class="pre">&quot;complex</span> <span class="pre">floating&quot;</span></code></p></li>
-<li><p><code class="docutils literal notranslate"><span class="pre">&quot;numeric&quot;</span></code></p></li>
-</ul>
-</li>
-<li><p>if <code class="docutils literal notranslate"><span class="pre">kind</span></code> is a tuple, the tuple represents a union of
-<code class="docutils literal notranslate"><span class="pre">kind</span></code> strings, and returns a dictionary containing data
-types corresponding to the-specified union.</p></li>
-</ul>
-<p>Default: <code class="docutils literal notranslate"><span class="pre">None</span></code>.</p>
-</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>a dictionary of the supported data types of the specified
-<code class="docutils literal notranslate"><span class="pre">kind</span></code></p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
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diff --git a/pulls/1961/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.__dlpack__.html b/pulls/1961/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.__dlpack__.html
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-<h1>dpctl.tensor.usm_ndarray.__dlpack__<a class="headerlink" href="#dpctl-tensor-usm-ndarray-dlpack" title="Permalink to this heading">¶</a></h1>
-<dl class="py method">
-<dt class="sig sig-object py" id="dpctl.tensor.usm_ndarray.__dlpack__">
-<span class="sig-prename descclassname"><span class="pre">usm_ndarray.</span></span><span class="sig-name descname"><span class="pre">__dlpack__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stream</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_version</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dl_device</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">copy</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.tensor.usm_ndarray.__dlpack__" title="Permalink to this definition">¶</a></dt>
-<dd><p>Produces DLPack capsule.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>stream</strong> (<a class="reference internal" href="../dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>, optional) – Execution queue to synchronize with.
-If <code class="docutils literal notranslate"><span class="pre">None</span></code>, synchronization is not performed.
-Default: <code class="docutils literal notranslate"><span class="pre">None</span></code>.</p></li>
-<li><p><strong>max_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#tuple" title="(in Python v3.13)"><em>tuple</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>, </em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>]</em><em>, </em><em>optional</em>) – The maximum DLPack version the consumer (caller of
-<code class="docutils literal notranslate"><span class="pre">__dlpack__</span></code>) supports. As <code class="docutils literal notranslate"><span class="pre">__dlpack__</span></code> may not
-always return a DLPack capsule with version
-<cite>max_version</cite>, the consumer must verify the version
-even if this argument is passed.
-Default: <code class="docutils literal notranslate"><span class="pre">None</span></code>.</p></li>
-<li><p><strong>dl_device</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#tuple" title="(in Python v3.13)"><em>tuple</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/enum.html#enum.Enum" title="(in Python v3.13)"><em>enum.Enum</em></a><em>, </em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>]</em><em>, </em><em>optional</em>) – The device the returned DLPack capsule will be
-placed on.
-The device must be a 2-tuple matching the format of
-<code class="docutils literal notranslate"><span class="pre">__dlpack_device__</span></code> method, an integer enumerator
-representing the device type followed by an integer
-representing the index of the device.
-Default: <code class="docutils literal notranslate"><span class="pre">None</span></code>.</p></li>
-<li><p><strong>copy</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><em>bool</em></a><em>, </em><em>optional</em>) – <p>Boolean indicating whether or not to copy the input.</p>
-<ul>
-<li><p>If <code class="docutils literal notranslate"><span class="pre">copy</span></code> is <code class="docutils literal notranslate"><span class="pre">True</span></code>, the input will always be
-copied.</p></li>
-<li><p>If <code class="docutils literal notranslate"><span class="pre">False</span></code>, a <code class="docutils literal notranslate"><span class="pre">BufferError</span></code> will be raised if a
-copy is deemed necessary.</p></li>
-<li><p>If <code class="docutils literal notranslate"><span class="pre">None</span></code>, a copy will be made only if deemed
-necessary, otherwise, the existing memory buffer will
-be reused.</p></li>
-</ul>
-<p>Default: <code class="docutils literal notranslate"><span class="pre">None</span></code>.</p>
-</p></li>
-</ul>
-</dd>
-<dt class="field-even">Raises<span class="colon">:</span></dt>
-<dd class="field-even"><ul class="simple">
-<li><p><a class="reference external" href="https://docs.python.org/3/library/exceptions.html#MemoryError" title="(in Python v3.13)"><strong>MemoryError</strong></a> – when host memory can not be allocated.</p></li>
-<li><p><strong>DLPackCreationError</strong> – when array is allocated on a partitioned
-    SYCL device, or with a non-default context.</p></li>
-<li><p><a class="reference external" href="https://docs.python.org/3/library/exceptions.html#BufferError" title="(in Python v3.13)"><strong>BufferError</strong></a> – when a copy is deemed necessary but <code class="docutils literal notranslate"><span class="pre">copy</span></code>
-    is <code class="docutils literal notranslate"><span class="pre">False</span></code> or when the provided <code class="docutils literal notranslate"><span class="pre">dl_device</span></code>
-    cannot be handled.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
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-
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-<dd><p>Gives a tuple (<code class="docutils literal notranslate"><span class="pre">device_type</span></code>, <code class="docutils literal notranslate"><span class="pre">device_id</span></code>) corresponding to
-<code class="docutils literal notranslate"><span class="pre">DLDevice</span></code> entry in <code class="docutils literal notranslate"><span class="pre">DLTensor</span></code> in DLPack protocol.</p>
-<p>The tuple describes the non-partitioned device where the array has been allocated,
-or the non-partitioned parent device of the allocation device.</p>
-<p>See <code class="docutils literal notranslate"><span class="pre">DLDeviceType</span></code> for a list of devices supported by the DLPack protocol.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Raises<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>DLPackCreationError</strong> – when the <code class="docutils literal notranslate"><span class="pre">device_id</span></code> could not be determined.</p>
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diff --git a/pulls/1961/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.__sycl_usm_array_interface__.html b/pulls/1961/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.__sycl_usm_array_interface__.html
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-<span class="sig-prename descclassname"><span class="pre">usm_ndarray.</span></span><span class="sig-name descname"><span class="pre">_byte_bounds</span></span><a class="headerlink" href="#dpctl.tensor.usm_ndarray._byte_bounds" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns a 2-tuple with pointers to the end-points of the array</p>
-<dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span><span class="w"> </span><span class="nn">dpctl</span><span class="w"> </span><span class="kn">import</span> <span class="n">tensor</span>
-
-<span class="n">x</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">ones</span><span class="p">((</span><span class="mi">3</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">7</span><span class="p">))</span>
-<span class="n">y</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">flip</span><span class="p">(</span><span class="n">x</span><span class="p">[:,</span> <span class="mi">1</span><span class="p">::</span><span class="mi">2</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
-
-<span class="n">beg_p</span><span class="p">,</span> <span class="n">end_p</span> <span class="o">=</span> <span class="n">y</span><span class="o">.</span><span class="n">_byte_bounds</span>
-<span class="c1"># Bytes taken to store this array</span>
-<span class="n">bytes_extent</span> <span class="o">=</span> <span class="n">end_p</span> <span class="o">-</span> <span class="n">beg_p</span>
-
-<span class="c1"># C-contiguous copy is more compact</span>
-<span class="n">yc</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">y</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s2">&quot;C&quot;</span><span class="p">)</span>
-<span class="n">beg_pc</span><span class="p">,</span> <span class="n">end_pc</span> <span class="o">=</span> <span class="n">yc</span><span class="o">.</span><span class="n">_byte_bounds</span>
-<span class="k">assert</span> <span class="n">bytes_extent</span> <span class="o">&lt;</span> <span class="n">end_pc</span> <span class="o">-</span> <span class="n">beg_pc</span>
-</pre></div>
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diff --git a/pulls/1961/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray._element_offset.html b/pulls/1961/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray._element_offset.html
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-<h1>dpctl.tensor.usm_ndarray.device<a class="headerlink" href="#dpctl-tensor-usm-ndarray-device" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.tensor.usm_ndarray.device">
-<span class="sig-prename descclassname"><span class="pre">usm_ndarray.</span></span><span class="sig-name descname"><span class="pre">device</span></span><a class="headerlink" href="#dpctl.tensor.usm_ndarray.device" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns <a class="reference internal" href="../../tensor.utility_functions.html#dpctl.tensor.Device" title="dpctl.tensor.Device"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.Device</span></code></a> object representing
-residence of the array data.</p>
-<p>The <code class="docutils literal notranslate"><span class="pre">Device</span></code> object represents Array API notion of the
-device, and contains <a class="reference internal" href="../dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a> associated
-with this array. Hence, <code class="docutils literal notranslate"><span class="pre">.device</span></code> property provides
-information distinct from <code class="docutils literal notranslate"><span class="pre">.sycl_device</span></code> property.</p>
-<dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span><span class="w"> </span><span class="nn">dpctl</span><span class="w"> </span><span class="kn">import</span> <span class="n">tensor</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">x</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">ones</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">x</span><span class="o">.</span><span class="n">device</span>
-<span class="go">Device(level_zero:gpu:0)</span>
-</pre></div>
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diff --git a/pulls/1961/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.dtype.html b/pulls/1961/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.dtype.html
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-<h1>dpctl.tensor.usm_ndarray.imag<a class="headerlink" href="#dpctl-tensor-usm-ndarray-imag" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.tensor.usm_ndarray.imag">
-<span class="sig-prename descclassname"><span class="pre">usm_ndarray.</span></span><span class="sig-name descname"><span class="pre">imag</span></span><a class="headerlink" href="#dpctl.tensor.usm_ndarray.imag" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns view into imaginary component for arrays with
-complex data-types and returns new zero array for all other
-data-types.</p>
-<dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span><span class="w"> </span><span class="nn">dpctl</span><span class="w"> </span><span class="kn">import</span> <span class="n">tensor</span>
-
-<span class="c1"># Reset imaginary part of complex array</span>
-
-<span class="n">z</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">ones</span><span class="p">(</span><span class="mi">100</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="s2">&quot;c8&quot;</span><span class="p">)</span>
-<span class="n">z</span><span class="o">.</span><span class="n">imag</span><span class="p">[:]</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">pi</span><span class="o">/</span><span class="mi">2</span>
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-<h1>dpctl.tensor.usm_ndarray.mT<a class="headerlink" href="#dpctl-tensor-usm-ndarray-mt" title="Permalink to this heading">¶</a></h1>
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-<span class="sig-prename descclassname"><span class="pre">usm_ndarray.</span></span><span class="sig-name descname"><span class="pre">mT</span></span><a class="headerlink" href="#dpctl.tensor.usm_ndarray.mT" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns array (a view) where the last two dimensions are
-transposed.</p>
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-<h1>dpctl.tensor.usm_ndarray.real<a class="headerlink" href="#dpctl-tensor-usm-ndarray-real" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.tensor.usm_ndarray.real">
-<span class="sig-prename descclassname"><span class="pre">usm_ndarray.</span></span><span class="sig-name descname"><span class="pre">real</span></span><a class="headerlink" href="#dpctl.tensor.usm_ndarray.real" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns view into real component for arrays with
-complex data-types and returns itself for all other
-data-types.</p>
-<dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span><span class="w"> </span><span class="nn">dpctl</span><span class="w"> </span><span class="kn">import</span> <span class="n">tensor</span>
-
-<span class="c1"># Create complex array from</span>
-<span class="c1"># arrays of real and imaginary parts</span>
-
-<span class="n">re</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="n">num</span><span class="o">=</span><span class="mi">100</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="s2">&quot;f4&quot;</span><span class="p">)</span>
-<span class="n">im</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">full_like</span><span class="p">(</span><span class="n">re</span><span class="p">,</span> <span class="n">fill_value</span><span class="o">=</span><span class="n">tensor</span><span class="o">.</span><span class="n">pi</span><span class="p">)</span>
-
-<span class="n">z</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">re</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="s2">&quot;c8&quot;</span><span class="p">)</span>
-<span class="n">z</span><span class="o">.</span><span class="n">real</span><span class="p">[:]</span> <span class="o">=</span> <span class="n">re</span>
-<span class="n">z</span><span class="o">.</span><span class="n">imag</span><span class="p">[:]</span> <span class="o">=</span> <span class="n">im</span>
-</pre></div>
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-<span class="sig-prename descclassname"><span class="pre">usm_ndarray.</span></span><span class="sig-name descname"><span class="pre">shape</span></span><a class="headerlink" href="#dpctl.tensor.usm_ndarray.shape" title="Permalink to this definition">¶</a></dt>
-<dd><p>Elements of the shape tuple give the lengths of the
-respective array dimensions.</p>
-<p>Setting shape is allowed only when reshaping to the requested
-dimensions can be returned as view, otherwise <a class="reference external" href="https://docs.python.org/3/library/exceptions.html#AttributeError" title="(in Python v3.13)"><code class="xref py py-exc docutils literal notranslate"><span class="pre">AttributeError</span></code></a>
-is raised. Use <a class="reference internal" href="../dpctl.tensor.reshape.html#dpctl.tensor.reshape" title="dpctl.tensor.reshape"><code class="xref py py-func docutils literal notranslate"><span class="pre">dpctl.tensor.reshape()</span></code></a> to reshape the array
-in all cases.</p>
-<dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span><span class="w"> </span><span class="nn">dpctl</span><span class="w"> </span><span class="kn">import</span> <span class="n">tensor</span>
-
-<span class="n">x</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">899</span><span class="p">)</span>
-<span class="n">x</span><span class="o">.</span><span class="n">shape</span> <span class="o">=</span> <span class="p">(</span><span class="mi">29</span><span class="p">,</span> <span class="mi">31</span><span class="p">)</span>
-</pre></div>
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-<h1>dpctl.tensor.usm_ndarray.strides<a class="headerlink" href="#dpctl-tensor-usm-ndarray-strides" title="Permalink to this heading">¶</a></h1>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="dpctl.tensor.usm_ndarray.strides">
-<span class="sig-prename descclassname"><span class="pre">usm_ndarray.</span></span><span class="sig-name descname"><span class="pre">strides</span></span><a class="headerlink" href="#dpctl.tensor.usm_ndarray.strides" title="Permalink to this definition">¶</a></dt>
-<dd><p>Returns memory displacement in array elements, upon unit
-change of respective index.</p>
-<p>For example, for strides <code class="docutils literal notranslate"><span class="pre">(s1,</span> <span class="pre">s2,</span> <span class="pre">s3)</span></code> and multi-index
-<code class="docutils literal notranslate"><span class="pre">(i1,</span> <span class="pre">i2,</span> <span class="pre">i3)</span></code> position of the respective element relative
-to zero multi-index element is <code class="docutils literal notranslate"><span class="pre">s1*s1</span> <span class="pre">+</span> <span class="pre">s2*i2</span> <span class="pre">+</span> <span class="pre">s3*i3</span></code>.</p>
-<dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span><span class="w"> </span><span class="nn">dpctl</span><span class="w"> </span><span class="kn">import</span> <span class="n">tensor</span>
-
-<span class="n">x</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">zeros</span><span class="p">((</span><span class="mi">20</span><span class="p">,</span> <span class="mi">30</span><span class="p">))</span>
-<span class="n">xv</span> <span class="o">=</span> <span class="n">x</span><span class="p">[</span><span class="mi">10</span><span class="p">:,</span> <span class="p">:</span><span class="mi">15</span><span class="p">]</span>
-
-<span class="n">multi_id</span> <span class="o">=</span> <span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">5</span><span class="p">)</span>
-<span class="n">byte_displacement</span> <span class="o">=</span> <span class="n">xv</span><span class="p">[</span><span class="n">multi_id</span><span class="p">]</span><span class="o">.</span><span class="n">_pointer</span> <span class="o">-</span> <span class="n">xv</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">_pointer</span>
-<span class="n">element_displacement</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span>
-    <span class="n">i</span> <span class="o">*</span> <span class="n">s</span> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">s</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">multi_id</span><span class="p">,</span> <span class="n">xv</span><span class="o">.</span><span class="n">strides</span><span class="p">)</span>
-<span class="p">)</span>
-<span class="k">assert</span> <span class="n">byte_displacement</span> <span class="o">==</span> <span class="n">element_displacement</span> <span class="o">*</span> <span class="n">xv</span><span class="o">.</span><span class="n">itemsize</span>
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diff --git a/pulls/1961/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.sycl_context.html b/pulls/1961/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.sycl_context.html
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diff --git a/pulls/1961/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.sycl_device.html b/pulls/1961/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.sycl_device.html
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diff --git a/pulls/1961/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.sycl_queue.html b/pulls/1961/api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.sycl_queue.html
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-<h1>dpctl.tensor.usm_ndarray.to_device<a class="headerlink" href="#dpctl-tensor-usm-ndarray-to-device" title="Permalink to this heading">¶</a></h1>
-<dl class="py method">
-<dt class="sig sig-object py" id="dpctl.tensor.usm_ndarray.to_device">
-<span class="sig-prename descclassname"><span class="pre">usm_ndarray.</span></span><span class="sig-name descname"><span class="pre">to_device</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">target_device</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.tensor.usm_ndarray.to_device" title="Permalink to this definition">¶</a></dt>
-<dd><p>Transfers this array to specified target device.</p>
-<dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.tensor</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">dpt</span>
-
-<span class="n">x</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">full</span><span class="p">(</span><span class="mi">10</span><span class="o">**</span><span class="mi">6</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="s2">&quot;int64&quot;</span><span class="p">)</span>
-<span class="n">q_prof</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclQueue</span><span class="p">(</span>
-    <span class="n">x</span><span class="o">.</span><span class="n">sycl_device</span><span class="p">,</span> <span class="nb">property</span><span class="o">=</span><span class="s2">&quot;enable_profiling&quot;</span><span class="p">)</span>
-<span class="c1"># return a view with profile-enabled queue</span>
-<span class="n">y</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">to_device</span><span class="p">(</span><span class="n">q_prof</span><span class="p">)</span>
-<span class="n">timer</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclTimer</span><span class="p">()</span>
-<span class="k">with</span> <span class="n">timer</span><span class="p">(</span><span class="n">q_prof</span><span class="p">):</span>
-    <span class="n">z</span> <span class="o">=</span> <span class="n">y</span> <span class="o">*</span> <span class="n">y</span>
-<span class="nb">print</span><span class="p">(</span><span class="n">timer</span><span class="o">.</span><span class="n">dt</span><span class="p">)</span>
-</pre></div>
-</div>
-</dd>
-<dt class="field-even">Parameters<span class="colon">:</span></dt>
-<dd class="field-even"><ul class="simple">
-<li><p><strong>target_device</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#object" title="(in Python v3.13)"><em>object</em></a>) – Array API concept of target device.
-It can be a oneAPI filter selector string,
-an instance of <a class="reference internal" href="../dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a> corresponding to a
-non-partitioned SYCL device, an instance of
-<a class="reference internal" href="../dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>, or a <a class="reference internal" href="../../tensor.utility_functions.html#dpctl.tensor.Device" title="dpctl.tensor.Device"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.Device</span></code></a>
-object returned by <a class="reference internal" href="dpctl.tensor.usm_ndarray.device.html#dpctl.tensor.usm_ndarray.device" title="dpctl.tensor.usm_ndarray.device"><code class="xref py py-attr docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray.device</span></code></a>.</p></li>
-<li><p><strong>stream</strong> (<a class="reference internal" href="../dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>, optional) – Execution queue to synchronize with. If <code class="docutils literal notranslate"><span class="pre">None</span></code>,
-synchronization is not performed.</p></li>
-</ul>
-</dd>
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A view if data copy is not required, and a copy otherwise.
-If copying is required, it is done by copying from the original
-allocation device to the host, followed by copying from host
-to the target device.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="../dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray">usm_ndarray</a></p>
-</dd>
-</dl>
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-<h1>dpctl.tensor.usm_ndarray.usm_type<a class="headerlink" href="#dpctl-tensor-usm-ndarray-usm-type" title="Permalink to this heading">¶</a></h1>
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-<dd><p>USM type of underlying memory. Possible values are:</p>
-<blockquote>
-<div><ul class="simple">
-<li><dl class="simple">
-<dt><code class="docutils literal notranslate"><span class="pre">&quot;device&quot;</span></code></dt><dd><p>USM-device allocation in device memory, only accessible
-to kernels executed on the device</p>
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-<li><dl class="simple">
-<dt><code class="docutils literal notranslate"><span class="pre">&quot;shared&quot;</span></code></dt><dd><p>USM-shared allocation in device memory, accessible both
-from the device and from host</p>
-</dd>
-</dl>
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-<li><dl class="simple">
-<dt><code class="docutils literal notranslate"><span class="pre">&quot;host&quot;</span></code></dt><dd><p>USM-host allocation in host memory, accessible both
-from the device and from host</p>
-</dd>
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-</ul>
-</div></blockquote>
-<p>See: <a class="reference external" href="https://docs.oneapi.com/versions/latest/dpcpp/iface/usm.html">https://docs.oneapi.com/versions/latest/dpcpp/iface/usm.html</a></p>
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-<li class="toctree-l5"><a class="reference internal" href="../libsyclinterface/generated/enum_DPCTLKernelArgType.html">enum DPCTLKernelArgType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../libsyclinterface/generated/enum_DPCTLPartitionAffinityDomainType.html">enum DPCTLPartitionAffinityDomainType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../libsyclinterface/generated/enum_DPCTLQueuePropertyType.html">enum DPCTLQueuePropertyType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../libsyclinterface/generated/enum_DPCTLSyclAspectType.html">enum DPCTLSyclAspectType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../libsyclinterface/generated/enum_DPCTLSyclBackendType.html">enum DPCTLSyclBackendType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../libsyclinterface/generated/enum_DPCTLSyclDeviceType.html">enum DPCTLSyclDeviceType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../libsyclinterface/generated/enum_DPCTLSyclEventStatusType.html">enum DPCTLSyclEventStatusType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../libsyclinterface/generated/enum_DPCTLSyclUSMType.html">enum DPCTLSyclUSMType</a></li>
-<li class="toctree-l5 has-children"><a class="reference internal" href="../libsyclinterface/generated/struct_MDLocalAccessorTy.html">struct MDLocalAccessorTy</a><input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" role="switch" type="checkbox"/><label for="toctree-checkbox-45"><div class="visually-hidden">Toggle navigation of struct MDLocalAccessorTy</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
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-<li class="toctree-l2"><a class="reference internal" href="../dpctl_cython.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code> Cython API</a></li>
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-          <section id="module-dpctl">
-<span id="dpctl"></span><span id="dpctl-pyapi"></span><h1><a class="reference internal" href="#module-dpctl" title="dpctl"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a><a class="headerlink" href="#module-dpctl" title="Permalink to this heading">¶</a></h1>
-<p class="rubric">Submodules</p>
-<div class="table-wrapper colwidths-given docutils container">
-<table class="docutils align-default">
-<colgroup>
-<col style="width: 16.7%" />
-<col style="width: 83.3%" />
-</colgroup>
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="memory.html#module-dpctl.memory" title="dpctl.memory"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl.memory</span></code></a></p></td>
-<td><p>Unified Shared Memory operations</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="program.html#module-dpctl.program" title="dpctl.program"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl.program</span></code></a></p></td>
-<td><p>Support for working with SYCL kernels</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="tensor.html#module-dpctl.tensor" title="dpctl.tensor"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl.tensor</span></code></a></p></td>
-<td><p>Array library conforming to Python Array API specification</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="utils.html#module-dpctl.utils" title="dpctl.utils"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl.utils</span></code></a></p></td>
-<td><p>A collection of utility functions</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<p class="rubric">Classes</p>
-<div class="table-wrapper autosummary longtable docutils container">
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SyclDevice</span></code></a></p></td>
-<td><p>A Python wrapper for the <code class="docutils literal notranslate"><span class="pre">sycl::device</span></code> C++ class.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclContext.html#dpctl.SyclContext" title="dpctl.SyclContext"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SyclContext</span></code></a></p></td>
-<td><p>A Python wrapper for the <code class="docutils literal notranslate"><span class="pre">sycl::context</span></code> C++ class.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SyclQueue</span></code></a></p></td>
-<td><p>Python class representing <code class="docutils literal notranslate"><span class="pre">sycl::queue</span></code>.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclEvent.html#dpctl.SyclEvent" title="dpctl.SyclEvent"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SyclEvent</span></code></a></p></td>
-<td><p>Python class representing <code class="docutils literal notranslate"><span class="pre">sycl::event</span></code>.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.SyclPlatform.html#dpctl.SyclPlatform" title="dpctl.SyclPlatform"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SyclPlatform</span></code></a></p></td>
-<td><p>Python class representing <code class="docutils literal notranslate"><span class="pre">sycl::platform</span></code> class.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclTimer.html#dpctl.SyclTimer" title="dpctl.SyclTimer"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SyclTimer</span></code></a></p></td>
-<td><p>Context to time execution of tasks submitted to <a class="reference internal" href="generated/dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>.</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<p class="rubric">Device selection</p>
-<div class="table-wrapper autosummary longtable docutils container">
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.select_default_device.html#dpctl.select_default_device" title="dpctl.select_default_device"><code class="xref py py-obj docutils literal notranslate"><span class="pre">select_default_device</span></code></a></p></td>
-<td><p>A wrapper for <code class="docutils literal notranslate"><span class="pre">sycl::device{sycl::default_selector_v}</span></code> constructor.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.select_cpu_device.html#dpctl.select_cpu_device" title="dpctl.select_cpu_device"><code class="xref py py-obj docutils literal notranslate"><span class="pre">select_cpu_device</span></code></a></p></td>
-<td><p>A wrapper for <code class="docutils literal notranslate"><span class="pre">sycl::device{sycl::cpu_selector_v}</span></code> constructor.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.select_gpu_device.html#dpctl.select_gpu_device" title="dpctl.select_gpu_device"><code class="xref py py-obj docutils literal notranslate"><span class="pre">select_gpu_device</span></code></a></p></td>
-<td><p>A wrapper for <code class="docutils literal notranslate"><span class="pre">sycl::device{sycl::gpu_selector_v}</span></code> constructor.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.select_accelerator_device.html#dpctl.select_accelerator_device" title="dpctl.select_accelerator_device"><code class="xref py py-obj docutils literal notranslate"><span class="pre">select_accelerator_device</span></code></a></p></td>
-<td><p>A wrapper for <code class="docutils literal notranslate"><span class="pre">sycl::device{sycl::accelerator_selector_v}</span></code> constructor.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.select_device_with_aspects.html#dpctl.select_device_with_aspects" title="dpctl.select_device_with_aspects"><code class="xref py py-obj docutils literal notranslate"><span class="pre">select_device_with_aspects</span></code></a></p></td>
-<td><p>Selects the root <a class="reference internal" href="generated/dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a> that has the highest default selector score among devices that have all aspects in the <cite>required_aspects</cite> list, and do not have any aspects in <cite>excluded_aspects</cite> list.</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<p class="rubric">Platform discovery</p>
-<div class="table-wrapper autosummary longtable docutils container">
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.get_devices.html#dpctl.get_devices" title="dpctl.get_devices"><code class="xref py py-obj docutils literal notranslate"><span class="pre">get_devices</span></code></a></p></td>
-<td><p>Returns a list of <a class="reference internal" href="generated/dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a> instances selected based on the given <code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.device_type</span></code> and <code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.backend_type</span></code> values.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.lsplatform.html#dpctl.lsplatform" title="dpctl.lsplatform"><code class="xref py py-obj docutils literal notranslate"><span class="pre">lsplatform</span></code></a></p></td>
-<td><p>Prints out the list of available SYCL platforms, and optionally extra metadata about each platform.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.get_num_devices.html#dpctl.get_num_devices" title="dpctl.get_num_devices"><code class="xref py py-obj docutils literal notranslate"><span class="pre">get_num_devices</span></code></a></p></td>
-<td><p>A helper function to return the number of SYCL devices of a given <code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.device_type</span></code> and <code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.backend_type</span></code>.</p></td>
-</tr>
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-<td><p>A helper function to check if there are any SYCL GPU devices available.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.has_cpu_devices.html#dpctl.has_cpu_devices" title="dpctl.has_cpu_devices"><code class="xref py py-obj docutils literal notranslate"><span class="pre">has_cpu_devices</span></code></a></p></td>
-<td><p>A helper function to check if there are any SYCL CPU devices available.</p></td>
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-<td><p>A helper function to check if there are any SYCL Accelerator devices available.</p></td>
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-<p class="rubric">Exceptions</p>
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-<td><p>A <code class="docutils literal notranslate"><span class="pre">SyclQueueCreationError</span></code> exception is raised when a <a class="reference internal" href="generated/dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">SyclQueue</span></code></a> could not be created.</p></td>
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-<td><p>A <code class="docutils literal notranslate"><span class="pre">SyclSubDeviceCreationError</span></code> exception is raised by <a class="reference internal" href="generated/generated/dpctl.SyclDevice.create_sub_devices.html#dpctl.SyclDevice.create_sub_devices" title="dpctl.SyclDevice.create_sub_devices"><code class="xref py py-meth docutils literal notranslate"><span class="pre">SyclDevice.create_sub_devices()</span></code></a> when <a class="reference internal" href="generated/dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">SyclDevice</span></code></a> instance could not be partitioned into sub-devices.</p></td>
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-<p class="rubric">Utilities</p>
-<div class="table-wrapper autosummary longtable docutils container">
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-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.get_include.html#dpctl.get_include" title="dpctl.get_include"><code class="xref py py-obj docutils literal notranslate"><span class="pre">get_include</span></code></a>()</p></td>
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-<li class="toctree-l5"><a class="reference internal" href="../libsyclinterface/generated/enum_DPCTLGlobalMemCacheType.html">enum DPCTLGlobalMemCacheType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../libsyclinterface/generated/enum_DPCTLKernelArgType.html">enum DPCTLKernelArgType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../libsyclinterface/generated/enum_DPCTLPartitionAffinityDomainType.html">enum DPCTLPartitionAffinityDomainType</a></li>
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-<li class="toctree-l5"><a class="reference internal" href="../libsyclinterface/generated/enum_DPCTLSyclAspectType.html">enum DPCTLSyclAspectType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../libsyclinterface/generated/enum_DPCTLSyclBackendType.html">enum DPCTLSyclBackendType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../libsyclinterface/generated/enum_DPCTLSyclDeviceType.html">enum DPCTLSyclDeviceType</a></li>
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-<li class="toctree-l5"><a class="reference internal" href="../libsyclinterface/generated/enum_DPCTLSyclUSMType.html">enum DPCTLSyclUSMType</a></li>
-<li class="toctree-l5 has-children"><a class="reference internal" href="../libsyclinterface/generated/struct_MDLocalAccessorTy.html">struct MDLocalAccessorTy</a><input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" role="switch" type="checkbox"/><label for="toctree-checkbox-45"><div class="visually-hidden">Toggle navigation of struct MDLocalAccessorTy</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
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-<li class="toctree-l2"><a class="reference internal" href="../dpctl_capi.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code> C API</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../dpctl_cython.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code> Cython API</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../dpctl_pybind11.html">pybind11 API</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../dpctl_cmake.html">CMake support</a></li>
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-<li class="toctree-l2"><a class="reference internal" href="../../contributor_guides/building.html">Building from the Source</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../contributor_guides/building.html#building-the-libsyclinterface-library">Building the libsyclinterface Library</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../contributor_guides/memory_ownership_sycl_interface.html">Working with DPCTLSyclInterface library</a></li>
-</ul>
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-          <section id="dpctl-memory">
-<span id="dpctl-memory-pyapi"></span><h1><a class="reference internal" href="#module-dpctl.memory" title="dpctl.memory"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl.memory</span></code></a><a class="headerlink" href="#dpctl-memory" title="Permalink to this heading">¶</a></h1>
-<p>Subpackage <a class="reference internal" href="#module-dpctl.memory" title="dpctl.memory"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl.memory</span></code></a> exposes Unified Shared Memory (USM) operations.</p>
-<p>Unified Shared Memory is a pointer-based memory management in SYCL guaranteeing that
-the host and all devices use a <a class="reference external" href="https://registry.khronos.org/SYCL/specs/sycl-2020/html/sycl-2020.html#_unified_addressing">unified address space</a>.
-As described in the SYCL specification:</p>
-<blockquote>
-<div><p>Pointer values in the unified address space will always refer to the same location in memory.
-The unified address space encompasses the host and one or more devices. Note that this does
-not require addresses in the unified address space to be accessible on all devices, just that
-pointer values will be consistent.</p>
-</div></blockquote>
-<p>Three types of USM allocations are supported:</p>
-<div class="table-wrapper colwidths-given docutils container">
-<table class="docutils align-default">
-<colgroup>
-<col style="width: 10.0%" />
-<col style="width: 90.0%" />
-</colgroup>
-<thead>
-<tr class="row-odd"><th class="head"><p>USM allocation type</p></th>
-<th class="head"><p>Description</p></th>
-</tr>
-</thead>
-<tbody>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">&quot;device&quot;</span></code></p></td>
-<td><p>Allocations in device memory accessible by the device but <strong>not</strong> by the host</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">&quot;shared&quot;</span></code></p></td>
-<td><p>Allocations in device memory accessible by both the host and the device</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">&quot;host&quot;</span></code></p></td>
-<td><p>Allocations in host memory accessible by both the host and the device</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<span class="target" id="module-dpctl.memory"></span><p class="rubric">Python classes representing USM allocations</p>
-<div class="table-wrapper autosummary longtable docutils container">
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.memory.MemoryUSMDevice.html#dpctl.memory.MemoryUSMDevice" title="dpctl.memory.MemoryUSMDevice"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MemoryUSMDevice</span></code></a></p></td>
-<td><p>Class representing allocation of SYCL USM-device memory.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.memory.MemoryUSMShared.html#dpctl.memory.MemoryUSMShared" title="dpctl.memory.MemoryUSMShared"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MemoryUSMShared</span></code></a></p></td>
-<td><p>An object representing allocation of SYCL USM-shared memory.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.memory.MemoryUSMHost.html#dpctl.memory.MemoryUSMHost" title="dpctl.memory.MemoryUSMHost"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MemoryUSMHost</span></code></a></p></td>
-<td><p>An object representing allocation of SYCL USM-host memory.</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<p>Python objects representing USM allocations provide <code class="docutils literal notranslate"><span class="pre">__sycl_usm_array_interface__</span></code>  <a class="reference internal" href="sycl_usm_array_interface.html#suai-attribute"><span class="std std-ref">attribute</span></a>.
-A Python object can be converted to one of these classes using the following function:</p>
-<div class="table-wrapper autosummary longtable docutils container">
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.memory.as_usm_memory.html#dpctl.memory.as_usm_memory" title="dpctl.memory.as_usm_memory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">as_usm_memory</span></code></a></p></td>
-<td><p>Converts Python object with <code class="docutils literal notranslate"><span class="pre">__sycl_usm_array_interface__</span></code> property to one of <a class="reference internal" href="generated/dpctl.memory.MemoryUSMShared.html#dpctl.memory.MemoryUSMShared" title="dpctl.memory.MemoryUSMShared"><code class="xref py py-class docutils literal notranslate"><span class="pre">MemoryUSMShared</span></code></a>, <a class="reference internal" href="generated/dpctl.memory.MemoryUSMDevice.html#dpctl.memory.MemoryUSMDevice" title="dpctl.memory.MemoryUSMDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">MemoryUSMDevice</span></code></a>, or <a class="reference internal" href="generated/dpctl.memory.MemoryUSMHost.html#dpctl.memory.MemoryUSMHost" title="dpctl.memory.MemoryUSMHost"><code class="xref py py-class docutils literal notranslate"><span class="pre">MemoryUSMHost</span></code></a> instances depending on the type of USM allocation they represent.</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<p>Should the USM allocation fail, the following Python exception will be raised:</p>
-<div class="table-wrapper autosummary longtable docutils container">
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.memory.USMAllocationError.html#dpctl.memory.USMAllocationError" title="dpctl.memory.USMAllocationError"><code class="xref py py-obj docutils literal notranslate"><span class="pre">USMAllocationError</span></code></a></p></td>
-<td><p>An exception raised when Universal Shared Memory (USM) allocation call returns a null pointer, signaling a failure to perform the allocation.</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<div class="toctree-wrapper compound">
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-          <section id="dpctl-program">
-<span id="dpctl-program-pyapi"></span><h1><a class="reference internal" href="#module-dpctl.program" title="dpctl.program"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl.program</span></code></a><a class="headerlink" href="#dpctl-program" title="Permalink to this heading">¶</a></h1>
-<p><a class="reference internal" href="#module-dpctl.program" title="dpctl.program"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl.program</span></code></a> provides a way to create a SYCL kernel
-from either an OpenCL* program source code represented as a string
-or a SPIR-V binary file.</p>
-<p>It implements creation of interoperability
-<code class="docutils literal notranslate"><span class="pre">sycl::kernel_bundle&lt;sycl::bundle_state_executable&gt;</span></code> (a collection of kernels),
-as well as creation of individual <code class="docutils literal notranslate"><span class="pre">sycl::kernel</span></code>, suitable for submission for
-execution via <a class="reference internal" href="generated/generated/dpctl.SyclQueue.submit.html#dpctl.SyclQueue.submit" title="dpctl.SyclQueue.submit"><code class="xref py py-meth docutils literal notranslate"><span class="pre">dpctl.SyclQueue.submit()</span></code></a>.</p>
-<span class="target" id="module-dpctl.program"></span><div class="table-wrapper autosummary longtable docutils container">
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.program.create_program_from_source.html#dpctl.program.create_program_from_source" title="dpctl.program.create_program_from_source"><code class="xref py py-obj docutils literal notranslate"><span class="pre">create_program_from_source</span></code></a></p></td>
-<td><p>Creates a Sycl interoperability program from an OpenCL source string.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.program.create_program_from_spirv.html#dpctl.program.create_program_from_spirv" title="dpctl.program.create_program_from_spirv"><code class="xref py py-obj docutils literal notranslate"><span class="pre">create_program_from_spirv</span></code></a></p></td>
-<td><p>Creates a Sycl interoperability program from an SPIR-V binary.</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<div class="table-wrapper autosummary longtable docutils container">
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.program.SyclProgram.html#dpctl.program.SyclProgram" title="dpctl.program.SyclProgram"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SyclProgram</span></code></a></p></td>
-<td><p>Wraps a <code class="docutils literal notranslate"><span class="pre">sycl::kernel_bundle&lt;sycl::bundle_state::executable&gt;</span></code> object created using SYCL interoperability layer with underlying backends.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.program.SyclKernel.html#dpctl.program.SyclKernel" title="dpctl.program.SyclKernel"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SyclKernel</span></code></a></p></td>
-<td><p></p></td>
-</tr>
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-</table>
-</div>
-<div class="table-wrapper autosummary longtable docutils container">
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.program.SyclProgramCompilationError.html#dpctl.program.SyclProgramCompilationError" title="dpctl.program.SyclProgramCompilationError"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SyclProgramCompilationError</span></code></a></p></td>
-<td><p>This exception is raised when a <code class="docutils literal notranslate"><span class="pre">sycl::kernel_bundle</span></code> could not be built from either a SPIR-V binary file or a string source.</p></td>
-</tr>
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-<li class="toctree-l5 has-children"><a class="reference internal" href="../libsyclinterface/generated/struct_MDLocalAccessorTy.html">struct MDLocalAccessorTy</a><input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" role="switch" type="checkbox"/><label for="toctree-checkbox-45"><div class="visually-hidden">Toggle navigation of struct MDLocalAccessorTy</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
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-<li class="toctree-l2"><a class="reference internal" href="../dpctl_cython.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code> Cython API</a></li>
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-          <section id="sycl-usm-array-interface-attribute">
-<span id="suai-attribute"></span><h1><code class="docutils literal notranslate"><span class="pre">__sycl_usm_array_interface__</span></code> attribute<a class="headerlink" href="#sycl-usm-array-interface-attribute" title="Permalink to this heading">¶</a></h1>
-<p>Python objects representing USM allocations, such as <a class="reference internal" href="generated/dpctl.memory.MemoryUSMDevice.html#dpctl.memory.MemoryUSMDevice" title="dpctl.memory.MemoryUSMDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.memory.MemoryUSMDevice</span></code></a>,
-<a class="reference internal" href="generated/dpctl.memory.MemoryUSMShared.html#dpctl.memory.MemoryUSMShared" title="dpctl.memory.MemoryUSMShared"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.memory.MemoryUSMShared</span></code></a>, <a class="reference internal" href="generated/dpctl.memory.MemoryUSMHost.html#dpctl.memory.MemoryUSMHost" title="dpctl.memory.MemoryUSMHost"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.memory.MemoryUSMHost</span></code></a>,
-or <a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a>, distinguish themselves from other Python objects
-by providing the <code class="docutils literal notranslate"><span class="pre">__sycl_usm_array_interface__</span></code> attribute describing the allocation in a
-Python dictionary with the following fields:</p>
-<dl>
-<dt><code class="docutils literal notranslate"><span class="pre">&quot;shape&quot;</span></code></dt><dd><p>a tuple of integers describing dimensions of an N-dimensional array</p>
-</dd>
-<dt><code class="docutils literal notranslate"><span class="pre">&quot;typestr&quot;</span></code></dt><dd><p>a string encoding elemental data type of the array. A valid typestring is a subset of
-typestrings supported by NumPy’s <a class="reference external" href="https://numpy.org/doc/stable/reference/arrays.interface.html">array interface protocol</a>
-corresponding to numeric and boolean data types:</p>
-<div class="table-wrapper docutils container">
-<table class="docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">b</span></code></p></td>
-<td><p>Boolean (integer type where all values are only <code class="docutils literal notranslate"><span class="pre">True</span></code> or
-<code class="docutils literal notranslate"><span class="pre">False</span></code>)</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">i</span></code></p></td>
-<td><p>Integer</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">u</span></code></p></td>
-<td><p>Unsigned integer</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">f</span></code></p></td>
-<td><p>Floating point</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">c</span></code></p></td>
-<td><p>Complex floating point</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-</dd>
-<dt><code class="docutils literal notranslate"><span class="pre">&quot;data&quot;</span></code></dt><dd><p>A 2-tuple whose first element is a Python integer encoding USM pointer value.
-The second entry in the tuple is a read-only flag (<code class="docutils literal notranslate"><span class="pre">True</span></code> means the data area
-is read-only).</p>
-</dd>
-<dt><code class="docutils literal notranslate"><span class="pre">&quot;strides&quot;</span></code></dt><dd><p>An optional tuple of integers describing number of array elements needed to jump
-to the next array element in the corresponding dimensions. The default value of <code class="docutils literal notranslate"><span class="pre">None</span></code>
-implies a C-style contiguous (row-major compact) layout of the array.</p>
-</dd>
-<dt><code class="docutils literal notranslate"><span class="pre">&quot;offset&quot;</span></code></dt><dd><p>An optional Python integer encoding offset in number of elements from the pointer
-provided in <code class="docutils literal notranslate"><span class="pre">&quot;data&quot;</span></code> field to the array element with zero indices. Default: <cite>0</cite>.</p>
-</dd>
-<dt><code class="docutils literal notranslate"><span class="pre">&quot;syclobj&quot;</span></code></dt><dd><p>Python object from which SYCL context to which represented USM allocation is bound.</p>
-<div class="table-wrapper docutils container">
-<table class="docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p>Filter selector string</p></td>
-<td><p>The default context of the platform
-selected by
-<a class="reference internal" href="filter_selector_string.html#filter-selector-string"><span class="std std-ref">filter selector string</span></a>.</p></td>
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-<td><p>An explicitly provided context.</p></td>
-</tr>
-<tr class="row-odd"><td><p>Python capsule with name <code class="docutils literal notranslate"><span class="pre">&quot;SyclContextRef&quot;</span></code></p></td>
-<td><p>A Python capsule carrying a
-<code class="docutils literal notranslate"><span class="pre">DPCTLSyclContextRef</span></code> opaque pointer.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a></p></td>
-<td><p>An explicitly provided queue which
-encapsulates context.</p></td>
-</tr>
-<tr class="row-odd"><td><p>Python capsule with name <code class="docutils literal notranslate"><span class="pre">&quot;SyclQueueRef&quot;</span></code></p></td>
-<td><p>A Python capsule carrying a
-<code class="docutils literal notranslate"><span class="pre">DPCTLSyclQueueRef</span></code> opaque pointer.</p></td>
-</tr>
-<tr class="row-even"><td><p>Any Python object with method <code class="docutils literal notranslate"><span class="pre">_get_capsule</span></code></p></td>
-<td><p>An object whose method call
-<code class="docutils literal notranslate"><span class="pre">_get_capsule()</span></code> returns a Python
-capsule of the two supported kinds.</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-</dd>
-<dt><code class="docutils literal notranslate"><span class="pre">&quot;version&quot;</span></code></dt><dd><p>Version of the interface. At present, the only supported value is <cite>1</cite>.</p>
-</dd>
-</dl>
-</section>
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-          <section id="constants">
-<span id="dpctl-tensor-constants"></span><h1>Constants<a class="headerlink" href="#constants" title="Permalink to this heading">¶</a></h1>
-<p>The following constants are defined in <a class="reference internal" href="tensor.html#module-dpctl.tensor" title="dpctl.tensor"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl.tensor</span></code></a>:</p>
-<dl class="py data">
-<dt class="sig sig-object py" id="dpctl.tensor.DLDeviceType">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">DLDeviceType</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">&lt;enum</span> <span class="pre">'DLDeviceType'&gt;</span></em><a class="headerlink" href="#dpctl.tensor.DLDeviceType" title="Permalink to this definition">¶</a></dt>
-<dd><p>An <a class="reference external" href="https://docs.python.org/3/library/enum.html#enum.IntEnum" title="(in Python v3.13)"><code class="xref py py-class docutils literal notranslate"><span class="pre">enum.IntEnum</span></code></a> for the types of DLDevices supported by the DLPack protocol.</p>
-<dl class="simple">
-<dt><code class="docutils literal notranslate"><span class="pre">kDLCPU</span></code>:</dt><dd><p>CPU (host) device</p>
-</dd>
-<dt><code class="docutils literal notranslate"><span class="pre">kDLCUDA</span></code>:</dt><dd><p>CUDA GPU device</p>
-</dd>
-<dt><code class="docutils literal notranslate"><span class="pre">kDLCUDAHost</span></code>:</dt><dd><p>Pinned CUDA CPU memory by cudaMallocHost</p>
-</dd>
-<dt><code class="docutils literal notranslate"><span class="pre">kDLOpenCL</span></code>:</dt><dd><p>OpenCL device</p>
-</dd>
-<dt><code class="docutils literal notranslate"><span class="pre">kDLVulkan</span></code>:</dt><dd><p>Vulkan buffer</p>
-</dd>
-<dt><code class="docutils literal notranslate"><span class="pre">kDLMetal</span></code>:</dt><dd><p>Metal for Apple GPU</p>
-</dd>
-<dt><code class="docutils literal notranslate"><span class="pre">kDLVPI</span></code>:</dt><dd><p>Verilog simulator buffer</p>
-</dd>
-<dt><code class="docutils literal notranslate"><span class="pre">kDLROCM</span></code>:</dt><dd><p>ROCm GPU device</p>
-</dd>
-<dt><code class="docutils literal notranslate"><span class="pre">kDLROCMHost</span></code>:</dt><dd><p>Pinned ROCm CPU memory allocated by hipMallocHost</p>
-</dd>
-<dt><code class="docutils literal notranslate"><span class="pre">kDLExtDev</span></code>:</dt><dd><p>Reserved extension device type used to test new devices</p>
-</dd>
-<dt><code class="docutils literal notranslate"><span class="pre">kDLCUDAManaged</span></code>:</dt><dd><p>CUDA managed/unified memory allocated by cudaMallocManaged</p>
-</dd>
-<dt><code class="docutils literal notranslate"><span class="pre">kDLOneAPI</span></code>:</dt><dd><p>Unified shared memory allocated on a oneAPI non-partitioned device</p>
-</dd>
-<dt><code class="docutils literal notranslate"><span class="pre">kDLWebGPU</span></code>:</dt><dd><p>Device support for WebGPU standard</p>
-</dd>
-<dt><code class="docutils literal notranslate"><span class="pre">kDLHexagon</span></code>:</dt><dd><p>Qualcomm Hexagon DSP</p>
-</dd>
-<dt><code class="docutils literal notranslate"><span class="pre">kDLMAIA</span></code>:</dt><dd><p>Microsoft MAIA device</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py data">
-<dt class="sig sig-object py" id="dpctl.tensor.e">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">e</span></span><a class="headerlink" href="#dpctl.tensor.e" title="Permalink to this definition">¶</a></dt>
-<dd><dl class="simple">
-<dt><code class="docutils literal notranslate"><span class="pre">float</span></code>:</dt><dd><p>IEEE 754 floating-point representation of Euler’s constant.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py data">
-<dt class="sig sig-object py" id="dpctl.tensor.inf">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">inf</span></span><a class="headerlink" href="#dpctl.tensor.inf" title="Permalink to this definition">¶</a></dt>
-<dd><dl class="simple">
-<dt><code class="docutils literal notranslate"><span class="pre">float</span></code>:</dt><dd><p>IEEE 754 floating-point representation of (positive) infinity.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py data">
-<dt class="sig sig-object py" id="dpctl.tensor.nan">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">nan</span></span><a class="headerlink" href="#dpctl.tensor.nan" title="Permalink to this definition">¶</a></dt>
-<dd><dl class="simple">
-<dt><code class="docutils literal notranslate"><span class="pre">float</span></code>:</dt><dd><p>IEEE 754 floating-point representation of Not a Number (NaN).</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py data">
-<dt class="sig sig-object py" id="dpctl.tensor.newaxis">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">newaxis</span></span><a class="headerlink" href="#dpctl.tensor.newaxis" title="Permalink to this definition">¶</a></dt>
-<dd><dl class="simple">
-<dt><code class="docutils literal notranslate"><span class="pre">NoneType</span></code>:</dt><dd><p>Alias for <code class="docutils literal notranslate"><span class="pre">None</span></code> which is useful for indexing.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py data">
-<dt class="sig sig-object py" id="dpctl.tensor.pi">
-<span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">pi</span></span><a class="headerlink" href="#dpctl.tensor.pi" title="Permalink to this definition">¶</a></dt>
-<dd><dl class="simple">
-<dt><code class="docutils literal notranslate"><span class="pre">float</span></code>:</dt><dd><p>IEEE 754 floating-point representation of the mathematical constant π.</p>
-</dd>
-</dl>
-</dd></dl>
-
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-<li><a class="reference internal" href="#">Constants</a><ul>
-<li><a class="reference internal" href="#dpctl.tensor.DLDeviceType"><code class="docutils literal notranslate"><span class="pre">DLDeviceType</span></code></a></li>
-<li><a class="reference internal" href="#dpctl.tensor.e"><code class="docutils literal notranslate"><span class="pre">e</span></code></a></li>
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-          <section id="array-creation-functions">
-<span id="dpctl-tensor-creation-functions"></span><h1>Array creation functions<a class="headerlink" href="#array-creation-functions" title="Permalink to this heading">¶</a></h1>
-<p>The following functions in <a class="reference internal" href="tensor.html#module-dpctl.tensor" title="dpctl.tensor"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl.tensor</span></code></a> can be used
-to create new arrays:</p>
-<div class="table-wrapper autosummary longtable docutils container">
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.tensor.arange.html#dpctl.tensor.arange" title="dpctl.tensor.arange"><code class="xref py py-obj docutils literal notranslate"><span class="pre">arange</span></code></a>(start, /[, stop, step, dtype, ...])</p></td>
-<td><p>Returns evenly spaced values within the half-open interval [start, stop) as a one-dimensional array.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.tensor.asarray.html#dpctl.tensor.asarray" title="dpctl.tensor.asarray"><code class="xref py py-obj docutils literal notranslate"><span class="pre">asarray</span></code></a>(obj, /, *[, dtype, device, copy, ...])</p></td>
-<td><p>Converts input object to <a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a>.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.tensor.empty.html#dpctl.tensor.empty" title="dpctl.tensor.empty"><code class="xref py py-obj docutils literal notranslate"><span class="pre">empty</span></code></a>(shape, *[, dtype, order, device, ...])</p></td>
-<td><p>Creates <a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a> from uninitialized USM allocation.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.tensor.empty_like.html#dpctl.tensor.empty_like" title="dpctl.tensor.empty_like"><code class="xref py py-obj docutils literal notranslate"><span class="pre">empty_like</span></code></a>(x, /, *[, dtype, order, device, ...])</p></td>
-<td><p>Returns an uninitialized <a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a> with the same <cite>shape</cite> as the input array <cite>x</cite>.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.tensor.eye.html#dpctl.tensor.eye" title="dpctl.tensor.eye"><code class="xref py py-obj docutils literal notranslate"><span class="pre">eye</span></code></a>(n_rows[, n_cols, k, dtype, device, ...])</p></td>
-<td><p>Creates <a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a> with ones on the <cite>k</cite>-th diagonal.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.tensor.from_dlpack.html#dpctl.tensor.from_dlpack" title="dpctl.tensor.from_dlpack"><code class="xref py py-obj docutils literal notranslate"><span class="pre">from_dlpack</span></code></a>(x, /, *[, device, copy])</p></td>
-<td><p>Constructs <a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a> or <a class="reference external" href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="(in NumPy v2.2)"><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.ndarray</span></code></a> instance from a Python object <code class="docutils literal notranslate"><span class="pre">x</span></code> that implements <code class="docutils literal notranslate"><span class="pre">__dlpack__</span></code> protocol.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.tensor.full.html#dpctl.tensor.full" title="dpctl.tensor.full"><code class="xref py py-obj docutils literal notranslate"><span class="pre">full</span></code></a>(shape, fill_value, *[, dtype, order, ...])</p></td>
-<td><p>Returns a new <a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a> having a specified shape and filled with <cite>fill_value</cite>.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.tensor.full_like.html#dpctl.tensor.full_like" title="dpctl.tensor.full_like"><code class="xref py py-obj docutils literal notranslate"><span class="pre">full_like</span></code></a>(x, fill_value[, dtype, order, ...])</p></td>
-<td><p>Returns a new <a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a> filled with <cite>fill_value</cite> and having the same <cite>shape</cite> as the input array <cite>x</cite>.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.tensor.linspace.html#dpctl.tensor.linspace" title="dpctl.tensor.linspace"><code class="xref py py-obj docutils literal notranslate"><span class="pre">linspace</span></code></a>(start, stop, num[, dtype, device, ...])</p></td>
-<td><p>Returns <a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a> array populated with evenly spaced numbers of specified interval.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.tensor.meshgrid.html#dpctl.tensor.meshgrid" title="dpctl.tensor.meshgrid"><code class="xref py py-obj docutils literal notranslate"><span class="pre">meshgrid</span></code></a>(*arrays[, indexing])</p></td>
-<td><p>Creates list of <a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a> coordinate matrices from vectors.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.tensor.ones.html#dpctl.tensor.ones" title="dpctl.tensor.ones"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ones</span></code></a>(shape[, dtype, order, device, ...])</p></td>
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-          <section id="data-type-functions">
-<span id="dpctl-tensor-data-type-functions"></span><h1>Data type functions<a class="headerlink" href="#data-type-functions" title="Permalink to this heading">¶</a></h1>
-<p>The package <a class="reference internal" href="tensor.html#module-dpctl.tensor" title="dpctl.tensor"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl.tensor</span></code></a> contains the following data type functions conforming
-to <a class="reference external" href="https://data-apis.org/array-api/latest/API_specification/data_type_functions.html">Python Array API specification</a>:</p>
-<div class="table-wrapper autosummary longtable docutils container">
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.tensor.astype.html#dpctl.tensor.astype" title="dpctl.tensor.astype"><code class="xref py py-obj docutils literal notranslate"><span class="pre">astype</span></code></a>(array, new_dtype[, order, casting, ...])</p></td>
-<td><p>Returns a copy of the <a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a>, cast to a specified type.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.tensor.can_cast.html#dpctl.tensor.can_cast" title="dpctl.tensor.can_cast"><code class="xref py py-obj docutils literal notranslate"><span class="pre">can_cast</span></code></a>(from, to[, casting])</p></td>
-<td><p>Determines if one data type can be cast to another data type according     to Type Promotion Rules.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.tensor.finfo.html#dpctl.tensor.finfo" title="dpctl.tensor.finfo"><code class="xref py py-obj docutils literal notranslate"><span class="pre">finfo</span></code></a>(type)</p></td>
-<td><p>Returns machine limits for floating-point data types.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.tensor.iinfo.html#dpctl.tensor.iinfo" title="dpctl.tensor.iinfo"><code class="xref py py-obj docutils literal notranslate"><span class="pre">iinfo</span></code></a>(dtype)</p></td>
-<td><p>Returns machine limits for integer data types.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.tensor.isdtype.html#dpctl.tensor.isdtype" title="dpctl.tensor.isdtype"><code class="xref py py-obj docutils literal notranslate"><span class="pre">isdtype</span></code></a>(dtype, kind)</p></td>
-<td><p>Returns a boolean indicating whether a provided <cite>dtype</cite> is of a specified data type <cite>kind</cite>.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.tensor.result_type.html#dpctl.tensor.result_type" title="dpctl.tensor.result_type"><code class="xref py py-obj docutils literal notranslate"><span class="pre">result_type</span></code></a>(*arrays_and_dtypes)</p></td>
-<td><p>Returns the dtype that results from applying the Type Promotion Rules to         the arguments.</p></td>
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-<span id="dpctl-tensor-data-types"></span><h1>Data types<a class="headerlink" href="#data-types" title="Permalink to this heading">¶</a></h1>
-<p><a class="reference internal" href="tensor.html#module-dpctl.tensor" title="dpctl.tensor"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl.tensor</span></code></a> supports the following data types:</p>
-<div class="table-wrapper docutils container">
-<table class="docutils align-default">
-<thead>
-<tr class="row-odd"><th class="head"><p>Data Type</p></th>
-<th class="head"><p>Description</p></th>
-</tr>
-</thead>
-<tbody>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">bool</span></code></p></td>
-<td><p>Boolean (<code class="docutils literal notranslate"><span class="pre">True</span></code> or <code class="docutils literal notranslate"><span class="pre">False</span></code>)</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">int8</span></code></p></td>
-<td><p>An 8-bit signed integer type capable of representing <span class="math notranslate nohighlight">\(v\)</span> subject to <span class="math notranslate nohighlight">\(-2^7 \le v &lt; 2^7\)</span></p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">int16</span></code></p></td>
-<td><p>A 16-bit signed integer type capable of representing <span class="math notranslate nohighlight">\(v\)</span> subject to <span class="math notranslate nohighlight">\(-2^{15} \le v &lt; 2^{15}\)</span></p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">int32</span></code></p></td>
-<td><p>A 32-bit signed integer type capable of representing <span class="math notranslate nohighlight">\(v\)</span> subject to <span class="math notranslate nohighlight">\(-2^{31} \le v &lt; 2^{31}\)</span></p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">int64</span></code></p></td>
-<td><p>A 64-bit signed integer type capable of representing <span class="math notranslate nohighlight">\(v\)</span> subject to <span class="math notranslate nohighlight">\(-2^{63} \le v &lt; 2^{63}\)</span></p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">uint8</span></code></p></td>
-<td><p>An 8-bit unsigned integer type capable of representing <span class="math notranslate nohighlight">\(v\)</span> subject to <span class="math notranslate nohighlight">\(0 \le v &lt; 2^8\)</span></p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">uint16</span></code></p></td>
-<td><p>A 16-bit unsigned integer type capable of representing <span class="math notranslate nohighlight">\(v\)</span> subject to <span class="math notranslate nohighlight">\(0 \le v &lt; 2^{16}\)</span></p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">uint32</span></code></p></td>
-<td><p>A 32-bit unsigned integer type capable of representing <span class="math notranslate nohighlight">\(v\)</span> subject to <span class="math notranslate nohighlight">\(0 \le v &lt; 2^{32}\)</span></p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">uint64</span></code></p></td>
-<td><p>A 64-bit unsigned integer type capable of representing <span class="math notranslate nohighlight">\(v\)</span> subject to <span class="math notranslate nohighlight">\(0 \le v &lt; 2^{64}\)</span></p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">float16</span></code></p></td>
-<td><p>An IEEE-754 half-precision (16-bit) binary floating-point number (see <a class="reference external" href="https://doi.org/10.1109%2FIEEESTD.2019.8766229">IEEE 754-2019</a>)</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">float32</span></code></p></td>
-<td><p>An IEEE-754 single-precision (32-bit) binary floating-point number (see <a class="reference external" href="https://doi.org/10.1109%2FIEEESTD.2019.8766229">IEEE 754-2019</a>)</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">float64</span></code></p></td>
-<td><p>An IEEE-754 double-precision (64-bit) binary floating-point number (see <a class="reference external" href="https://doi.org/10.1109%2FIEEESTD.2019.8766229">IEEE 754-2019</a>)</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">complex64</span></code></p></td>
-<td><p>Single-precision (64-bit) complex floating-point number whose real and imaginary components are IEEE 754 single-precision (32-bit) binary floating-point numbers (see <a class="reference external" href="https://doi.org/10.1109%2FIEEESTD.2019.8766229">IEEE 754-2019</a>)</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">complex128</span></code></p></td>
-<td><p>Double-precision (128-bit) complex floating-point number whose real and imaginary components are IEEE 754 double-precision (64-bit) binary floating-point numbers (see <a class="reference external" href="https://doi.org/10.1109%2FIEEESTD.2019.8766229">IEEE 754-2019</a>)</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<p>Data type support by array object <a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">usm_ndarray</span></code></a> depends on capabilities of <a class="reference internal" href="generated/dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a> where array is allocated.</p>
-<p>Half-precision floating-point type <code class="docutils literal notranslate"><span class="pre">float16</span></code> is supported only for devices whose attribute <a class="reference internal" href="generated/generated/dpctl.SyclDevice.has_aspect_fp16.html#dpctl.SyclDevice.has_aspect_fp16" title="dpctl.SyclDevice.has_aspect_fp16"><code class="xref py py-attr docutils literal notranslate"><span class="pre">dpctl.SyclDevice.has_aspect_fp16</span></code></a> evaluates to <code class="docutils literal notranslate"><span class="pre">True</span></code>.</p>
-<p>Double-precision floating-point type <code class="docutils literal notranslate"><span class="pre">float64</span></code> and double-precision complex floating-point type <code class="docutils literal notranslate"><span class="pre">complex128</span></code> are supported only for devices whose attribute <a class="reference internal" href="generated/generated/dpctl.SyclDevice.has_aspect_fp64.html#dpctl.SyclDevice.has_aspect_fp64" title="dpctl.SyclDevice.has_aspect_fp64"><code class="xref py py-attr docutils literal notranslate"><span class="pre">dpctl.SyclDevice.has_aspect_fp64</span></code></a>
-evaluates to <code class="docutils literal notranslate"><span class="pre">True</span></code>.</p>
-<p>If prerequisites are not met, requests to create an instance of an array object for these types will raise an exception.</p>
-<p>Data type objects are instances of <a class="reference internal" href="#dpctl.tensor.dtype" title="dpctl.tensor.dtype"><code class="xref py py-class docutils literal notranslate"><span class="pre">dtype</span></code></a> object, and support equality comparison by implementing
-special method <code class="xref py py-meth docutils literal notranslate"><span class="pre">__eq__()</span></code>.</p>
-<dl class="py class">
-<dt class="sig sig-object py" id="dpctl.tensor.dtype">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">dtype</span></span><a class="headerlink" href="#dpctl.tensor.dtype" title="Permalink to this definition">¶</a></dt>
-<dd><p>Same as <a class="reference external" href="https://numpy.org/doc/stable/reference/generated/numpy.dtype.html#numpy.dtype" title="(in NumPy v2.2)"><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.dtype</span></code></a></p>
-<dl class="py method">
-<dt class="sig sig-object py" id="dpctl.tensor.dtype.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.tensor.dtype.__eq__" title="Permalink to this definition">¶</a></dt>
-<dd><p>Check if data-type instances are equal.</p>
-</dd></dl>
-
-</dd></dl>
-
-<section id="default-integral-data-type">
-<h2>Default integral data type<a class="headerlink" href="#default-integral-data-type" title="Permalink to this heading">¶</a></h2>
-<p>The default integral data type is <code class="xref py py-attr docutils literal notranslate"><span class="pre">int64</span></code> for all supported devices.</p>
-</section>
-<section id="default-indexing-data-type">
-<h2>Default indexing data type<a class="headerlink" href="#default-indexing-data-type" title="Permalink to this heading">¶</a></h2>
-<p>The default indexing data type is <code class="xref py py-attr docutils literal notranslate"><span class="pre">int64</span></code> for all supported devices.</p>
-</section>
-<section id="default-real-floating-point-data-type">
-<h2>Default real floating-point data type<a class="headerlink" href="#default-real-floating-point-data-type" title="Permalink to this heading">¶</a></h2>
-<p>The default real floating-point type depends on the capabilities of device where array is allocated.
-If the device support double precision floating-point types, the default real floating-point type
-is <code class="xref py py-attr docutils literal notranslate"><span class="pre">float64</span></code>, otherwise <code class="xref py py-attr docutils literal notranslate"><span class="pre">float32</span></code>.</p>
-<p>Make sure to select an appropriately capable device for an application that requires use of double
-precision floating-point type.</p>
-</section>
-<section id="default-complex-floating-point-data-type">
-<h2>Default complex floating-point data type<a class="headerlink" href="#default-complex-floating-point-data-type" title="Permalink to this heading">¶</a></h2>
-<p>Like for the default real floating-point type, the default complex floating-point type depends on
-capabilities of device. If the device support double precision real floating-point types, the default
-complex floating-point type is <code class="xref py py-attr docutils literal notranslate"><span class="pre">complex128</span></code>, otherwise <code class="xref py py-attr docutils literal notranslate"><span class="pre">complex64</span></code>.</p>
-</section>
-<section id="querying-default-data-types-programmatically">
-<h2>Querying default data types programmatically<a class="headerlink" href="#querying-default-data-types-programmatically" title="Permalink to this heading">¶</a></h2>
-<p>The data type can be discovered programmatically using Array API <a class="reference internal" href="tensor.inspection.html#dpctl-tensor-inspection"><span class="std std-ref">inspection functions</span></a>:</p>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span><span class="w"> </span><span class="nn">dpctl</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">dpctl</span><span class="w"> </span><span class="kn">import</span> <span class="n">tensor</span>
-
-<span class="n">device</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">select_default_device</span><span class="p">()</span>
-<span class="c1"># get default data types for default-selected device</span>
-<span class="n">default_types</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">__array_namespace_info__</span><span class="p">()</span><span class="o">.</span><span class="n">default_dtypes</span><span class="p">(</span><span class="n">device</span><span class="p">)</span>
-<span class="n">int_dt</span> <span class="o">=</span> <span class="n">default_types</span><span class="p">[</span><span class="s2">&quot;integral&quot;</span><span class="p">]</span>
-<span class="n">ind_dt</span> <span class="o">=</span> <span class="n">default_types</span><span class="p">[</span><span class="s2">&quot;indexing&quot;</span><span class="p">]</span>
-<span class="n">rfp_dt</span> <span class="o">=</span> <span class="n">default_types</span><span class="p">[</span><span class="s2">&quot;real floating&quot;</span><span class="p">]</span>
-<span class="n">cfp_dt</span> <span class="o">=</span> <span class="n">default_types</span><span class="p">[</span><span class="s2">&quot;complex floating&quot;</span><span class="p">]</span>
-</pre></div>
-</div>
-</section>
-<section id="type-promotion-rules">
-<h2>Type promotion rules<a class="headerlink" href="#type-promotion-rules" title="Permalink to this heading">¶</a></h2>
-<p>Type promotion rules govern the behavior of an array library when a function does not have
-a dedicated implementation for the data type(s) of the input array(s).</p>
-<p>In such a case, input arrays may be cast to data types for which a dedicated implementation
-exists. For example, when <a class="reference internal" href="generated/dpctl.tensor.sin.html#dpctl.tensor.sin" title="dpctl.tensor.sin"><code class="xref py py-data docutils literal notranslate"><span class="pre">sin</span></code></a> is applied to array of integral values.</p>
-<p>Type promotion rules used in <a class="reference internal" href="tensor.html#module-dpctl.tensor" title="dpctl.tensor"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl.tensor</span></code></a> are consistent with the
-Python Array API specification’s <a class="reference external" href="https://data-apis.org/array-api/latest/API_specification/type_promotion.html">type promotion rules</a>
-for devices that support double precision floating-point type.</p>
-<p>For devices that do not support double precision floating-point type, the type promotion rule is
-truncated by removing nodes corresponding to unsupported data types and edges that lead to them.</p>
-</section>
-</section>
-
-        </article>
-      </div>
-      <footer>
-        
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-            <ul>
-<li><a class="reference internal" href="#">Data types</a><ul>
-<li><a class="reference internal" href="#dpctl.tensor.dtype"><code class="docutils literal notranslate"><span class="pre">dtype</span></code></a><ul>
-<li><a class="reference internal" href="#dpctl.tensor.dtype.__eq__"><code class="docutils literal notranslate"><span class="pre">dtype.__eq__()</span></code></a></li>
-</ul>
-</li>
-<li><a class="reference internal" href="#default-integral-data-type">Default integral data type</a></li>
-<li><a class="reference internal" href="#default-indexing-data-type">Default indexing data type</a></li>
-<li><a class="reference internal" href="#default-real-floating-point-data-type">Default real floating-point data type</a></li>
-<li><a class="reference internal" href="#default-complex-floating-point-data-type">Default complex floating-point data type</a></li>
-<li><a class="reference internal" href="#querying-default-data-types-programmatically">Querying default data types programmatically</a></li>
-<li><a class="reference internal" href="#type-promotion-rules">Type promotion rules</a></li>
-</ul>
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diff --git a/pulls/1961/api_reference/dpctl/tensor.elementwise_functions.html b/pulls/1961/api_reference/dpctl/tensor.elementwise_functions.html
deleted file mode 100644
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-          <section id="element-wise-functions">
-<span id="dpctl-api-elementwise-functions"></span><h1>Element-wise functions<a class="headerlink" href="#element-wise-functions" title="Permalink to this heading">¶</a></h1>
-<p>Element-wise functions applied to input array(s) produce an output array of respective
-function values computed for every element of input array(s).</p>
-<div class="table-wrapper autosummary longtable docutils container">
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.tensor.abs.html#dpctl.tensor.abs" title="dpctl.tensor.abs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abs</span></code></a></p></td>
-<td><p>abs(x, /, *, out=None, order='K')</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.tensor.acos.html#dpctl.tensor.acos" title="dpctl.tensor.acos"><code class="xref py py-obj docutils literal notranslate"><span class="pre">acos</span></code></a></p></td>
-<td><p>acos(x, /, *, out=None, order='K')</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.tensor.acosh.html#dpctl.tensor.acosh" title="dpctl.tensor.acosh"><code class="xref py py-obj docutils literal notranslate"><span class="pre">acosh</span></code></a></p></td>
-<td><p>acosh(x, /, *, out=None, order='K')</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.tensor.add.html#dpctl.tensor.add" title="dpctl.tensor.add"><code class="xref py py-obj docutils literal notranslate"><span class="pre">add</span></code></a></p></td>
-<td><p>add(x1, x2, /, *, out=None, order='K')</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.tensor.angle.html#dpctl.tensor.angle" title="dpctl.tensor.angle"><code class="xref py py-obj docutils literal notranslate"><span class="pre">angle</span></code></a></p></td>
-<td><p>angle(x, /, *, out=None, order='K')</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.tensor.asin.html#dpctl.tensor.asin" title="dpctl.tensor.asin"><code class="xref py py-obj docutils literal notranslate"><span class="pre">asin</span></code></a></p></td>
-<td><p>asin(x, /, *, out=None, order='K')</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.tensor.asinh.html#dpctl.tensor.asinh" title="dpctl.tensor.asinh"><code class="xref py py-obj docutils literal notranslate"><span class="pre">asinh</span></code></a></p></td>
-<td><p>asinh(x, /, *, out=None, order='K')</p></td>
-</tr>
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-<span id="dpctl-tensor-indexing-functions"></span><h1>Indexing functions<a class="headerlink" href="#indexing-functions" title="Permalink to this heading">¶</a></h1>
-<p>These functions allow to retrieve or modify array elements indexed
-by either integral arrays of indices or boolean mask arrays.</p>
-<div class="table-wrapper autosummary longtable docutils container">
-<table class="autosummary longtable docutils align-default">
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-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.tensor.extract.html#dpctl.tensor.extract" title="dpctl.tensor.extract"><code class="xref py py-obj docutils literal notranslate"><span class="pre">extract</span></code></a>(condition, arr)</p></td>
-<td><p>Returns the elements of an array that satisfies the condition.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.tensor.place.html#dpctl.tensor.place" title="dpctl.tensor.place"><code class="xref py py-obj docutils literal notranslate"><span class="pre">place</span></code></a>(arr, mask, vals)</p></td>
-<td><p>Change elements of an array based on conditional and input values.</p></td>
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-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.tensor.put.html#dpctl.tensor.put" title="dpctl.tensor.put"><code class="xref py py-obj docutils literal notranslate"><span class="pre">put</span></code></a>(x, indices, vals[, axis, mode])</p></td>
-<td><p>Puts values into an array along a given axis at given indices.</p></td>
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-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.tensor.put_along_axis.html#dpctl.tensor.put_along_axis" title="dpctl.tensor.put_along_axis"><code class="xref py py-obj docutils literal notranslate"><span class="pre">put_along_axis</span></code></a>(x, indices, vals, /, *[, ...])</p></td>
-<td><p>Puts elements into an array at the one-dimensional indices specified by <code class="docutils literal notranslate"><span class="pre">indices</span></code> along a provided <code class="docutils literal notranslate"><span class="pre">axis</span></code>.</p></td>
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-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.tensor.take.html#dpctl.tensor.take" title="dpctl.tensor.take"><code class="xref py py-obj docutils literal notranslate"><span class="pre">take</span></code></a>(x, indices[, axis, mode])</p></td>
-<td><p>Takes elements from an array along a given axis at given indices.</p></td>
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-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.tensor.take_along_axis.html#dpctl.tensor.take_along_axis" title="dpctl.tensor.take_along_axis"><code class="xref py py-obj docutils literal notranslate"><span class="pre">take_along_axis</span></code></a>(x, indices, /, *[, axis, mode])</p></td>
-<td><p>Returns elements from an array at the one-dimensional indices specified by <code class="docutils literal notranslate"><span class="pre">indices</span></code> along a provided <code class="docutils literal notranslate"><span class="pre">axis</span></code>.</p></td>
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-<td><p>Computes the matrix product.</p></td>
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-<td><p>Returns a tensor contraction of <cite>x1</cite> and <cite>x2</cite> over specific axes.</p></td>
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-<td><p>Computes the (vector) dot product of two arrays.</p></td>
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-          <section id="array-manipulation-functions">
-<span id="dpctl-tensor-manipulation-functions"></span><h1>Array manipulation functions<a class="headerlink" href="#array-manipulation-functions" title="Permalink to this heading">¶</a></h1>
-<p>The following functions conform to <a class="reference external" href="array_api_spec_manipulation_functions">Python Array API standard</a>:</p>
-<div class="table-wrapper autosummary longtable docutils container">
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.tensor.broadcast_arrays.html#dpctl.tensor.broadcast_arrays" title="dpctl.tensor.broadcast_arrays"><code class="xref py py-obj docutils literal notranslate"><span class="pre">broadcast_arrays</span></code></a>(*arrays)</p></td>
-<td><p>Broadcasts one or more <code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarrays</span></code> against one another.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.tensor.broadcast_to.html#dpctl.tensor.broadcast_to" title="dpctl.tensor.broadcast_to"><code class="xref py py-obj docutils literal notranslate"><span class="pre">broadcast_to</span></code></a>(x, shape)</p></td>
-<td><p>Broadcast an array to a new <cite>shape</cite>; returns the broadcasted <a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a> as a view.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.tensor.concat.html#dpctl.tensor.concat" title="dpctl.tensor.concat"><code class="xref py py-obj docutils literal notranslate"><span class="pre">concat</span></code></a>(arrays, axis)</p></td>
-<td><p>Joins a sequence of arrays along an existing axis.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.tensor.expand_dims.html#dpctl.tensor.expand_dims" title="dpctl.tensor.expand_dims"><code class="xref py py-obj docutils literal notranslate"><span class="pre">expand_dims</span></code></a>(x, axis)</p></td>
-<td><p>Expands the shape of an array by inserting a new axis (dimension) of size one at the position specified by axis.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.tensor.flip.html#dpctl.tensor.flip" title="dpctl.tensor.flip"><code class="xref py py-obj docutils literal notranslate"><span class="pre">flip</span></code></a>(x, axis)</p></td>
-<td><p>Reverses the order of elements in an array <cite>x</cite> along the given <cite>axis</cite>.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.tensor.moveaxis.html#dpctl.tensor.moveaxis" title="dpctl.tensor.moveaxis"><code class="xref py py-obj docutils literal notranslate"><span class="pre">moveaxis</span></code></a>(x, source, destination)</p></td>
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-<span id="dpctl-tensor-searching-functions"></span><h1>Searching functions<a class="headerlink" href="#searching-functions" title="Permalink to this heading">¶</a></h1>
-<div class="table-wrapper autosummary longtable docutils container">
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-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.tensor.argmax.html#dpctl.tensor.argmax" title="dpctl.tensor.argmax"><code class="xref py py-obj docutils literal notranslate"><span class="pre">argmax</span></code></a>(x, /, *[, axis, keepdims, out])</p></td>
-<td><p>Returns the indices of the maximum values of the input array <code class="docutils literal notranslate"><span class="pre">x</span></code> along a specified axis.</p></td>
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-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.tensor.argmin.html#dpctl.tensor.argmin" title="dpctl.tensor.argmin"><code class="xref py py-obj docutils literal notranslate"><span class="pre">argmin</span></code></a>(x, /, *[, axis, keepdims, out])</p></td>
-<td><p>Returns the indices of the minimum values of the input array <code class="docutils literal notranslate"><span class="pre">x</span></code> along a specified axis.</p></td>
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-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.tensor.count_nonzero.html#dpctl.tensor.count_nonzero" title="dpctl.tensor.count_nonzero"><code class="xref py py-obj docutils literal notranslate"><span class="pre">count_nonzero</span></code></a>(x, /, *[, axis, keepdims, out])</p></td>
-<td><p>Counts the number of elements in the input array <code class="docutils literal notranslate"><span class="pre">x</span></code> which are non-zero.</p></td>
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-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.tensor.nonzero.html#dpctl.tensor.nonzero" title="dpctl.tensor.nonzero"><code class="xref py py-obj docutils literal notranslate"><span class="pre">nonzero</span></code></a>(arr)</p></td>
-<td><p>Return the indices of non-zero elements.</p></td>
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-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.tensor.searchsorted.html#dpctl.tensor.searchsorted" title="dpctl.tensor.searchsorted"><code class="xref py py-obj docutils literal notranslate"><span class="pre">searchsorted</span></code></a>(x1, x2[, side, sorter])</p></td>
-<td><p>Finds the indices into <cite>x1</cite> such that, if the corresponding elements in <cite>x2</cite> were inserted before the indices, the order of <cite>x1</cite>, when sorted in ascending order, would be preserved.</p></td>
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-<td><p>Returns <a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a> with elements chosen from <code class="docutils literal notranslate"><span class="pre">x1</span></code> or <code class="docutils literal notranslate"><span class="pre">x2</span></code> depending on <code class="docutils literal notranslate"><span class="pre">condition</span></code>.</p></td>
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-<span id="dpctl-tensor-set-functions"></span><h1>Set Functions<a class="headerlink" href="#set-functions" title="Permalink to this heading">¶</a></h1>
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-<td><p>Returns the unique elements of an input array <cite>x</cite>, the first occurring indices for each unique element in <cite>x</cite>, the indices from the set of unique elements that reconstruct <cite>x</cite>, and the corresponding counts for each unique element in <cite>x</cite>.</p></td>
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-<td><p>Returns the unique elements of an input array <cite>x</cite> and the corresponding counts for each unique element in <cite>x</cite>.</p></td>
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-<td><p>Returns the unique elements of an input array x and the indices from the set of unique elements that reconstruct <cite>x</cite>.</p></td>
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-<span id="dpctl-tensor-statistical-functions"></span><h1>Statistical Functions<a class="headerlink" href="#statistical-functions" title="Permalink to this heading">¶</a></h1>
-<div class="table-wrapper autosummary longtable docutils container">
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-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.tensor.max.html#dpctl.tensor.max" title="dpctl.tensor.max"><code class="xref py py-obj docutils literal notranslate"><span class="pre">max</span></code></a>(x, /, *[, axis, keepdims, out])</p></td>
-<td><p>Calculates the maximum value of the input array <code class="docutils literal notranslate"><span class="pre">x</span></code>.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.tensor.mean.html#dpctl.tensor.mean" title="dpctl.tensor.mean"><code class="xref py py-obj docutils literal notranslate"><span class="pre">mean</span></code></a>(x[, axis, keepdims])</p></td>
-<td><p>Calculates the arithmetic mean of elements in the input array <cite>x</cite>.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.tensor.min.html#dpctl.tensor.min" title="dpctl.tensor.min"><code class="xref py py-obj docutils literal notranslate"><span class="pre">min</span></code></a>(x, /, *[, axis, keepdims, out])</p></td>
-<td><p>Calculates the minimum value of the input array <code class="docutils literal notranslate"><span class="pre">x</span></code>.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.tensor.prod.html#dpctl.tensor.prod" title="dpctl.tensor.prod"><code class="xref py py-obj docutils literal notranslate"><span class="pre">prod</span></code></a>(x, /, *[, axis, dtype, keepdims, out])</p></td>
-<td><p>Calculates the product of elements in the input array <code class="docutils literal notranslate"><span class="pre">x</span></code>.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.tensor.std.html#dpctl.tensor.std" title="dpctl.tensor.std"><code class="xref py py-obj docutils literal notranslate"><span class="pre">std</span></code></a>(x[, axis, correction, keepdims])</p></td>
-<td><p>Calculates the standard deviation of elements in the input array <cite>x</cite>.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.tensor.sum.html#dpctl.tensor.sum" title="dpctl.tensor.sum"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sum</span></code></a>(x, /, *[, axis, dtype, keepdims, out])</p></td>
-<td><p>Calculates the sum of elements in the input array <code class="docutils literal notranslate"><span class="pre">x</span></code>.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.tensor.var.html#dpctl.tensor.var" title="dpctl.tensor.var"><code class="xref py py-obj docutils literal notranslate"><span class="pre">var</span></code></a>(x[, axis, correction, keepdims])</p></td>
-<td><p>Calculates the variance of elements in the input array <cite>x</cite>.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.tensor.logsumexp.html#dpctl.tensor.logsumexp" title="dpctl.tensor.logsumexp"><code class="xref py py-obj docutils literal notranslate"><span class="pre">logsumexp</span></code></a>(x, /, *[, axis, dtype, keepdims, out])</p></td>
-<td><p>Calculates the logarithm of the sum of exponentials of elements in the input array <code class="docutils literal notranslate"><span class="pre">x</span></code>.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.tensor.reduce_hypot.html#dpctl.tensor.reduce_hypot" title="dpctl.tensor.reduce_hypot"><code class="xref py py-obj docutils literal notranslate"><span class="pre">reduce_hypot</span></code></a>(x, /, *[, axis, dtype, ...])</p></td>
-<td><p>Calculates the square root of the sum of squares of elements in the input array <code class="docutils literal notranslate"><span class="pre">x</span></code>.</p></td>
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-        <article role="main" id="furo-main-content">
-          <section id="usm-array-object">
-<span id="dpctl-tensor-array-object"></span><h1>USM array object<a class="headerlink" href="#usm-array-object" title="Permalink to this heading">¶</a></h1>
-<p>The array object represents a multi-dimensional tensor of uniform elemental datatype allocated on
-a <a class="reference internal" href="tensor.utility_functions.html#dpctl.tensor.Device" title="dpctl.tensor.Device"><code class="xref py py-class docutils literal notranslate"><span class="pre">Device</span></code></a>. The tensor in stored in a USM allocation, which can be accessed via
-<code class="xref py py-attr docutils literal notranslate"><span class="pre">usm_ndarray.base</span></code> attribute.</p>
-<p>Implementation of <a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">usm_ndarray</span></code></a> conforms to
-<a class="reference external" href="array_api_array_object">Array API standard</a> specification.</p>
-<div class="table-wrapper autosummary longtable docutils container">
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-obj docutils literal notranslate"><span class="pre">usm_ndarray</span></code></a>(shape[, dtype, strides, buffer, ...])</p></td>
-<td><p>An array object represents a multidimensional tensor of numeric elements stored in a USM allocation on a SYCL device.</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<p class="rubric" id="dpctl-tensor-usm-ndarray-to-device-example">Use <a class="reference internal" href="generated/generated/dpctl.tensor.usm_ndarray.to_device.html#dpctl.tensor.usm_ndarray.to_device" title="dpctl.tensor.usm_ndarray.to_device"><code class="xref py py-meth docutils literal notranslate"><span class="pre">usm_ndarray.to_device()</span></code></a> to migrate array to different device</p>
-<div class="literal-block-wrapper docutils container" id="id1">
-<div class="code-block-caption"><span class="caption-text">Migrate array to a different device</span><a class="headerlink" href="#id1" title="Permalink to this code">¶</a></div>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span>    <span class="kn">from</span><span class="w"> </span><span class="nn">dpctl</span><span class="w"> </span><span class="kn">import</span> <span class="n">tensor</span>
-
-    <span class="n">a</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="mi">100</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="s2">&quot;cpu&quot;</span><span class="p">)</span>
-    <span class="n">b</span> <span class="o">=</span> <span class="n">a</span><span class="o">.</span><span class="n">to_device</span><span class="p">(</span><span class="s2">&quot;gpu&quot;</span><span class="p">)</span>
-</pre></div>
-</div>
-</div>
-<p class="rubric">Use <a class="reference internal" href="generated/generated/dpctl.tensor.usm_ndarray.device.html#dpctl.tensor.usm_ndarray.device" title="dpctl.tensor.usm_ndarray.device"><code class="xref py py-meth docutils literal notranslate"><span class="pre">usm_ndarray.device()</span></code></a> to specify placement of new array</p>
-<div class="literal-block-wrapper docutils container" id="id2">
-<div class="code-block-caption"><span class="caption-text">Create a USM-device empty array on the same device as another array</span><a class="headerlink" href="#id2" title="Permalink to this code">¶</a></div>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span>    <span class="kn">from</span><span class="w"> </span><span class="nn">dpctl</span><span class="w"> </span><span class="kn">import</span> <span class="n">tensor</span>
-
-    <span class="n">d</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">eye</span><span class="p">(</span><span class="mi">100</span><span class="p">)</span>
-    <span class="n">u</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">full</span><span class="p">(</span><span class="n">d</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">fill_value</span><span class="o">=</span><span class="mf">0.5</span><span class="p">,</span> <span class="n">usm_type</span><span class="o">=</span><span class="s2">&quot;device&quot;</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="n">d</span><span class="o">.</span><span class="n">device</span><span class="p">)</span>
-</pre></div>
-</div>
-</div>
-<p class="rubric">Use <a class="reference internal" href="generated/generated/dpctl.tensor.usm_ndarray.mT.html#dpctl.tensor.usm_ndarray.mT" title="dpctl.tensor.usm_ndarray.mT"><code class="xref py py-meth docutils literal notranslate"><span class="pre">usm_ndarray.mT()</span></code></a> to transpose matrices in a array thought of as a stack of matrices</p>
-<div class="literal-block-wrapper docutils container" id="id3">
-<div class="code-block-caption"><span class="caption-text">Transpose an array</span><a class="headerlink" href="#id3" title="Permalink to this code">¶</a></div>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span>    <span class="kn">from</span><span class="w"> </span><span class="nn">dpctl</span><span class="w"> </span><span class="kn">import</span> <span class="n">tensor</span>
-
-    <span class="c1"># create stack of matrices</span>
-    <span class="n">proto</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">asarray</span><span class="p">([[</span><span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">],</span> <span class="p">[</span><span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">]])</span>
-    <span class="n">ar</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">tile</span><span class="p">(</span><span class="n">proto</span><span class="p">,</span> <span class="p">(</span><span class="mi">5</span><span class="p">,</span> <span class="mi">10</span><span class="p">,</span> <span class="mi">10</span><span class="p">))</span>
-
-    <span class="c1"># transpose each matrix in the stack</span>
-    <span class="n">arT</span> <span class="o">=</span> <span class="n">ar</span><span class="o">.</span><span class="n">mT</span>
-</pre></div>
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-          <section id="utility-functions">
-<span id="dpctl-tensor-utility-functions"></span><h1>Utility functions<a class="headerlink" href="#utility-functions" title="Permalink to this heading">¶</a></h1>
-<div class="table-wrapper autosummary longtable docutils container">
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.tensor.all.html#dpctl.tensor.all" title="dpctl.tensor.all"><code class="xref py py-obj docutils literal notranslate"><span class="pre">all</span></code></a>(x[, axis, keepdims])</p></td>
-<td><p>Tests whether all input array elements evaluate to True along a given axis.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.tensor.any.html#dpctl.tensor.any" title="dpctl.tensor.any"><code class="xref py py-obj docutils literal notranslate"><span class="pre">any</span></code></a>(x[, axis, keepdims])</p></td>
-<td><p>Tests whether any input array elements evaluate to True along a given axis.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="generated/dpctl.tensor.allclose.html#dpctl.tensor.allclose" title="dpctl.tensor.allclose"><code class="xref py py-obj docutils literal notranslate"><span class="pre">allclose</span></code></a>(a1, a2[, atol, rtol, equal_nan])</p></td>
-<td><p>Returns True if two arrays are element-wise equal within tolerances.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="generated/dpctl.tensor.diff.html#dpctl.tensor.diff" title="dpctl.tensor.diff"><code class="xref py py-obj docutils literal notranslate"><span class="pre">diff</span></code></a>(x, /, *[, axis, n, prepend, append])</p></td>
-<td><p>Calculates the <cite>n</cite>-th discrete forward difference of <cite>x</cite> along <cite>axis</cite>.</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<section id="device-object">
-<h2>Device object<a class="headerlink" href="#device-object" title="Permalink to this heading">¶</a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="dpctl.tensor.Device">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">dpctl.tensor.</span></span><span class="sig-name descname"><span class="pre">Device</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/dpctl/tensor/_device.html#Device"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.tensor.Device" title="Permalink to this definition">¶</a></dt>
-<dd><p>An object representing Data-API concept of device.</p>
-<p>This is a wrapper around <a class="reference internal" href="generated/dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a> with custom
-formatting. The class does not have public constructor,
-but a class method <code class="xref py py-meth docutils literal notranslate"><span class="pre">dpctl.tensor.Device.create_device()</span></code> to construct
-it from <cite>device</cite> keyword argument in Array-API functions.</p>
-<p>Instance can be queried for <code class="docutils literal notranslate"><span class="pre">sycl_queue</span></code>, <code class="docutils literal notranslate"><span class="pre">sycl_context</span></code>,
-or <code class="docutils literal notranslate"><span class="pre">sycl_device</span></code>.</p>
-<div class="table-wrapper autosummary longtable docutils container">
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">create_device</span></code>([device])</p></td>
-<td><p>Creates instance of Device from argument.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">sycl_queue</span></code></p></td>
-<td><p><a class="reference internal" href="generated/dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a> used to offload to this <a class="reference internal" href="#dpctl.tensor.Device" title="dpctl.tensor.Device"><code class="xref py py-class docutils literal notranslate"><span class="pre">Device</span></code></a>.</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">sycl_device</span></code></p></td>
-<td><p><a class="reference internal" href="generated/dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a> targeted by this <a class="reference internal" href="#dpctl.tensor.Device" title="dpctl.tensor.Device"><code class="xref py py-class docutils literal notranslate"><span class="pre">Device</span></code></a>.</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">sycl_context</span></code></p></td>
-<td><p><a class="reference internal" href="generated/dpctl.SyclContext.html#dpctl.SyclContext" title="dpctl.SyclContext"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclContext</span></code></a> associated with this <a class="reference internal" href="#dpctl.tensor.Device" title="dpctl.tensor.Device"><code class="xref py py-class docutils literal notranslate"><span class="pre">Device</span></code></a>.</p></td>
-</tr>
-</tbody>
-</table>
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-<li class="toctree-l5"><a class="reference internal" href="../libsyclinterface/generated/enum_DPCTLKernelArgType.html">enum DPCTLKernelArgType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../libsyclinterface/generated/enum_DPCTLPartitionAffinityDomainType.html">enum DPCTLPartitionAffinityDomainType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../libsyclinterface/generated/enum_DPCTLQueuePropertyType.html">enum DPCTLQueuePropertyType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../libsyclinterface/generated/enum_DPCTLSyclAspectType.html">enum DPCTLSyclAspectType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../libsyclinterface/generated/enum_DPCTLSyclBackendType.html">enum DPCTLSyclBackendType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../libsyclinterface/generated/enum_DPCTLSyclDeviceType.html">enum DPCTLSyclDeviceType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../libsyclinterface/generated/enum_DPCTLSyclEventStatusType.html">enum DPCTLSyclEventStatusType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../libsyclinterface/generated/enum_DPCTLSyclUSMType.html">enum DPCTLSyclUSMType</a></li>
-<li class="toctree-l5 has-children"><a class="reference internal" href="../libsyclinterface/generated/struct_MDLocalAccessorTy.html">struct MDLocalAccessorTy</a><input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" role="switch" type="checkbox"/><label for="toctree-checkbox-45"><div class="visually-hidden">Toggle navigation of struct MDLocalAccessorTy</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
-</li>
-</ul>
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-</ul>
-</li>
-</ul>
-</li>
-<li class="toctree-l2"><a class="reference internal" href="../dpctl_capi.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code> C API</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../dpctl_cython.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code> Cython API</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../dpctl_pybind11.html">pybind11 API</a></li>
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-<li class="toctree-l2"><a class="reference internal" href="../../contributor_guides/memory_ownership_sycl_interface.html">Working with DPCTLSyclInterface library</a></li>
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-        <article role="main" id="furo-main-content">
-          <section id="module-dpctl.utils">
-<span id="dpctl-utils"></span><span id="dpctl-utils-pyapi"></span><h1><a class="reference internal" href="#module-dpctl.utils" title="dpctl.utils"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl.utils</span></code></a><a class="headerlink" href="#module-dpctl.utils" title="Permalink to this heading">¶</a></h1>
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.utils.get_execution_queue">
-<span class="sig-prename descclassname"><span class="pre">dpctl.utils.</span></span><span class="sig-name descname"><span class="pre">get_execution_queue</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">qs</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">/</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.utils.get_execution_queue" title="Permalink to this definition">¶</a></dt>
-<dd><p>Get execution queue from queues associated with input arrays.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>qs</strong> (List[<a class="reference internal" href="generated/dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>], Tuple[<a class="reference internal" href="generated/dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>]) – a list or a tuple of <a class="reference internal" href="generated/dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a> objects
-corresponding to arrays that are being combined.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>execution queue under compute follows data paradigm,
-or <code class="docutils literal notranslate"><span class="pre">None</span></code> if queues are not equal.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="generated/dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue">SyclQueue</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.utils.get_coerced_usm_type">
-<span class="sig-prename descclassname"><span class="pre">dpctl.utils.</span></span><span class="sig-name descname"><span class="pre">get_coerced_usm_type</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">usm_types</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">/</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.utils.get_coerced_usm_type" title="Permalink to this definition">¶</a></dt>
-<dd><p>Get USM type of the output array for a function combining
-arrays of given USM types using compute-follows-data execution
-model.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>usm_types</strong> (<em>List</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a><em>]</em><em>, </em><em>Tuple</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><em>str</em></a><em>]</em>) – a list or a tuple of strings of <code class="docutils literal notranslate"><span class="pre">.usm_types</span></code> attributes
-for input arrays</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p><dl class="simple">
-<dt>str</dt><dd><p>type of USM allocation for the output arrays (s).
-<code class="docutils literal notranslate"><span class="pre">None</span></code> if any of the input strings are not recognized.</p>
-</dd>
-</dl>
-</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.utils.validate_usm_type">
-<span class="sig-prename descclassname"><span class="pre">dpctl.utils.</span></span><span class="sig-name descname"><span class="pre">validate_usm_type</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">usm_type</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">allow_none</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#dpctl.utils.validate_usm_type" title="Permalink to this definition">¶</a></dt>
-<dd><p>Raises an exception if <cite>usm_type</cite> is invalid.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>usm_type</strong> – <p>Specification for USM allocation type. Valid specifications
-are:</p>
-<ul>
-<li><p><code class="docutils literal notranslate"><span class="pre">&quot;device&quot;</span></code></p></li>
-<li><p><code class="docutils literal notranslate"><span class="pre">&quot;shared&quot;</span></code></p></li>
-<li><p><code class="docutils literal notranslate"><span class="pre">&quot;host&quot;</span></code></p></li>
-</ul>
-<p>If <code class="docutils literal notranslate"><span class="pre">allow_none</span></code> keyword argument is set, a value of
-<code class="docutils literal notranslate"><span class="pre">None</span></code> is also permitted.</p>
-</p></li>
-<li><p><strong>allow_none</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><em>bool</em></a><em>, </em><em>optional</em>) – Whether <code class="docutils literal notranslate"><span class="pre">usm_type</span></code> value of <code class="docutils literal notranslate"><span class="pre">None</span></code> is considered valid.
-Default: <cite>True</cite>.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Raises<span class="colon">:</span></dt>
-<dd class="field-even"><ul class="simple">
-<li><p><a class="reference external" href="https://docs.python.org/3/library/exceptions.html#ValueError" title="(in Python v3.13)"><strong>ValueError</strong></a> – if <code class="docutils literal notranslate"><span class="pre">usm_type</span></code> is not a recognized string.</p></li>
-<li><p><a class="reference external" href="https://docs.python.org/3/library/exceptions.html#TypeError" title="(in Python v3.13)"><strong>TypeError</strong></a> – if <code class="docutils literal notranslate"><span class="pre">usm_type</span></code> is not a string, and <code class="docutils literal notranslate"><span class="pre">usm_type</span></code> is
-    not <code class="docutils literal notranslate"><span class="pre">None</span></code> provided <code class="docutils literal notranslate"><span class="pre">allow_none</span></code> is <code class="docutils literal notranslate"><span class="pre">True</span></code>.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.utils.onetrace_enabled">
-<span class="sig-prename descclassname"><span class="pre">dpctl.utils.</span></span><span class="sig-name descname"><span class="pre">onetrace_enabled</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/dpctl/utils/_onetrace_context.html#onetrace_enabled"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.utils.onetrace_enabled" title="Permalink to this definition">¶</a></dt>
-<dd><p>Enable <code class="docutils literal notranslate"><span class="pre">onetrace</span></code> collection for kernels executed in this context.</p>
-<div class="admonition note">
-<p class="admonition-title">Note</p>
-<p>Proper working of this utility assumes that Python interpreter
-has been launched by <code class="docutils literal notranslate"><span class="pre">onetrace</span></code> or <code class="docutils literal notranslate"><span class="pre">unitrace</span></code> tool from project
-<a class="reference external" href="https://github.com/intel/pti-gpu">intel/pti-gpu</a>.</p>
-</div>
-<dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Launch the Python interpreter using <cite>onetrace</cite> tool:</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>$<span class="w"> </span>onetrace<span class="w"> </span>--conditional-collection<span class="w"> </span>-v<span class="w"> </span>-t<span class="w"> </span>--demangle<span class="w"> </span>python<span class="w"> </span>app.py
-</pre></div>
-</div>
-<p>Now using the context manager in the Python sessions enables
-data collection and its output for every offloaded kernel:</p>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.tensor</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">dpt</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">dpctl.utils</span><span class="w"> </span><span class="kn">import</span> <span class="n">onetrace_enabled</span>
-
-<span class="c1"># onetrace output reporting on execution of the kernel</span>
-<span class="c1"># should be seen, starting with &quot;Device Timeline&quot;</span>
-<span class="k">with</span> <span class="n">onetrace_enabled</span><span class="p">():</span>
-    <span class="n">a</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">100</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="s1">&#39;int16&#39;</span><span class="p">)</span>
-</pre></div>
-</div>
-<p>Sample output:</p>
-<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>&gt;&gt;&gt; with onetrace_enabled():
-...     a = dpt.arange(100, dtype=&#39;int16&#39;)
-...
-Device Timeline (queue: 0x555aee86bed0): dpctl::tensor::kernels::constructors::linear_sequence_step_kernel&lt;short&gt;[SIMD32 {1; 1; 1} {100; 1; 1}]&lt;1.1&gt; [ns] = 44034325658 (append) 44034816544 (submit) 44036296752 (start) 44036305918 (end)
-&gt;&gt;&gt;
-</pre></div>
-</div>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py function">
-<dt class="sig sig-object py" id="dpctl.utils.intel_device_info">
-<span class="sig-prename descclassname"><span class="pre">dpctl.utils.</span></span><span class="sig-name descname"><span class="pre">intel_device_info</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">sycl_device</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/dpctl/utils/_intel_device_info.html#intel_device_info"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#dpctl.utils.intel_device_info" title="Permalink to this definition">¶</a></dt>
-<dd><p>For Intel(R) GPU devices returns a dictionary
-with device architectural details, and an empty
-dictionary otherwise. The dictionary contains
-the following keys:</p>
-<dl class="simple">
-<dt>device_id:</dt><dd><p>32-bits device PCI identifier</p>
-</dd>
-<dt>gpu_eu_count:</dt><dd><p>Total number of execution units</p>
-</dd>
-<dt>gpu_hw_threads_per_eu:</dt><dd><p>Number of thread contexts in EU</p>
-</dd>
-<dt>gpu_eu_simd_width:</dt><dd><p>Physical SIMD width of EU</p>
-</dd>
-<dt>gpu_slices:</dt><dd><p>Total number of slices</p>
-</dd>
-<dt>gpu_subslices_per_slice:</dt><dd><p>Number of sub-slices per slice</p>
-</dd>
-<dt>gpu_eu_count_per_subslice:</dt><dd><p>Number of EUs in subslice</p>
-</dd>
-<dt>max_mem_bandwidth:</dt><dd><p>Maximum memory bandwidth in bytes/second</p>
-</dd>
-<dt>free_memory:</dt><dd><p>Global memory available on the device in units of bytes</p>
-</dd>
-</dl>
-<p>Unsupported descriptors are omitted from the dictionary.</p>
-<p>Descriptors other than the PCI identifier are supported only
-for <code class="xref py py-class docutils literal notranslate"><span class="pre">SyclDevices</span></code> with Level-Zero backend.</p>
-<div class="admonition note">
-<p class="admonition-title">Note</p>
-<p>Environment variable <code class="docutils literal notranslate"><span class="pre">ZES_ENABLE_SYSMAN</span></code> may need to be set
-to <code class="docutils literal notranslate"><span class="pre">1</span></code> for the <code class="docutils literal notranslate"><span class="pre">&quot;free_memory&quot;</span></code> key to be reported.</p>
-</div>
-</dd></dl>
-
-<dl class="py exception">
-<dt class="sig sig-object py" id="dpctl.utils.ExecutionPlacementError">
-<em class="property"><span class="pre">exception</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">dpctl.utils.</span></span><span class="sig-name descname"><span class="pre">ExecutionPlacementError</span></span><a class="headerlink" href="#dpctl.utils.ExecutionPlacementError" title="Permalink to this definition">¶</a></dt>
-<dd><p>Exception raised when execution placement target can not
-be unambiguously determined from input arrays.</p>
-<p>Make sure that input arrays are associated with the same
-<a class="reference internal" href="generated/dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>,
-or migrate data to the same <a class="reference internal" href="generated/dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a> using
-<a class="reference internal" href="generated/generated/dpctl.tensor.usm_ndarray.to_device.html#dpctl.tensor.usm_ndarray.to_device" title="dpctl.tensor.usm_ndarray.to_device"><code class="xref py py-meth docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray.to_device()</span></code></a> method.</p>
-</dd></dl>
-
-</section>
-
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-<li><a class="reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl.utils</span></code></a><ul>
-<li><a class="reference internal" href="#dpctl.utils.get_execution_queue"><code class="docutils literal notranslate"><span class="pre">get_execution_queue()</span></code></a></li>
-<li><a class="reference internal" href="#dpctl.utils.get_coerced_usm_type"><code class="docutils literal notranslate"><span class="pre">get_coerced_usm_type()</span></code></a></li>
-<li><a class="reference internal" href="#dpctl.utils.validate_usm_type"><code class="docutils literal notranslate"><span class="pre">validate_usm_type()</span></code></a></li>
-<li><a class="reference internal" href="#dpctl.utils.onetrace_enabled"><code class="docutils literal notranslate"><span class="pre">onetrace_enabled()</span></code></a></li>
-<li><a class="reference internal" href="#dpctl.utils.intel_device_info"><code class="docutils literal notranslate"><span class="pre">intel_device_info()</span></code></a></li>
-<li><a class="reference internal" href="#dpctl.utils.ExecutionPlacementError"><code class="docutils literal notranslate"><span class="pre">ExecutionPlacementError</span></code></a></li>
-</ul>
-</li>
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-</ul>
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-<li class="toctree-l7 has-children"><a class="reference internal" href="libsyclinterface/generated/class_dpctl_syclinterface_dpctl_cpu_selector.html">class dpctl::syclinterface::dpctl_cpu_selector</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of class dpctl::syclinterface::dpctl_cpu_selector</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
-</li>
-<li class="toctree-l7 has-children"><a class="reference internal" href="libsyclinterface/generated/class_dpctl_syclinterface_dpctl_default_selector.html">class dpctl::syclinterface::dpctl_default_selector</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of class dpctl::syclinterface::dpctl_default_selector</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
-</li>
-<li class="toctree-l7 has-children"><a class="reference internal" href="libsyclinterface/generated/class_dpctl_syclinterface_dpctl_device_selector.html">class dpctl::syclinterface::dpctl_device_selector</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of class dpctl::syclinterface::dpctl_device_selector</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
-</li>
-<li class="toctree-l7 has-children"><a class="reference internal" href="libsyclinterface/generated/class_dpctl_syclinterface_dpctl_filter_selector.html">class dpctl::syclinterface::dpctl_filter_selector</a><input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" role="switch" type="checkbox"/><label for="toctree-checkbox-43"><div class="visually-hidden">Toggle navigation of class dpctl::syclinterface::dpctl_filter_selector</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
-</li>
-<li class="toctree-l7 has-children"><a class="reference internal" href="libsyclinterface/generated/class_dpctl_syclinterface_dpctl_gpu_selector.html">class dpctl::syclinterface::dpctl_gpu_selector</a><input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" role="switch" type="checkbox"/><label for="toctree-checkbox-44"><div class="visually-hidden">Toggle navigation of class dpctl::syclinterface::dpctl_gpu_selector</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
-</li>
-</ul>
-</li>
-</ul>
-</li>
-<li class="toctree-l5"><a class="reference internal" href="libsyclinterface/generated/enum_DPCTLGlobalMemCacheType.html">enum DPCTLGlobalMemCacheType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="libsyclinterface/generated/enum_DPCTLKernelArgType.html">enum DPCTLKernelArgType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="libsyclinterface/generated/enum_DPCTLPartitionAffinityDomainType.html">enum DPCTLPartitionAffinityDomainType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="libsyclinterface/generated/enum_DPCTLQueuePropertyType.html">enum DPCTLQueuePropertyType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="libsyclinterface/generated/enum_DPCTLSyclAspectType.html">enum DPCTLSyclAspectType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="libsyclinterface/generated/enum_DPCTLSyclBackendType.html">enum DPCTLSyclBackendType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="libsyclinterface/generated/enum_DPCTLSyclDeviceType.html">enum DPCTLSyclDeviceType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="libsyclinterface/generated/enum_DPCTLSyclEventStatusType.html">enum DPCTLSyclEventStatusType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="libsyclinterface/generated/enum_DPCTLSyclUSMType.html">enum DPCTLSyclUSMType</a></li>
-<li class="toctree-l5 has-children"><a class="reference internal" href="libsyclinterface/generated/struct_MDLocalAccessorTy.html">struct MDLocalAccessorTy</a><input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" role="switch" type="checkbox"/><label for="toctree-checkbox-45"><div class="visually-hidden">Toggle navigation of struct MDLocalAccessorTy</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
-</li>
-</ul>
-</li>
-</ul>
-</li>
-</ul>
-</li>
-<li class="toctree-l2 current current-page"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code> C API</a></li>
-<li class="toctree-l2"><a class="reference internal" href="dpctl_cython.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code> Cython API</a></li>
-<li class="toctree-l2"><a class="reference internal" href="dpctl_pybind11.html">pybind11 API</a></li>
-<li class="toctree-l2"><a class="reference internal" href="dpctl_cmake.html">CMake support</a></li>
-</ul>
-</li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../contributor_guides/index.html">Contributing to <code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a><input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" role="switch" type="checkbox"/><label for="toctree-checkbox-46"><div class="visually-hidden">Toggle navigation of Contributing to dpctl</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l2"><a class="reference internal" href="../contributor_guides/building.html">Building from the Source</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../contributor_guides/building.html#building-the-libsyclinterface-library">Building the libsyclinterface Library</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../contributor_guides/memory_ownership_sycl_interface.html">Working with DPCTLSyclInterface library</a></li>
-</ul>
-</li>
-<li class="toctree-l1"><a class="reference internal" href="../license.html">Licenses</a></li>
-</ul>
-
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-          <section id="dpctl-c-api">
-<span id="dpctl-capi"></span><h1><a class="reference internal" href="dpctl/index.html#module-dpctl" title="dpctl"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a> C API<a class="headerlink" href="#dpctl-c-api" title="Permalink to this heading">¶</a></h1>
-<p><a class="reference internal" href="dpctl/index.html#module-dpctl" title="dpctl"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a> core classes are implemented in Cython. C declarations for Python objects
-corresponding to these classes, as well as their Python types are generated by Cython.</p>
-<section id="exported-typedefs">
-<h2>Exported typedefs<a class="headerlink" href="#exported-typedefs" title="Permalink to this heading">¶</a></h2>
-<dl class="c struct">
-<dt class="sig sig-object c" id="c.PySyclDeviceObject">
-<span class="k"><span class="pre">struct</span></span><span class="w"> </span><span class="sig-name descname"><span class="n"><span class="pre">PySyclDeviceObject</span></span></span><a class="headerlink" href="#c.PySyclDeviceObject" title="Permalink to this definition">¶</a><br /></dt>
-<dd></dd></dl>
-
-<dl class="c struct">
-<dt class="sig sig-object c" id="c.PySyclDeviceType">
-<span class="k"><span class="pre">struct</span></span><span class="w"> </span><span class="sig-name descname"><span class="n"><span class="pre">PySyclDeviceType</span></span></span><a class="headerlink" href="#c.PySyclDeviceType" title="Permalink to this definition">¶</a><br /></dt>
-<dd></dd></dl>
-
-<dl class="c struct">
-<dt class="sig sig-object c" id="c.PySyclContextObject">
-<span class="k"><span class="pre">struct</span></span><span class="w"> </span><span class="sig-name descname"><span class="n"><span class="pre">PySyclContextObject</span></span></span><a class="headerlink" href="#c.PySyclContextObject" title="Permalink to this definition">¶</a><br /></dt>
-<dd></dd></dl>
-
-<dl class="c struct">
-<dt class="sig sig-object c" id="c.PySyclContextType">
-<span class="k"><span class="pre">struct</span></span><span class="w"> </span><span class="sig-name descname"><span class="n"><span class="pre">PySyclContextType</span></span></span><a class="headerlink" href="#c.PySyclContextType" title="Permalink to this definition">¶</a><br /></dt>
-<dd></dd></dl>
-
-<dl class="c struct">
-<dt class="sig sig-object c" id="c.PySyclQueueObject">
-<span class="k"><span class="pre">struct</span></span><span class="w"> </span><span class="sig-name descname"><span class="n"><span class="pre">PySyclQueueObject</span></span></span><a class="headerlink" href="#c.PySyclQueueObject" title="Permalink to this definition">¶</a><br /></dt>
-<dd></dd></dl>
-
-<dl class="c struct">
-<dt class="sig sig-object c" id="c.PySyclQueueType">
-<span class="k"><span class="pre">struct</span></span><span class="w"> </span><span class="sig-name descname"><span class="n"><span class="pre">PySyclQueueType</span></span></span><a class="headerlink" href="#c.PySyclQueueType" title="Permalink to this definition">¶</a><br /></dt>
-<dd></dd></dl>
-
-<dl class="c struct">
-<dt class="sig sig-object c" id="c.PySyclEventObject">
-<span class="k"><span class="pre">struct</span></span><span class="w"> </span><span class="sig-name descname"><span class="n"><span class="pre">PySyclEventObject</span></span></span><a class="headerlink" href="#c.PySyclEventObject" title="Permalink to this definition">¶</a><br /></dt>
-<dd></dd></dl>
-
-<dl class="c struct">
-<dt class="sig sig-object c" id="c.PySyclEventType">
-<span class="k"><span class="pre">struct</span></span><span class="w"> </span><span class="sig-name descname"><span class="n"><span class="pre">PySyclEventType</span></span></span><a class="headerlink" href="#c.PySyclEventType" title="Permalink to this definition">¶</a><br /></dt>
-<dd></dd></dl>
-
-<dl class="c struct">
-<dt class="sig sig-object c" id="c.Py_MemoryObject">
-<span class="k"><span class="pre">struct</span></span><span class="w"> </span><span class="sig-name descname"><span class="n"><span class="pre">Py_MemoryObject</span></span></span><a class="headerlink" href="#c.Py_MemoryObject" title="Permalink to this definition">¶</a><br /></dt>
-<dd></dd></dl>
-
-<dl class="c struct">
-<dt class="sig sig-object c" id="c.Py_MemoryType">
-<span class="k"><span class="pre">struct</span></span><span class="w"> </span><span class="sig-name descname"><span class="n"><span class="pre">Py_MemoryType</span></span></span><a class="headerlink" href="#c.Py_MemoryType" title="Permalink to this definition">¶</a><br /></dt>
-<dd></dd></dl>
-
-<dl class="c struct">
-<dt class="sig sig-object c" id="c.PyUSMArrayObject">
-<span class="k"><span class="pre">struct</span></span><span class="w"> </span><span class="sig-name descname"><span class="n"><span class="pre">PyUSMArrayObject</span></span></span><a class="headerlink" href="#c.PyUSMArrayObject" title="Permalink to this definition">¶</a><br /></dt>
-<dd></dd></dl>
-
-<dl class="c struct">
-<dt class="sig sig-object c" id="c.PyUSMArrayType">
-<span class="k"><span class="pre">struct</span></span><span class="w"> </span><span class="sig-name descname"><span class="n"><span class="pre">PyUSMArrayType</span></span></span><a class="headerlink" href="#c.PyUSMArrayType" title="Permalink to this definition">¶</a><br /></dt>
-<dd></dd></dl>
-
-<dl class="c struct">
-<dt class="sig sig-object c" id="c.PySyclKernelObject">
-<span class="k"><span class="pre">struct</span></span><span class="w"> </span><span class="sig-name descname"><span class="n"><span class="pre">PySyclKernelObject</span></span></span><a class="headerlink" href="#c.PySyclKernelObject" title="Permalink to this definition">¶</a><br /></dt>
-<dd></dd></dl>
-
-<dl class="c struct">
-<dt class="sig sig-object c" id="c.PySyclKernelType">
-<span class="k"><span class="pre">struct</span></span><span class="w"> </span><span class="sig-name descname"><span class="n"><span class="pre">PySyclKernelType</span></span></span><a class="headerlink" href="#c.PySyclKernelType" title="Permalink to this definition">¶</a><br /></dt>
-<dd></dd></dl>
-
-<dl class="c struct">
-<dt class="sig sig-object c" id="c.PySyclProgramObject">
-<span class="k"><span class="pre">struct</span></span><span class="w"> </span><span class="sig-name descname"><span class="n"><span class="pre">PySyclProgramObject</span></span></span><a class="headerlink" href="#c.PySyclProgramObject" title="Permalink to this definition">¶</a><br /></dt>
-<dd></dd></dl>
-
-<dl class="c struct">
-<dt class="sig sig-object c" id="c.PySyclProgramType">
-<span class="k"><span class="pre">struct</span></span><span class="w"> </span><span class="sig-name descname"><span class="n"><span class="pre">PySyclProgramType</span></span></span><a class="headerlink" href="#c.PySyclProgramType" title="Permalink to this definition">¶</a><br /></dt>
-<dd></dd></dl>
-
-<p>To check whether a particular Python object is an instance of <a class="reference internal" href="dpctl/generated/dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>:</p>
-<div class="literal-block-wrapper docutils container" id="id1">
-<div class="code-block-caption"><span class="caption-text">Check if an object is of type <a class="reference internal" href="#c.PySyclQueueType" title="PySyclQueueType"><code class="xref c c-struct docutils literal notranslate"><span class="pre">PySyclQueueType</span></code></a></span><a class="headerlink" href="#id1" title="Permalink to this code">¶</a></div>
-<div class="highlight-C notranslate"><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;Python.h&quot;</span>
-<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;dpctl_capi.h&quot;</span>
-
-<span class="kt">int</span><span class="w"> </span><span class="nf">PySyclQueue_Check</span><span class="p">(</span><span class="n">PyObject</span><span class="w"> </span><span class="o">*</span><span class="n">o</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
-<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="n">PyObject_TypeCheck</span><span class="p">(</span><span class="n">o</span><span class="p">,</span><span class="w"> </span><span class="o">&amp;</span><span class="n">PySyclQueueType</span><span class="p">);</span>
-<span class="p">}</span>
-</pre></div>
-</div>
-</div>
-</section>
-<section id="api-for-pysycldeviceobject">
-<h2>API for <a class="reference internal" href="#c.PySyclDeviceObject" title="PySyclDeviceObject"><code class="xref c c-struct docutils literal notranslate"><span class="pre">PySyclDeviceObject</span></code></a><a class="headerlink" href="#api-for-pysycldeviceobject" title="Permalink to this heading">¶</a></h2>
-<dl class="c function">
-<dt class="sig sig-object c" id="c.SyclDevice_GetDeviceRef">
-<span class="n"><span class="pre">DPCTLSyclDeviceRef</span></span><span class="w"> </span><span class="sig-name descname"><span class="n"><span class="pre">SyclDevice_GetDeviceRef</span></span></span><span class="sig-paren">(</span><span class="k"><span class="pre">struct</span></span><span class="w"> </span><a class="reference internal" href="#c.PySyclDeviceObject" title="PySyclDeviceObject"><span class="n"><span class="pre">PySyclDeviceObject</span></span></a><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">o</span></span><span class="sig-paren">)</span><a class="headerlink" href="#c.SyclDevice_GetDeviceRef" title="Permalink to this definition">¶</a><br /></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>o</strong> – Input object</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>borrowed instance of <code class="xref c c-struct docutils literal notranslate"><span class="pre">DPCTLSyclDeviceRef</span></code></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="c function">
-<dt class="sig sig-object c" id="c.SyclDevice_Make">
-<span class="k"><span class="pre">struct</span></span><span class="w"> </span><a class="reference internal" href="#c.PySyclDeviceObject" title="PySyclDeviceObject"><span class="n"><span class="pre">PySyclDeviceObject</span></span></a><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="sig-name descname"><span class="n"><span class="pre">SyclDevice_Make</span></span></span><span class="sig-paren">(</span><span class="n"><span class="pre">DPCTLSyclDeviceRef</span></span><span class="w"> </span><span class="n"><span class="pre">DRef</span></span><span class="sig-paren">)</span><a class="headerlink" href="#c.SyclDevice_Make" title="Permalink to this definition">¶</a><br /></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>DRef</strong> – instance of <code class="xref c c-struct docutils literal notranslate"><span class="pre">DPCTLSyclDeviceRef</span></code></p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>new Python object of type <a class="reference internal" href="#c.PySyclDeviceType" title="PySyclDeviceType"><code class="xref c c-struct docutils literal notranslate"><span class="pre">PySyclDeviceType</span></code></a></p>
-</dd>
-</dl>
-<p>Note that function does not change the ownership of the <code class="docutils literal notranslate"><span class="pre">DRef</span></code> instance and
-the caller remains responsible for freeing <code class="docutils literal notranslate"><span class="pre">DRef</span></code> as appropriate.</p>
-</dd></dl>
-
-</section>
-<section id="api-for-pysyclcontextobject">
-<h2>API for <a class="reference internal" href="#c.PySyclContextObject" title="PySyclContextObject"><code class="xref c c-struct docutils literal notranslate"><span class="pre">PySyclContextObject</span></code></a><a class="headerlink" href="#api-for-pysyclcontextobject" title="Permalink to this heading">¶</a></h2>
-<dl class="c function">
-<dt class="sig sig-object c" id="c.SyclContext_GetContextRef">
-<span class="n"><span class="pre">DPCTLSyclContextRef</span></span><span class="w"> </span><span class="sig-name descname"><span class="n"><span class="pre">SyclContext_GetContextRef</span></span></span><span class="sig-paren">(</span><span class="k"><span class="pre">struct</span></span><span class="w"> </span><a class="reference internal" href="#c.PySyclContextObject" title="PySyclContextObject"><span class="n"><span class="pre">PySyclContextObject</span></span></a><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">o</span></span><span class="sig-paren">)</span><a class="headerlink" href="#c.SyclContext_GetContextRef" title="Permalink to this definition">¶</a><br /></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>o</strong> – Input object</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>borrowed instance of <code class="xref c c-struct docutils literal notranslate"><span class="pre">DPCTLSyclContextRef</span></code></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="c function">
-<dt class="sig sig-object c" id="c.SyclContext_Make">
-<span class="k"><span class="pre">struct</span></span><span class="w"> </span><a class="reference internal" href="#c.PySyclContextObject" title="PySyclContextObject"><span class="n"><span class="pre">PySyclContextObject</span></span></a><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="sig-name descname"><span class="n"><span class="pre">SyclContext_Make</span></span></span><span class="sig-paren">(</span><span class="n"><span class="pre">DPCTLSyclContextRef</span></span><span class="w"> </span><span class="n"><span class="pre">CRef</span></span><span class="sig-paren">)</span><a class="headerlink" href="#c.SyclContext_Make" title="Permalink to this definition">¶</a><br /></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>CRef</strong> – instance of <code class="xref c c-struct docutils literal notranslate"><span class="pre">DPCTLSyclContextRef</span></code></p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>new Python object of type <a class="reference internal" href="#c.PySyclContextType" title="PySyclContextType"><code class="xref c c-struct docutils literal notranslate"><span class="pre">PySyclContextType</span></code></a></p>
-</dd>
-</dl>
-<p>Note that function does not change the ownership of the <code class="docutils literal notranslate"><span class="pre">CRef</span></code> instance and
-the caller remains responsible for freeing <code class="docutils literal notranslate"><span class="pre">CRef</span></code> as appropriate.</p>
-</dd></dl>
-
-</section>
-<section id="api-for-pysyclqueueobject">
-<h2>API for <a class="reference internal" href="#c.PySyclQueueObject" title="PySyclQueueObject"><code class="xref c c-struct docutils literal notranslate"><span class="pre">PySyclQueueObject</span></code></a><a class="headerlink" href="#api-for-pysyclqueueobject" title="Permalink to this heading">¶</a></h2>
-<dl class="c function">
-<dt class="sig sig-object c" id="c.SyclQueue_GetQueueRef">
-<span class="n"><span class="pre">DPCTLSyclQueueRef</span></span><span class="w"> </span><span class="sig-name descname"><span class="n"><span class="pre">SyclQueue_GetQueueRef</span></span></span><span class="sig-paren">(</span><span class="k"><span class="pre">struct</span></span><span class="w"> </span><a class="reference internal" href="#c.PySyclQueueObject" title="PySyclQueueObject"><span class="n"><span class="pre">PySyclQueueObject</span></span></a><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">o</span></span><span class="sig-paren">)</span><a class="headerlink" href="#c.SyclQueue_GetQueueRef" title="Permalink to this definition">¶</a><br /></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>o</strong> – Input object</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>borrowed instance of <code class="xref c c-struct docutils literal notranslate"><span class="pre">DPCTLSyclQueueRef</span></code></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="c function">
-<dt class="sig sig-object c" id="c.SyclQueue_Make">
-<span class="k"><span class="pre">struct</span></span><span class="w"> </span><a class="reference internal" href="#c.PySyclQueueObject" title="PySyclQueueObject"><span class="n"><span class="pre">PySyclQueueObject</span></span></a><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="sig-name descname"><span class="n"><span class="pre">SyclQueue_Make</span></span></span><span class="sig-paren">(</span><span class="n"><span class="pre">DPCTLSyclQueueRef</span></span><span class="w"> </span><span class="n"><span class="pre">QRef</span></span><span class="sig-paren">)</span><a class="headerlink" href="#c.SyclQueue_Make" title="Permalink to this definition">¶</a><br /></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>QRef</strong> – instance of <code class="xref c c-struct docutils literal notranslate"><span class="pre">DPCTLSyclQueueRef</span></code></p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>new Python object of type <a class="reference internal" href="#c.PySyclQueueType" title="PySyclQueueType"><code class="xref c c-struct docutils literal notranslate"><span class="pre">PySyclQueueType</span></code></a></p>
-</dd>
-</dl>
-<p>Note that function does not change the ownership of the <code class="docutils literal notranslate"><span class="pre">QRef</span></code> instance and
-the caller remains responsible for freeing <code class="docutils literal notranslate"><span class="pre">QRef</span></code> as appropriate.</p>
-</dd></dl>
-
-</section>
-<section id="api-for-pysycleventobject">
-<h2>API for <a class="reference internal" href="#c.PySyclEventObject" title="PySyclEventObject"><code class="xref c c-struct docutils literal notranslate"><span class="pre">PySyclEventObject</span></code></a><a class="headerlink" href="#api-for-pysycleventobject" title="Permalink to this heading">¶</a></h2>
-<dl class="c function">
-<dt class="sig sig-object c" id="c.SyclEvent_GetEventRef">
-<span class="n"><span class="pre">DPCTLSyclEventRef</span></span><span class="w"> </span><span class="sig-name descname"><span class="n"><span class="pre">SyclEvent_GetEventRef</span></span></span><span class="sig-paren">(</span><span class="k"><span class="pre">struct</span></span><span class="w"> </span><a class="reference internal" href="#c.PySyclEventObject" title="PySyclEventObject"><span class="n"><span class="pre">PySyclEventObject</span></span></a><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">o</span></span><span class="sig-paren">)</span><a class="headerlink" href="#c.SyclEvent_GetEventRef" title="Permalink to this definition">¶</a><br /></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>o</strong> – Input object</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>borrowed instance of <code class="xref c c-struct docutils literal notranslate"><span class="pre">DPCTLSyclEventRef</span></code></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="c function">
-<dt class="sig sig-object c" id="c.SyclEvent_Make">
-<span class="k"><span class="pre">struct</span></span><span class="w"> </span><a class="reference internal" href="#c.PySyclEventObject" title="PySyclEventObject"><span class="n"><span class="pre">PySyclEventObject</span></span></a><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="sig-name descname"><span class="n"><span class="pre">SyclEvent_Make</span></span></span><span class="sig-paren">(</span><span class="n"><span class="pre">DPCTLSyclEventRef</span></span><span class="w"> </span><span class="n"><span class="pre">ERef</span></span><span class="sig-paren">)</span><a class="headerlink" href="#c.SyclEvent_Make" title="Permalink to this definition">¶</a><br /></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>ERef</strong> – instance of <code class="xref c c-struct docutils literal notranslate"><span class="pre">DPCTLSyclEventRef</span></code></p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>new Python object of type <a class="reference internal" href="#c.PySyclEventType" title="PySyclEventType"><code class="xref c c-struct docutils literal notranslate"><span class="pre">PySyclEventType</span></code></a></p>
-</dd>
-</dl>
-<p>Note that function does not change the ownership of the <code class="docutils literal notranslate"><span class="pre">ERef</span></code> instance and
-the caller remains responsible for freeing <code class="docutils literal notranslate"><span class="pre">ERef</span></code> as appropriate.</p>
-</dd></dl>
-
-</section>
-<section id="api-for-py-memoryobject">
-<h2>API for <a class="reference internal" href="#c.Py_MemoryObject" title="Py_MemoryObject"><code class="xref c c-struct docutils literal notranslate"><span class="pre">Py_MemoryObject</span></code></a><a class="headerlink" href="#api-for-py-memoryobject" title="Permalink to this heading">¶</a></h2>
-<dl class="c function">
-<dt class="sig sig-object c" id="c.Memory_GetUsmPointer">
-<span class="n"><span class="pre">DPCTLSyclUSMRef</span></span><span class="w"> </span><span class="sig-name descname"><span class="n"><span class="pre">Memory_GetUsmPointer</span></span></span><span class="sig-paren">(</span><span class="k"><span class="pre">struct</span></span><span class="w"> </span><a class="reference internal" href="#c.Py_MemoryObject" title="Py_MemoryObject"><span class="n"><span class="pre">Py_MemoryObject</span></span></a><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">o</span></span><span class="sig-paren">)</span><a class="headerlink" href="#c.Memory_GetUsmPointer" title="Permalink to this definition">¶</a><br /></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>o</strong> – Input object</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Opaque pointer to USM allocation represented by Python object.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="c function">
-<dt class="sig sig-object c" id="c.Memory_GetSyclContext">
-<span class="n"><span class="pre">DPCTLSyclContextRef</span></span><span class="w"> </span><span class="sig-name descname"><span class="n"><span class="pre">Memory_GetSyclContext</span></span></span><span class="sig-paren">(</span><span class="k"><span class="pre">struct</span></span><span class="w"> </span><a class="reference internal" href="#c.Py_MemoryObject" title="Py_MemoryObject"><span class="n"><span class="pre">Py_MemoryObject</span></span></a><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">o</span></span><span class="sig-paren">)</span><a class="headerlink" href="#c.Memory_GetSyclContext" title="Permalink to this definition">¶</a><br /></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>o</strong> – Input object</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Returns borrowed instance of <code class="xref c c-struct docutils literal notranslate"><span class="pre">PySyclContextRef</span></code> corresponding
-to <code class="docutils literal notranslate"><span class="pre">sycl::context</span></code> to which USM allocation represented by input Python object
-is bound.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="c function">
-<dt class="sig sig-object c" id="c.Memory_GetSyclQueue">
-<span class="n"><span class="pre">DPCTLSyclQueueRef</span></span><span class="w"> </span><span class="sig-name descname"><span class="n"><span class="pre">Memory_GetSyclQueue</span></span></span><span class="sig-paren">(</span><span class="k"><span class="pre">struct</span></span><span class="w"> </span><a class="reference internal" href="#c.Py_MemoryObject" title="Py_MemoryObject"><span class="n"><span class="pre">Py_MemoryObject</span></span></a><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">o</span></span><span class="sig-paren">)</span><a class="headerlink" href="#c.Memory_GetSyclQueue" title="Permalink to this definition">¶</a><br /></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>o</strong> – Input object</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Returns borrowed instance of <code class="xref c c-struct docutils literal notranslate"><span class="pre">PySyclQueueRef</span></code> corresponding
-to <code class="docutils literal notranslate"><span class="pre">sycl::queue</span></code> associated with input Python object.</p>
-</dd>
-</dl>
-<p>The <code class="docutils literal notranslate"><span class="pre">sycl::queue</span></code> uses the same <code class="docutils literal notranslate"><span class="pre">sycl::context</span></code> to which the USM allocation
-represented by input Python object is bound.</p>
-</dd></dl>
-
-<dl class="c function">
-<dt class="sig sig-object c" id="c.Memory_GetNumBytes">
-<span class="n"><span class="pre">size_t</span></span><span class="w"> </span><span class="sig-name descname"><span class="n"><span class="pre">Memory_GetNumBytes</span></span></span><span class="sig-paren">(</span><span class="k"><span class="pre">struct</span></span><span class="w"> </span><a class="reference internal" href="#c.Py_MemoryObject" title="Py_MemoryObject"><span class="n"><span class="pre">Py_MemoryObject</span></span></a><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">o</span></span><span class="sig-paren">)</span><a class="headerlink" href="#c.Memory_GetNumBytes" title="Permalink to this definition">¶</a><br /></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>o</strong> – Input object</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Size of USM allocation in bytes.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="c function">
-<dt class="sig sig-object c" id="c.Memory_Make">
-<span class="k"><span class="pre">struct</span></span><span class="w"> </span><a class="reference internal" href="#c.Py_MemoryObject" title="Py_MemoryObject"><span class="n"><span class="pre">Py_MemoryObject</span></span></a><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="sig-name descname"><span class="n"><span class="pre">Memory_Make</span></span></span><span class="sig-paren">(</span><span class="n"><span class="pre">DPCTLSyclUSMRef</span></span><span class="w"> </span><span class="n"><span class="pre">ptr</span></span>, <span class="n"><span class="pre">size_t</span></span><span class="w"> </span><span class="n"><span class="pre">nbytes</span></span>, <span class="n"><span class="pre">DPCTLSyclQueueRef</span></span><span class="w"> </span><span class="n"><span class="pre">QRef</span></span>, <a class="reference external" href="https://docs.python.org/3/c-api/structures.html#c.PyObject" title="(in Python v3.13)"><span class="n"><span class="pre">PyObject</span></span></a><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">owner</span></span><span class="sig-paren">)</span><a class="headerlink" href="#c.Memory_Make" title="Permalink to this definition">¶</a><br /></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>ptr</strong> – Opaque pointer in unified address space</p></li>
-<li><p><strong>nbytes</strong> – The size of allocation in bytes</p></li>
-<li><p><strong>QRef</strong> – instance of <code class="xref c c-struct docutils literal notranslate"><span class="pre">PySyclQueueRef</span></code> corresponding
-to <code class="docutils literal notranslate"><span class="pre">sycl::queue</span></code> to be associated with this allocation</p></li>
-<li><p><strong>owner</strong> – Python object instance whose deleter triggers freeing of this USM allocation. Specify <cite>owner=None</cite>
-to pass ownership to created Python memory object, which will use <code class="docutils literal notranslate"><span class="pre">sycl::free(ptr,</span> <span class="pre">sycl_queue)</span></code> for
-deallocation.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="c function">
-<dt class="sig sig-object c" id="c.Memory_GetOpaquePointer">
-<span class="kt"><span class="pre">void</span></span><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="sig-name descname"><span class="n"><span class="pre">Memory_GetOpaquePointer</span></span></span><span class="sig-paren">(</span><span class="k"><span class="pre">struct</span></span><span class="w"> </span><a class="reference internal" href="#c.Py_MemoryObject" title="Py_MemoryObject"><span class="n"><span class="pre">Py_MemoryObject</span></span></a><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">o</span></span><span class="sig-paren">)</span><a class="headerlink" href="#c.Memory_GetOpaquePointer" title="Permalink to this definition">¶</a><br /></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>o</strong> – Input object</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Returns opaque pointer to <cite>std::shared_ptr&lt;void&gt;</cite> which manages the USM allocation,
-or a <cite>nullptr</cite> if the USM allocation represented by <cite>o</cite> is not managed by the smart
-pointer.</p>
-</dd>
-</dl>
-</dd></dl>
-
-</section>
-<section id="api-for-pyusmarrayobject">
-<h2>API for <a class="reference internal" href="#c.PyUSMArrayObject" title="PyUSMArrayObject"><code class="xref c c-struct docutils literal notranslate"><span class="pre">PyUSMArrayObject</span></code></a><a class="headerlink" href="#api-for-pyusmarrayobject" title="Permalink to this heading">¶</a></h2>
-<dl class="c function">
-<dt class="sig sig-object c" id="c.UsmNDArray_GetData">
-<span class="kt"><span class="pre">char</span></span><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="sig-name descname"><span class="n"><span class="pre">UsmNDArray_GetData</span></span></span><span class="sig-paren">(</span><span class="k"><span class="pre">struct</span></span><span class="w"> </span><a class="reference internal" href="#c.PyUSMArrayObject" title="PyUSMArrayObject"><span class="n"><span class="pre">PyUSMArrayObject</span></span></a><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">arr</span></span><span class="sig-paren">)</span><a class="headerlink" href="#c.UsmNDArray_GetData" title="Permalink to this definition">¶</a><br /></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>arr</strong> – Input object</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Pointer to array element referred to by all-zeros multi-index.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="c function">
-<dt class="sig sig-object c" id="c.UsmNDArray_GetNDim">
-<span class="kt"><span class="pre">int</span></span><span class="w"> </span><span class="sig-name descname"><span class="n"><span class="pre">UsmNDArray_GetNDim</span></span></span><span class="sig-paren">(</span><span class="k"><span class="pre">struct</span></span><span class="w"> </span><a class="reference internal" href="#c.PyUSMArrayObject" title="PyUSMArrayObject"><span class="n"><span class="pre">PyUSMArrayObject</span></span></a><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">arr</span></span><span class="sig-paren">)</span><a class="headerlink" href="#c.UsmNDArray_GetNDim" title="Permalink to this definition">¶</a><br /></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>arr</strong> – Input object</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Number of indices required to uniquely specify element of this array</p>
-</dd>
-</dl>
-<p>The returned value is also known as array dimensionality or array rank.</p>
-</dd></dl>
-
-<dl class="c function">
-<dt class="sig sig-object c" id="c.UsmNDArray_GetShape">
-<a class="reference external" href="https://docs.python.org/3/c-api/intro.html#c.Py_ssize_t" title="(in Python v3.13)"><span class="n"><span class="pre">Py_ssize_t</span></span></a><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="sig-name descname"><span class="n"><span class="pre">UsmNDArray_GetShape</span></span></span><span class="sig-paren">(</span><span class="k"><span class="pre">struct</span></span><span class="w"> </span><a class="reference internal" href="#c.PyUSMArrayObject" title="PyUSMArrayObject"><span class="n"><span class="pre">PyUSMArrayObject</span></span></a><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">arr</span></span><span class="sig-paren">)</span><a class="headerlink" href="#c.UsmNDArray_GetShape" title="Permalink to this definition">¶</a><br /></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>arr</strong> – Input object</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Pointer to array of sizes of array along each dimension.</p>
-</dd>
-</dl>
-<p>The array has at least as many elements as returned by <a class="reference internal" href="#c.UsmNDArray_GetNDim" title="UsmNDArray_GetNDim"><code class="xref c c-func docutils literal notranslate"><span class="pre">UsmNDArray_GetNDim()</span></code></a>
-applied to input object <code class="docutils literal notranslate"><span class="pre">arr</span></code>.</p>
-</dd></dl>
-
-<dl class="c function">
-<dt class="sig sig-object c" id="c.UsmNDArray_GetStrides">
-<a class="reference external" href="https://docs.python.org/3/c-api/intro.html#c.Py_ssize_t" title="(in Python v3.13)"><span class="n"><span class="pre">Py_ssize_t</span></span></a><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="sig-name descname"><span class="n"><span class="pre">UsmNDArray_GetStrides</span></span></span><span class="sig-paren">(</span><span class="k"><span class="pre">struct</span></span><span class="w"> </span><a class="reference internal" href="#c.PyUSMArrayObject" title="PyUSMArrayObject"><span class="n"><span class="pre">PyUSMArrayObject</span></span></a><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">arr</span></span><span class="sig-paren">)</span><a class="headerlink" href="#c.UsmNDArray_GetStrides" title="Permalink to this definition">¶</a><br /></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>arr</strong> – Input object</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Pointer to array of strides of array along each dimension.</p>
-</dd>
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>NULL if array is C- or F-contiguous.</p>
-</dd>
-</dl>
-<p>The array has at least as many elements as returned by <a class="reference internal" href="#c.UsmNDArray_GetNDim" title="UsmNDArray_GetNDim"><code class="xref c c-func docutils literal notranslate"><span class="pre">UsmNDArray_GetNDim()</span></code></a>
-applied to input object <code class="docutils literal notranslate"><span class="pre">arr</span></code>.</p>
-</dd></dl>
-
-<dl class="c function">
-<dt class="sig sig-object c" id="c.UsmNDarray_GetTypenum">
-<span class="kt"><span class="pre">int</span></span><span class="w"> </span><span class="sig-name descname"><span class="n"><span class="pre">UsmNDarray_GetTypenum</span></span></span><span class="sig-paren">(</span><span class="k"><span class="pre">struct</span></span><span class="w"> </span><a class="reference internal" href="#c.PyUSMArrayObject" title="PyUSMArrayObject"><span class="n"><span class="pre">PyUSMArrayObject</span></span></a><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">arr</span></span><span class="sig-paren">)</span><a class="headerlink" href="#c.UsmNDarray_GetTypenum" title="Permalink to this definition">¶</a><br /></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>arr</strong> – Input object</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An integer encoding the type of array elements.</p>
-</dd>
-</dl>
-<p>The encoding is consistent with that integral values corresponding to enums
-used by <a class="reference external" href="https://numpy.org/doc/stable/reference/index.html#module-numpy" title="(in NumPy v2.2)"><code class="xref py py-mod docutils literal notranslate"><span class="pre">numpy</span></code></a>. See <a class="reference external" href="https://numpy.org/doc/stable/reference/c-api/dtype.html#enumerated-types">NumPy Dtype C-API</a>.</p>
-</dd></dl>
-
-<dl class="c function">
-<dt class="sig sig-object c" id="c.UsmNDarray_GetElementSize">
-<span class="kt"><span class="pre">int</span></span><span class="w"> </span><span class="sig-name descname"><span class="n"><span class="pre">UsmNDarray_GetElementSize</span></span></span><span class="sig-paren">(</span><span class="k"><span class="pre">struct</span></span><span class="w"> </span><a class="reference internal" href="#c.PyUSMArrayObject" title="PyUSMArrayObject"><span class="n"><span class="pre">PyUSMArrayObject</span></span></a><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">arr</span></span><span class="sig-paren">)</span><a class="headerlink" href="#c.UsmNDarray_GetElementSize" title="Permalink to this definition">¶</a><br /></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>arr</strong> – Input object</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Size of single element of the array in bytes.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="c function">
-<dt class="sig sig-object c" id="c.UsmNDarray_GetFlags">
-<span class="kt"><span class="pre">int</span></span><span class="w"> </span><span class="sig-name descname"><span class="n"><span class="pre">UsmNDarray_GetFlags</span></span></span><span class="sig-paren">(</span><span class="k"><span class="pre">struct</span></span><span class="w"> </span><a class="reference internal" href="#c.PyUSMArrayObject" title="PyUSMArrayObject"><span class="n"><span class="pre">PyUSMArrayObject</span></span></a><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">arr</span></span><span class="sig-paren">)</span><a class="headerlink" href="#c.UsmNDarray_GetFlags" title="Permalink to this definition">¶</a><br /></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>arr</strong> – Input object</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An integer encoding flags attribute of the array.</p>
-</dd>
-</dl>
-<p>The flag encodes whether the array is C-contiguous, F-contiguous,
-whether it is read-only, or can be modified.</p>
-</dd></dl>
-
-<dl class="c function">
-<dt class="sig sig-object c" id="c.UsmNDarray_GetQueueRef">
-<span class="n"><span class="pre">DPCTLSyclQueueRef</span></span><span class="w"> </span><span class="sig-name descname"><span class="n"><span class="pre">UsmNDarray_GetQueueRef</span></span></span><span class="sig-paren">(</span><span class="k"><span class="pre">struct</span></span><span class="w"> </span><a class="reference internal" href="#c.PyUSMArrayObject" title="PyUSMArrayObject"><span class="n"><span class="pre">PyUSMArrayObject</span></span></a><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">arr</span></span><span class="sig-paren">)</span><a class="headerlink" href="#c.UsmNDarray_GetQueueRef" title="Permalink to this definition">¶</a><br /></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>arr</strong> – Input object</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A borrowed instance of <code class="xref c c-struct docutils literal notranslate"><span class="pre">DPCTLSyclQueueRef</span></code></p>
-</dd>
-</dl>
-<p>The returned value corresponds to <code class="docutils literal notranslate"><span class="pre">sycl::queue</span></code> associated with underlying
-USM allocation.</p>
-</dd></dl>
-
-<dl class="c function">
-<dt class="sig sig-object c" id="c.UsmNDArray_GetOffset">
-<a class="reference external" href="https://docs.python.org/3/c-api/intro.html#c.Py_ssize_t" title="(in Python v3.13)"><span class="n"><span class="pre">Py_ssize_t</span></span></a><span class="w"> </span><span class="sig-name descname"><span class="n"><span class="pre">UsmNDArray_GetOffset</span></span></span><span class="sig-paren">(</span><span class="k"><span class="pre">struct</span></span><span class="w"> </span><a class="reference internal" href="#c.PyUSMArrayObject" title="PyUSMArrayObject"><span class="n"><span class="pre">PyUSMArrayObject</span></span></a><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">arr</span></span><span class="sig-paren">)</span><a class="headerlink" href="#c.UsmNDArray_GetOffset" title="Permalink to this definition">¶</a><br /></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>arr</strong> – Input object</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Offset of zero multi-index array element from the beginning of
-the USM allocation.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="c function">
-<dt class="sig sig-object c" id="c.UsmNDArray_GetUSMData">
-<a class="reference external" href="https://docs.python.org/3/c-api/structures.html#c.PyObject" title="(in Python v3.13)"><span class="n"><span class="pre">PyObject</span></span></a><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="sig-name descname"><span class="n"><span class="pre">UsmNDArray_GetUSMData</span></span></span><span class="sig-paren">(</span><span class="k"><span class="pre">struct</span></span><span class="w"> </span><a class="reference internal" href="#c.PyUSMArrayObject" title="PyUSMArrayObject"><span class="n"><span class="pre">PyUSMArrayObject</span></span></a><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">arr</span></span><span class="sig-paren">)</span><a class="headerlink" href="#c.UsmNDArray_GetUSMData" title="Permalink to this definition">¶</a><br /></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>arr</strong> – Input object</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Python memory object underlying input array <cite>arr</cite>.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="c function">
-<dt class="sig sig-object c" id="c.UsmNDArray_SetWritableFlag">
-<span class="kt"><span class="pre">void</span></span><span class="w"> </span><span class="sig-name descname"><span class="n"><span class="pre">UsmNDArray_SetWritableFlag</span></span></span><span class="sig-paren">(</span><span class="k"><span class="pre">struct</span></span><span class="w"> </span><a class="reference internal" href="#c.PyUSMArrayObject" title="PyUSMArrayObject"><span class="n"><span class="pre">PyUSMArrayObject</span></span></a><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">arr</span></span>, <span class="kt"><span class="pre">int</span></span><span class="w"> </span><span class="n"><span class="pre">flag</span></span><span class="sig-paren">)</span><a class="headerlink" href="#c.UsmNDArray_SetWritableFlag" title="Permalink to this definition">¶</a><br /></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>arr</strong> – Input object</p></li>
-<li><p><strong>flags</strong> – Whether to set writable flag of the array to read-only, or to writable.</p></li>
-</ul>
-</dd>
-</dl>
-<p>Non-zero value of <code class="docutils literal notranslate"><span class="pre">flag</span></code> parameter sets the array flag bit to writable, a zero-value
-of <code class="docutils literal notranslate"><span class="pre">flag</span></code> parameter sets the flag bit of the array to read-only.</p>
-</dd></dl>
-
-<dl class="c function">
-<dt class="sig sig-object c" id="c.UsmNDArray_MakeSimpleFromMemory">
-<a class="reference external" href="https://docs.python.org/3/c-api/structures.html#c.PyObject" title="(in Python v3.13)"><span class="n"><span class="pre">PyObject</span></span></a><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="sig-name descname"><span class="n"><span class="pre">UsmNDArray_MakeSimpleFromMemory</span></span></span><span class="sig-paren">(</span><span class="kt"><span class="pre">int</span></span><span class="w"> </span><span class="n"><span class="pre">nd</span></span>, <span class="k"><span class="pre">const</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/c-api/intro.html#c.Py_ssize_t" title="(in Python v3.13)"><span class="n"><span class="pre">Py_ssize_t</span></span></a><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">shape</span></span>, <span class="kt"><span class="pre">int</span></span><span class="w"> </span><span class="n"><span class="pre">typenum</span></span>, <span class="k"><span class="pre">struct</span></span><span class="w"> </span><a class="reference internal" href="#c.Py_MemoryObject" title="Py_MemoryObject"><span class="n"><span class="pre">Py_MemoryObject</span></span></a><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">mobj</span></span>, <a class="reference external" href="https://docs.python.org/3/c-api/intro.html#c.Py_ssize_t" title="(in Python v3.13)"><span class="n"><span class="pre">Py_ssize_t</span></span></a><span class="w"> </span><span class="n"><span class="pre">offset</span></span>, <span class="kt"><span class="pre">char</span></span><span class="w"> </span><span class="n"><span class="pre">order</span></span><span class="sig-paren">)</span><a class="headerlink" href="#c.UsmNDArray_MakeSimpleFromMemory" title="Permalink to this definition">¶</a><br /></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>nd</strong> – Dimensionality of array</p></li>
-<li><p><strong>shape</strong> – Array with array sizes for each dimension</p></li>
-<li><p><strong>typenum</strong> – Integer encoding type of array elements</p></li>
-<li><p><strong>mobj</strong> – Python USM memory object</p></li>
-<li><p><strong>offset</strong> – Offset to zero multi-index array element from the beginning of USM allocation</p></li>
-<li><p><strong>order</strong> – Memory layout of the array (‘C’ for C-contiguous or row-major layout, ‘F’ for F-contiguous or column-major layout)</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p><code class="xref py py-class docutils literal notranslate"><span class="pre">usm_ndarray</span></code> instance with contiguous memory layout.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="c function">
-<dt class="sig sig-object c" id="c.UsmNDArray_MakeSimpleFromPtr">
-<a class="reference external" href="https://docs.python.org/3/c-api/structures.html#c.PyObject" title="(in Python v3.13)"><span class="n"><span class="pre">PyObject</span></span></a><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="sig-name descname"><span class="n"><span class="pre">UsmNDArray_MakeSimpleFromPtr</span></span></span><span class="sig-paren">(</span><span class="n"><span class="pre">size_t</span></span><span class="w"> </span><span class="n"><span class="pre">nelems</span></span>, <span class="kt"><span class="pre">int</span></span><span class="w"> </span><span class="n"><span class="pre">typenum</span></span>, <span class="n"><span class="pre">DPCTLSyclUSMRef</span></span><span class="w"> </span><span class="n"><span class="pre">ptr</span></span>, <span class="n"><span class="pre">DPCTLSyclQueueRef</span></span><span class="w"> </span><span class="n"><span class="pre">QRef</span></span>, <a class="reference external" href="https://docs.python.org/3/c-api/structures.html#c.PyObject" title="(in Python v3.13)"><span class="n"><span class="pre">PyObject</span></span></a><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">owner</span></span><span class="sig-paren">)</span><a class="headerlink" href="#c.UsmNDArray_MakeSimpleFromPtr" title="Permalink to this definition">¶</a><br /></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>nelems</strong> – Number of elements in one-dimensional array</p></li>
-<li><p><strong>typenum</strong> – Integer encoding type of array elements</p></li>
-<li><p><strong>ptr</strong> – Opaque pointer to USM allocation</p></li>
-<li><p><strong>QRef</strong> – Instance representing <code class="docutils literal notranslate"><span class="pre">sycl::queue</span></code> to be associated with output array</p></li>
-<li><p><strong>owner</strong> – Python object responsible for deallocation of USM memory</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>One-dimensional <code class="xref py py-class docutils literal notranslate"><span class="pre">usm_ndarray</span></code> instance with contiguous memory layout.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="c function">
-<dt class="sig sig-object c" id="c.UsmNDArray_MakeFromPtr">
-<a class="reference external" href="https://docs.python.org/3/c-api/structures.html#c.PyObject" title="(in Python v3.13)"><span class="n"><span class="pre">PyObject</span></span></a><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="sig-name descname"><span class="n"><span class="pre">UsmNDArray_MakeFromPtr</span></span></span><span class="sig-paren">(</span><span class="kt"><span class="pre">int</span></span><span class="w"> </span><span class="n"><span class="pre">nd</span></span>, <span class="k"><span class="pre">const</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/c-api/intro.html#c.Py_ssize_t" title="(in Python v3.13)"><span class="n"><span class="pre">Py_ssize_t</span></span></a><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">shape</span></span>, <span class="kt"><span class="pre">int</span></span><span class="w"> </span><span class="n"><span class="pre">typenum</span></span>, <span class="k"><span class="pre">const</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/c-api/intro.html#c.Py_ssize_t" title="(in Python v3.13)"><span class="n"><span class="pre">Py_ssize_t</span></span></a><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">strides</span></span>, <span class="n"><span class="pre">DPCTLSyclUSMRef</span></span><span class="w"> </span><span class="n"><span class="pre">ptr</span></span>, <span class="n"><span class="pre">DPCTLSyclQueueRef</span></span><span class="w"> </span><span class="n"><span class="pre">QRef</span></span>, <a class="reference external" href="https://docs.python.org/3/c-api/intro.html#c.Py_ssize_t" title="(in Python v3.13)"><span class="n"><span class="pre">Py_ssize_t</span></span></a><span class="w"> </span><span class="n"><span class="pre">offset</span></span>, <a class="reference external" href="https://docs.python.org/3/c-api/structures.html#c.PyObject" title="(in Python v3.13)"><span class="n"><span class="pre">PyObject</span></span></a><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">owner</span></span><span class="sig-paren">)</span><a class="headerlink" href="#c.UsmNDArray_MakeFromPtr" title="Permalink to this definition">¶</a><br /></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>nd</strong> – Number of axis in output array</p></li>
-<li><p><strong>shape</strong> – Array of dimensional along each axis</p></li>
-<li><p><strong>typenum</strong> – Integer encoding type of array elements</p></li>
-<li><p><strong>stride</strong> – Array of strides for each axis</p></li>
-<li><p><strong>ptr</strong> – Opaque pointer to USM allocation</p></li>
-<li><p><strong>QRef</strong> – Instance representing <code class="docutils literal notranslate"><span class="pre">sycl::queue</span></code> to be associated with output array</p></li>
-<li><p><strong>offset</strong> – Offset to zero multi-index array element from the beginning of USM allocation</p></li>
-<li><p><strong>owner</strong> – Python object responsible for deallocation of USM memory</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Instance of <code class="xref py py-class docutils literal notranslate"><span class="pre">usm_ndarray</span></code> constructed from input parameters</p>
-</dd>
-</dl>
-</dd></dl>
-
-</section>
-<section id="api-for-pysyclkernelobject">
-<h2>API for <a class="reference internal" href="#c.PySyclKernelObject" title="PySyclKernelObject"><code class="xref c c-struct docutils literal notranslate"><span class="pre">PySyclKernelObject</span></code></a><a class="headerlink" href="#api-for-pysyclkernelobject" title="Permalink to this heading">¶</a></h2>
-<dl class="c function">
-<dt class="sig sig-object c" id="c.SyclKernel_GetKernelRef">
-<span class="n"><span class="pre">DPCTLSyclKernelRef</span></span><span class="w"> </span><span class="sig-name descname"><span class="n"><span class="pre">SyclKernel_GetKernelRef</span></span></span><span class="sig-paren">(</span><span class="k"><span class="pre">struct</span></span><span class="w"> </span><a class="reference internal" href="#c.PySyclKernelObject" title="PySyclKernelObject"><span class="n"><span class="pre">PySyclKernelObject</span></span></a><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">krn</span></span><span class="sig-paren">)</span><a class="headerlink" href="#c.SyclKernel_GetKernelRef" title="Permalink to this definition">¶</a><br /></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>krn</strong> – Input object</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>borrowed instance of <code class="xref c c-struct docutils literal notranslate"><span class="pre">DPCTLSyclKernelRef</span></code> corresponding to <code class="docutils literal notranslate"><span class="pre">sycl::kernel</span></code></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="c function">
-<dt class="sig sig-object c" id="c.SyclKernel_Make">
-<span class="k"><span class="pre">struct</span></span><span class="w"> </span><a class="reference internal" href="#c.PySyclKernelObject" title="PySyclKernelObject"><span class="n"><span class="pre">PySyclKernelObject</span></span></a><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="sig-name descname"><span class="n"><span class="pre">SyclKernel_Make</span></span></span><span class="sig-paren">(</span><span class="n"><span class="pre">DPCTLSyclKernelRef</span></span><span class="w"> </span><span class="n"><span class="pre">KRef</span></span><span class="sig-paren">)</span><a class="headerlink" href="#c.SyclKernel_Make" title="Permalink to this definition">¶</a><br /></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>KRef</strong> – instance of <code class="xref c c-struct docutils literal notranslate"><span class="pre">DPCTLSyclKernelRef</span></code></p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>new Python object of type <a class="reference internal" href="#c.PySyclKernelType" title="PySyclKernelType"><code class="xref c c-struct docutils literal notranslate"><span class="pre">PySyclKernelType</span></code></a></p>
-</dd>
-</dl>
-<p>Note that function does not change the ownership of the <code class="docutils literal notranslate"><span class="pre">KRef</span></code> instance and
-the caller remains responsible for freeing <code class="docutils literal notranslate"><span class="pre">KRef</span></code> as appropriate.</p>
-</dd></dl>
-
-</section>
-<section id="api-for-pysyclprogramobject">
-<h2>API for <a class="reference internal" href="#c.PySyclProgramObject" title="PySyclProgramObject"><code class="xref c c-struct docutils literal notranslate"><span class="pre">PySyclProgramObject</span></code></a><a class="headerlink" href="#api-for-pysyclprogramobject" title="Permalink to this heading">¶</a></h2>
-<dl class="c function">
-<dt class="sig sig-object c" id="c.SyclProgram_GetKernelBundleRef">
-<span class="n"><span class="pre">DPCTLSyclKernelBundleRef</span></span><span class="w"> </span><span class="sig-name descname"><span class="n"><span class="pre">SyclProgram_GetKernelBundleRef</span></span></span><span class="sig-paren">(</span><span class="k"><span class="pre">struct</span></span><span class="w"> </span><a class="reference internal" href="#c.PySyclProgramObject" title="PySyclProgramObject"><span class="n"><span class="pre">PySyclProgramObject</span></span></a><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="n"><span class="pre">prog</span></span><span class="sig-paren">)</span><a class="headerlink" href="#c.SyclProgram_GetKernelBundleRef" title="Permalink to this definition">¶</a><br /></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>prog</strong> – Input object</p></li>
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-</dl>
-</dd></dl>
-
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-<dt class="sig sig-object c" id="c.SyclProgram_Make">
-<span class="k"><span class="pre">struct</span></span><span class="w"> </span><a class="reference internal" href="#c.PySyclProgramObject" title="PySyclProgramObject"><span class="n"><span class="pre">PySyclProgramObject</span></span></a><span class="w"> </span><span class="p"><span class="pre">*</span></span><span class="sig-name descname"><span class="n"><span class="pre">SyclProgram_Make</span></span></span><span class="sig-paren">(</span><span class="n"><span class="pre">DPCTLSyclKernelBundleRef</span></span><span class="w"> </span><span class="n"><span class="pre">KBRef</span></span><span class="sig-paren">)</span><a class="headerlink" href="#c.SyclProgram_Make" title="Permalink to this definition">¶</a><br /></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>KBRef</strong> – instance of <code class="xref c c-struct docutils literal notranslate"><span class="pre">DPCTLSyclKernelBundleRef</span></code></p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>new Python object of type <a class="reference internal" href="#c.PySyclProgramType" title="PySyclProgramType"><code class="xref c c-struct docutils literal notranslate"><span class="pre">PySyclProgramType</span></code></a></p>
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-<li class="toctree-l5"><a class="reference internal" href="libsyclinterface/generated/enum_DPCTLPartitionAffinityDomainType.html">enum DPCTLPartitionAffinityDomainType</a></li>
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-<li class="toctree-l5 has-children"><a class="reference internal" href="libsyclinterface/generated/struct_MDLocalAccessorTy.html">struct MDLocalAccessorTy</a><input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" role="switch" type="checkbox"/><label for="toctree-checkbox-45"><div class="visually-hidden">Toggle navigation of struct MDLocalAccessorTy</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
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-<li class="toctree-l2"><a class="reference internal" href="dpctl_cython.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code> Cython API</a></li>
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-<li class="toctree-l2"><a class="reference internal" href="../contributor_guides/memory_ownership_sycl_interface.html">Working with DPCTLSyclInterface library</a></li>
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-          <section id="cmake-support">
-<span id="dpctl-cmake-support"></span><h1>CMake support<a class="headerlink" href="#cmake-support" title="Permalink to this heading">¶</a></h1>
-<p><a class="reference internal" href="dpctl/index.html#module-dpctl" title="dpctl"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a> comes with the configuration file <cite>dpctl-config.cmake</cite> which is installed
-on the <a class="reference external" href="https://cmake.org/cmake/help/latest/command/find_package.html">standard search path CMake uses to search for packages</a>.</p>
-<p>To build your extension that leverages <a class="reference internal" href="dpctl/index.html#module-dpctl" title="dpctl"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a>, include the following line in your CMake script:</p>
-<div class="highlight-cmake notranslate"><div class="highlight"><pre><span></span><span class="nb">find_package</span><span class="p">(</span><span class="s2">&quot;Dpctl&quot;</span><span class="w"> </span><span class="s">REQUIRED</span><span class="p">)</span>
-</pre></div>
-</div>
-<p>The “Dpctl” package exports the following variables:</p>
-<div class="table-wrapper docutils container">
-<table class="docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">Dpctl_INCLUDE_DIR</span></code></p></td>
-<td><p>Location of headers for using <a class="reference internal" href="dpctl/index.html#module-dpctl" title="dpctl"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a> in extensions</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">Dpctl_TENSOR_INCLUDE_DIR</span></code></p></td>
-<td><p>Location of headers implementing SYCL kernels powering <a class="reference internal" href="dpctl/tensor.html#module-dpctl.tensor" title="dpctl.tensor"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl.tensor</span></code></a></p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<p>An example of “CMakeLists.txt” file for building an extension could be found in
-<a class="reference external" href="https://github.com/IntelPython/dpctl/blob/master/examples/pybind11">examples/pybind11</a> folder in the project repository, or
-in <a class="reference external" href="https://github.com/IntelPython/sample-data-parallel-extensions">sample-data-parallel-extensions</a> repository.</p>
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-          <section id="pybind11-api">
-<span id="dpctl-pybind11-api"></span><h1>pybind11 API<a class="headerlink" href="#pybind11-api" title="Permalink to this heading">¶</a></h1>
-<p><a class="reference internal" href="dpctl/index.html#module-dpctl" title="dpctl"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a> builds on top of <a class="reference internal" href="dpctl_capi.html#dpctl-capi"><span class="std std-ref">C API</span></a> to integrate with the
-<a class="reference external" href="pybind11_url">pybind11</a> Python extension generator.</p>
-<div class="literal-block-wrapper docutils container" id="id1">
-<div class="code-block-caption"><span class="caption-text">Example of pybind11 extension using <a class="reference internal" href="dpctl/index.html#module-dpctl" title="dpctl"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a> types</span><a class="headerlink" href="#id1" title="Permalink to this code">¶</a></div>
-<div class="highlight-c++ notranslate"><div class="highlight"><pre><span></span><span class="c1">// filename: _example.cpp</span>
-<span class="cp">#include</span> <span class="cpf">&lt;string&gt;</span>
-<span class="cp">#include</span> <span class="cpf">&lt;pybind11/pybind11.h&gt;</span>
-<span class="cp">#include</span> <span class="cpf">&lt;pybind11/stl.h&gt;</span>
-<span class="cp">#include</span> <span class="cpf">&quot;dpctl4pybind11.hpp&quot;</span>
-
-<span class="n">std</span><span class="o">::</span><span class="n">string</span> <span class="n">get_device_name</span><span class="p">(</span><span class="k">const</span> <span class="n">sycl</span><span class="o">::</span><span class="n">device</span> <span class="o">&amp;</span><span class="n">dev</span><span class="p">)</span> <span class="p">{</span>
-    <span class="k">return</span> <span class="n">dev</span><span class="p">.</span><span class="n">get_info</span><span class="o">&lt;</span><span class="n">sycl</span><span class="o">::</span><span class="n">info</span><span class="o">::</span><span class="n">device</span><span class="o">::</span><span class="n">name</span><span class="o">&gt;</span><span class="p">();</span>
-<span class="p">}</span>
-
-<span class="n">PYBIND11_MODULE</span><span class="p">(</span><span class="n">_example</span><span class="p">,</span> <span class="n">m</span><span class="p">)</span> <span class="p">{</span>
-    <span class="n">m</span><span class="p">.</span><span class="n">def</span><span class="p">(</span><span class="s">&quot;get_device_name&quot;</span><span class="p">,</span> <span class="o">&amp;</span><span class="n">get_device_name</span><span class="p">);</span>
-<span class="p">}</span>
-</pre></div>
-</div>
-</div>
-<p>The extension should be compiled using the Intel(R) oneAPI DPC++ compiler:</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>icpx<span class="w"> </span>-fsycl<span class="w"> </span><span class="k">$(</span>python<span class="w"> </span>-m<span class="w"> </span>pybind11<span class="w"> </span>--includes<span class="k">)</span><span class="w"> </span><span class="k">$(</span>python<span class="w"> </span>-m<span class="w"> </span>dpctl<span class="w">  </span>--library<span class="k">)</span><span class="w"> </span><span class="se">\</span>
-<span class="w">    </span>_example.cpp<span class="w"> </span>-fPIC<span class="w"> </span>-shared<span class="w"> </span>-o<span class="w"> </span>_example.so
-</pre></div>
-</div>
-<p>We can now use it from Python:</p>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">_example</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-
-<span class="n">dev</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">select_default_device</span><span class="p">()</span>
-<span class="c1"># invoke function in the extension</span>
-<span class="nb">print</span><span class="p">(</span><span class="n">_example</span><span class="o">.</span><span class="n">get_device_name</span><span class="p">(</span><span class="n">dev</span><span class="p">))</span>
-<span class="c1"># compare with value of corresponding built-in</span>
-<span class="c1"># device descriptor</span>
-<span class="nb">print</span><span class="p">(</span><span class="n">dev</span><span class="o">.</span><span class="n">name</span><span class="p">)</span>
-</pre></div>
-</div>
-</section>
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-<li class="toctree-l5"><a class="reference internal" href="libsyclinterface/generated/enum_DPCTLGlobalMemCacheType.html">enum DPCTLGlobalMemCacheType</a></li>
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-<li class="toctree-l5"><a class="reference internal" href="libsyclinterface/generated/enum_DPCTLPartitionAffinityDomainType.html">enum DPCTLPartitionAffinityDomainType</a></li>
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-<li class="toctree-l5 has-children"><a class="reference internal" href="libsyclinterface/generated/struct_MDLocalAccessorTy.html">struct MDLocalAccessorTy</a><input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" role="switch" type="checkbox"/><label for="toctree-checkbox-45"><div class="visually-hidden">Toggle navigation of struct MDLocalAccessorTy</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
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-<p>The package <code class="docutils literal notranslate"><span class="pre">dpctl</span></code> provides</p>
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-<li><p><a class="reference internal" href="dpctl/tensor.html#dpctl-tensor-pyapi"><span class="std std-ref">API objects</span></a> in <a class="reference internal" href="dpctl/tensor.html#module-dpctl.tensor" title="dpctl.tensor"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl.tensor</span></code></a> namespace</p></li>
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-<li><dl class="simple">
-<dt>Extension generators</dt><dd><ul>
-<li><p><a class="reference internal" href="dpctl_cython.html#dpctl-cython-api"><span class="std std-ref">Declarations</span></a> for classes defined in <a class="reference internal" href="dpctl/index.html#module-dpctl" title="dpctl"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a> and supporting functions for use in <a class="reference external" href="https://cython.readthedocs.io/en/latest/">Cython</a>.</p></li>
-<li><p><a class="reference internal" href="dpctl_pybind11.html#dpctl-pybind11-api"><span class="std std-ref">Integration</span></a> with <a class="reference external" href="https://pybind11.readthedocs.io/en/stable/">pybind11</a> defines type casters connecting SYCL classes and Python classes, as well as defines C++ classes wrapping a Python object for <a class="reference internal" href="dpctl/generated/dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a> and <a class="reference internal" href="dpctl/memory.html#module-dpctl.memory" title="dpctl.memory"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl.memory</span></code></a> objects.</p></li>
-<li><p><a class="reference internal" href="dpctl_cmake.html#dpctl-cmake-support"><span class="std std-ref">Integration</span></a> with <a class="reference external" href="https://cmake.org/documentation/">CMake</a> to simplify building DPC++-based Python extension using <a class="reference external" href="https://scikit-build.readthedocs.io/en/latest/">scikit-build</a>.</p></li>
-</ul>
-</dd>
-</dl>
-</li>
-<li><dl class="simple">
-<dt>C API for DPC++ runtime</dt><dd><ul>
-<li><p><a class="reference internal" href="libsyclinterface/generated/index.html"><span class="doc">DPCTLSyclInterface C library</span></a></p></li>
-</ul>
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diff --git a/pulls/1961/api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_accelerator_selector.html b/pulls/1961/api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_accelerator_selector.html
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-<span id="doxid-de-d9f-classdpctl-1-1syclinterface-1-1dpctl-accelerator-selector"></span><span id="index-0"></span><h1>class dpctl::syclinterface::dpctl_accelerator_selector<a class="headerlink" href="#class-dpctl-syclinterface-dpctl-accelerator-selector" title="Permalink to this heading">¶</a></h1>
-<div class="toctree-wrapper compound">
-</div>
-<pre class="highlight doxyrest-overview-code-block literal-block"><span></span><span class="cp">#include</span> <span class="cpf">&lt;dpctl_device_selection.hpp&gt;</span>
-
-<span class="k">class</span> <span class="nl">dpctl_accelerator_selector</span><span class="p">:</span> <span class="k">public</span> <a class="reference internal" href="class_dpctl_syclinterface_dpctl_device_selector.html#doxid-d0-dbb-classdpctl-1-1syclinterface-1-1dpctl-device-selector"><span class="std std-ref">dpctl::syclinterface::dpctl_device_selector</span></a><span></span>
-<span class="p">{</span>
-<span class="k">public</span><span class="o">:</span>
-    <span class="c1">// methods</span>
-
-    <span class="k">virtual</span>
-    <span class="kt">int</span>
-    <span class="doxyrest-code-target target" id="doxid-de-d9f-classdpctl-1-1syclinterface-1-1dpctl-accelerator-selector-1ad4711d348042a573a04fa80ab216445f"><span></span><span class="k">operator</span> <span class="p">()</span></span><span></span> <span class="p">(</span><span class="k">const</span> <span class="n">sycl</span><span class="o">::</span><span class="n">device</span><span class="o">&amp;</span> <span class="n">d</span><span class="p">)</span> <span class="k">const</span><span class="p">;</span>
-<span class="p">};</span></pre>
-<section id="inherited-members">
-<h2>Inherited Members<a class="headerlink" href="#inherited-members" title="Permalink to this heading">¶</a></h2>
-<pre class="highlight doxyrest-overview-inherited-code-block literal-block"><span></span><span class="k">public</span><span class="o">:</span>
-    <span class="c1">// fields</span>
-
-    <span class="k">static</span> <span class="k">constexpr</span> <span class="kt">int</span> <a class="reference internal" href="class_dpctl_syclinterface_dpctl_device_selector.html#doxid-d0-dbb-classdpctl-1-1syclinterface-1-1dpctl-device-selector-1a3803a4a44ef1315dbb40f5c78ed9e326"><span class="std std-ref">REJECT_DEVICE</span></a><span></span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span><span class="p">;</span>
-
-    <span class="c1">// methods</span>
-
-    <span class="k">virtual</span>
-    <span class="kt">int</span>
-    <a class="reference internal" href="class_dpctl_syclinterface_dpctl_device_selector.html#doxid-d0-dbb-classdpctl-1-1syclinterface-1-1dpctl-device-selector-1a897941b230c0931aaab9d513be091136"><span class="std std-ref">operator ()</span></a><span></span> <span class="p">(</span><span class="k">const</span> <span class="n">sycl</span><span class="o">::</span><span class="n">device</span><span class="o">&amp;</span><span class="p">)</span> <span class="k">const</span><span class="p">;</span></pre>
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diff --git a/pulls/1961/api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_cpu_selector.html b/pulls/1961/api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_cpu_selector.html
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-<pre class="highlight doxyrest-overview-code-block literal-block"><span></span><span class="cp">#include</span> <span class="cpf">&lt;dpctl_device_selection.hpp&gt;</span>
-
-<span class="k">class</span> <span class="nl">dpctl_cpu_selector</span><span class="p">:</span> <span class="k">public</span> <a class="reference internal" href="class_dpctl_syclinterface_dpctl_device_selector.html#doxid-d0-dbb-classdpctl-1-1syclinterface-1-1dpctl-device-selector"><span class="std std-ref">dpctl::syclinterface::dpctl_device_selector</span></a><span></span>
-<span class="p">{</span>
-<span class="k">public</span><span class="o">:</span>
-    <span class="c1">// methods</span>
-
-    <span class="k">virtual</span>
-    <span class="kt">int</span>
-    <span class="doxyrest-code-target target" id="doxid-d4-d09-classdpctl-1-1syclinterface-1-1dpctl-cpu-selector-1ad4b3a3d5d7697a5d322b76b9e4ddb9b5"><span></span><span class="k">operator</span> <span class="p">()</span></span><span></span> <span class="p">(</span><span class="k">const</span> <span class="n">sycl</span><span class="o">::</span><span class="n">device</span><span class="o">&amp;</span> <span class="n">d</span><span class="p">)</span> <span class="k">const</span><span class="p">;</span>
-<span class="p">};</span></pre>
-<section id="inherited-members">
-<h2>Inherited Members<a class="headerlink" href="#inherited-members" title="Permalink to this heading">¶</a></h2>
-<pre class="highlight doxyrest-overview-inherited-code-block literal-block"><span></span><span class="k">public</span><span class="o">:</span>
-    <span class="c1">// fields</span>
-
-    <span class="k">static</span> <span class="k">constexpr</span> <span class="kt">int</span> <a class="reference internal" href="class_dpctl_syclinterface_dpctl_device_selector.html#doxid-d0-dbb-classdpctl-1-1syclinterface-1-1dpctl-device-selector-1a3803a4a44ef1315dbb40f5c78ed9e326"><span class="std std-ref">REJECT_DEVICE</span></a><span></span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span><span class="p">;</span>
-
-    <span class="c1">// methods</span>
-
-    <span class="k">virtual</span>
-    <span class="kt">int</span>
-    <a class="reference internal" href="class_dpctl_syclinterface_dpctl_device_selector.html#doxid-d0-dbb-classdpctl-1-1syclinterface-1-1dpctl-device-selector-1a897941b230c0931aaab9d513be091136"><span class="std std-ref">operator ()</span></a><span></span> <span class="p">(</span><span class="k">const</span> <span class="n">sycl</span><span class="o">::</span><span class="n">device</span><span class="o">&amp;</span><span class="p">)</span> <span class="k">const</span><span class="p">;</span></pre>
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diff --git a/pulls/1961/api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_default_selector.html b/pulls/1961/api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_default_selector.html
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-<pre class="highlight doxyrest-overview-code-block literal-block"><span></span><span class="cp">#include</span> <span class="cpf">&lt;dpctl_device_selection.hpp&gt;</span>
-
-<span class="k">class</span> <span class="nl">dpctl_default_selector</span><span class="p">:</span> <span class="k">public</span> <a class="reference internal" href="class_dpctl_syclinterface_dpctl_device_selector.html#doxid-d0-dbb-classdpctl-1-1syclinterface-1-1dpctl-device-selector"><span class="std std-ref">dpctl::syclinterface::dpctl_device_selector</span></a><span></span>
-<span class="p">{</span>
-<span class="k">public</span><span class="o">:</span>
-    <span class="c1">// methods</span>
-
-    <span class="k">virtual</span>
-    <span class="kt">int</span>
-    <span class="doxyrest-code-target target" id="doxid-dd-d0e-classdpctl-1-1syclinterface-1-1dpctl-default-selector-1a76cba8ed22310f326d9a57c483aad420"><span></span><span class="k">operator</span> <span class="p">()</span></span><span></span> <span class="p">(</span><span class="k">const</span> <span class="n">sycl</span><span class="o">::</span><span class="n">device</span><span class="o">&amp;</span> <span class="n">d</span><span class="p">)</span> <span class="k">const</span><span class="p">;</span>
-<span class="p">};</span></pre>
-<section id="inherited-members">
-<h2>Inherited Members<a class="headerlink" href="#inherited-members" title="Permalink to this heading">¶</a></h2>
-<pre class="highlight doxyrest-overview-inherited-code-block literal-block"><span></span><span class="k">public</span><span class="o">:</span>
-    <span class="c1">// fields</span>
-
-    <span class="k">static</span> <span class="k">constexpr</span> <span class="kt">int</span> <a class="reference internal" href="class_dpctl_syclinterface_dpctl_device_selector.html#doxid-d0-dbb-classdpctl-1-1syclinterface-1-1dpctl-device-selector-1a3803a4a44ef1315dbb40f5c78ed9e326"><span class="std std-ref">REJECT_DEVICE</span></a><span></span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span><span class="p">;</span>
-
-    <span class="c1">// methods</span>
-
-    <span class="k">virtual</span>
-    <span class="kt">int</span>
-    <a class="reference internal" href="class_dpctl_syclinterface_dpctl_device_selector.html#doxid-d0-dbb-classdpctl-1-1syclinterface-1-1dpctl-device-selector-1a897941b230c0931aaab9d513be091136"><span class="std std-ref">operator ()</span></a><span></span> <span class="p">(</span><span class="k">const</span> <span class="n">sycl</span><span class="o">::</span><span class="n">device</span><span class="o">&amp;</span><span class="p">)</span> <span class="k">const</span><span class="p">;</span></pre>
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diff --git a/pulls/1961/api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_device_selector.html b/pulls/1961/api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_device_selector.html
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-<span id="doxid-d0-dbb-classdpctl-1-1syclinterface-1-1dpctl-device-selector"></span><span id="index-0"></span><h1>class dpctl::syclinterface::dpctl_device_selector<a class="headerlink" href="#class-dpctl-syclinterface-dpctl-device-selector" title="Permalink to this heading">¶</a></h1>
-<div class="toctree-wrapper compound">
-</div>
-<pre class="highlight doxyrest-overview-code-block literal-block"><span></span><span class="cp">#include</span> <span class="cpf">&lt;dpctl_device_selection.hpp&gt;</span>
-
-<span class="k">class</span> <span class="n">dpctl_device_selector</span>
-<span class="p">{</span>
-<span class="k">public</span><span class="o">:</span>
-    <span class="c1">// fields</span>
-
-    <span class="k">static</span> <span class="k">constexpr</span> <span class="kt">int</span> <span class="doxyrest-code-target target" id="doxid-d0-dbb-classdpctl-1-1syclinterface-1-1dpctl-device-selector-1a3803a4a44ef1315dbb40f5c78ed9e326"><span></span><span class="n">REJECT_DEVICE</span></span><span></span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span><span class="p">;</span>
-
-    <span class="c1">// methods</span>
-
-    <span class="k">virtual</span>
-    <span class="kt">int</span>
-    <span class="doxyrest-code-target target" id="doxid-d0-dbb-classdpctl-1-1syclinterface-1-1dpctl-device-selector-1a897941b230c0931aaab9d513be091136"><span></span><span class="k">operator</span> <span class="p">()</span></span><span></span> <span class="p">(</span><span class="k">const</span> <span class="n">sycl</span><span class="o">::</span><span class="n">device</span><span class="o">&amp;</span><span class="p">)</span> <span class="k">const</span><span class="p">;</span>
-<span class="p">};</span>
-
-<span class="c1">// direct descendants</span>
-
-<span class="k">class</span> <a class="reference internal" href="class_dpctl_syclinterface_dpctl_accelerator_selector.html#doxid-de-d9f-classdpctl-1-1syclinterface-1-1dpctl-accelerator-selector"><span class="std std-ref">dpctl_accelerator_selector</span></a><span></span><span class="p">;</span>
-<span class="k">class</span> <a class="reference internal" href="class_dpctl_syclinterface_dpctl_cpu_selector.html#doxid-d4-d09-classdpctl-1-1syclinterface-1-1dpctl-cpu-selector"><span class="std std-ref">dpctl_cpu_selector</span></a><span></span><span class="p">;</span>
-<span class="k">class</span> <a class="reference internal" href="class_dpctl_syclinterface_dpctl_default_selector.html#doxid-dd-d0e-classdpctl-1-1syclinterface-1-1dpctl-default-selector"><span class="std std-ref">dpctl_default_selector</span></a><span></span><span class="p">;</span>
-<span class="k">class</span> <a class="reference internal" href="class_dpctl_syclinterface_dpctl_filter_selector.html#doxid-d9-dba-classdpctl-1-1syclinterface-1-1dpctl-filter-selector"><span class="std std-ref">dpctl_filter_selector</span></a><span></span><span class="p">;</span>
-<span class="k">class</span> <a class="reference internal" href="class_dpctl_syclinterface_dpctl_gpu_selector.html#doxid-dc-d55-classdpctl-1-1syclinterface-1-1dpctl-gpu-selector"><span class="std std-ref">dpctl_gpu_selector</span></a><span></span><span class="p">;</span></pre>
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diff --git a/pulls/1961/api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_filter_selector.html b/pulls/1961/api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_filter_selector.html
deleted file mode 100644
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-<span id="doxid-d9-dba-classdpctl-1-1syclinterface-1-1dpctl-filter-selector"></span><span id="index-0"></span><h1>class dpctl::syclinterface::dpctl_filter_selector<a class="headerlink" href="#class-dpctl-syclinterface-dpctl-filter-selector" title="Permalink to this heading">¶</a></h1>
-<div class="toctree-wrapper compound">
-</div>
-<pre class="highlight doxyrest-overview-code-block literal-block"><span></span><span class="cp">#include</span> <span class="cpf">&lt;dpctl_device_selection.hpp&gt;</span>
-
-<span class="k">class</span> <span class="nl">dpctl_filter_selector</span><span class="p">:</span> <span class="k">public</span> <a class="reference internal" href="class_dpctl_syclinterface_dpctl_device_selector.html#doxid-d0-dbb-classdpctl-1-1syclinterface-1-1dpctl-device-selector"><span class="std std-ref">dpctl::syclinterface::dpctl_device_selector</span></a><span></span>
-<span class="p">{</span>
-<span class="k">public</span><span class="o">:</span>
-    <span class="c1">// construction</span>
-
-    <span class="doxyrest-code-target target" id="doxid-d9-dba-classdpctl-1-1syclinterface-1-1dpctl-filter-selector-1a93c9058521f996803ee5db31dcdf07ba"><span></span><span class="n">dpctl_filter_selector</span></span><span></span><span class="p">(</span><span class="k">const</span> <span class="n">std</span><span class="o">::</span><span class="n">string</span><span class="o">&amp;</span> <span class="n">fs</span><span class="p">);</span>
-
-    <span class="c1">// methods</span>
-
-    <span class="k">virtual</span>
-    <span class="kt">int</span>
-    <span class="doxyrest-code-target target" id="doxid-d9-dba-classdpctl-1-1syclinterface-1-1dpctl-filter-selector-1a6dbeb11ad48e990ee60adcd6dd2538c3"><span></span><span class="k">operator</span> <span class="p">()</span></span><span></span> <span class="p">(</span><span class="k">const</span> <span class="n">sycl</span><span class="o">::</span><span class="n">device</span><span class="o">&amp;</span> <span class="n">d</span><span class="p">)</span> <span class="k">const</span><span class="p">;</span>
-<span class="p">};</span></pre>
-<section id="inherited-members">
-<h2>Inherited Members<a class="headerlink" href="#inherited-members" title="Permalink to this heading">¶</a></h2>
-<pre class="highlight doxyrest-overview-inherited-code-block literal-block"><span></span><span class="k">public</span><span class="o">:</span>
-    <span class="c1">// fields</span>
-
-    <span class="k">static</span> <span class="k">constexpr</span> <span class="kt">int</span> <a class="reference internal" href="class_dpctl_syclinterface_dpctl_device_selector.html#doxid-d0-dbb-classdpctl-1-1syclinterface-1-1dpctl-device-selector-1a3803a4a44ef1315dbb40f5c78ed9e326"><span class="std std-ref">REJECT_DEVICE</span></a><span></span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span><span class="p">;</span>
-
-    <span class="c1">// methods</span>
-
-    <span class="k">virtual</span>
-    <span class="kt">int</span>
-    <a class="reference internal" href="class_dpctl_syclinterface_dpctl_device_selector.html#doxid-d0-dbb-classdpctl-1-1syclinterface-1-1dpctl-device-selector-1a897941b230c0931aaab9d513be091136"><span class="std std-ref">operator ()</span></a><span></span> <span class="p">(</span><span class="k">const</span> <span class="n">sycl</span><span class="o">::</span><span class="n">device</span><span class="o">&amp;</span><span class="p">)</span> <span class="k">const</span><span class="p">;</span></pre>
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diff --git a/pulls/1961/api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_gpu_selector.html b/pulls/1961/api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_gpu_selector.html
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-<pre class="highlight doxyrest-overview-code-block literal-block"><span></span><span class="cp">#include</span> <span class="cpf">&lt;dpctl_device_selection.hpp&gt;</span>
-
-<span class="k">class</span> <span class="nl">dpctl_gpu_selector</span><span class="p">:</span> <span class="k">public</span> <a class="reference internal" href="class_dpctl_syclinterface_dpctl_device_selector.html#doxid-d0-dbb-classdpctl-1-1syclinterface-1-1dpctl-device-selector"><span class="std std-ref">dpctl::syclinterface::dpctl_device_selector</span></a><span></span>
-<span class="p">{</span>
-<span class="k">public</span><span class="o">:</span>
-    <span class="c1">// methods</span>
-
-    <span class="k">virtual</span>
-    <span class="kt">int</span>
-    <span class="doxyrest-code-target target" id="doxid-dc-d55-classdpctl-1-1syclinterface-1-1dpctl-gpu-selector-1af7f9690d363131793e3cfdb2d8f5b5a8"><span></span><span class="k">operator</span> <span class="p">()</span></span><span></span> <span class="p">(</span><span class="k">const</span> <span class="n">sycl</span><span class="o">::</span><span class="n">device</span><span class="o">&amp;</span> <span class="n">d</span><span class="p">)</span> <span class="k">const</span><span class="p">;</span>
-<span class="p">};</span></pre>
-<section id="inherited-members">
-<h2>Inherited Members<a class="headerlink" href="#inherited-members" title="Permalink to this heading">¶</a></h2>
-<pre class="highlight doxyrest-overview-inherited-code-block literal-block"><span></span><span class="k">public</span><span class="o">:</span>
-    <span class="c1">// fields</span>
-
-    <span class="k">static</span> <span class="k">constexpr</span> <span class="kt">int</span> <a class="reference internal" href="class_dpctl_syclinterface_dpctl_device_selector.html#doxid-d0-dbb-classdpctl-1-1syclinterface-1-1dpctl-device-selector-1a3803a4a44ef1315dbb40f5c78ed9e326"><span class="std std-ref">REJECT_DEVICE</span></a><span></span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span><span class="p">;</span>
-
-    <span class="c1">// methods</span>
-
-    <span class="k">virtual</span>
-    <span class="kt">int</span>
-    <a class="reference internal" href="class_dpctl_syclinterface_dpctl_device_selector.html#doxid-d0-dbb-classdpctl-1-1syclinterface-1-1dpctl-device-selector-1a897941b230c0931aaab9d513be091136"><span class="std std-ref">operator ()</span></a><span></span> <span class="p">(</span><span class="k">const</span> <span class="n">sycl</span><span class="o">::</span><span class="n">device</span><span class="o">&amp;</span><span class="p">)</span> <span class="k">const</span><span class="p">;</span></pre>
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-<span id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a229ff3945c2347aa0999fe2e28aaa94d"></span><span id="index-0"></span><h1>enum DPCTLGlobalMemCacheType<a class="headerlink" href="#enum-dpctlglobalmemcachetype" title="Permalink to this heading">¶</a></h1>
-<pre class="highlight doxyrest-overview-code-block literal-block"><span></span><span class="cp">#include</span> <span class="cpf">&lt;dpctl_sycl_enum_types.h&gt;</span>
-
-<span class="k">enum</span> <span class="n">DPCTLGlobalMemCacheType</span>
-<span class="p">{</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a229ff3945c2347aa0999fe2e28aaa94dac9009826b3e89c0c49a3931db8052cea"><span></span><span class="n">DPCTL_MEM_CACHE_TYPE_INDETERMINATE</span></span><span></span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a229ff3945c2347aa0999fe2e28aaa94daa1a1c24cda9e5ad331650c11b4be600b"><span></span><span class="n">DPCTL_MEM_CACHE_TYPE_NONE</span></span><span></span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a229ff3945c2347aa0999fe2e28aaa94daf5cfec2cb8de08f2cfc705aacb74ff6a"><span></span><span class="n">DPCTL_MEM_CACHE_TYPE_READ_ONLY</span></span><span></span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a229ff3945c2347aa0999fe2e28aaa94dacb38e39becaaa0b0c93b2cd00327e6c5"><span></span><span class="n">DPCTL_MEM_CACHE_TYPE_READ_WRITE</span></span><span></span><span class="p">,</span>
-<span class="p">};</span></pre>
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-          <section id="enum-dpctlkernelargtype">
-<span id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a2b3d2dd8e0c358370eac0a59fb3fe089"></span><span id="index-0"></span><h1>enum DPCTLKernelArgType<a class="headerlink" href="#enum-dpctlkernelargtype" title="Permalink to this heading">¶</a></h1>
-<section id="overview">
-<h2>Overview<a class="headerlink" href="#overview" title="Permalink to this heading">¶</a></h2>
-<p>Supported types for kernel arguments to be passed to a Sycl kernel using DPCTL. <a class="reference internal" href="#details-d3-d94-dpctl-sycl-enum-types-8h-1a2b3d2dd8e0c358370eac0a59fb3fe089"><span class="std std-ref">More…</span></a></p>
-<pre class="highlight doxyrest-overview-code-block literal-block"><span></span><span class="cp">#include</span> <span class="cpf">&lt;dpctl_sycl_enum_types.h&gt;</span>
-
-<span class="k">enum</span> <span class="n">DPCTLKernelArgType</span>
-<span class="p">{</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a2b3d2dd8e0c358370eac0a59fb3fe089ab0b770dc454c9dd1dbaee79851879d38"><span></span><span class="n">DPCTL_INT8_T</span></span><span></span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a2b3d2dd8e0c358370eac0a59fb3fe089a65d3851ebb234e2431893f5740a5e157"><span></span><span class="n">DPCTL_UINT8_T</span></span><span></span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a2b3d2dd8e0c358370eac0a59fb3fe089ad1d8136b0fdc01580f217a5c3b798df8"><span></span><span class="n">DPCTL_INT16_T</span></span><span></span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a2b3d2dd8e0c358370eac0a59fb3fe089afc1da4a7ae956e99c6580b92b80065ed"><span></span><span class="n">DPCTL_UINT16_T</span></span><span></span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a2b3d2dd8e0c358370eac0a59fb3fe089aab6ddd90dc460db90db27c0903adbcea"><span></span><span class="n">DPCTL_INT32_T</span></span><span></span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a2b3d2dd8e0c358370eac0a59fb3fe089a36a7870804e6c71e050c1f2852349259"><span></span><span class="n">DPCTL_UINT32_T</span></span><span></span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a2b3d2dd8e0c358370eac0a59fb3fe089ad68b57b95d4baa0dad85cda616fcceba"><span></span><span class="n">DPCTL_INT64_T</span></span><span></span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a2b3d2dd8e0c358370eac0a59fb3fe089a49c37a83dc1e500d349804bb3e68bdfa"><span></span><span class="n">DPCTL_UINT64_T</span></span><span></span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a2b3d2dd8e0c358370eac0a59fb3fe089abdfe95fb8b5c91a42430fe2fcca917ec"><span></span><span class="n">DPCTL_FLOAT32_T</span></span><span></span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a2b3d2dd8e0c358370eac0a59fb3fe089a0069771ce6fc28ef066612ce06022fa8"><span></span><span class="n">DPCTL_FLOAT64_T</span></span><span></span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a2b3d2dd8e0c358370eac0a59fb3fe089a68399621c4ff81e521dd7cddf2afc9b8"><span></span><span class="n">DPCTL_VOID_PTR</span></span><span></span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a2b3d2dd8e0c358370eac0a59fb3fe089ab57b60de172a345897ea16cbf9ca01ff"><span></span><span class="n">DPCTL_LOCAL_ACCESSOR</span></span><span></span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a2b3d2dd8e0c358370eac0a59fb3fe089aa844e18f1a2d00e448ce2ca41e852f20"><span></span><span class="n">DPCTL_UNSUPPORTED_KERNEL_ARG</span></span><span></span><span class="p">,</span>
-<span class="p">};</span></pre>
-</section>
-<section id="detailed-documentation">
-<span id="details-d3-d94-dpctl-sycl-enum-types-8h-1a2b3d2dd8e0c358370eac0a59fb3fe089"></span><h2>Detailed Documentation<a class="headerlink" href="#detailed-documentation" title="Permalink to this heading">¶</a></h2>
-<p>Supported types for kernel arguments to be passed to a Sycl kernel using DPCTL.</p>
-<p>Todo Add support for sycl::buffer</p>
-</section>
-</section>
-
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-          <section id="enum-dpctlpartitionaffinitydomaintype">
-<span id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a27908eb4caace370bd771904e6a48670"></span><span id="index-0"></span><h1>enum DPCTLPartitionAffinityDomainType<a class="headerlink" href="#enum-dpctlpartitionaffinitydomaintype" title="Permalink to this heading">¶</a></h1>
-<p>DPCTL analogue of <code class="docutils literal notranslate"><span class="pre">sycl::info::partition_affinity_domain</span></code> enum.</p>
-<pre class="highlight doxyrest-overview-code-block literal-block"><span></span><span class="cp">#include</span> <span class="cpf">&lt;dpctl_sycl_enum_types.h&gt;</span>
-
-<span class="k">enum</span> <span class="n">DPCTLPartitionAffinityDomainType</span>
-<span class="p">{</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a27908eb4caace370bd771904e6a48670adfdf5aee2b344ddcbb05eec6b8ac6527"><span></span><span class="n">not_applicable</span></span><span></span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a27908eb4caace370bd771904e6a48670ac0dad2a8daa7c1a5c29c13b44c58f5fe"><span></span><span class="n">numa</span></span><span></span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a27908eb4caace370bd771904e6a48670a6de123a8f5577ea7cba48552a72f31d1"><span></span><span class="n">L4_cache</span></span><span></span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a27908eb4caace370bd771904e6a48670abaed35f39c3656e82a383885193b8411"><span></span><span class="n">L3_cache</span></span><span></span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a27908eb4caace370bd771904e6a48670a0922fd20c583077efb06a644ad8c3ba3"><span></span><span class="n">L2_cache</span></span><span></span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a27908eb4caace370bd771904e6a48670af3fd4a8897ead01c87569bfd476aed80"><span></span><span class="n">L1_cache</span></span><span></span><span class="p">,</span>
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-<span id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a439a88c8e537df22ac3e2c66fce3ad4f"></span><span id="index-0"></span><h1>enum DPCTLQueuePropertyType<a class="headerlink" href="#enum-dpctlqueuepropertytype" title="Permalink to this heading">¶</a></h1>
-<p>Enums to depict the properties that can be passed to a sycl::queue constructor.</p>
-<pre class="highlight doxyrest-overview-code-block literal-block"><span></span><span class="cp">#include</span> <span class="cpf">&lt;dpctl_sycl_enum_types.h&gt;</span>
-
-<span class="k">enum</span> <span class="n">DPCTLQueuePropertyType</span>
-<span class="p">{</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a439a88c8e537df22ac3e2c66fce3ad4fa0d0e4da9d5ff861c6d6fa2552f04d132"><span></span><span class="n">DPCTL_DEFAULT_PROPERTY</span></span><span></span> <span class="o">=</span> <span class="mi">0</span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a439a88c8e537df22ac3e2c66fce3ad4fa8330745774d3b74ab19d1810a9268c79"><span></span><span class="n">DPCTL_ENABLE_PROFILING</span></span><span></span> <span class="o">=</span> <span class="mi">1</span><span class="o">&lt;&lt;</span><span class="mi">0</span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a439a88c8e537df22ac3e2c66fce3ad4fa7e379549193ddf123f049ea5ef2241d6"><span></span><span class="n">DPCTL_IN_ORDER</span></span><span></span>         <span class="o">=</span> <span class="mi">1</span><span class="o">&lt;&lt;</span><span class="mi">1</span><span class="p">,</span>
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-<span id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a5f57a140cfab264daf4500bdac0be389"></span><span id="index-0"></span><h1>enum DPCTLSyclAspectType<a class="headerlink" href="#enum-dpctlsyclaspecttype" title="Permalink to this heading">¶</a></h1>
-<p>DPCTL device has an associated set of aspects which identify characteristics of the device.</p>
-<pre class="highlight doxyrest-overview-code-block literal-block"><span></span><span class="cp">#include</span> <span class="cpf">&lt;dpctl_sycl_enum_types.h&gt;</span>
-
-<span class="k">enum</span> <span class="n">DPCTLSyclAspectType</span>
-<span class="p">{</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a5f57a140cfab264daf4500bdac0be389ae877e773e9c04524711efca1ab2fffe9"><span></span><span class="n">host</span></span><span></span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a5f57a140cfab264daf4500bdac0be389ad37d39177a2822a622de94a7945206ee"><span></span><span class="n">cpu</span></span><span></span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a5f57a140cfab264daf4500bdac0be389add046367f1581025a76fc12565d01355"><span></span><span class="n">gpu</span></span><span></span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a5f57a140cfab264daf4500bdac0be389aef163cd0eb7a65d13b27526dd1aaff38"><span></span><span class="n">accelerator</span></span><span></span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a5f57a140cfab264daf4500bdac0be389a696330762bb8080a67d7ef4bd19db845"><span></span><span class="n">custom</span></span><span></span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a5f57a140cfab264daf4500bdac0be389a746708b029a8546deacdb4ac3c29f06f"><span></span><span class="n">fp16</span></span><span></span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a5f57a140cfab264daf4500bdac0be389ac8f21d8b3ffa5b16dcadf5af61dc9749"><span></span><span class="n">fp64</span></span><span></span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a5f57a140cfab264daf4500bdac0be389a3bf915b5bebd94d2eef86c27dd0e8907"><span></span><span class="n">atomic64</span></span><span></span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a5f57a140cfab264daf4500bdac0be389a8a5db7fcf7037d194c940c851e01ffa0"><span></span><span class="n">image</span></span><span></span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a5f57a140cfab264daf4500bdac0be389aa130cfdb8a62808080b61c4ddd795e1e"><span></span><span class="n">online_compiler</span></span><span></span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a5f57a140cfab264daf4500bdac0be389af9ea6d316f030b5003729c1be981035c"><span></span><span class="n">online_linker</span></span><span></span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a5f57a140cfab264daf4500bdac0be389a5c9ca7a4d0c864950f773ee86d19105c"><span></span><span class="n">queue_profiling</span></span><span></span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a5f57a140cfab264daf4500bdac0be389a9ed63929b12128a61a6d4066b4de8364"><span></span><span class="n">usm_device_allocations</span></span><span></span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a5f57a140cfab264daf4500bdac0be389aa29fa8e1b2b9250b22c14ba4423e0da9"><span></span><span class="n">usm_host_allocations</span></span><span></span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a5f57a140cfab264daf4500bdac0be389ac9129a99e643d379ab61dc2bfaf5d632"><span></span><span class="n">usm_shared_allocations</span></span><span></span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a5f57a140cfab264daf4500bdac0be389a4f236ece53a3c1a3081bc3f5eaaabda0"><span></span><span class="n">usm_system_allocations</span></span><span></span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a5f57a140cfab264daf4500bdac0be389a45daf876ba9d7e8f8116df28c8a253ea"><span></span><span class="n">usm_atomic_host_allocations</span></span><span></span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a5f57a140cfab264daf4500bdac0be389a60a98f0d7f2b284b9de78609c4f7d36c"><span></span><span class="n">usm_atomic_shared_allocations</span></span><span></span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a5f57a140cfab264daf4500bdac0be389a952944aedf8c749b00cb1af2b0a11d14"><span></span><span class="n">host_debuggable</span></span><span></span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a5f57a140cfab264daf4500bdac0be389ab27bbc08528fa6686e454b22b5d7c18e"><span></span><span class="n">emulated</span></span><span></span><span class="p">,</span>
-<span class="p">};</span></pre>
-</section>
-
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-<span id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1aa217d239d7e3752c49bd9fd42c71c933"></span><span id="index-0"></span><h1>enum DPCTLSyclBackendType<a class="headerlink" href="#enum-dpctlsyclbackendtype" title="Permalink to this heading">¶</a></h1>
-<p>Redefinition of DPC++-specific Sycl backend types.</p>
-<pre class="highlight doxyrest-overview-code-block literal-block"><span></span><span class="cp">#include</span> <span class="cpf">&lt;dpctl_sycl_enum_types.h&gt;</span>
-
-<span class="k">enum</span> <span class="n">DPCTLSyclBackendType</span>
-<span class="p">{</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1aa217d239d7e3752c49bd9fd42c71c933af053552df5521a8563b70300dc7f7b88"><span></span><span class="n">DPCTL_CUDA</span></span><span></span>            <span class="o">=</span> <span class="mi">1</span><span class="o">&lt;&lt;</span><span class="mi">16</span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1aa217d239d7e3752c49bd9fd42c71c933a528047c320d729a55d423881bcec91d6"><span></span><span class="n">DPCTL_LEVEL_ZERO</span></span><span></span>      <span class="o">=</span> <span class="mi">1</span><span class="o">&lt;&lt;</span><span class="mi">17</span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1aa217d239d7e3752c49bd9fd42c71c933afd3f682f4dee5939317fe0f55145dd66"><span></span><span class="n">DPCTL_OPENCL</span></span><span></span>          <span class="o">=</span> <span class="mi">1</span><span class="o">&lt;&lt;</span><span class="mi">18</span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1aa217d239d7e3752c49bd9fd42c71c933a12a821ba9b114d4f5f808ada54e4a7af"><span></span><span class="n">DPCTL_UNKNOWN_BACKEND</span></span><span></span> <span class="o">=</span> <span class="mi">0</span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1aa217d239d7e3752c49bd9fd42c71c933a91fcd924cbde7c895056a69a8a5b3e22"><span></span><span class="n">DPCTL_ALL_BACKENDS</span></span><span></span>    <span class="o">=</span><span class="p">((</span><span class="mi">1</span><span class="o">&lt;&lt;</span><span class="mi">5</span><span class="p">)</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span><span class="o">&lt;&lt;</span><span class="mi">16</span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1aa217d239d7e3752c49bd9fd42c71c933ae4a6db2d4436c1dfcfd5a43d9de473d1"><span></span><span class="n">DPCTL_HIP</span></span><span></span>             <span class="o">=</span> <span class="mi">1</span><span class="o">&lt;&lt;</span><span class="mi">19</span><span class="p">,</span>
-<span class="p">};</span></pre>
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-<span id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a15d8954e4e712e2ec00838a9283d13ff"></span><span id="index-0"></span><h1>enum DPCTLSyclDeviceType<a class="headerlink" href="#enum-dpctlsycldevicetype" title="Permalink to this heading">¶</a></h1>
-<p>DPCTL device types that are equivalent to Sycl’s device_type.</p>
-<pre class="highlight doxyrest-overview-code-block literal-block"><span></span><span class="cp">#include</span> <span class="cpf">&lt;dpctl_sycl_enum_types.h&gt;</span>
-
-<span class="k">enum</span> <span class="n">DPCTLSyclDeviceType</span>
-<span class="p">{</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a15d8954e4e712e2ec00838a9283d13ffa77c06e8aa17a0393baa03104d93a1c2c"><span></span><span class="n">DPCTL_ACCELERATOR</span></span><span></span>    <span class="o">=</span> <span class="mi">1</span><span class="o">&lt;&lt;</span><span class="mi">0</span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a15d8954e4e712e2ec00838a9283d13ffa56e696aa054417023c07b5d43f0ce30d"><span></span><span class="n">DPCTL_AUTOMATIC</span></span><span></span>      <span class="o">=</span> <span class="mi">1</span><span class="o">&lt;&lt;</span><span class="mi">1</span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a15d8954e4e712e2ec00838a9283d13ffa7301bd6676b8167d6048d08072ceeb2e"><span></span><span class="n">DPCTL_CPU</span></span><span></span>            <span class="o">=</span> <span class="mi">1</span><span class="o">&lt;&lt;</span><span class="mi">2</span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a15d8954e4e712e2ec00838a9283d13ffad64472511a7f7b3c711d56e34266e252"><span></span><span class="n">DPCTL_CUSTOM</span></span><span></span>         <span class="o">=</span> <span class="mi">1</span><span class="o">&lt;&lt;</span><span class="mi">3</span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a15d8954e4e712e2ec00838a9283d13ffae4512c7eb1e876858fdf27090914265f"><span></span><span class="n">DPCTL_GPU</span></span><span></span>            <span class="o">=</span> <span class="mi">1</span><span class="o">&lt;&lt;</span><span class="mi">4</span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a15d8954e4e712e2ec00838a9283d13ffa965ac28a750a70af103119b14a0476e8"><span></span><span class="n">DPCTL_ALL</span></span><span></span>            <span class="o">=</span><span class="p">(</span><span class="mi">1</span><span class="o">&lt;&lt;</span><span class="mi">6</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a15d8954e4e712e2ec00838a9283d13ffa8e4d82c04d9f20cac007a0fe6b86250f"><span></span><span class="n">DPCTL_UNKNOWN_DEVICE</span></span><span></span> <span class="o">=</span> <span class="mi">0</span><span class="p">,</span>
-<span class="p">};</span></pre>
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-<span id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1ac950d7ef3975b7c553971613f4a27021"></span><span id="index-0"></span><h1>enum DPCTLSyclEventStatusType<a class="headerlink" href="#enum-dpctlsycleventstatustype" title="Permalink to this heading">¶</a></h1>
-<pre class="highlight doxyrest-overview-code-block literal-block"><span></span><span class="cp">#include</span> <span class="cpf">&lt;dpctl_sycl_enum_types.h&gt;</span>
-
-<span class="k">enum</span> <span class="n">DPCTLSyclEventStatusType</span>
-<span class="p">{</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1ac950d7ef3975b7c553971613f4a27021a174675630eef09c2c94f4f3e2dec52af"><span></span><span class="n">DPCTL_UNKNOWN_STATUS</span></span><span></span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1ac950d7ef3975b7c553971613f4a27021abb000965a91d3761986706b52ee2d244"><span></span><span class="n">DPCTL_SUBMITTED</span></span><span></span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1ac950d7ef3975b7c553971613f4a27021aa4b3fb9838e7eadebe271de818335146"><span></span><span class="n">DPCTL_RUNNING</span></span><span></span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1ac950d7ef3975b7c553971613f4a27021a2e96163b1f35bc641b376233c54616e9"><span></span><span class="n">DPCTL_COMPLETE</span></span><span></span><span class="p">,</span>
-<span class="p">};</span></pre>
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-<p>Enum types for SYCL’s USM allocator types.</p>
-<pre class="highlight doxyrest-overview-code-block literal-block"><span></span><span class="cp">#include</span> <span class="cpf">&lt;dpctl_sycl_enum_types.h&gt;</span>
-
-<span class="k">enum</span> <span class="n">DPCTLSyclUSMType</span>
-<span class="p">{</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a61bd8b72de91212af565a9be9b913844aa4750e548c4285a7ff8bcd7cf35dc840"><span></span><span class="n">DPCTL_USM_UNKNOWN</span></span><span></span> <span class="o">=</span> <span class="mi">0</span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a61bd8b72de91212af565a9be9b913844a1b0d823beecf234de8fbab4c05361757"><span></span><span class="n">DPCTL_USM_DEVICE</span></span><span></span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a61bd8b72de91212af565a9be9b913844a9bea7de7b31039f7d98a5d2594fc1759"><span></span><span class="n">DPCTL_USM_SHARED</span></span><span></span><span class="p">,</span>
-    <span class="doxyrest-code-target target" id="doxid-d3-d94-dpctl-sycl-enum-types-8h-1a61bd8b72de91212af565a9be9b913844ab92233cd4affe24d0ba56a467eb1eb8b"><span></span><span class="n">DPCTL_USM_HOST</span></span><span></span><span class="p">,</span>
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-<pre class="highlight doxyrest-overview-code-block literal-block"><span></span><span class="c1">// namespaces</span>
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-<span class="k">namespace</span> <a class="reference internal" href="namespace_dpctl.html#doxid-d2-df1-namespacedpctl"><span class="std std-ref">dpctl</span></a><span></span><span class="p">;</span>
-    <span class="k">namespace</span> <a class="reference internal" href="namespace_dpctl_syclinterface.html#doxid-d1-d06-namespacedpctl-1-1syclinterface"><span class="std std-ref">dpctl::syclinterface</span></a><span></span><span class="p">;</span>
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-<span class="c1">// typedefs</span>
-
-<span class="k">typedef</span> <span class="kt">void</span> <a class="reference internal" href="#doxid-de-d75-dpctl-error-handler-type-8h-1aeb0f262687ced57ead8f8b7d0b7dcefe"><span class="std std-ref">error_handler_callback</span></a><span></span><span class="p">(</span><span class="kt">int</span> <span class="n">err_code</span><span class="p">);</span>
-<span class="k">typedef</span> <span class="k">struct</span> <a class="reference internal" href="struct_MDLocalAccessorTy.html#doxid-db-dfd-struct-m-d-local-accessor-ty"><span class="std std-ref">MDLocalAccessorTy</span></a><span></span> <a class="reference internal" href="#doxid-da-db8-dpctl-sycl-queue-interface-8h-1a7779ae83e3fd4db1174768e1ba62f30b"><span class="std std-ref">MDLocalAccessor</span></a><span></span><span class="p">;</span>
-<span class="k">typedef</span>  <span class="k">struct</span> <span class="n">DPCTLOpaqueSyclContext</span><span class="o">*</span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1accf78808322af80b73da617cb2f15f08"><span class="std std-ref">DPCTLSyclContextRef</span></a><span></span><span class="p">;</span>
-<span class="k">typedef</span> <span class="k">struct</span> <span class="n">DPCTLOpaqueSyclDevice</span><span class="o">*</span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1a8dae76b436012ecbdebbd568e77f440d"><span class="std std-ref">DPCTLSyclDeviceRef</span></a><span></span><span class="p">;</span>
-<span class="k">typedef</span> <span class="k">struct</span> <span class="n">DPCTLOpaqueSyclDeviceSelector</span><span class="o">*</span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1a50a1c6c98f4ca4a27a88e53a7f3eeb83"><span class="std std-ref">DPCTLSyclDeviceSelectorRef</span></a><span></span><span class="p">;</span>
-<span class="k">typedef</span> <span class="k">struct</span> <span class="n">DPCTLOpaqueSyclEvent</span><span class="o">*</span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1a42590892ae4324c54f6ddef34009ca03"><span class="std std-ref">DPCTLSyclEventRef</span></a><span></span><span class="p">;</span>
-<span class="k">typedef</span> <span class="k">struct</span> <span class="n">DPCTLOpaqueSyclKernelBundle</span><span class="o">*</span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1a6d9c52ea7d2e9394ddf7ba7e7f01bebd"><span class="std std-ref">DPCTLSyclKernelBundleRef</span></a><span></span><span class="p">;</span>
-<span class="k">typedef</span> <span class="k">struct</span> <span class="n">DPCTLOpaqueSyclKernel</span><span class="o">*</span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1a3f6be07fdf695c015719ce0b0c237844"><span class="std std-ref">DPCTLSyclKernelRef</span></a><span></span><span class="p">;</span>
-<span class="k">typedef</span> <span class="k">struct</span> <span class="n">DPCTLOpaqueSyclPlatform</span><span class="o">*</span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1aae750289dcff2c3739f4870086ac7ed0"><span class="std std-ref">DPCTLSyclPlatformRef</span></a><span></span><span class="p">;</span>
-<span class="k">typedef</span> <span class="k">struct</span> <span class="n">DPCTLOpaqueSyclQueue</span><span class="o">*</span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1af23137a8bf20ff63b10db9f7f987799a"><span class="std std-ref">DPCTLSyclQueueRef</span></a><span></span><span class="p">;</span>
-<span class="k">typedef</span> <span class="k">struct</span> <span class="n">DPCTLOpaqueSyclUSM</span><span class="o">*</span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1a8c78ad1413045f90e15f5b6a2727d2e6"><span class="std std-ref">DPCTLSyclUSMRef</span></a><span></span><span class="p">;</span>
-
-<span class="c1">// enums</span>
-
-<span class="k">enum</span> <a class="reference internal" href="enum_DPCTLGlobalMemCacheType.html#doxid-d3-d94-dpctl-sycl-enum-types-8h-1a229ff3945c2347aa0999fe2e28aaa94d"><span class="std std-ref">DPCTLGlobalMemCacheType</span></a><span></span><span class="p">;</span>
-<span class="k">enum</span> <a class="reference internal" href="enum_DPCTLKernelArgType.html#doxid-d3-d94-dpctl-sycl-enum-types-8h-1a2b3d2dd8e0c358370eac0a59fb3fe089"><span class="std std-ref">DPCTLKernelArgType</span></a><span></span><span class="p">;</span>
-<span class="k">enum</span> <a class="reference internal" href="enum_DPCTLPartitionAffinityDomainType.html#doxid-d3-d94-dpctl-sycl-enum-types-8h-1a27908eb4caace370bd771904e6a48670"><span class="std std-ref">DPCTLPartitionAffinityDomainType</span></a><span></span><span class="p">;</span>
-<span class="k">enum</span> <a class="reference internal" href="enum_DPCTLQueuePropertyType.html#doxid-d3-d94-dpctl-sycl-enum-types-8h-1a439a88c8e537df22ac3e2c66fce3ad4f"><span class="std std-ref">DPCTLQueuePropertyType</span></a><span></span><span class="p">;</span>
-<span class="k">enum</span> <a class="reference internal" href="enum_DPCTLSyclAspectType.html#doxid-d3-d94-dpctl-sycl-enum-types-8h-1a5f57a140cfab264daf4500bdac0be389"><span class="std std-ref">DPCTLSyclAspectType</span></a><span></span><span class="p">;</span>
-<span class="k">enum</span> <a class="reference internal" href="enum_DPCTLSyclBackendType.html#doxid-d3-d94-dpctl-sycl-enum-types-8h-1aa217d239d7e3752c49bd9fd42c71c933"><span class="std std-ref">DPCTLSyclBackendType</span></a><span></span><span class="p">;</span>
-<span class="k">enum</span> <a class="reference internal" href="enum_DPCTLSyclDeviceType.html#doxid-d3-d94-dpctl-sycl-enum-types-8h-1a15d8954e4e712e2ec00838a9283d13ff"><span class="std std-ref">DPCTLSyclDeviceType</span></a><span></span><span class="p">;</span>
-<span class="k">enum</span> <a class="reference internal" href="enum_DPCTLSyclEventStatusType.html#doxid-d3-d94-dpctl-sycl-enum-types-8h-1ac950d7ef3975b7c553971613f4a27021"><span class="std std-ref">DPCTLSyclEventStatusType</span></a><span></span><span class="p">;</span>
-<span class="k">enum</span> <a class="reference internal" href="enum_DPCTLSyclUSMType.html#doxid-d3-d94-dpctl-sycl-enum-types-8h-1a61bd8b72de91212af565a9be9b913844"><span class="std std-ref">DPCTLSyclUSMType</span></a><span></span><span class="p">;</span>
-
-<span class="c1">// structs</span>
-
-<span class="k">struct</span> <a class="reference internal" href="struct_MDLocalAccessorTy.html#doxid-db-dfd-struct-m-d-local-accessor-ty"><span class="std std-ref">MDLocalAccessorTy</span></a><span></span><span class="p">;</span>
-
-<span class="c1">// global functions</span>
-
-DPCTL_API<span></span> <span class="kt">uint32_t</span>
-<a class="reference internal" href="#doxid-d4-d5a-dpctl-sycl-device-interface-8h-1ac47e84e08c40272eb54358b6ab76c0f0"><span class="std std-ref">DPCTLDevice_GetGlobalMemCacheLineSize</span></a><span></span><span class="p">(</span>__dpctl_keep<span></span> <span class="k">const</span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1a8dae76b436012ecbdebbd568e77f440d"><span class="std std-ref">DPCTLSyclDeviceRef</span></a><span></span> <span class="n">DRef</span><span class="p">);</span>
-
-DPCTL_API<span></span> <span class="kt">uint64_t</span>
-<a class="reference internal" href="#doxid-d4-d5a-dpctl-sycl-device-interface-8h-1ae4641fb22da8c78a1c5b3c9a0c0fd913"><span class="std std-ref">DPCTLDevice_GetGlobalMemCacheSize</span></a><span></span><span class="p">(</span>__dpctl_keep<span></span> <span class="k">const</span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1a8dae76b436012ecbdebbd568e77f440d"><span class="std std-ref">DPCTLSyclDeviceRef</span></a><span></span> <span class="n">DRef</span><span class="p">);</span>
-
-DPCTL_API<span></span> <a class="reference internal" href="enum_DPCTLGlobalMemCacheType.html#doxid-d3-d94-dpctl-sycl-enum-types-8h-1a229ff3945c2347aa0999fe2e28aaa94d"><span class="std std-ref">DPCTLGlobalMemCacheType</span></a><span></span>
-<a class="reference internal" href="#doxid-d4-d5a-dpctl-sycl-device-interface-8h-1a34aef85cc31edf294aece8d68f5bccba"><span class="std std-ref">DPCTLDevice_GetGlobalMemCacheType</span></a><span></span><span class="p">(</span>__dpctl_keep<span></span> <span class="k">const</span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1a8dae76b436012ecbdebbd568e77f440d"><span class="std std-ref">DPCTLSyclDeviceRef</span></a><span></span> <span class="n">DRef</span><span class="p">);</span>
-
-DPCTL_API<span></span> <span class="kt">size_t</span>
-<a class="reference internal" href="#doxid-d4-d5a-dpctl-sycl-device-interface-8h-1a4ef25a38cbf63e618016302e8ebf480d"><span class="std std-ref">DPCTLDevice_GetImage2dMaxHeight</span></a><span></span><span class="p">(</span>__dpctl_keep<span></span> <span class="k">const</span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1a8dae76b436012ecbdebbd568e77f440d"><span class="std std-ref">DPCTLSyclDeviceRef</span></a><span></span> <span class="n">DRef</span><span class="p">);</span>
-
-DPCTL_API<span></span> <span class="kt">size_t</span>
-<a class="reference internal" href="#doxid-d4-d5a-dpctl-sycl-device-interface-8h-1ad1f6957fdc5fb51ed873fa444af17c13"><span class="std std-ref">DPCTLDevice_GetImage2dMaxWidth</span></a><span></span><span class="p">(</span>__dpctl_keep<span></span> <span class="k">const</span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1a8dae76b436012ecbdebbd568e77f440d"><span class="std std-ref">DPCTLSyclDeviceRef</span></a><span></span> <span class="n">DRef</span><span class="p">);</span>
-
-DPCTL_API<span></span> <span class="kt">size_t</span>
-<a class="reference internal" href="#doxid-d4-d5a-dpctl-sycl-device-interface-8h-1ac64423a160a010d1841b36ae2ab48658"><span class="std std-ref">DPCTLDevice_GetImage3dMaxDepth</span></a><span></span><span class="p">(</span>__dpctl_keep<span></span> <span class="k">const</span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1a8dae76b436012ecbdebbd568e77f440d"><span class="std std-ref">DPCTLSyclDeviceRef</span></a><span></span> <span class="n">DRef</span><span class="p">);</span>
-
-DPCTL_API<span></span> <span class="kt">size_t</span>
-<a class="reference internal" href="#doxid-d4-d5a-dpctl-sycl-device-interface-8h-1ac041263954e4e4c2a5bf58eeb08c0b7e"><span class="std std-ref">DPCTLDevice_GetImage3dMaxHeight</span></a><span></span><span class="p">(</span>__dpctl_keep<span></span> <span class="k">const</span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1a8dae76b436012ecbdebbd568e77f440d"><span class="std std-ref">DPCTLSyclDeviceRef</span></a><span></span> <span class="n">DRef</span><span class="p">);</span>
-
-DPCTL_API<span></span> <span class="kt">size_t</span>
-<a class="reference internal" href="#doxid-d4-d5a-dpctl-sycl-device-interface-8h-1a775e74dcd25c38e1d1575df3262b6f60"><span class="std std-ref">DPCTLDevice_GetImage3dMaxWidth</span></a><span></span><span class="p">(</span>__dpctl_keep<span></span> <span class="k">const</span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1a8dae76b436012ecbdebbd568e77f440d"><span class="std std-ref">DPCTLSyclDeviceRef</span></a><span></span> <span class="n">DRef</span><span class="p">);</span>
-
-DPCTL_API<span></span> <span class="kt">uint32_t</span>
-<a class="reference internal" href="#doxid-d4-d5a-dpctl-sycl-device-interface-8h-1a8a86e895dc25e747f8f4349100d85809"><span class="std std-ref">DPCTLDevice_GetMaxClockFrequency</span></a><span></span><span class="p">(</span>__dpctl_keep<span></span> <span class="k">const</span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1a8dae76b436012ecbdebbd568e77f440d"><span class="std std-ref">DPCTLSyclDeviceRef</span></a><span></span> <span class="n">DRef</span><span class="p">);</span>
-
-DPCTL_API<span></span> <span class="kt">uint64_t</span>
-<a class="reference internal" href="#doxid-d4-d5a-dpctl-sycl-device-interface-8h-1ad546933b32f0c9917982f39ddf0be5c6"><span class="std std-ref">DPCTLDevice_GetMaxMemAllocSize</span></a><span></span><span class="p">(</span>__dpctl_keep<span></span> <span class="k">const</span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1a8dae76b436012ecbdebbd568e77f440d"><span class="std std-ref">DPCTLSyclDeviceRef</span></a><span></span> <span class="n">DRef</span><span class="p">);</span>
-
-DPCTL_API<span></span> <span class="kt">uint32_t</span>
-<a class="reference internal" href="#doxid-d4-d5a-dpctl-sycl-device-interface-8h-1a9810a239416c53427e3742bfb72ea0a6"><span class="std std-ref">DPCTLDevice_GetMaxReadImageArgs</span></a><span></span><span class="p">(</span>__dpctl_keep<span></span> <span class="k">const</span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1a8dae76b436012ecbdebbd568e77f440d"><span class="std std-ref">DPCTLSyclDeviceRef</span></a><span></span> <span class="n">DRef</span><span class="p">);</span>
-
-DPCTL_API<span></span> <span class="kt">uint32_t</span>
-<a class="reference internal" href="#doxid-d4-d5a-dpctl-sycl-device-interface-8h-1a34dbd5b5dbde22ba5f1d5205de298d81"><span class="std std-ref">DPCTLDevice_GetMaxWriteImageArgs</span></a><span></span><span class="p">(</span>__dpctl_keep<span></span> <span class="k">const</span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1a8dae76b436012ecbdebbd568e77f440d"><span class="std std-ref">DPCTLSyclDeviceRef</span></a><span></span> <span class="n">DRef</span><span class="p">);</span>
-
-DPCTL_API<span></span> __dpctl_give<span></span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1a8dae76b436012ecbdebbd568e77f440d"><span class="std std-ref">DPCTLSyclDeviceRef</span></a><span></span>
-<a class="reference internal" href="#doxid-d4-d5a-dpctl-sycl-device-interface-8h-1acccdc3f034e6c5fd2a249907355169bc"><span class="std std-ref">DPCTLDevice_GetParentDevice</span></a><span></span><span class="p">(</span>__dpctl_keep<span></span> <span class="k">const</span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1a8dae76b436012ecbdebbd568e77f440d"><span class="std std-ref">DPCTLSyclDeviceRef</span></a><span></span> <span class="n">DRef</span><span class="p">);</span>
-
-DPCTL_API<span></span> <span class="kt">uint32_t</span>
-<a class="reference internal" href="#doxid-d4-d5a-dpctl-sycl-device-interface-8h-1ab48d25118cd217ccd917993afba98570"><span class="std std-ref">DPCTLDevice_GetPartitionMaxSubDevices</span></a><span></span><span class="p">(</span>__dpctl_keep<span></span> <span class="k">const</span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1a8dae76b436012ecbdebbd568e77f440d"><span class="std std-ref">DPCTLSyclDeviceRef</span></a><span></span> <span class="n">DRef</span><span class="p">);</span>
-
-DPCTL_API<span></span> <span class="kt">size_t</span>
-<a class="reference internal" href="#doxid-d4-d5a-dpctl-sycl-device-interface-8h-1a5fe67bf4915e62ce08d80d810f0e8632"><span class="std std-ref">DPCTLDevice_GetProfilingTimerResolution</span></a><span></span><span class="p">(</span>__dpctl_keep<span></span> <span class="k">const</span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1a8dae76b436012ecbdebbd568e77f440d"><span class="std std-ref">DPCTLSyclDeviceRef</span></a><span></span> <span class="n">DRef</span><span class="p">);</span>
-
-DPCTL_API<span></span> <span class="kt">size_t</span>
-<a class="reference internal" href="#doxid-d4-d5a-dpctl-sycl-device-interface-8h-1a28538fa8029a6d4c7ff4d972ec690b97"><span class="std std-ref">DPCTLDevice_Hash</span></a><span></span><span class="p">(</span>__dpctl_keep<span></span> <span class="k">const</span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1a8dae76b436012ecbdebbd568e77f440d"><span class="std std-ref">DPCTLSyclDeviceRef</span></a><span></span> <span class="n">DRef</span><span class="p">);</span>
-
-DPCTL_API<span></span> __dpctl_give<span></span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1a42590892ae4324c54f6ddef34009ca03"><span class="std std-ref">DPCTLSyclEventRef</span></a><span></span>
-<a class="reference internal" href="#doxid-da-db8-dpctl-sycl-queue-interface-8h-1a2453786e50a7d7e51a0d240b2ce52f53"><span class="std std-ref">DPCTLQueue_SubmitBarrier</span></a><span></span><span class="p">(</span>__dpctl_keep<span></span> <span class="k">const</span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1af23137a8bf20ff63b10db9f7f987799a"><span class="std std-ref">DPCTLSyclQueueRef</span></a><span></span> <span class="n">QRef</span><span class="p">);</span>
-
-DPCTL_API<span></span> __dpctl_give<span></span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1a42590892ae4324c54f6ddef34009ca03"><span class="std std-ref">DPCTLSyclEventRef</span></a><span></span>
-<a class="reference internal" href="#doxid-da-db8-dpctl-sycl-queue-interface-8h-1a1666c1e2da52e7736cfc662a7c0ad6fb"><span class="std std-ref">DPCTLQueue_SubmitBarrierForEvents</span></a><span></span><span class="p">(</span>
-    __dpctl_keep<span></span> <span class="k">const</span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1af23137a8bf20ff63b10db9f7f987799a"><span class="std std-ref">DPCTLSyclQueueRef</span></a><span></span> <span class="n">QRef</span><span class="p">,</span>
-    __dpctl_keep<span></span> <span class="k">const</span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1a42590892ae4324c54f6ddef34009ca03"><span class="std std-ref">DPCTLSyclEventRef</span></a><span></span><span class="o">*</span> <span class="n">DepEvents</span><span class="p">,</span>
-    <span class="kt">size_t</span> <span class="n">NDepEvents</span>
-    <span class="p">);</span>
-
-<a class="reference internal" href="#doxid-d7-d31-extern-c-8h-1ad85f54ad0bab1d5206255e5920261be3"><span class="std std-ref">DPCTL_C_EXTERN_C_BEGIN</span></a><span></span> DPCTL_API<span></span> <span class="kt">void</span>
-<a class="reference internal" href="#doxid-da-d48-dpctl-utils-8h-1a33267597953b5a15fc3a052e0d09ef06"><span class="std std-ref">DPCTLCString_Delete</span></a><span></span><span class="p">(</span>__dpctl_take<span></span> <span class="k">const</span> <span class="kt">char</span><span class="o">*</span> <span class="n">str</span><span class="p">);</span>
-
-DPCTL_API<span></span> <span class="kt">void</span>
-<a class="reference internal" href="#doxid-da-d48-dpctl-utils-8h-1a8666dbbe5583326eb3b57293be168ffc"><span class="std std-ref">DPCTLSize_t_Array_Delete</span></a><span></span><span class="p">(</span>__dpctl_take<span></span> <span class="kt">size_t</span><span class="o">*</span> <span class="n">arr</span><span class="p">);</span>
-
-<span class="c1">// macros</span>
-
-<span class="cp">#define </span><span class="doxyrest-code-target target" id="doxid-d7-d31-extern-c-8h-1ad85f54ad0bab1d5206255e5920261be3"><span></span><span class="n">DPCTL_C_EXTERN_C_BEGIN</span></span><span></span>
-<span class="cp">#define </span><span class="doxyrest-code-target target" id="doxid-d7-d31-extern-c-8h-1a6956fffc46b54bcdd0e7fd53cd3a6619"><span></span><span class="n">DPCTL_C_EXTERN_C_END</span></span><span></span>
-<span class="cp">#define </span><span class="doxyrest-code-target target" id="doxid-d4-d64-dpctl-vector-8h-1a43b2a4a7b634d5a56fa79397f629b705"><span></span><span class="n">DPCTL_DECLARE_VECTOR</span></span><span></span><span class="p">(</span><span class="n">EL</span><span class="p">)</span>
-<span class="cp">#define </span><span class="doxyrest-code-target target" id="doxid-d4-d64-dpctl-vector-8h-1acc5c1c7aff23c0d01882e6e82e0eea9d"><span></span><span class="n">DPCTL_DECLARE_VECTOR_FN</span></span><span></span><span class="p">(</span><span class="n">EL</span><span class="p">)</span>
-<span class="cp">#define </span><a class="reference internal" href="#doxid-d4-d64-dpctl-vector-8h-1a83a0669601a2adec6b227cc2276a1538"><span class="std std-ref">DPCTL_DECLARE_VECTOR_TYPE</span></a><span></span><span class="p">(</span><span class="n">EL</span><span class="p">)</span>
-<span class="cp">#define </span><span class="doxyrest-code-target target" id="doxid-d5-dc8-dpctl-config-8h-1a00ca2e61d36794f041736396d1e20124"><span></span><span class="n">DPCTL_DPCPP_VERSION</span></span><span></span>
-<span class="cp">#define </span><span class="doxyrest-code-target target" id="doxid-d5-dc8-dpctl-config-8h-1a182f8dae06ea22e2c65172f1fb1182ea"><span></span><span class="n">DPCTL_ENABLE_L0_PROGRAM_CREATION</span></span><span></span>
-<span class="cp">#define </span><span class="doxyrest-code-target target" id="doxid-d5-dc8-dpctl-config-8h-1ac0275ec42e77c34f20506d43687a9748"><span></span><span class="n">DPCTL_LIBCL_LOADER_FILENAME</span></span><span></span>
-<span class="cp">#define </span><span class="doxyrest-code-target target" id="doxid-d5-dc8-dpctl-config-8h-1a034614d34ebcaa0b5e5dcdee4a0d2a4a"><span></span><span class="n">DPCTL_LIBZE_LOADER_FILENAME</span></span><span></span>
-<span class="cp">#define </span><a class="reference internal" href="#doxid-dd-d1c-dpctl-data-types-8h-1acd69981d54c27fe0ff514645dbfc6359"><span class="std std-ref">HUGE_VALF</span></a><span></span>
-<span class="cp">#define </span><a class="reference internal" href="#doxid-dd-d1c-dpctl-data-types-8h-1ad0d744f05898e32d01f73f8af3cd2071"><span class="std std-ref">INT64_MAX</span></a><span></span>
-<span class="cp">#define </span><a class="reference internal" href="#doxid-dd-d1c-dpctl-data-types-8h-1ab21f12f372f67b8ff0aa3432336ede67"><span class="std std-ref">INT64_MIN</span></a><span></span>
-<span class="cp">#define </span><a class="reference internal" href="#doxid-dd-d1c-dpctl-data-types-8h-1a30654b4b67d97c42ca3f9b6052dda916"><span class="std std-ref">UINT64_MAX</span></a><span></span>
-<span class="cp">#define </span><span class="doxyrest-code-target target" id="doxid-d5-dc8-dpctl-config-8h-1abc74b5b590f29184b233628c55569207"><span></span><span class="n">__SYCL_COMPILER_VERSION_REQUIRED</span></span></pre>
-</section>
-<section id="detailed-documentation">
-<span id="details-global"></span><h2>Detailed Documentation<a class="headerlink" href="#detailed-documentation" title="Permalink to this heading">¶</a></h2>
-<section id="typedefs">
-<h3>Typedefs<a class="headerlink" href="#typedefs" title="Permalink to this heading">¶</a></h3>
-<pre class="highlight doxyrest-title-code-block literal-block" id="doxid-de-d75-dpctl-error-handler-type-8h-1aeb0f262687ced57ead8f8b7d0b7dcefe"><span id="index-1"></span><span></span><span class="k">typedef</span> <span class="kt">void</span> <span class="n">error_handler_callback</span><span class="p">(</span><span class="kt">int</span> <span class="n">err_code</span><span class="p">)</span></pre>
-<p>Type of function to be used in SYCL async error handler provide by DPCTL.</p>
-<p class="rubric">Parameters:</p>
-<div class="table-wrapper colwidths-given docutils container">
-<table class="docutils align-default">
-<colgroup>
-<col style="width: 20.0%" />
-<col style="width: 80.0%" />
-</colgroup>
-<tbody>
-<tr class="row-odd"><td><p>err_code</p></td>
-<td><p>Error code extracted from an SYCL asynchronous error.</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<pre class="highlight doxyrest-title-code-block literal-block" id="doxid-da-db8-dpctl-sycl-queue-interface-8h-1a7779ae83e3fd4db1174768e1ba62f30b"><span id="index-2"></span><span></span><span class="k">typedef</span> <span class="k">struct</span> <a class="reference internal" href="struct_MDLocalAccessorTy.html#doxid-db-dfd-struct-m-d-local-accessor-ty"><span class="std std-ref">MDLocalAccessorTy</span></a><span></span> <span class="n">MDLocalAccessor</span></pre>
-<p>Structure to be used to specify dimensionality and type of local_accessor kernel type argument.</p>
-<pre class="highlight doxyrest-title-code-block literal-block" id="doxid-df-d57-dpctl-sycl-types-8h-1accf78808322af80b73da617cb2f15f08"><span id="index-3"></span><span></span><span class="k">typedef</span>  <span class="k">struct</span> <span class="n">DPCTLOpaqueSyclContext</span><span class="o">*</span> <span class="n">DPCTLSyclContextRef</span></pre>
-<p>Opaque pointer to a <code class="docutils literal notranslate"><span class="pre">sycl::context</span></code></p>
-<pre class="highlight doxyrest-title-code-block literal-block" id="doxid-df-d57-dpctl-sycl-types-8h-1a8dae76b436012ecbdebbd568e77f440d"><span id="index-4"></span><span></span><span class="k">typedef</span> <span class="k">struct</span> <span class="n">DPCTLOpaqueSyclDevice</span><span class="o">*</span> <span class="n">DPCTLSyclDeviceRef</span></pre>
-<p>Opaque pointer to a <code class="docutils literal notranslate"><span class="pre">sycl::device</span></code></p>
-<pre class="highlight doxyrest-title-code-block literal-block" id="doxid-df-d57-dpctl-sycl-types-8h-1a50a1c6c98f4ca4a27a88e53a7f3eeb83"><span id="index-5"></span><span></span><span class="k">typedef</span> <span class="k">struct</span> <span class="n">DPCTLOpaqueSyclDeviceSelector</span><span class="o">*</span> <span class="n">DPCTLSyclDeviceSelectorRef</span></pre>
-<p>Opaque pointer to a <code class="docutils literal notranslate"><span class="pre">sycl::device_selector</span></code></p>
-<pre class="highlight doxyrest-title-code-block literal-block" id="doxid-df-d57-dpctl-sycl-types-8h-1a42590892ae4324c54f6ddef34009ca03"><span id="index-6"></span><span></span><span class="k">typedef</span> <span class="k">struct</span> <span class="n">DPCTLOpaqueSyclEvent</span><span class="o">*</span> <span class="n">DPCTLSyclEventRef</span></pre>
-<p>Opaque pointer to a <code class="docutils literal notranslate"><span class="pre">sycl::event</span></code></p>
-<pre class="highlight doxyrest-title-code-block literal-block" id="doxid-df-d57-dpctl-sycl-types-8h-1a6d9c52ea7d2e9394ddf7ba7e7f01bebd"><span id="index-7"></span><span></span><span class="k">typedef</span> <span class="k">struct</span> <span class="n">DPCTLOpaqueSyclKernelBundle</span><span class="o">*</span> <span class="n">DPCTLSyclKernelBundleRef</span></pre>
-<p>Opaque pointer to a <code class="docutils literal notranslate"><span class="pre">sycl::kernel_bundle&lt;sycl::bundle_state::executable&gt;</span></code></p>
-<pre class="highlight doxyrest-title-code-block literal-block" id="doxid-df-d57-dpctl-sycl-types-8h-1a3f6be07fdf695c015719ce0b0c237844"><span id="index-8"></span><span></span><span class="k">typedef</span> <span class="k">struct</span> <span class="n">DPCTLOpaqueSyclKernel</span><span class="o">*</span> <span class="n">DPCTLSyclKernelRef</span></pre>
-<p>Opaque pointer to a <code class="docutils literal notranslate"><span class="pre">sycl::kernel</span></code></p>
-<pre class="highlight doxyrest-title-code-block literal-block" id="doxid-df-d57-dpctl-sycl-types-8h-1aae750289dcff2c3739f4870086ac7ed0"><span id="index-9"></span><span></span><span class="k">typedef</span> <span class="k">struct</span> <span class="n">DPCTLOpaqueSyclPlatform</span><span class="o">*</span> <span class="n">DPCTLSyclPlatformRef</span></pre>
-<p>Opaque pointer to a <code class="docutils literal notranslate"><span class="pre">sycl::platform</span></code></p>
-<pre class="highlight doxyrest-title-code-block literal-block" id="doxid-df-d57-dpctl-sycl-types-8h-1af23137a8bf20ff63b10db9f7f987799a"><span id="index-10"></span><span></span><span class="k">typedef</span> <span class="k">struct</span> <span class="n">DPCTLOpaqueSyclQueue</span><span class="o">*</span> <span class="n">DPCTLSyclQueueRef</span></pre>
-<p>Opaque pointer to a <code class="docutils literal notranslate"><span class="pre">sycl::queue</span></code></p>
-<pre class="highlight doxyrest-title-code-block literal-block" id="doxid-df-d57-dpctl-sycl-types-8h-1a8c78ad1413045f90e15f5b6a2727d2e6"><span id="index-11"></span><span></span><span class="k">typedef</span> <span class="k">struct</span> <span class="n">DPCTLOpaqueSyclUSM</span><span class="o">*</span> <span class="n">DPCTLSyclUSMRef</span></pre>
-<p>Used to pass a <code class="docutils literal notranslate"><span class="pre">sycl::usm</span></code> memory opaquely through DPCTL interfaces.</p>
-</section>
-<section id="global-functions">
-<h3>Global Functions<a class="headerlink" href="#global-functions" title="Permalink to this heading">¶</a></h3>
-<pre class="highlight doxyrest-title-code-block literal-block" id="doxid-d4-d5a-dpctl-sycl-device-interface-8h-1ac47e84e08c40272eb54358b6ab76c0f0"><span id="index-12"></span>DPCTL_API<span></span> <span class="kt">uint32_t</span>
-<span class="n">DPCTLDevice_GetGlobalMemCacheLineSize</span><span class="p">(</span>__dpctl_keep<span></span> <span class="k">const</span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1a8dae76b436012ecbdebbd568e77f440d"><span class="std std-ref">DPCTLSyclDeviceRef</span></a><span></span> <span class="n">DRef</span><span class="p">)</span></pre>
-<p>Wrapper over device.get_info&lt;<a class="reference external" href="info::device::global_mem_cache_line_size">info::device::global_mem_cache_line_size</a>&gt;</p>
-<p class="rubric">Parameters:</p>
-<div class="table-wrapper colwidths-given docutils container">
-<table class="docutils align-default">
-<colgroup>
-<col style="width: 20.0%" />
-<col style="width: 80.0%" />
-</colgroup>
-<tbody>
-<tr class="row-odd"><td><p>DRef</p></td>
-<td><p>Opaque pointer to a sycl::device</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<p class="rubric">Returns:</p>
-<p>Returns the size of global memory cache line in bytes as uint32_t.</p>
-<pre class="highlight doxyrest-title-code-block literal-block" id="doxid-d4-d5a-dpctl-sycl-device-interface-8h-1ae4641fb22da8c78a1c5b3c9a0c0fd913"><span id="index-13"></span>DPCTL_API<span></span> <span class="kt">uint64_t</span>
-<span class="n">DPCTLDevice_GetGlobalMemCacheSize</span><span class="p">(</span>__dpctl_keep<span></span> <span class="k">const</span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1a8dae76b436012ecbdebbd568e77f440d"><span class="std std-ref">DPCTLSyclDeviceRef</span></a><span></span> <span class="n">DRef</span><span class="p">)</span></pre>
-<p>Wrapper over device.get_info&lt;<a class="reference external" href="info::device::global_mem_cache_size">info::device::global_mem_cache_size</a>&gt;</p>
-<p class="rubric">Parameters:</p>
-<div class="table-wrapper colwidths-given docutils container">
-<table class="docutils align-default">
-<colgroup>
-<col style="width: 20.0%" />
-<col style="width: 80.0%" />
-</colgroup>
-<tbody>
-<tr class="row-odd"><td><p>DRef</p></td>
-<td><p>Opaque pointer to a sycl::device</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<p class="rubric">Returns:</p>
-<p>Returns the size of global memory cache in bytes as uint64_t.</p>
-<pre class="highlight doxyrest-title-code-block literal-block" id="doxid-d4-d5a-dpctl-sycl-device-interface-8h-1a34aef85cc31edf294aece8d68f5bccba"><span id="index-14"></span>DPCTL_API<span></span> <a class="reference internal" href="enum_DPCTLGlobalMemCacheType.html#doxid-d3-d94-dpctl-sycl-enum-types-8h-1a229ff3945c2347aa0999fe2e28aaa94d"><span class="std std-ref">DPCTLGlobalMemCacheType</span></a><span></span>
-<span class="n">DPCTLDevice_GetGlobalMemCacheType</span><span class="p">(</span>__dpctl_keep<span></span> <span class="k">const</span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1a8dae76b436012ecbdebbd568e77f440d"><span class="std std-ref">DPCTLSyclDeviceRef</span></a><span></span> <span class="n">DRef</span><span class="p">)</span></pre>
-<p>Wrapper over device.get_info&lt;<a class="reference external" href="info::device::global_mem_cache_type">info::device::global_mem_cache_type</a>&gt;</p>
-<p class="rubric">Parameters:</p>
-<div class="table-wrapper colwidths-given docutils container">
-<table class="docutils align-default">
-<colgroup>
-<col style="width: 20.0%" />
-<col style="width: 80.0%" />
-</colgroup>
-<tbody>
-<tr class="row-odd"><td><p>DRef</p></td>
-<td><p>Opaque pointer to a sycl::device</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<p class="rubric">Returns:</p>
-<p>Returns the type of global memory cache supported.</p>
-<pre class="highlight doxyrest-title-code-block literal-block" id="doxid-d4-d5a-dpctl-sycl-device-interface-8h-1a4ef25a38cbf63e618016302e8ebf480d"><span id="index-15"></span>DPCTL_API<span></span> <span class="kt">size_t</span>
-<span class="n">DPCTLDevice_GetImage2dMaxHeight</span><span class="p">(</span>__dpctl_keep<span></span> <span class="k">const</span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1a8dae76b436012ecbdebbd568e77f440d"><span class="std std-ref">DPCTLSyclDeviceRef</span></a><span></span> <span class="n">DRef</span><span class="p">)</span></pre>
-<p>Wrapper over device.get_info&lt;<a class="reference external" href="info::device::image2d_max_height">info::device::image2d_max_height</a>&gt;().</p>
-<p class="rubric">Parameters:</p>
-<div class="table-wrapper colwidths-given docutils container">
-<table class="docutils align-default">
-<colgroup>
-<col style="width: 20.0%" />
-<col style="width: 80.0%" />
-</colgroup>
-<tbody>
-<tr class="row-odd"><td><p>DRef</p></td>
-<td><p>Opaque pointer to a sycl::device</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<p class="rubric">Returns:</p>
-<p>Returns the maximum height of a 2D image or 1D image in pixels. The minimum value is 8192 if the SYCL device has aspect::image.</p>
-<pre class="highlight doxyrest-title-code-block literal-block" id="doxid-d4-d5a-dpctl-sycl-device-interface-8h-1ad1f6957fdc5fb51ed873fa444af17c13"><span id="index-16"></span>DPCTL_API<span></span> <span class="kt">size_t</span>
-<span class="n">DPCTLDevice_GetImage2dMaxWidth</span><span class="p">(</span>__dpctl_keep<span></span> <span class="k">const</span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1a8dae76b436012ecbdebbd568e77f440d"><span class="std std-ref">DPCTLSyclDeviceRef</span></a><span></span> <span class="n">DRef</span><span class="p">)</span></pre>
-<p>Wrapper over device.get_info&lt;<a class="reference external" href="info::device::image2d_max_width">info::device::image2d_max_width</a>&gt;().</p>
-<p class="rubric">Parameters:</p>
-<div class="table-wrapper colwidths-given docutils container">
-<table class="docutils align-default">
-<colgroup>
-<col style="width: 20.0%" />
-<col style="width: 80.0%" />
-</colgroup>
-<tbody>
-<tr class="row-odd"><td><p>DRef</p></td>
-<td><p>Opaque pointer to a sycl::device</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<p class="rubric">Returns:</p>
-<p>Returns the maximum width of a 2D image or 1D image in pixels. The minimum value is 8192 if the SYCL device has aspect::image.</p>
-<pre class="highlight doxyrest-title-code-block literal-block" id="doxid-d4-d5a-dpctl-sycl-device-interface-8h-1ac64423a160a010d1841b36ae2ab48658"><span id="index-17"></span>DPCTL_API<span></span> <span class="kt">size_t</span>
-<span class="n">DPCTLDevice_GetImage3dMaxDepth</span><span class="p">(</span>__dpctl_keep<span></span> <span class="k">const</span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1a8dae76b436012ecbdebbd568e77f440d"><span class="std std-ref">DPCTLSyclDeviceRef</span></a><span></span> <span class="n">DRef</span><span class="p">)</span></pre>
-<p>Wrapper over device.get_info&lt;<a class="reference external" href="info::device::image3d_max_depth">info::device::image3d_max_depth</a>&gt;().</p>
-<p class="rubric">Parameters:</p>
-<div class="table-wrapper colwidths-given docutils container">
-<table class="docutils align-default">
-<colgroup>
-<col style="width: 20.0%" />
-<col style="width: 80.0%" />
-</colgroup>
-<tbody>
-<tr class="row-odd"><td><p>DRef</p></td>
-<td><p>Opaque pointer to a sycl::device</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<p class="rubric">Returns:</p>
-<p>Returns the maximum depth of a 3D image The minimum value is 2048 if the SYCL device has aspect::image.</p>
-<pre class="highlight doxyrest-title-code-block literal-block" id="doxid-d4-d5a-dpctl-sycl-device-interface-8h-1ac041263954e4e4c2a5bf58eeb08c0b7e"><span id="index-18"></span>DPCTL_API<span></span> <span class="kt">size_t</span>
-<span class="n">DPCTLDevice_GetImage3dMaxHeight</span><span class="p">(</span>__dpctl_keep<span></span> <span class="k">const</span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1a8dae76b436012ecbdebbd568e77f440d"><span class="std std-ref">DPCTLSyclDeviceRef</span></a><span></span> <span class="n">DRef</span><span class="p">)</span></pre>
-<p>Wrapper over device.get_info&lt;<a class="reference external" href="info::device::image3d_max_height">info::device::image3d_max_height</a>&gt;().</p>
-<p class="rubric">Parameters:</p>
-<div class="table-wrapper colwidths-given docutils container">
-<table class="docutils align-default">
-<colgroup>
-<col style="width: 20.0%" />
-<col style="width: 80.0%" />
-</colgroup>
-<tbody>
-<tr class="row-odd"><td><p>DRef</p></td>
-<td><p>Opaque pointer to a sycl::device</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<p class="rubric">Returns:</p>
-<p>Returns the maximum height of a 3D image The minimum value is 2048 if the SYCL device has aspect::image.</p>
-<pre class="highlight doxyrest-title-code-block literal-block" id="doxid-d4-d5a-dpctl-sycl-device-interface-8h-1a775e74dcd25c38e1d1575df3262b6f60"><span id="index-19"></span>DPCTL_API<span></span> <span class="kt">size_t</span>
-<span class="n">DPCTLDevice_GetImage3dMaxWidth</span><span class="p">(</span>__dpctl_keep<span></span> <span class="k">const</span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1a8dae76b436012ecbdebbd568e77f440d"><span class="std std-ref">DPCTLSyclDeviceRef</span></a><span></span> <span class="n">DRef</span><span class="p">)</span></pre>
-<p>Wrapper over device.get_info&lt;<a class="reference external" href="info::device::image3d_max_width">info::device::image3d_max_width</a>&gt;().</p>
-<p class="rubric">Parameters:</p>
-<div class="table-wrapper colwidths-given docutils container">
-<table class="docutils align-default">
-<colgroup>
-<col style="width: 20.0%" />
-<col style="width: 80.0%" />
-</colgroup>
-<tbody>
-<tr class="row-odd"><td><p>DRef</p></td>
-<td><p>Opaque pointer to a sycl::device</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<p class="rubric">Returns:</p>
-<p>Returns the maximum width of a 3D image in pixels. The minimum value is 2048 if the SYCL device has aspect::image.</p>
-<pre class="highlight doxyrest-title-code-block literal-block" id="doxid-d4-d5a-dpctl-sycl-device-interface-8h-1a8a86e895dc25e747f8f4349100d85809"><span id="index-20"></span>DPCTL_API<span></span> <span class="kt">uint32_t</span>
-<span class="n">DPCTLDevice_GetMaxClockFrequency</span><span class="p">(</span>__dpctl_keep<span></span> <span class="k">const</span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1a8dae76b436012ecbdebbd568e77f440d"><span class="std std-ref">DPCTLSyclDeviceRef</span></a><span></span> <span class="n">DRef</span><span class="p">)</span></pre>
-<p>Wrapper over device.get_info&lt;<a class="reference external" href="info::device::max_clock_frequency">info::device::max_clock_frequency</a>&gt;</p>
-<p class="rubric">Parameters:</p>
-<div class="table-wrapper colwidths-given docutils container">
-<table class="docutils align-default">
-<colgroup>
-<col style="width: 20.0%" />
-<col style="width: 80.0%" />
-</colgroup>
-<tbody>
-<tr class="row-odd"><td><p>DRef</p></td>
-<td><p>Opaque pointer to a sycl::device</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<p class="rubric">Returns:</p>
-<p>Returns the maximum clock frequency in MHz as uint32_t.</p>
-<pre class="highlight doxyrest-title-code-block literal-block" id="doxid-d4-d5a-dpctl-sycl-device-interface-8h-1ad546933b32f0c9917982f39ddf0be5c6"><span id="index-21"></span>DPCTL_API<span></span> <span class="kt">uint64_t</span>
-<span class="n">DPCTLDevice_GetMaxMemAllocSize</span><span class="p">(</span>__dpctl_keep<span></span> <span class="k">const</span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1a8dae76b436012ecbdebbd568e77f440d"><span class="std std-ref">DPCTLSyclDeviceRef</span></a><span></span> <span class="n">DRef</span><span class="p">)</span></pre>
-<p>Wrapper over device.get_info&lt;<a class="reference external" href="info::device::max_mem_alloc_size">info::device::max_mem_alloc_size</a>&gt;</p>
-<p class="rubric">Parameters:</p>
-<div class="table-wrapper colwidths-given docutils container">
-<table class="docutils align-default">
-<colgroup>
-<col style="width: 20.0%" />
-<col style="width: 80.0%" />
-</colgroup>
-<tbody>
-<tr class="row-odd"><td><p>DRef</p></td>
-<td><p>Opaque pointer to a sycl::device</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<p class="rubric">Returns:</p>
-<p>Returns the maximum size of memory object in bytes as uint64_t.</p>
-<pre class="highlight doxyrest-title-code-block literal-block" id="doxid-d4-d5a-dpctl-sycl-device-interface-8h-1a9810a239416c53427e3742bfb72ea0a6"><span id="index-22"></span>DPCTL_API<span></span> <span class="kt">uint32_t</span>
-<span class="n">DPCTLDevice_GetMaxReadImageArgs</span><span class="p">(</span>__dpctl_keep<span></span> <span class="k">const</span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1a8dae76b436012ecbdebbd568e77f440d"><span class="std std-ref">DPCTLSyclDeviceRef</span></a><span></span> <span class="n">DRef</span><span class="p">)</span></pre>
-<p>Wrapper over device.get_info&lt;<a class="reference external" href="info::device::max_read_image_args">info::device::max_read_image_args</a>&gt;().</p>
-<p class="rubric">Parameters:</p>
-<div class="table-wrapper colwidths-given docutils container">
-<table class="docutils align-default">
-<colgroup>
-<col style="width: 20.0%" />
-<col style="width: 80.0%" />
-</colgroup>
-<tbody>
-<tr class="row-odd"><td><p>DRef</p></td>
-<td><p>Opaque pointer to a sycl::device</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<p class="rubric">Returns:</p>
-<p>Returns the maximum number of simultaneous image objects that can be read from by a kernel. The minimum value is 128 if the SYCL device has aspect::image.</p>
-<pre class="highlight doxyrest-title-code-block literal-block" id="doxid-d4-d5a-dpctl-sycl-device-interface-8h-1a34dbd5b5dbde22ba5f1d5205de298d81"><span id="index-23"></span>DPCTL_API<span></span> <span class="kt">uint32_t</span>
-<span class="n">DPCTLDevice_GetMaxWriteImageArgs</span><span class="p">(</span>__dpctl_keep<span></span> <span class="k">const</span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1a8dae76b436012ecbdebbd568e77f440d"><span class="std std-ref">DPCTLSyclDeviceRef</span></a><span></span> <span class="n">DRef</span><span class="p">)</span></pre>
-<p>Wrapper over device.get_info&lt;<a class="reference external" href="info::device::max_write_image_args">info::device::max_write_image_args</a>&gt;().</p>
-<p class="rubric">Parameters:</p>
-<div class="table-wrapper colwidths-given docutils container">
-<table class="docutils align-default">
-<colgroup>
-<col style="width: 20.0%" />
-<col style="width: 80.0%" />
-</colgroup>
-<tbody>
-<tr class="row-odd"><td><p>DRef</p></td>
-<td><p>Opaque pointer to a sycl::device</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<p class="rubric">Returns:</p>
-<p>Returns the maximum number of simultaneous image objects that can be written to by a kernel. The minimum value is 8 if the SYCL device has aspect::image.</p>
-<pre class="highlight doxyrest-title-code-block literal-block" id="doxid-d4-d5a-dpctl-sycl-device-interface-8h-1acccdc3f034e6c5fd2a249907355169bc"><span id="index-24"></span>DPCTL_API<span></span> __dpctl_give<span></span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1a8dae76b436012ecbdebbd568e77f440d"><span class="std std-ref">DPCTLSyclDeviceRef</span></a><span></span>
-<span class="n">DPCTLDevice_GetParentDevice</span><span class="p">(</span>__dpctl_keep<span></span> <span class="k">const</span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1a8dae76b436012ecbdebbd568e77f440d"><span class="std std-ref">DPCTLSyclDeviceRef</span></a><span></span> <span class="n">DRef</span><span class="p">)</span></pre>
-<p>Wrapper over device.get_info&lt;<a class="reference external" href="info::device::parent_device">info::device::parent_device</a>&gt;</p>
-<p class="rubric">Parameters:</p>
-<div class="table-wrapper colwidths-given docutils container">
-<table class="docutils align-default">
-<colgroup>
-<col style="width: 20.0%" />
-<col style="width: 80.0%" />
-</colgroup>
-<tbody>
-<tr class="row-odd"><td><p>DRef</p></td>
-<td><p>Opaque pointer to a sycl::device</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<p class="rubric">Returns:</p>
-<p>Returns an opaque pointer to the parent device for a sub-device, or nullptr otherwise.</p>
-<pre class="highlight doxyrest-title-code-block literal-block" id="doxid-d4-d5a-dpctl-sycl-device-interface-8h-1ab48d25118cd217ccd917993afba98570"><span id="index-25"></span>DPCTL_API<span></span> <span class="kt">uint32_t</span>
-<span class="n">DPCTLDevice_GetPartitionMaxSubDevices</span><span class="p">(</span>__dpctl_keep<span></span> <span class="k">const</span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1a8dae76b436012ecbdebbd568e77f440d"><span class="std std-ref">DPCTLSyclDeviceRef</span></a><span></span> <span class="n">DRef</span><span class="p">)</span></pre>
-<p>Wrapper over device.get_info&lt;<a class="reference external" href="info::device::partition_max_sub_devices">info::device::partition_max_sub_devices</a>&gt;</p>
-<p class="rubric">Parameters:</p>
-<div class="table-wrapper colwidths-given docutils container">
-<table class="docutils align-default">
-<colgroup>
-<col style="width: 20.0%" />
-<col style="width: 80.0%" />
-</colgroup>
-<tbody>
-<tr class="row-odd"><td><p>DRef</p></td>
-<td><p>Opaque pointer to a sycl::device</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<p class="rubric">Returns:</p>
-<p>Returns the maximum number of sub-devices that can be created when this device is partitioned.</p>
-<pre class="highlight doxyrest-title-code-block literal-block" id="doxid-d4-d5a-dpctl-sycl-device-interface-8h-1a5fe67bf4915e62ce08d80d810f0e8632"><span id="index-26"></span>DPCTL_API<span></span> <span class="kt">size_t</span>
-<span class="n">DPCTLDevice_GetProfilingTimerResolution</span><span class="p">(</span>__dpctl_keep<span></span> <span class="k">const</span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1a8dae76b436012ecbdebbd568e77f440d"><span class="std std-ref">DPCTLSyclDeviceRef</span></a><span></span> <span class="n">DRef</span><span class="p">)</span></pre>
-<p>Wrapper over device.get_info&lt;<a class="reference external" href="info::device::profiling_timer_resolution">info::device::profiling_timer_resolution</a>&gt;</p>
-<p class="rubric">Parameters:</p>
-<div class="table-wrapper colwidths-given docutils container">
-<table class="docutils align-default">
-<colgroup>
-<col style="width: 20.0%" />
-<col style="width: 80.0%" />
-</colgroup>
-<tbody>
-<tr class="row-odd"><td><p>DRef</p></td>
-<td><p>Opaque pointer to a sycl::device</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<p class="rubric">Returns:</p>
-<p>Returns the resolution of device timer in nanoseconds.</p>
-<pre class="highlight doxyrest-title-code-block literal-block" id="doxid-d4-d5a-dpctl-sycl-device-interface-8h-1a28538fa8029a6d4c7ff4d972ec690b97"><span id="index-27"></span>DPCTL_API<span></span> <span class="kt">size_t</span>
-<span class="n">DPCTLDevice_Hash</span><span class="p">(</span>__dpctl_keep<span></span> <span class="k">const</span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1a8dae76b436012ecbdebbd568e77f440d"><span class="std std-ref">DPCTLSyclDeviceRef</span></a><span></span> <span class="n">DRef</span><span class="p">)</span></pre>
-<p>Wrapper over std::hash&lt;sycl::device&gt;’s operator()</p>
-<p class="rubric">Parameters:</p>
-<div class="table-wrapper colwidths-given docutils container">
-<table class="docutils align-default">
-<colgroup>
-<col style="width: 20.0%" />
-<col style="width: 80.0%" />
-</colgroup>
-<tbody>
-<tr class="row-odd"><td><p>DRef</p></td>
-<td><p>Opaque pointer to a sycl::device</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<p class="rubric">Returns:</p>
-<p>Returns hash value.</p>
-<pre class="highlight doxyrest-title-code-block literal-block" id="doxid-da-db8-dpctl-sycl-queue-interface-8h-1a2453786e50a7d7e51a0d240b2ce52f53"><span id="index-28"></span>DPCTL_API<span></span> __dpctl_give<span></span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1a42590892ae4324c54f6ddef34009ca03"><span class="std std-ref">DPCTLSyclEventRef</span></a><span></span>
-<span class="n">DPCTLQueue_SubmitBarrier</span><span class="p">(</span>__dpctl_keep<span></span> <span class="k">const</span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1af23137a8bf20ff63b10db9f7f987799a"><span class="std std-ref">DPCTLSyclQueueRef</span></a><span></span> <span class="n">QRef</span><span class="p">)</span></pre>
-<p>C-API wrapper for <code class="docutils literal notranslate"><span class="pre">sycl::queue::submit_barrier()</span></code>.</p>
-<p class="rubric">Parameters:</p>
-<div class="table-wrapper colwidths-given docutils container">
-<table class="docutils align-default">
-<colgroup>
-<col style="width: 20.0%" />
-<col style="width: 80.0%" />
-</colgroup>
-<tbody>
-<tr class="row-odd"><td><p>QRef</p></td>
-<td><p>An opaque pointer to the <code class="docutils literal notranslate"><span class="pre">sycl::queue</span></code>.</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<p class="rubric">Returns:</p>
-<p>An opaque pointer to the <code class="docutils literal notranslate"><span class="pre">sycl::event</span></code> returned by the <code class="docutils literal notranslate"><span class="pre">sycl::queue::submit_barrier()</span></code> function.</p>
-<pre class="highlight doxyrest-title-code-block literal-block" id="doxid-da-db8-dpctl-sycl-queue-interface-8h-1a1666c1e2da52e7736cfc662a7c0ad6fb"><span id="index-29"></span>DPCTL_API<span></span> __dpctl_give<span></span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1a42590892ae4324c54f6ddef34009ca03"><span class="std std-ref">DPCTLSyclEventRef</span></a><span></span>
-<span class="n">DPCTLQueue_SubmitBarrierForEvents</span><span class="p">(</span>
-    __dpctl_keep<span></span> <span class="k">const</span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1af23137a8bf20ff63b10db9f7f987799a"><span class="std std-ref">DPCTLSyclQueueRef</span></a><span></span> <span class="n">QRef</span><span class="p">,</span>
-    __dpctl_keep<span></span> <span class="k">const</span> <a class="reference internal" href="#doxid-df-d57-dpctl-sycl-types-8h-1a42590892ae4324c54f6ddef34009ca03"><span class="std std-ref">DPCTLSyclEventRef</span></a><span></span><span class="o">*</span> <span class="n">DepEvents</span><span class="p">,</span>
-    <span class="kt">size_t</span> <span class="n">NDepEvents</span>
-    <span class="p">)</span></pre>
-<p>C-API wrapper for <code class="docutils literal notranslate"><span class="pre">sycl::queue::submit_barrier(event_vector)</span></code>.</p>
-<p class="rubric">Parameters:</p>
-<div class="table-wrapper colwidths-given docutils container">
-<table class="docutils align-default">
-<colgroup>
-<col style="width: 20.0%" />
-<col style="width: 80.0%" />
-</colgroup>
-<tbody>
-<tr class="row-odd"><td><p>QRef</p></td>
-<td><p>An opaque pointer to the <code class="docutils literal notranslate"><span class="pre">sycl::queue</span></code>.</p></td>
-</tr>
-<tr class="row-even"><td><p>DepEvents</p></td>
-<td><p>List of dependent DPCTLSyclEventRef objects (events) for the barrier. We call <code class="docutils literal notranslate"><span class="pre">sycl::handler.depends_on</span></code> for each of the provided events.</p></td>
-</tr>
-<tr class="row-odd"><td><p>NDepEvents</p></td>
-<td><p>Size of the DepEvents list.</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<p class="rubric">Returns:</p>
-<p>An opaque pointer to the <code class="docutils literal notranslate"><span class="pre">sycl::event</span></code> returned by the <code class="docutils literal notranslate"><span class="pre">sycl::queue::submit_barrier()</span></code> function.</p>
-<pre class="highlight doxyrest-title-code-block literal-block" id="doxid-da-d48-dpctl-utils-8h-1a33267597953b5a15fc3a052e0d09ef06"><span id="index-30"></span><a class="reference internal" href="#doxid-d7-d31-extern-c-8h-1ad85f54ad0bab1d5206255e5920261be3"><span class="std std-ref">DPCTL_C_EXTERN_C_BEGIN</span></a><span></span> DPCTL_API<span></span> <span class="kt">void</span>
-<span class="n">DPCTLCString_Delete</span><span class="p">(</span>__dpctl_take<span></span> <span class="k">const</span> <span class="kt">char</span><span class="o">*</span> <span class="n">str</span><span class="p">)</span></pre>
-<p>Deletes the C String argument.</p>
-<p class="rubric">Parameters:</p>
-<div class="table-wrapper colwidths-given docutils container">
-<table class="docutils align-default">
-<colgroup>
-<col style="width: 20.0%" />
-<col style="width: 80.0%" />
-</colgroup>
-<tbody>
-<tr class="row-odd"><td><p>str</p></td>
-<td><p>C string to be deleted</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<pre class="highlight doxyrest-title-code-block literal-block" id="doxid-da-d48-dpctl-utils-8h-1a8666dbbe5583326eb3b57293be168ffc"><span id="index-31"></span>DPCTL_API<span></span> <span class="kt">void</span>
-<span class="n">DPCTLSize_t_Array_Delete</span><span class="p">(</span>__dpctl_take<span></span> <span class="kt">size_t</span><span class="o">*</span> <span class="n">arr</span><span class="p">)</span></pre>
-<p>Deletes an array of size_t elements.</p>
-<p class="rubric">Parameters:</p>
-<div class="table-wrapper colwidths-given docutils container">
-<table class="docutils align-default">
-<colgroup>
-<col style="width: 20.0%" />
-<col style="width: 80.0%" />
-</colgroup>
-<tbody>
-<tr class="row-odd"><td><p>arr</p></td>
-<td><p>Array to be deleted.</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-</section>
-<section id="macros">
-<h3>Macros<a class="headerlink" href="#macros" title="Permalink to this heading">¶</a></h3>
-<pre class="highlight doxyrest-title-code-block literal-block" id="doxid-d4-d64-dpctl-vector-8h-1a83a0669601a2adec6b227cc2276a1538"><span id="index-32"></span><span></span><span class="cp">#define DPCTL_DECLARE_VECTOR_TYPE(EL)</span></pre>
-<p>Declare an opaque pointer type for a std::vector of opaque pointers wrapping SYCL data types.</p>
-<pre class="highlight doxyrest-title-code-block literal-block" id="doxid-dd-d1c-dpctl-data-types-8h-1acd69981d54c27fe0ff514645dbfc6359"><span id="index-33"></span><span></span><span class="cp">#define HUGE_VALF</span></pre>
-<p>Represents a positive expression of type float.</p>
-<pre class="highlight doxyrest-title-code-block literal-block" id="doxid-dd-d1c-dpctl-data-types-8h-1ad0d744f05898e32d01f73f8af3cd2071"><span id="index-34"></span><span></span><span class="cp">#define INT64_MAX</span></pre>
-<p>Represents the largest possible value of a 64 bit signed integer.</p>
-<pre class="highlight doxyrest-title-code-block literal-block" id="doxid-dd-d1c-dpctl-data-types-8h-1ab21f12f372f67b8ff0aa3432336ede67"><span id="index-35"></span><span></span><span class="cp">#define INT64_MIN</span></pre>
-<p>Represents the smallest possible value of a 64 bit signed integer.</p>
-<pre class="highlight doxyrest-title-code-block literal-block" id="doxid-dd-d1c-dpctl-data-types-8h-1a30654b4b67d97c42ca3f9b6052dda916"><span id="index-36"></span><span></span><span class="cp">#define UINT64_MAX</span></pre>
-<p>Represents the largest possible value of a 64bit unsigned integer.</p>
-</section>
-</section>
-</section>
-
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diff --git a/pulls/1961/api_reference/libsyclinterface/generated/group_DeviceManager.html b/pulls/1961/api_reference/libsyclinterface/generated/group_DeviceManager.html
deleted file mode 100644
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--- a/pulls/1961/api_reference/libsyclinterface/generated/group_DeviceManager.html
+++ /dev/null
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-<span id="doxid-d1-d06-namespacedpctl-1-1syclinterface"></span><span id="index-0"></span><h1>namespace dpctl::syclinterface<a class="headerlink" href="#namespace-dpctl-syclinterface" title="Permalink to this heading">¶</a></h1>
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-<pre class="highlight doxyrest-overview-code-block literal-block"><span></span><span class="k">namespace</span> <span class="n">syclinterface</span> <span class="p">{</span>
-
-<span class="c1">// classes</span>
-
-<span class="k">class</span> <a class="reference internal" href="class_dpctl_syclinterface_dpctl_accelerator_selector.html#doxid-de-d9f-classdpctl-1-1syclinterface-1-1dpctl-accelerator-selector"><span class="std std-ref">dpctl_accelerator_selector</span></a><span></span><span class="p">;</span>
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-<span class="k">class</span> <a class="reference internal" href="class_dpctl_syclinterface_dpctl_device_selector.html#doxid-d0-dbb-classdpctl-1-1syclinterface-1-1dpctl-device-selector"><span class="std std-ref">dpctl_device_selector</span></a><span></span><span class="p">;</span>
-<span class="k">class</span> <a class="reference internal" href="class_dpctl_syclinterface_dpctl_filter_selector.html#doxid-d9-dba-classdpctl-1-1syclinterface-1-1dpctl-filter-selector"><span class="std std-ref">dpctl_filter_selector</span></a><span></span><span class="p">;</span>
-<span class="k">class</span> <a class="reference internal" href="class_dpctl_syclinterface_dpctl_gpu_selector.html#doxid-dc-d55-classdpctl-1-1syclinterface-1-1dpctl-gpu-selector"><span class="std std-ref">dpctl_gpu_selector</span></a><span></span><span class="p">;</span>
-
-<span class="p">}</span> <span class="c1">// namespace syclinterface</span></pre>
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-<tr class="row-odd"><td><p>Global <a class="reference internal" href="enum_DPCTLKernelArgType.html#doxid-d3-d94-dpctl-sycl-enum-types-8h-1a2b3d2dd8e0c358370eac0a59fb3fe089"><span class="std std-ref">DPCTLKernelArgType</span></a></p></td>
-<td><p><span class="target" id="doxid-dd-da0-todo-1-todo000001"></span> Add support for sycl::buffer</p></td>
-</tr>
-<tr class="row-even"><td><p>Global <span class="xref std std-ref">DPCTLQueue_SubmitNDRange</span> (__dpctl_keep const DPCTLSyclKernelRef KRef, __dpctl_keep const DPCTLSyclQueueRef QRef, __dpctl_keep void **Args, __dpctl_keep const DPCTLKernelArgType *ArgTypes, size_t NArgs, __dpctl_keep const size_t gRange[3], __dpctl_keep const size_t lRange[3], size_t NDims, __dpctl_keep const DPCTLSyclEventRef *DepEvents, size_t NDepEvents)</p></td>
-<td><p><span class="target" id="doxid-dd-da0-todo-1-todo000003"></span> sycl::buffer arguments are not supported yet.</p>
-<p>Add support for id&lt;Dims&gt; WorkItemOffset</p>
-</td>
-</tr>
-<tr class="row-odd"><td><p>Global <span class="xref std std-ref">DPCTLQueue_SubmitRange</span> (__dpctl_keep const DPCTLSyclKernelRef KRef, __dpctl_keep const DPCTLSyclQueueRef QRef, __dpctl_keep void **Args, __dpctl_keep const DPCTLKernelArgType *ArgTypes, size_t NArgs, __dpctl_keep const size_t Range[3], size_t NRange, __dpctl_keep const DPCTLSyclEventRef *DepEvents, size_t NDepEvents)</p></td>
-<td><p><span class="target" id="doxid-dd-da0-todo-1-todo000002"></span> <code class="docutils literal notranslate"><span class="pre">sycl::buffer</span></code> arguments are not supported yet.</p>
-<p>Add support for id&lt;Dims&gt; WorkItemOffset</p>
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diff --git a/pulls/1961/api_reference/libsyclinterface/generated/struct_MDLocalAccessorTy.html b/pulls/1961/api_reference/libsyclinterface/generated/struct_MDLocalAccessorTy.html
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-<pre class="highlight doxyrest-overview-code-block literal-block"><span></span><span class="cp">#include</span> <span class="cpf">&lt;dpctl_sycl_queue_interface.h&gt;</span>
-
-<span class="k">struct</span> <span class="n">MDLocalAccessorTy</span>
-<span class="p">{</span>
-    <span class="c1">// fields</span>
-
-    <span class="kt">size_t</span> <span class="doxyrest-code-target target" id="doxid-db-dfd-struct-m-d-local-accessor-ty-1a2f38fe6c63084fd947ec322c8609f79a"><span></span><span class="n">dim0</span></span><span></span><span class="p">;</span>
-    <span class="kt">size_t</span> <span class="doxyrest-code-target target" id="doxid-db-dfd-struct-m-d-local-accessor-ty-1a198638e249a88789bbfa13ef50a9a675"><span></span><span class="n">dim1</span></span><span></span><span class="p">;</span>
-    <span class="kt">size_t</span> <span class="doxyrest-code-target target" id="doxid-db-dfd-struct-m-d-local-accessor-ty-1af0876c6b8135d36550f0cdc5047907d0"><span></span><span class="n">dim2</span></span><span></span><span class="p">;</span>
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-    <span class="kt">size_t</span> <span class="doxyrest-code-target target" id="doxid-db-dfd-struct-m-d-local-accessor-ty-1a5737884a1cd8859b0ee4e4bb7bcaa648"><span></span><span class="n">ndim</span></span><span></span><span class="p">;</span>
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-<li class="toctree-l7 has-children"><a class="reference internal" href="../api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_default_selector.html">class dpctl::syclinterface::dpctl_default_selector</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of class dpctl::syclinterface::dpctl_default_selector</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
-</li>
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-</ul>
-</li>
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-</li>
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-</ul>
-</li>
-</ul>
-</li>
-</ul>
-</li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLGlobalMemCacheType.html">enum DPCTLGlobalMemCacheType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLKernelArgType.html">enum DPCTLKernelArgType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLPartitionAffinityDomainType.html">enum DPCTLPartitionAffinityDomainType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLQueuePropertyType.html">enum DPCTLQueuePropertyType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLSyclAspectType.html">enum DPCTLSyclAspectType</a></li>
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-<li class="toctree-l2"><a class="reference internal" href="../api_reference/dpctl_capi.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code> C API</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../api_reference/dpctl_cython.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code> Cython API</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../api_reference/dpctl_pybind11.html">pybind11 API</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../api_reference/dpctl_cmake.html">CMake support</a></li>
-</ul>
-</li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../contributor_guides/index.html">Contributing to <code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a><input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" role="switch" type="checkbox"/><label for="toctree-checkbox-46"><div class="visually-hidden">Toggle navigation of Contributing to dpctl</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l2"><a class="reference internal" href="../contributor_guides/building.html">Building from the Source</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../contributor_guides/building.html#building-the-libsyclinterface-library">Building the libsyclinterface Library</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../contributor_guides/memory_ownership_sycl_interface.html">Working with DPCTLSyclInterface library</a></li>
-</ul>
-</li>
-<li class="toctree-l1"><a class="reference internal" href="../license.html">Licenses</a></li>
-</ul>
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-        <article role="main" id="furo-main-content">
-          <section id="installing-dpctl">
-<span id="dpctl-installation"></span><h1>Installing <code class="docutils literal notranslate"><span class="pre">dpctl</span></code><a class="headerlink" href="#installing-dpctl" title="Permalink to this heading">¶</a></h1>
-<section id="license">
-<h2>License<a class="headerlink" href="#license" title="Permalink to this heading">¶</a></h2>
-<p><a class="reference internal" href="../api_reference/dpctl/index.html#module-dpctl" title="dpctl"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a> is licensed under Apache* License 2.0 that can be found in the
-<a class="reference external" href="https://github.com/IntelPython/dpctl/blob/master/LICENSE">LICENSE</a> file.
-All usage and contributions to the project are subject to the terms and
-conditions of this license.</p>
-<p>See the user guide <a class="reference internal" href="../license.html#user-guide-dpctl-license"><span class="std std-ref">document</span></a> for additional information.</p>
-</section>
-<section id="installation-using-conda">
-<h2>Installation using conda<a class="headerlink" href="#installation-using-conda" title="Permalink to this heading">¶</a></h2>
-<p>Binary builds of <a class="reference internal" href="../api_reference/dpctl/index.html#module-dpctl" title="dpctl"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a> are available for the <a class="reference external" href="https://docs.conda.io/projects/conda/en/stable/">conda package manager</a>
-ecosystem.</p>
-<p>Released versions of the package can be installed from the Intel channel, as
-indicated by <code class="docutils literal notranslate"><span class="pre">--channel</span></code> option:</p>
-<div class="literal-block-wrapper docutils container" id="id1">
-<div class="code-block-caption"><span class="caption-text">Getting latest released version of <code class="docutils literal notranslate"><span class="pre">dpctl</span></code> using conda</span><a class="headerlink" href="#id1" title="Permalink to this code">¶</a></div>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>conda<span class="w"> </span>create<span class="w"> </span>--name<span class="w"> </span>dpctl_env<span class="w"> </span>--channel<span class="w"> </span>https://software.repos.intel.com/python/conda/<span class="w"> </span>--channel<span class="w"> </span>conda-forge<span class="w"> </span>dpctl
-</pre></div>
-</div>
-</div>
-<p>Development builds of <code class="docutils literal notranslate"><span class="pre">dpctl</span></code> can be accessed from the <code class="docutils literal notranslate"><span class="pre">dppy/label/dev</span></code> channel:</p>
-<div class="literal-block-wrapper docutils container" id="id2">
-<div class="code-block-caption"><span class="caption-text">Getting latest development version</span><a class="headerlink" href="#id2" title="Permalink to this code">¶</a></div>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>conda<span class="w"> </span>create<span class="w"> </span>-n<span class="w"> </span>dpctl_nightly<span class="w"> </span>-c<span class="w"> </span>dppy/label/dev<span class="w"> </span>-c<span class="w"> </span>https://software.repos.intel.com/python/conda/<span class="w"> </span>-c<span class="w"> </span>conda-forge<span class="w"> </span>dpctl
-</pre></div>
-</div>
-</div>
-<div class="admonition note">
-<p class="admonition-title">Note</p>
-<p>If <a class="reference internal" href="../api_reference/dpctl/index.html#module-dpctl" title="dpctl"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a> is not available for the Python version of interest,
-see <a class="reference internal" href="#building-from-source">Building from source</a>.</p>
-</div>
-</section>
-<section id="installation-using-pip">
-<h2>Installation using pip<a class="headerlink" href="#installation-using-pip" title="Permalink to this heading">¶</a></h2>
-<p>Binary wheels are published with Python Package Index (<a class="reference external" href="https://pypi.org/project/dpctl/">https://pypi.org/project/dpctl/</a>).</p>
-<div class="literal-block-wrapper docutils container" id="id3">
-<div class="code-block-caption"><span class="caption-text">Getting latest released version of <code class="docutils literal notranslate"><span class="pre">dpctl</span></code> using <code class="docutils literal notranslate"><span class="pre">pip</span></code></span><a class="headerlink" href="#id3" title="Permalink to this code">¶</a></div>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>python<span class="w"> </span>-m<span class="w"> </span>pip<span class="w"> </span>install<span class="w"> </span>dpctl
-</pre></div>
-</div>
-</div>
-<p>Binary wheels of <code class="docutils literal notranslate"><span class="pre">dpctl</span></code> and its dependencies are also published on Intel(R) channel. To install from this non-default package index,
-use</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>python<span class="w"> </span>-m<span class="w"> </span>pip<span class="w"> </span>install<span class="w"> </span>--index-url<span class="w"> </span>https://software.repos.intel.com/python/pypi<span class="w"> </span>dpctl
-</pre></div>
-</div>
-<div class="admonition note">
-<p class="admonition-title">Note</p>
-<p>As of April 2024, installation using <code class="docutils literal notranslate"><span class="pre">pip</span></code> on Linux* requires
-that host operating system had <code class="docutils literal notranslate"><span class="pre">libstdc++.so</span></code> library version 6.0.29
-or later.  Check the version you have by executing
-<code class="docutils literal notranslate"><span class="pre">find</span> <span class="pre">/lib/x86_64-linux-gnu/</span> <span class="pre">-name</span> <span class="pre">&quot;libstdc++*&quot;</span></code></p>
-</div>
-<div class="admonition note">
-<p class="admonition-title">Note</p>
-<p>If <a class="reference internal" href="../api_reference/dpctl/index.html#module-dpctl" title="dpctl"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a> is not available for the Python version of interest,
-see <a class="reference internal" href="#building-from-source">Building from source</a>.</p>
-</div>
-</section>
-<section id="installation-via-intel-r-distribution-for-python">
-<h2>Installation via Intel(R) Distribution for Python<a class="headerlink" href="#installation-via-intel-r-distribution-for-python" title="Permalink to this heading">¶</a></h2>
-<p><a class="reference external" href="https://www.intel.com/content/www/us/en/developer/tools/oneapi/distribution-for-python.html">Intel(R) Distribution for Python*</a> is distributed as a conda-based installer
-and includes <a class="reference internal" href="../api_reference/dpctl/index.html#module-dpctl" title="dpctl"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a> along with its dependencies and sister projects <a class="reference external" href="https://intelpython.github.io/dpnp/overview.html#module-dpnp" title="(in Data Parallel Extension for NumPy v0.17.0dev4+1.g44bb0680455)"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpnp</span></code></a>
-and <a class="reference external" href="https://intelpython.github.io/numba-dpex/latest/index.html#module-numba_dpex" title="(in numba-dpex)"><code class="xref py py-mod docutils literal notranslate"><span class="pre">numba_dpex</span></code></a>.</p>
-<p>Once the installed environment is activated, <code class="docutils literal notranslate"><span class="pre">dpctl</span></code> should be ready to use.</p>
-</section>
-<section id="system-requirements">
-<h2>System requirements<a class="headerlink" href="#system-requirements" title="Permalink to this heading">¶</a></h2>
-<p>Since <a class="reference internal" href="../api_reference/dpctl/index.html#module-dpctl" title="dpctl"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a> is compiled using the Intel(R) oneAPI DPC++ compiler,
-the <a class="reference external" href="https://www.intel.com/content/www/us/en/developer/articles/system-requirements/intel-oneapi-dpcpp-system-requirements.html">compiler’s system requirements for runtime</a> must be met.</p>
-<p>In order for DPC++ runtime to recognize supported hardware appropriate drivers must be installed.
-Directions to install drivers for Intel GPU devices are available at <a class="reference external" href="https://dgpu-docs.intel.com/">https://dgpu-docs.intel.com/</a></p>
-<p>Once <code class="docutils literal notranslate"><span class="pre">dpctl</span></code> is installed, use <code class="docutils literal notranslate"><span class="pre">python</span> <span class="pre">-m</span> <span class="pre">dpctl</span> <span class="pre">--full-list</span></code> to list recognized devices.</p>
-<p>For <code class="docutils literal notranslate"><span class="pre">dpctl</span></code> to target Intel GPU devices, appropriate drivers should be installed systemwide.
-Please refer to <a class="reference external" href="https://dgpu-docs.intel.com/">GPU installation guide</a> for detailed
-instructions on how to install required drivers on Linux.</p>
-<div class="admonition note">
-<p class="admonition-title">Note</p>
-<p>Instructions for setting up GPU drivers in Windows Subsystem for Linux (WSL)
-will be added in a future release of this document.</p>
-</div>
-</section>
-<section id="building-from-source">
-<h2>Building from source<a class="headerlink" href="#building-from-source" title="Permalink to this heading">¶</a></h2>
-<p>There are several reasons to want to build <code class="docutils literal notranslate"><span class="pre">dpctl</span></code> from source:</p>
-<ol class="arabic simple">
-<li><p>To use it with Python version for which binary artifacts are not available</p></li>
-<li><p>To be able to use DPC++ runtime libraries from local installation of DPC++ compiler and
-avoid installing them into Python environment</p></li>
-<li><p>To build for custom SYCL targets, such as <code class="docutils literal notranslate"><span class="pre">nvptx64-nvidia-cuda</span></code> or <code class="docutils literal notranslate"><span class="pre">&quot;amdgcn-amd-amdhsa&quot;</span></code>.</p></li>
-</ol>
-<section id="building-locally-for-use-with-oneapi-dpc-installation">
-<h3>Building locally for use with oneAPI DPC++ installation<a class="headerlink" href="#building-locally-for-use-with-oneapi-dpc-installation" title="Permalink to this heading">¶</a></h3>
-<p>Working with <a class="reference internal" href="../api_reference/dpctl/index.html#module-dpctl" title="dpctl"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a> in this mode assumes that the DPC++ compiler is activated, and that
-Python environment has all build and runtime dependencies of <code class="docutils literal notranslate"><span class="pre">dpctl</span></code> installed.</p>
-<p>One way to create such environment is as follows:</p>
-<div class="literal-block-wrapper docutils container" id="id4">
-<div class="code-block-caption"><span class="caption-text">Creation of environment to build <code class="docutils literal notranslate"><span class="pre">dpctl</span></code> locally</span><a class="headerlink" href="#id4" title="Permalink to this code">¶</a></div>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>conda<span class="w"> </span>create<span class="w"> </span>-n<span class="w"> </span>dev_dpctl<span class="w"> </span>-c<span class="w"> </span>conda-forge<span class="w"> </span><span class="nv">python</span><span class="o">=</span><span class="m">3</span>.12<span class="w"> </span>pip
-conda<span class="w"> </span>activate<span class="w"> </span>dev_dpctl
-pip<span class="w"> </span>install<span class="w"> </span>--no-cache-dir<span class="w"> </span>numpy<span class="w"> </span>cython<span class="w"> </span>scikit-build<span class="w"> </span>cmake<span class="w"> </span>ninja<span class="w"> </span>pytest
-</pre></div>
-</div>
-</div>
-<p>Using such environment and with DPC++ compiler activated, build the project using</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>python<span class="w"> </span>scripts/build_locally.py<span class="w"> </span>--verbose
-</pre></div>
-</div>
-<div class="admonition note">
-<p class="admonition-title">Note</p>
-<p>Coming back to use this local build of <code class="docutils literal notranslate"><span class="pre">dpctl</span></code> remember to activate DPC++.</p>
-</div>
-</section>
-<section id="building-for-custom-sycl-targets">
-<h3>Building for custom SYCL targets<a class="headerlink" href="#building-for-custom-sycl-targets" title="Permalink to this heading">¶</a></h3>
-<p>Project <a class="reference internal" href="../api_reference/dpctl/index.html#module-dpctl" title="dpctl"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a> is written using generic SYCL and supports building for
-multiple SYCL targets, subject to limitations of <a class="reference external" href="https://codeplay.com/">CodePlay</a>
-plugins implementing  SYCL programming model for classes of devices.</p>
-<p>Building <code class="docutils literal notranslate"><span class="pre">dpctl</span></code> for these targets requires that these CodePlay plugins be
-installed into DPC++ installation layout of compatible version.
-The following plugins from CodePlay are supported:</p>
-<blockquote>
-<div><ul class="simple">
-<li><p><a class="reference external" href="https://developer.codeplay.com/products/oneapi/nvidia/">oneAPI for NVIDIA(R) GPUs</a></p></li>
-<li><p><a class="reference external" href="https://developer.codeplay.com/products/oneapi/amd/">oneAPI for AMD GPUs</a></p></li>
-</ul>
-</div></blockquote>
-<p><code class="docutils literal notranslate"><span class="pre">dpctl</span></code> can be built for CUDA devices as follows:</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>python<span class="w"> </span>scripts/build_locally.py<span class="w"> </span>--verbose<span class="w"> </span>--cmake-opts<span class="o">=</span><span class="s2">&quot;-DDPCTL_TARGET_CUDA=ON&quot;</span>
-</pre></div>
-</div>
-<p>And for AMD devices</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>python<span class="w"> </span>scripts/build_locally.py<span class="w"> </span>--verbose<span class="w"> </span>--cmake-opts<span class="o">=</span><span class="s2">&quot;-DDPCTL_TARGET_HIP=gfx1030&quot;</span>
-</pre></div>
-</div>
-<p>Note that the  <cite>oneAPI for AMD GPUs</cite> plugin requires the architecture be specified and only
-one architecture can be specified at a time.</p>
-<p>It is, however, possible to build for Intel devices, CUDA devices, and an AMD device
-architecture all at once:</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>python<span class="w"> </span>scripts/build_locally.py<span class="w"> </span>--verbose<span class="w"> </span>--cmake-opts<span class="o">=</span><span class="s2">&quot;-DDPCTL_TARGET_CUDA=ON \</span>
-<span class="s2">-DDPCTL_TARGET_HIP=gfx1030&quot;</span>
-</pre></div>
-</div>
-</section>
-</section>
-<section id="running-examples-and-tests">
-<h2>Running Examples and Tests<a class="headerlink" href="#running-examples-and-tests" title="Permalink to this heading">¶</a></h2>
-<section id="running-the-examples">
-<h3>Running the Examples<a class="headerlink" href="#running-the-examples" title="Permalink to this heading">¶</a></h3>
-<p>After setting up dpctl, you can test the Python examples as follows:</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="k">for</span><span class="w"> </span>script<span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="sb">`</span>ls<span class="w"> </span>examples/python/<span class="sb">`</span>
-<span class="k">do</span>
-<span class="nb">echo</span><span class="w"> </span><span class="s2">&quot;executing </span><span class="si">${</span><span class="nv">script</span><span class="si">}</span><span class="s2">&quot;</span>
-python<span class="w"> </span>examples/python/<span class="si">${</span><span class="nv">script</span><span class="si">}</span>
-<span class="k">done</span>
-</pre></div>
-</div>
-<p>The <a class="reference internal" href="../api_reference/dpctl/index.html#module-dpctl" title="dpctl"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a> repository also provides a set of <a class="reference external" href="https://github.com/IntelPython/dpctl/tree/master/examples/">examples</a>
-of building Cython and pybind11 extensions with the DPC++ compiler that interoperate
-with <a class="reference internal" href="../api_reference/dpctl/index.html#module-dpctl" title="dpctl"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a>.</p>
-<p>Please refer to the <code class="docutils literal notranslate"><span class="pre">README.md</span></code> file in respective folders for instructions on how to build
-each example Python project and how to execute its test suite.</p>
-</section>
-<section id="running-the-python-tests">
-<h3>Running the Python Tests<a class="headerlink" href="#running-the-python-tests" title="Permalink to this heading">¶</a></h3>
-<p>You can execute Python test suite of <a class="reference internal" href="../api_reference/dpctl/index.html#module-dpctl" title="dpctl"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a> with:</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>pytest<span class="w"> </span>--pyargs<span class="w"> </span>dpctl
-</pre></div>
-</div>
-</section>
-</section>
-</section>
-
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-          <div class="toc-tree">
-            <ul>
-<li><a class="reference internal" href="#">Installing <code class="docutils literal notranslate"><span class="pre">dpctl</span></code></a><ul>
-<li><a class="reference internal" href="#license">License</a></li>
-<li><a class="reference internal" href="#installation-using-conda">Installation using conda</a></li>
-<li><a class="reference internal" href="#installation-using-pip">Installation using pip</a></li>
-<li><a class="reference internal" href="#installation-via-intel-r-distribution-for-python">Installation via Intel(R) Distribution for Python</a></li>
-<li><a class="reference internal" href="#system-requirements">System requirements</a></li>
-<li><a class="reference internal" href="#building-from-source">Building from source</a><ul>
-<li><a class="reference internal" href="#building-locally-for-use-with-oneapi-dpc-installation">Building locally for use with oneAPI DPC++ installation</a></li>
-<li><a class="reference internal" href="#building-for-custom-sycl-targets">Building for custom SYCL targets</a></li>
-</ul>
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-</ul>
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-</li>
-</ul>
-</li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLGlobalMemCacheType.html">enum DPCTLGlobalMemCacheType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLKernelArgType.html">enum DPCTLKernelArgType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLPartitionAffinityDomainType.html">enum DPCTLPartitionAffinityDomainType</a></li>
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-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLSyclAspectType.html">enum DPCTLSyclAspectType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLSyclBackendType.html">enum DPCTLSyclBackendType</a></li>
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-<li class="toctree-l5 has-children"><a class="reference internal" href="../api_reference/libsyclinterface/generated/struct_MDLocalAccessorTy.html">struct MDLocalAccessorTy</a><input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" role="switch" type="checkbox"/><label for="toctree-checkbox-45"><div class="visually-hidden">Toggle navigation of struct MDLocalAccessorTy</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
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-<li class="toctree-l2"><a class="reference internal" href="../api_reference/dpctl_cython.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code> Cython API</a></li>
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-          <section id="managing-devices">
-<span id="beginners-guide-managing-devices"></span><h1>Managing devices<a class="headerlink" href="#managing-devices" title="Permalink to this heading">¶</a></h1>
-<section id="enumerating-available-devices">
-<span id="beginners-guide-enumerating-devices"></span><h2>Enumerating available devices<a class="headerlink" href="#enumerating-available-devices" title="Permalink to this heading">¶</a></h2>
-<section id="listing-platform-from-command-line">
-<h3>Listing platform from command-line<a class="headerlink" href="#listing-platform-from-command-line" title="Permalink to this heading">¶</a></h3>
-<p><a class="reference internal" href="../api_reference/dpctl/index.html#module-dpctl" title="dpctl"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a> provides command-line interface to list available platforms:</p>
-<div class="literal-block-wrapper docutils container" id="id1">
-<div class="code-block-caption"><span class="caption-text">List platforms with detailed information on devices</span><a class="headerlink" href="#id1" title="Permalink to this code">¶</a></div>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>python<span class="w"> </span>-m<span class="w"> </span>dpctl<span class="w"> </span>--full-list
-</pre></div>
-</div>
-</div>
-<p>A sample output of executing such a command on a laptop:</p>
-<div class="literal-block-wrapper docutils container" id="id2">
-<div class="code-block-caption"><span class="caption-text">Sample output of running <code class="docutils literal notranslate"><span class="pre">python</span> <span class="pre">-m</span> <span class="pre">dpctl</span> <span class="pre">--full-list</span></code></span><a class="headerlink" href="#id2" title="Permalink to this code">¶</a></div>
-<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>Platform  0 ::
-    Name        Intel(R) FPGA Emulation Platform for OpenCL(TM)
-    Version     OpenCL 1.2 Intel(R) FPGA SDK for OpenCL(TM), Version 20.3
-    Vendor      Intel(R) Corporation
-    Backend     opencl
-    Num Devices 1
-    # 0
-        Name                Intel(R) FPGA Emulation Device
-        Version             2024.17.2.0.22_223154
-        Filter string       opencl:accelerator:0
-Platform  1 ::
-    Name        Intel(R) OpenCL
-    Version     OpenCL 3.0 LINUX
-    Vendor      Intel(R) Corporation
-    Backend     opencl
-    Num Devices 1
-    # 0
-        Name                11th Gen Intel(R) Core(TM) i7-1185G7 @ 3.00GHz
-        Version             2024.17.2.0.22_223154
-        Filter string       opencl:cpu:0
-Platform  2 ::
-    Name        Intel(R) OpenCL Graphics
-    Version     OpenCL 3.0
-    Vendor      Intel(R) Corporation
-    Backend     opencl
-    Num Devices 1
-    # 0
-        Name                Intel(R) Graphics [0x9a49]
-        Version             23.52.28202.26
-        Filter string       opencl:gpu:0
-Platform  3 ::
-    Name        Intel(R) Level-Zero
-    Version     1.3
-    Vendor      Intel(R) Corporation
-    Backend     ext_oneapi_level_zero
-    Num Devices 1
-    # 0
-        Name                Intel(R) Graphics [0x9a49]
-        Version             1.3.28202
-        Filter string       level_zero:gpu:0
-</pre></div>
-</div>
-</div>
-<p>Command-line interface is useful for verifying that drivers are installed correctly.
-It is implemented using <a class="reference internal" href="../api_reference/dpctl/generated/dpctl.lsplatform.html#dpctl.lsplatform" title="dpctl.lsplatform"><code class="xref py py-func docutils literal notranslate"><span class="pre">lsplatform()</span></code></a> function.</p>
-<div class="admonition note">
-<p class="admonition-title">Note</p>
-<p>The output on your particular heterogeneous system may vary, depending on available hardware and drivers installed.</p>
-</div>
-</section>
-<section id="listing-devices-programmatically">
-<h3>Listing devices programmatically<a class="headerlink" href="#listing-devices-programmatically" title="Permalink to this heading">¶</a></h3>
-<p>Devices can also be discovered programmatically, either by using <a class="reference internal" href="../api_reference/dpctl/generated/dpctl.lsplatform.html#dpctl.lsplatform" title="dpctl.lsplatform"><code class="xref py py-func docutils literal notranslate"><span class="pre">lsplatform()</span></code></a> to <a class="reference external" href="https://docs.python.org/3/library/functions.html#print" title="(in Python v3.13)"><code class="xref py py-func docutils literal notranslate"><span class="pre">print()</span></code></a> the listing or
-by using <a class="reference internal" href="../api_reference/dpctl/generated/dpctl.get_devices.html#dpctl.get_devices" title="dpctl.get_devices"><code class="xref py py-func docutils literal notranslate"><span class="pre">get_devices()</span></code></a> to obtain a list of <a class="reference internal" href="../api_reference/dpctl/generated/dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">SyclDevice</span></code></a> objects suitable for further processing.</p>
-<div class="literal-block-wrapper docutils container" id="id3">
-<div class="code-block-caption"><span class="caption-text">Example: Obtaining list of available devices for processing</span><a class="headerlink" href="#id3" title="Permalink to this code">¶</a></div>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-
-<span class="c1"># get all available devices</span>
-<span class="n">devices</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">get_devices</span><span class="p">()</span>
-
-<span class="c1"># get memory of each in GB</span>
-<span class="p">{</span><span class="n">d</span><span class="o">.</span><span class="n">name</span><span class="p">:</span> <span class="n">d</span><span class="o">.</span><span class="n">global_mem_size</span> <span class="o">//</span> <span class="p">(</span><span class="mi">1024</span> <span class="o">**</span> <span class="mi">3</span><span class="p">)</span> <span class="k">for</span> <span class="n">d</span> <span class="ow">in</span> <span class="n">devices</span><span class="p">}</span>
-</pre></div>
-</div>
-</div>
-</section>
-<section id="interaction-with-dpc-environment-variables">
-<span id="beginners-guide-oneapi-device-selector"></span><h3>Interaction with DPC++ environment variables<a class="headerlink" href="#interaction-with-dpc-environment-variables" title="Permalink to this heading">¶</a></h3>
-<p><a class="reference internal" href="../api_reference/dpctl/index.html#module-dpctl" title="dpctl"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a> relies on DPC++ runtime for device discovery and is <a class="reference internal" href="../user_guides/environment_variables.html#user-guides-env-variables"><span class="std std-ref">subject</span></a> to
-environment variables that influence behavior of the runtime.
-Setting <code class="docutils literal notranslate"><span class="pre">ONEAPI_DEVICE_SELECTOR</span></code> environment variable may restrict the set of devices visible to DPC++ runtime,
-and hence to <a class="reference internal" href="../api_reference/dpctl/index.html#module-dpctl" title="dpctl"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a>.</p>
-<p>The value of the variable must follow a specific syntax (please refer to
-<a class="reference external" href="https://intel.github.io/llvm-docs/EnvironmentVariables.html">list of environment variables</a> recognized by oneAPI DPC++ runtime for additional detail). Some examples
-of valid settings are:</p>
-<div class="table-wrapper docutils container">
-<table class="docutils align-default">
-<thead>
-<tr class="row-odd"><th class="head"><p>Setting</p></th>
-<th class="head"><p>Availability</p></th>
-</tr>
-</thead>
-<tbody>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">*:cpu</span></code></p></td>
-<td><p>Only CPU devices from all backends are available</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">!*:cpu</span></code></p></td>
-<td><p>All devices except CPU devices are available</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">*:gpu</span></code></p></td>
-<td><p>Only GPU devices from all backends are available</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">cuda:*</span></code></p></td>
-<td><p>All devices only from CUDA backend are available</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">hip:*</span></code></p></td>
-<td><p>All devices only from HIP backend are available</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">level_zero:0,1</span></code></p></td>
-<td><p>Two specific devices from Level-Zero backend are available</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">level_zero:gpu;cuda:gpu;opencl:cpu</span></code></p></td>
-<td><p>Level-Zero GPU devices, CUDA GPU devices, and OpenCL CPU devices are available</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<div class="literal-block-wrapper docutils container" id="id4">
-<div class="code-block-caption"><span class="caption-text">Example: Setting <code class="docutils literal notranslate"><span class="pre">ONEAPI_DEVICE_SELECTOR=*:cpu</span></code> renders GPU devices unavailable even if they are present</span><a class="headerlink" href="#id4" title="Permalink to this code">¶</a></div>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="nb">export</span><span class="w"> </span><span class="nv">ONEAPI_DEVICE_SELECTOR</span><span class="o">=</span>*:cpu
-<span class="c1"># would only show CPU device</span>
-python<span class="w"> </span>-m<span class="w"> </span>dpctl<span class="w"> </span>-f
-
-<span class="nb">unset</span><span class="w"> </span>ONEAPI_DEVICE_SELECTOR
-<span class="c1"># all available devices are available now</span>
-python<span class="w"> </span>-m<span class="w"> </span>dpctl<span class="w"> </span>-f
-</pre></div>
-</div>
-</div>
-</section>
-</section>
-<section id="device-selection">
-<span id="beginners-guide-device-selection"></span><h2>Device selection<a class="headerlink" href="#device-selection" title="Permalink to this heading">¶</a></h2>
-<p>DPC++ runtime provides a way to select a device with a highest score to for a set of selection scoring strategies.
-Amongst these are a default selector, CPU selector, GPU selector, as well as filter-string selector.</p>
-<section id="using-fixed-device-selectors">
-<h3>Using fixed device selectors<a class="headerlink" href="#using-fixed-device-selectors" title="Permalink to this heading">¶</a></h3>
-<p><a class="reference internal" href="../api_reference/dpctl/index.html#module-dpctl" title="dpctl"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a> exposes device selection using fixed selectors as free functions:</p>
-<div class="table-wrapper docutils container">
-<table class="docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="../api_reference/dpctl/generated/dpctl.select_default_device.html#dpctl.select_default_device" title="dpctl.select_default_device"><code class="xref py py-func docutils literal notranslate"><span class="pre">select_default_device()</span></code></a></p></td>
-<td><p><a class="reference internal" href="../api_reference/dpctl/generated/dpctl.select_gpu_device.html#dpctl.select_gpu_device" title="dpctl.select_gpu_device"><code class="xref py py-func docutils literal notranslate"><span class="pre">select_gpu_device()</span></code></a></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="../api_reference/dpctl/generated/dpctl.select_cpu_device.html#dpctl.select_cpu_device" title="dpctl.select_cpu_device"><code class="xref py py-func docutils literal notranslate"><span class="pre">select_cpu_device()</span></code></a></p></td>
-<td><p><a class="reference internal" href="../api_reference/dpctl/generated/dpctl.select_accelerator_device.html#dpctl.select_accelerator_device" title="dpctl.select_accelerator_device"><code class="xref py py-func docutils literal notranslate"><span class="pre">select_accelerator_device()</span></code></a></p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">dpctl</span><span class="o">.</span><span class="n">select_default_device</span><span class="p">()</span>
-<span class="go">&lt;dpctl.SyclDevice [backend_type.level_zero, device_type.gpu,  Intel(R) Graphics [0x9a49]] at 0x7fbce2f129f0&gt;</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">dpctl</span><span class="o">.</span><span class="n">select_cpu_device</span><span class="p">()</span>
-<span class="go">&lt;dpctl.SyclDevice [backend_type.opencl, device_type.cpu,  11th Gen Intel(R) Core(TM) i7-1185G7 @ 3.00GHz] at 0x7fbccbe90db0&gt;</span>
-</pre></div>
-</div>
-</dd>
-</dl>
-<p>Also note, that default-constructor of <a class="reference internal" href="../api_reference/dpctl/generated/dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a> also creates the default-selected device:</p>
-<dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">dpctl</span><span class="o">.</span><span class="n">SyclDevice</span><span class="p">()</span>
-<span class="go">&lt;dpctl.SyclDevice [backend_type.level_zero, device_type.gpu,  Intel(R) Graphics [0x9a49]] at 0x7fbccb78d030&gt;</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">dpctl</span><span class="o">.</span><span class="n">select_default_device</span><span class="p">()</span>
-<span class="go">&lt;dpctl.SyclDevice [backend_type.level_zero, device_type.gpu,  Intel(R) Graphics [0x9a49]] at 0x7fbce2f129f0&gt;</span>
-</pre></div>
-</div>
-</dd>
-</dl>
-</section>
-<section id="selecting-device-based-on-aspects">
-<h3>Selecting device based on aspects<a class="headerlink" href="#selecting-device-based-on-aspects" title="Permalink to this heading">¶</a></h3>
-<p>In addition, <a class="reference internal" href="../api_reference/dpctl/generated/dpctl.select_device_with_aspects.html#dpctl.select_device_with_aspects" title="dpctl.select_device_with_aspects"><code class="xref py py-func docutils literal notranslate"><span class="pre">select_device_with_aspects()</span></code></a> permits selecting a device based on aspects it is required to have:</p>
-<div class="literal-block-wrapper docutils container" id="id5">
-<div class="code-block-caption"><span class="caption-text">Example: Selecting devices based on their aspects</span><a class="headerlink" href="#id5" title="Permalink to this code">¶</a></div>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-
-<span class="c1"># select a device that support float64 data type</span>
-<span class="n">dev1</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">select_device_with_aspects</span><span class="p">(</span><span class="s2">&quot;fp64&quot;</span><span class="p">)</span>
-
-<span class="c1"># select a device that supports atomic operations on 64-bit types</span>
-<span class="c1"># in USM-shared allocations</span>
-<span class="n">dev2</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">select_device_with_aspects</span><span class="p">(</span>
-    <span class="p">[</span><span class="s2">&quot;atomic64&quot;</span><span class="p">,</span> <span class="s2">&quot;usm_atomic_shared_allocations&quot;</span><span class="p">]</span>
-<span class="p">)</span>
-</pre></div>
-</div>
-</div>
-<p>An aspect string <code class="docutils literal notranslate"><span class="pre">asp</span></code> is valid if <code class="docutils literal notranslate"><span class="pre">hasattr(dpctl.SyclDevice,</span> <span class="pre">&quot;has_aspect_&quot;</span> <span class="pre">+</span> <span class="pre">asp)</span></code> evaluates to <code class="docutils literal notranslate"><span class="pre">True</span></code>.</p>
-</section>
-<section id="selecting-device-using-filter-selector-string">
-<h3>Selecting device using filter selector string<a class="headerlink" href="#selecting-device-using-filter-selector-string" title="Permalink to this heading">¶</a></h3>
-<p><a class="reference internal" href="../api_reference/dpctl/generated/dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">SyclDevice</span></code></a> may also be created using <a class="reference internal" href="../api_reference/dpctl/filter_selector_string.html#filter-selector-string"><span class="std std-ref">filter selector string</span></a> specified
-as argument to the class constructor:</p>
-<div class="literal-block-wrapper docutils container" id="id6">
-<div class="code-block-caption"><span class="caption-text">Example: Creating device based on filter-selector string</span><a class="headerlink" href="#id6" title="Permalink to this code">¶</a></div>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-
-<span class="c1"># create any GPU device</span>
-<span class="n">dev_gpu</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclDevice</span><span class="p">(</span><span class="s2">&quot;gpu&quot;</span><span class="p">)</span>
-
-<span class="c1"># take second device GPU device in the list of GPU devices</span>
-<span class="c1"># 0-based number is used</span>
-<span class="n">dev_gpu1</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclDevice</span><span class="p">(</span><span class="s2">&quot;gpu:1&quot;</span><span class="p">)</span>
-
-<span class="c1"># create GPU device, or CPU if GPU is not available</span>
-<span class="n">dev_gpu_or_cpu</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclDevice</span><span class="p">(</span><span class="s2">&quot;gpu,cpu&quot;</span><span class="p">)</span>
-</pre></div>
-</div>
-</div>
-</section>
-<section id="selecting-device-using-oneapi-device-selector">
-<span id="beginners-guide-oneapi-device-selector-usecase"></span><h3>Selecting device using <code class="docutils literal notranslate"><span class="pre">ONEAPI_DEVICE_SELECTOR</span></code><a class="headerlink" href="#selecting-device-using-oneapi-device-selector" title="Permalink to this heading">¶</a></h3>
-<p>The device returned by <a class="reference internal" href="../api_reference/dpctl/generated/dpctl.select_default_device.html#dpctl.select_default_device" title="dpctl.select_default_device"><code class="xref py py-func docutils literal notranslate"><span class="pre">select_default_device()</span></code></a>, as well the behavior
-of default constructor of <a class="reference internal" href="../api_reference/dpctl/generated/dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">SyclDevice</span></code></a> class is influenced by settings
-of <code class="docutils literal notranslate"><span class="pre">ONEAPI_DEVICE_SELECTOR</span></code> as explained earlier.</p>
-<p>Some users may find it convenient to always use a default-selected device, but control
-which device that may be by setting this environment variable.
-For example, the following script:</p>
-<div class="literal-block-wrapper docutils container" id="id7">
-<div class="code-block-caption"><span class="caption-text">Sample array computation script “run.py”</span><a class="headerlink" href="#id7" title="Permalink to this code">¶</a></div>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span><span class="w"> </span><span class="nn">dpctl</span><span class="w"> </span><span class="kn">import</span> <span class="n">tensor</span> <span class="k">as</span> <span class="n">dpt</span>
-
-<span class="n">gamma</span> <span class="o">=</span> <span class="mf">0.34</span>
-<span class="n">x</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">2</span><span class="o">*</span><span class="n">dpt</span><span class="o">.</span><span class="n">pi</span><span class="p">,</span> <span class="n">num</span><span class="o">=</span><span class="mi">10</span><span class="o">**</span><span class="mi">6</span><span class="p">)</span>
-<span class="n">f</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">sin</span><span class="p">(</span><span class="n">gamma</span> <span class="o">*</span> <span class="n">x</span><span class="p">)</span> <span class="o">*</span> <span class="n">dpt</span><span class="o">.</span><span class="n">exp</span><span class="p">(</span><span class="o">-</span><span class="n">x</span><span class="p">)</span>
-
-<span class="n">int_approx</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">f</span><span class="p">)</span>
-<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Approximate value of integral: </span><span class="si">{</span><span class="n">int_approx</span><span class="si">}</span><span class="s2"> running on </span><span class="si">{</span><span class="n">x</span><span class="o">.</span><span class="n">device</span><span class="si">}</span><span class="s2">&quot;</span> <span class="p">)</span>
-</pre></div>
-</div>
-</div>
-<p>This script may be executed on a CPU, or GPU as follows:</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># execute on CPU device</span>
-<span class="nv">ONEAPI_DEVICE_SELECTOR</span><span class="o">=</span>*:cpu<span class="w"> </span>python<span class="w"> </span>run.py
-<span class="c1">#   Output: Approximate value of integral: 48328.99708167 running on Device(opencl:cpu:0)</span>
-
-<span class="c1"># execute on GPU device</span>
-<span class="nv">ONEAPI_DEVICE_SELECTOR</span><span class="o">=</span>*:gpu<span class="w"> </span>python<span class="w"> </span>run.py
-<span class="c1">#   Output: Approximate value of integral: 48329. running on Device(level_zero:gpu:0)</span>
-</pre></div>
-</div>
-</section>
-</section>
-<section id="obtaining-information-about-device">
-<span id="beginners-guide-device-info"></span><h2>Obtaining information about device<a class="headerlink" href="#obtaining-information-about-device" title="Permalink to this heading">¶</a></h2>
-<p>An instance of <a class="reference internal" href="../api_reference/dpctl/generated/dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">SyclDevice</span></code></a> provides access to a collection of
-descriptors characterizing underlying <code class="docutils literal notranslate"><span class="pre">sycl::device</span></code>.</p>
-<p>Properties <code class="docutils literal notranslate"><span class="pre">has_aspect_*</span></code> expose Boolean descriptors which can be either <code class="docutils literal notranslate"><span class="pre">True</span></code> or <code class="docutils literal notranslate"><span class="pre">False</span></code>.
-Other descriptions are exposed as properties of the instance.</p>
-<div class="literal-block-wrapper docutils container" id="id8">
-<div class="code-block-caption"><span class="caption-text">Example: Obtaining information about a device</span><a class="headerlink" href="#id8" title="Permalink to this code">¶</a></div>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-
-<span class="c1"># create default-selected device</span>
-<span class="n">dev</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclDevice</span><span class="p">()</span>
-
-<span class="c1"># number of compute units</span>
-<span class="n">cu</span> <span class="o">=</span> <span class="n">dev</span><span class="o">.</span><span class="n">max_compute_units</span>
-<span class="c1"># maximal supported size of a work-group</span>
-<span class="n">max_wg</span> <span class="o">=</span> <span class="n">dev</span><span class="o">.</span><span class="n">max_work_group_size</span>
-<span class="c1"># size of shared local memory in bytes</span>
-<span class="n">loc_mem_sz</span> <span class="o">=</span> <span class="n">dev</span><span class="o">.</span><span class="n">local_mem_size</span>
-
-<span class="c1"># name of the device</span>
-<span class="n">dname</span> <span class="o">=</span> <span class="n">dev</span><span class="o">.</span><span class="n">name</span>
-<span class="c1"># maximal clock frequency in MHz</span>
-<span class="n">freq</span> <span class="o">=</span> <span class="n">dev</span><span class="o">.</span><span class="n">max_clock_frequency</span>
-</pre></div>
-</div>
-</div>
-<p>For Intel GPU devices, additional architectural information can be access with <a class="reference internal" href="../api_reference/dpctl/utils.html#dpctl.utils.intel_device_info" title="dpctl.utils.intel_device_info"><code class="xref py py-func docutils literal notranslate"><span class="pre">intel_device_info()</span></code></a> function:</p>
-<div class="literal-block-wrapper docutils container" id="id9">
-<div class="code-block-caption"><span class="caption-text">Example: Intel GPU-specific information</span><a class="headerlink" href="#id9" title="Permalink to this code">¶</a></div>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">In</span> <span class="p">[</span><span class="mi">1</span><span class="p">]:</span> <span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span><span class="o">,</span><span class="w"> </span><span class="nn">dpctl.utils</span>
-
-<span class="n">In</span> <span class="p">[</span><span class="mi">2</span><span class="p">]:</span> <span class="n">d_gpu</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclDevice</span><span class="p">()</span>
-
-<span class="c1"># Output for Iris Xe integerate GPU, with PCI ID 0x9a49</span>
-<span class="c1"># (corresponding decimal value: 39497)</span>
-<span class="n">In</span> <span class="p">[</span><span class="mi">3</span><span class="p">]:</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">intel_device_info</span><span class="p">(</span><span class="n">d_gpu</span><span class="p">)</span>
-<span class="n">Out</span><span class="p">[</span><span class="mi">3</span><span class="p">]:</span>
-<span class="p">{</span><span class="s1">&#39;device_id&#39;</span><span class="p">:</span> <span class="mi">39497</span><span class="p">,</span>
-<span class="s1">&#39;gpu_eu_count&#39;</span><span class="p">:</span> <span class="mi">96</span><span class="p">,</span>
-<span class="s1">&#39;gpu_hw_threads_per_eu&#39;</span><span class="p">:</span> <span class="mi">7</span><span class="p">,</span>
-<span class="s1">&#39;gpu_eu_simd_width&#39;</span><span class="p">:</span> <span class="mi">8</span><span class="p">,</span>
-<span class="s1">&#39;gpu_slices&#39;</span><span class="p">:</span> <span class="mi">1</span><span class="p">,</span>
-<span class="s1">&#39;gpu_subslices_per_slice&#39;</span><span class="p">:</span> <span class="mi">12</span><span class="p">,</span>
-<span class="s1">&#39;gpu_eu_count_per_subslice&#39;</span><span class="p">:</span> <span class="mi">8</span><span class="p">}</span>
-</pre></div>
-</div>
-</div>
-<p>Please refer to “Intel(R) Xe GPU Architecture” section of the “<a class="reference external" href="https://www.intel.com/content/www/us/en/docs/oneapi/optimization-guide-gpu/">oneAPI GPU Optimization Guide</a>”
-for detailed explanation of these architectural descriptors.</p>
-</section>
-<section id="creating-sub-devices">
-<h2>Creating sub-devices<a class="headerlink" href="#creating-sub-devices" title="Permalink to this heading">¶</a></h2>
-<p>Some SYCL devices may support partitioning into logical sub-devices.
-Devices created by way of partitioning are treated the same way as unpartitioned devices, and
-are represented as instances of <a class="reference internal" href="../api_reference/dpctl/generated/dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a> class.</p>
-<p>To partition a device use <a class="reference internal" href="../api_reference/dpctl/generated/generated/dpctl.SyclDevice.create_sub_devices.html#dpctl.SyclDevice.create_sub_devices" title="dpctl.SyclDevice.create_sub_devices"><code class="xref py py-meth docutils literal notranslate"><span class="pre">dpctl.SyclDevice.create_sub_devices()</span></code></a>. If the device instance
-can not be partitioned any further, an exception <a class="reference internal" href="../api_reference/dpctl/generated/dpctl.SyclSubDeviceCreationError.html#dpctl.SyclSubDeviceCreationError" title="dpctl.SyclSubDeviceCreationError"><code class="xref py py-exc docutils literal notranslate"><span class="pre">dpctl.SyclSubDeviceCreationError</span></code></a> is raised.</p>
-<dl class="field-list">
-<dt class="field-odd">Example<span class="colon">:</span></dt>
-<dd class="field-odd"><div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">cpu</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">select_cpu_device</span><span class="p">()</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">sub_devs</span> <span class="o">=</span> <span class="n">cpu</span><span class="o">.</span><span class="n">create_sub_devices</span><span class="p">(</span><span class="n">partition</span><span class="o">=</span><span class="p">[</span><span class="mi">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">])</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="nb">len</span><span class="p">(</span><span class="n">sub_device</span><span class="p">)</span>
-<span class="go">2</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="p">[</span><span class="n">d</span><span class="o">.</span><span class="n">max_compute_units</span> <span class="k">for</span> <span class="n">d</span> <span class="ow">in</span> <span class="n">sub_devs</span><span class="p">]</span>
-<span class="go">[2, 2]</span>
-</pre></div>
-</div>
-</dd>
-</dl>
-<p>Sub-devices may be used by expert users to create multiple queues and experiment with load balancing,
-study scaling, etc.</p>
-</section>
-</section>
-
-        </article>
-      </div>
-      <footer>
-        
-        <div class="related-pages">
-          <a class="next-page" href="tensor_intro.html">
-              <div class="page-info">
-                <div class="context">
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-                </div>
-                <div class="title">Intro to <code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl.tensor</span></code></div>
-              </div>
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-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLGlobalMemCacheType.html">enum DPCTLGlobalMemCacheType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLKernelArgType.html">enum DPCTLKernelArgType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLPartitionAffinityDomainType.html">enum DPCTLPartitionAffinityDomainType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLQueuePropertyType.html">enum DPCTLQueuePropertyType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLSyclAspectType.html">enum DPCTLSyclAspectType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLSyclBackendType.html">enum DPCTLSyclBackendType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLSyclDeviceType.html">enum DPCTLSyclDeviceType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLSyclEventStatusType.html">enum DPCTLSyclEventStatusType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLSyclUSMType.html">enum DPCTLSyclUSMType</a></li>
-<li class="toctree-l5 has-children"><a class="reference internal" href="../api_reference/libsyclinterface/generated/struct_MDLocalAccessorTy.html">struct MDLocalAccessorTy</a><input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" role="switch" type="checkbox"/><label for="toctree-checkbox-45"><div class="visually-hidden">Toggle navigation of struct MDLocalAccessorTy</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
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-<li class="toctree-l2"><a class="reference internal" href="../api_reference/dpctl_capi.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code> C API</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../api_reference/dpctl_cython.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code> Cython API</a></li>
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-          <section id="history-of-dpctl-name">
-<span id="beginners-guide-why-dpctl"></span><h1>History of <code class="docutils literal notranslate"><span class="pre">dpctl</span></code> name<a class="headerlink" href="#history-of-dpctl-name" title="Permalink to this heading">¶</a></h1>
-<section id="sycl-execution-model">
-<h2>SYCL Execution Model<a class="headerlink" href="#sycl-execution-model" title="Permalink to this heading">¶</a></h2>
-<p><a class="reference external" href="https://www.khronos.org/registry/SYCL/specs/sycl-2020/html/sycl-2020.html">SYCL standard</a> proposes an execution model, in which a
-user controls <a class="reference internal" href="../user_guides/basic_concepts.html#user-guide-queues"><span class="std std-ref">execution placement</span></a> by specifying
-<code class="docutils literal notranslate"><span class="pre">sycl::queue</span></code> object as a function argument. This execution model affords
-uniform API for executing code on a variety of devices addressable with SYCL:</p>
-<div class="literal-block-wrapper docutils container" id="id1">
-<div class="code-block-caption"><span class="caption-text">Example of execution on different devices</span><a class="headerlink" href="#id1" title="Permalink to this code">¶</a></div>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="c1"># Execute on CPU device</span>
-<span class="n">foo</span><span class="p">(</span><span class="n">q_cpu</span><span class="p">,</span> <span class="o">...</span><span class="p">)</span>
-
-<span class="c1"># Execute on GPU device from vendor A</span>
-<span class="n">foo</span><span class="p">(</span><span class="n">q_gpuA</span><span class="p">,</span> <span class="o">...</span><span class="p">)</span>
-
-<span class="c1"># Execute on GPU device from vendor B</span>
-<span class="n">foo</span><span class="p">(</span><span class="n">q_gpuB</span><span class="p">,</span> <span class="o">...</span><span class="p">)</span>
-</pre></div>
-</div>
-</div>
-</section>
-<section id="oneapi-dpc-implementation-of-sycl">
-<h2>oneAPI DPC++ implementation of SYCL<a class="headerlink" href="#oneapi-dpc-implementation-of-sycl" title="Permalink to this heading">¶</a></h2>
-<p>Intel(R) oneAPI DPC++ compiler is an implementation of SYCL standard along
-with a set of oneAPI extensions proposed for adoption into the standard.</p>
-<p>DPC++ stands for <a class="reference external" href="https://link.springer.com/book/10.1007/978-1-4842-5574-2">Data-Parallel C++</a>, because it brings
-<a class="reference internal" href="#parallelism-definitions"><span class="std std-ref">data parallelism</span></a> to C++ language.</p>
-<p><a class="reference internal" href="../api_reference/dpctl/index.html#module-dpctl" title="dpctl"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a> was created out of the need to interact with DPC++ runtime
-to control execution placement from LLVM as needed by <a class="reference external" href="https://intelpython.github.io/numba-dpex/latest/index.html#module-numba_dpex" title="(in numba-dpex)"><code class="xref py py-mod docutils literal notranslate"><span class="pre">numba_dpex</span></code></a>.</p>
-<p>The name Data Parallel ConTroL (DPCTL) stuck.</p>
-<div class="admonition note">
-<p class="admonition-title">Note</p>
-<p><a class="reference internal" href="../api_reference/dpctl/index.html#module-dpctl" title="dpctl"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a> is not related to Open vSwitch Data Paths Control program <code class="docutils literal notranslate"><span class="pre">osv-dpctl</span></code>
-provided by <a class="reference external" href="https://www.openvswitch.org/">Open vSwitch</a>.</p>
-</div>
-</section>
-<section id="types-of-parallelisms">
-<span id="parallelism-definitions"></span><h2>Types of parallelisms<a class="headerlink" href="#types-of-parallelisms" title="Permalink to this heading">¶</a></h2>
-<p>Parallelism refers to an opportunity to work on multiple parts of a problem independently.</p>
-<p>Exploiting parallelism requires capable hardware to work on more than one thing at a time,
-such as GPUs or multi-core CPUs.</p>
-<p>Two commonly encountered types of parallelism are:</p>
-<ul class="simple">
-<li><p>Task parallelism - problem is decomposed into independent tasks.</p></li>
-<li><p>Data parallelism - same task can be independently performed on different data inputs.</p></li>
-</ul>
-<p><a class="reference external" href="https://www.intel.com/content/www/us/en/developer/tools/oneapi/data-parallel-c-plus-plus.html">Intel(R) oneAPI DPC++</a> compiler implements SYCL standard which brings data parallelism to C++ language,
-so it is appropriate that DPC++ stands for data-parallel C++. Please refer to open access book “<a class="reference external" href="https://link.springer.com/book/10.1007/978-1-4842-5574-2">Data Parallel C++</a>”
-by J. Rainders, et. al. for a great introduction.</p>
-</section>
-</section>
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-<li><a class="reference internal" href="#oneapi-dpc-implementation-of-sycl">oneAPI DPC++ implementation of SYCL</a></li>
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-</ul>
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-</ul>
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-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLGlobalMemCacheType.html">enum DPCTLGlobalMemCacheType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLKernelArgType.html">enum DPCTLKernelArgType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLPartitionAffinityDomainType.html">enum DPCTLPartitionAffinityDomainType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLQueuePropertyType.html">enum DPCTLQueuePropertyType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLSyclAspectType.html">enum DPCTLSyclAspectType</a></li>
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-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLSyclUSMType.html">enum DPCTLSyclUSMType</a></li>
-<li class="toctree-l5 has-children"><a class="reference internal" href="../api_reference/libsyclinterface/generated/struct_MDLocalAccessorTy.html">struct MDLocalAccessorTy</a><input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" role="switch" type="checkbox"/><label for="toctree-checkbox-45"><div class="visually-hidden">Toggle navigation of struct MDLocalAccessorTy</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
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-<li class="toctree-l2"><a class="reference internal" href="../api_reference/dpctl_capi.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code> C API</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../api_reference/dpctl_cython.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code> Cython API</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../api_reference/dpctl_pybind11.html">pybind11 API</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../api_reference/dpctl_cmake.html">CMake support</a></li>
-</ul>
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-<li class="toctree-l1 has-children"><a class="reference internal" href="../contributor_guides/index.html">Contributing to <code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a><input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" role="switch" type="checkbox"/><label for="toctree-checkbox-46"><div class="visually-hidden">Toggle navigation of Contributing to dpctl</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l2"><a class="reference internal" href="../contributor_guides/building.html">Building from the Source</a></li>
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-<li class="toctree-l2"><a class="reference internal" href="../contributor_guides/memory_ownership_sycl_interface.html">Working with DPCTLSyclInterface library</a></li>
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-          <section id="intro-to-dpctl-tensor">
-<span id="beginners-guide-tensor-intro"></span><h1>Intro to <a class="reference internal" href="../api_reference/dpctl/tensor.html#module-dpctl.tensor" title="dpctl.tensor"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl.tensor</span></code></a><a class="headerlink" href="#intro-to-dpctl-tensor" title="Permalink to this heading">¶</a></h1>
-<section id="supported-array-data-types">
-<h2>Supported array data types<a class="headerlink" href="#supported-array-data-types" title="Permalink to this heading">¶</a></h2>
-<p>The tensor submodule provides an N-dimensional array object for a tensor whose values have the same data type
-from the <a class="reference internal" href="../api_reference/dpctl/tensor.data_types.html#dpctl-tensor-data-types"><span class="std std-ref">following list</span></a>:</p>
-<div class="table-wrapper docutils container">
-<table class="docutils align-default">
-<tbody>
-<tr class="row-odd"><td></td>
-<td><p><code class="xref py py-attr docutils literal notranslate"><span class="pre">int8</span></code></p></td>
-<td><p><code class="xref py py-attr docutils literal notranslate"><span class="pre">int16</span></code></p></td>
-<td><p><code class="xref py py-attr docutils literal notranslate"><span class="pre">int32</span></code></p></td>
-<td><p><code class="xref py py-attr docutils literal notranslate"><span class="pre">int64</span></code></p></td>
-<td></td>
-<td><p><code class="xref py py-attr docutils literal notranslate"><span class="pre">float16</span></code></p></td>
-<td><p><code class="xref py py-attr docutils literal notranslate"><span class="pre">float32</span></code></p></td>
-<td><p><code class="xref py py-attr docutils literal notranslate"><span class="pre">complex64</span></code></p></td>
-</tr>
-<tr class="row-even"><td><p><code class="xref py py-attr docutils literal notranslate"><span class="pre">bool</span></code></p></td>
-<td><p><code class="xref py py-attr docutils literal notranslate"><span class="pre">uint8</span></code></p></td>
-<td><p><code class="xref py py-attr docutils literal notranslate"><span class="pre">uint16</span></code></p></td>
-<td><p><code class="xref py py-attr docutils literal notranslate"><span class="pre">uint32</span></code></p></td>
-<td><p><code class="xref py py-attr docutils literal notranslate"><span class="pre">uint64</span></code></p></td>
-<td></td>
-<td></td>
-<td><p><code class="xref py py-attr docutils literal notranslate"><span class="pre">float64</span></code></p></td>
-<td><p><code class="xref py py-attr docutils literal notranslate"><span class="pre">complex128</span></code></p></td>
-</tr>
-</tbody>
-</table>
-</div>
-</section>
-<section id="creating-an-array">
-<h2>Creating an array<a class="headerlink" href="#creating-an-array" title="Permalink to this heading">¶</a></h2>
-<p>Array <a class="reference internal" href="../api_reference/dpctl/tensor.creation_functions.html#dpctl-tensor-creation-functions"><span class="std std-ref">creation functions</span></a> support keyword arguments that
-control the device where the array is allocated as well as aspects of
-<a class="reference internal" href="../api_reference/dpctl/memory.html#dpctl-memory-pyapi"><span class="std std-ref">Unified Shared Memory allocation</span></a> for the array.</p>
-<p>These three keywords are:</p>
-<div class="table-wrapper docutils container">
-<table class="docutils align-default">
-<thead>
-<tr class="row-odd"><th class="head"><p>Keyword arguments</p></th>
-<th class="head"><p>Default value</p></th>
-<th class="head"><p>Description</p></th>
-</tr>
-</thead>
-<tbody>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">usm_type</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">&quot;device&quot;</span></code></p></td>
-<td><p>type of USM allocation to make</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">device</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">None</span></code></p></td>
-<td><p><a class="reference internal" href="../api_reference/dpctl/tensor.utility_functions.html#dpctl.tensor.Device" title="dpctl.tensor.Device"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.Device</span></code></a> instance</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">sycl_queue</span></code></p></td>
-<td><p><code class="docutils literal notranslate"><span class="pre">None</span></code></p></td>
-<td><p>Instance of <a class="reference internal" href="../api_reference/dpctl/generated/dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a> associated with array</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<p>Arguments <code class="docutils literal notranslate"><span class="pre">sycl_queue</span></code> and <code class="docutils literal notranslate"><span class="pre">device</span></code> are complementary to each other, and
-a user need only provide one of these.</p>
-<p>A valid setting for the <code class="docutils literal notranslate"><span class="pre">device</span></code> keyword argument is any object that can be passed to <code class="xref py py-meth docutils literal notranslate"><span class="pre">dpctl.tensor.Device.create_device()</span></code>.
-If both <code class="docutils literal notranslate"><span class="pre">device</span></code> and <code class="docutils literal notranslate"><span class="pre">sycl_queue</span></code> keyword arguments are specified, they must correspond to <a class="reference internal" href="../api_reference/dpctl/generated/dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a> instances which
-compare equal to one another.</p>
-<p>A created instance of <a class="reference internal" href="../api_reference/dpctl/generated/dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">usm_ndarray</span></code></a> has an associated <a class="reference internal" href="../api_reference/dpctl/generated/dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a> instance that can be retrieved
-using <a class="reference internal" href="../api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.sycl_queue.html#dpctl.tensor.usm_ndarray.sycl_queue" title="dpctl.tensor.usm_ndarray.sycl_queue"><code class="xref py py-attr docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray.sycl_queue</span></code></a> property. The underlying USM allocation
-is allocated on <a class="reference internal" href="../api_reference/dpctl/generated/dpctl.SyclDevice.html#dpctl.SyclDevice" title="dpctl.SyclDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclDevice</span></code></a> and is bound to <a class="reference internal" href="../api_reference/dpctl/generated/dpctl.SyclContext.html#dpctl.SyclContext" title="dpctl.SyclContext"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclContext</span></code></a> targeted by this queue.</p>
-</section>
-<section id="execution-model">
-<span id="dpctl-tensor-compute-follows-data"></span><h2>Execution model<a class="headerlink" href="#execution-model" title="Permalink to this heading">¶</a></h2>
-<p>When one of more instances of <code class="docutils literal notranslate"><span class="pre">usm_ndarray</span></code> objects are passed to a function in <a class="reference internal" href="../api_reference/dpctl/tensor.html#module-dpctl.tensor" title="dpctl.tensor"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl.tensor</span></code></a> other than creation function,
-a “compute follows data” execution model is followed.</p>
-<p>The model requires that <a class="reference internal" href="../api_reference/dpctl/generated/dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a> instances associated with each array compared equal to one another, signifying that
-each one corresponds to the same underlying <code class="docutils literal notranslate"><span class="pre">sycl::queue</span></code> object. In such a case, the output array is associated with the same
-<code class="docutils literal notranslate"><span class="pre">sycl::queue</span></code> and computations are scheduled for execution using this <code class="docutils literal notranslate"><span class="pre">sycl::queue</span></code>.</p>
-<div class="admonition note">
-<p class="admonition-title">Note</p>
-<p>Two instances <a class="reference internal" href="../api_reference/dpctl/generated/dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a> may target the same <code class="docutils literal notranslate"><span class="pre">sycl::device</span></code> and be using the same <code class="docutils literal notranslate"><span class="pre">sycl::context</span></code>, but correspond
-to different scheduling entries, and hence be in violation of the compute-follows-data requirement. One common example of this are
-<code class="docutils literal notranslate"><span class="pre">SyclQueue</span></code> corresponding to default-selected device and using platform default context but created using different properties, e.g.
-one with <cite>“enable_profiling”</cite> set and another without it.</p>
-</div>
-<p>If input arrays do not conform to the compute-follows-data requirements, <a class="reference internal" href="../api_reference/dpctl/utils.html#dpctl.utils.ExecutionPlacementError" title="dpctl.utils.ExecutionPlacementError"><code class="xref py py-exc docutils literal notranslate"><span class="pre">dpctl.utils.ExecutionPlacementError</span></code></a> is raised.
-User must explicitly migrate the data to unambiguously control the execution placement.</p>
-</section>
-<section id="migrating-arrays">
-<span id="dpctl-tensor-array-migration"></span><h2>Migrating arrays<a class="headerlink" href="#migrating-arrays" title="Permalink to this heading">¶</a></h2>
-<p>Array content can be migrated to a different device <a class="reference internal" href="../api_reference/dpctl/tensor.usm_ndarray.html#dpctl-tensor-usm-ndarray-to-device-example"><span class="std std-ref">using</span></a>
-either <a class="reference internal" href="../api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.to_device.html#dpctl.tensor.usm_ndarray.to_device" title="dpctl.tensor.usm_ndarray.to_device"><code class="xref py py-meth docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray.to_device()</span></code></a> method, or by using <a class="reference internal" href="../api_reference/dpctl/generated/dpctl.tensor.asarray.html#dpctl.tensor.asarray" title="dpctl.tensor.asarray"><code class="xref py py-func docutils literal notranslate"><span class="pre">dpctl.tensor.asarray()</span></code></a> function.</p>
-<p>The <code class="docutils literal notranslate"><span class="pre">arr.to_device(device=target_device)</span></code> method will be zero-copy if the <code class="docutils literal notranslate"><span class="pre">arr.sycl_queue</span></code> and the <a class="reference internal" href="../api_reference/dpctl/generated/dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a>
-instance associated with new target device have the same underlying <code class="docutils literal notranslate"><span class="pre">sycl::device</span></code> and <code class="docutils literal notranslate"><span class="pre">sycl::context</span></code> instances.</p>
-<p>Here is an example of migration without a copy using <code class="docutils literal notranslate"><span class="pre">.to_device</span></code> method:</p>
-<div class="literal-block-wrapper docutils container" id="id1">
-<div class="code-block-caption"><span class="caption-text">Example: Use <code class="docutils literal notranslate"><span class="pre">.to_device</span></code> to zero-copy migrate array content to be associated with a different <code class="docutils literal notranslate"><span class="pre">sycl::queue</span></code></span><a class="headerlink" href="#id1" title="Permalink to this code">¶</a></div>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">dpctl</span><span class="w"> </span><span class="kn">import</span> <span class="n">tensor</span>
-
-<span class="n">x</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="n">num</span><span class="o">=</span><span class="mi">10</span><span class="o">**</span><span class="mi">8</span><span class="p">)</span>
-<span class="n">q_prof</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclQueue</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">sycl_context</span><span class="p">,</span> <span class="n">x</span><span class="o">.</span><span class="n">sycl_device</span><span class="p">,</span> <span class="nb">property</span><span class="o">=</span><span class="s2">&quot;enable_profiling&quot;</span><span class="p">)</span>
-
-<span class="n">timer</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclTimer</span><span class="p">()</span>
-<span class="c1"># no data migration takes place here (zero-copy),</span>
-<span class="c1"># but x and x1 arrays do not satify compute-follows-data requirements</span>
-<span class="n">x1</span> <span class="o">=</span> <span class="n">x</span><span class="o">.</span><span class="n">to_device</span><span class="p">(</span><span class="n">q_prof</span><span class="p">)</span>
-
-<span class="k">with</span> <span class="n">timer</span><span class="p">(</span><span class="n">q_prof</span><span class="p">):</span>
-    <span class="n">y1</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">sin</span><span class="p">(</span><span class="mi">2</span><span class="o">*</span><span class="n">x1</span><span class="p">)</span><span class="o">*</span><span class="n">tensor</span><span class="o">.</span><span class="n">exp</span><span class="p">(</span><span class="o">-</span><span class="n">tensor</span><span class="o">.</span><span class="n">square</span><span class="p">(</span><span class="n">x1</span><span class="p">))</span>
-
-<span class="c1"># also a zero copy operation</span>
-<span class="n">y</span> <span class="o">=</span> <span class="n">y1</span><span class="o">.</span><span class="n">to_device</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">device</span><span class="p">)</span>
-
-<span class="n">host_dt</span><span class="p">,</span> <span class="n">device_dt</span> <span class="o">=</span> <span class="n">timer</span><span class="o">.</span><span class="n">dt</span>
-<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Execution on device </span><span class="si">{</span><span class="n">x</span><span class="o">.</span><span class="n">sycl_device</span><span class="o">.</span><span class="n">name</span><span class="si">}</span><span class="s2"> took </span><span class="si">{</span><span class="n">device_dt</span><span class="si">}</span><span class="s2"> seconds&quot;</span><span class="p">)</span>
-<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Execution on host took </span><span class="si">{</span><span class="n">host_dt</span><span class="si">}</span><span class="s2"> seconds&quot;</span><span class="p">)</span>
-</pre></div>
-</div>
-</div>
-<p>Data migration when the current and the target SYCL contexts are different is performed via host. That means that data are copied from
-the current device to the host, and then from the host to the target device:</p>
-<div class="literal-block-wrapper docutils container" id="id2">
-<div class="code-block-caption"><span class="caption-text">Example: Using <code class="docutils literal notranslate"><span class="pre">.to_device</span></code> to migrate data may involve copy via host</span><a class="headerlink" href="#id2" title="Permalink to this code">¶</a></div>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span><span class="w"> </span><span class="nn">dpctl</span><span class="w"> </span><span class="kn">import</span> <span class="n">tensor</span>
-
-<span class="n">x_cpu</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">concat</span><span class="p">((</span><span class="n">tensor</span><span class="o">.</span><span class="n">ones</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="s2">&quot;cpu&quot;</span><span class="p">),</span> <span class="n">tensor</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="mi">1000</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="s2">&quot;cpu&quot;</span><span class="p">)))</span>
-
-<span class="c1"># data migration is performed via host</span>
-<span class="n">x_gpu</span> <span class="o">=</span> <span class="n">x_cpu</span><span class="o">.</span><span class="n">to_device</span><span class="p">(</span><span class="s2">&quot;gpu&quot;</span><span class="p">)</span>
-</pre></div>
-</div>
-</div>
-<p>An alternative way to migrate data is to use <a class="reference internal" href="../api_reference/dpctl/generated/dpctl.tensor.asarray.html#dpctl.tensor.asarray" title="dpctl.tensor.asarray"><code class="xref py py-func docutils literal notranslate"><span class="pre">asarray()</span></code></a> and specify device-placement keyword arguments:</p>
-<div class="literal-block-wrapper docutils container" id="id3">
-<div class="code-block-caption"><span class="caption-text">Example: Using <code class="docutils literal notranslate"><span class="pre">asarray</span></code> to migrate data may involve copy via host</span><a class="headerlink" href="#id3" title="Permalink to this code">¶</a></div>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span><span class="w"> </span><span class="nn">dpctl</span><span class="w"> </span><span class="kn">import</span> <span class="n">tensor</span>
-
-<span class="n">x_cpu</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">concat</span><span class="p">((</span><span class="n">tensor</span><span class="o">.</span><span class="n">ones</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="s2">&quot;cpu&quot;</span><span class="p">),</span> <span class="n">tensor</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="mi">1000</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="s2">&quot;cpu&quot;</span><span class="p">)))</span>
-
-<span class="c1"># data migration is performed via host</span>
-<span class="n">x_gpu</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">x_cpu</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="s2">&quot;cpu&quot;</span><span class="p">)</span>
-</pre></div>
-</div>
-</div>
-<p>An advantage of using the function <code class="docutils literal notranslate"><span class="pre">asarray</span></code> is that migration from <code class="docutils literal notranslate"><span class="pre">usm_ndarray</span></code> instances allocated on different
-devices as well migration from <a class="reference external" href="https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray" title="(in NumPy v2.2)"><code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.ndarray</span></code></a> may be accomplished in a single call:</p>
-<div class="literal-block-wrapper docutils container" id="id4">
-<div class="code-block-caption"><span class="caption-text">Example: <code class="docutils literal notranslate"><span class="pre">asarray</span></code> may migrate multiple arrays</span><a class="headerlink" href="#id4" title="Permalink to this code">¶</a></div>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span><span class="w"> </span><span class="nn">dpctl</span><span class="w"> </span><span class="kn">import</span> <span class="n">tensor</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">numpy</span>
-
-<span class="n">x_cpu</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">ones</span><span class="p">((</span><span class="mi">10</span><span class="p">,</span> <span class="mi">10</span><span class="p">),</span> <span class="n">device</span><span class="o">=</span><span class="s2">&quot;cpu&quot;</span><span class="p">)</span>
-<span class="n">x_gpu</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">zeros</span><span class="p">((</span><span class="mi">10</span><span class="p">,</span> <span class="mi">10</span><span class="p">),</span> <span class="n">device</span><span class="o">=</span><span class="s2">&quot;opencl:gpu&quot;</span><span class="p">)</span>
-<span class="n">x_np</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">randn</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">10</span><span class="p">)</span>
-
-<span class="c1"># Array w has shape (3, 10, 10)</span>
-<span class="n">w</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">asarray</span><span class="p">([</span><span class="n">x_cpu</span><span class="p">,</span> <span class="n">x_gpu</span><span class="p">,</span> <span class="n">x_np</span><span class="p">],</span> <span class="n">device</span><span class="o">=</span><span class="s2">&quot;level_zero:gpu&quot;</span><span class="p">)</span>
-</pre></div>
-</div>
-</div>
-<p>Migration may also occur during calls to other array creation functions, e.g., <a class="reference internal" href="../api_reference/dpctl/generated/dpctl.tensor.full.html#dpctl.tensor.full" title="dpctl.tensor.full"><code class="xref py py-func docutils literal notranslate"><span class="pre">full()</span></code></a> when the <cite>fill_value</cite> parameter is an instance
-of <a class="reference internal" href="../api_reference/dpctl/generated/dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">usm_ndarray</span></code></a>. In such a case default values of device placement keywords are interpreted to avoid data migration, i.e., the
-new array is created on the same device where <cite>fill_value</cite> array was allocated.</p>
-<div class="literal-block-wrapper docutils container" id="id5">
-<div class="code-block-caption"><span class="caption-text">Example: Using <code class="docutils literal notranslate"><span class="pre">usm_ndarray</span></code> as arguments to array construction _dpctl_tensor_utility_functions</span><a class="headerlink" href="#id5" title="Permalink to this code">¶</a></div>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span><span class="w"> </span><span class="nn">dpctl</span><span class="w"> </span><span class="kn">import</span> <span class="n">tensor</span>
-
-<span class="c1"># Zero-dimensional array allocated on CPU device</span>
-<span class="n">pi_on_device</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">tensor</span><span class="o">.</span><span class="n">pi</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">tensor</span><span class="o">.</span><span class="n">float32</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="s2">&quot;cpu&quot;</span><span class="p">)</span>
-
-<span class="c1"># x will also be allocated on CPU device</span>
-<span class="n">x</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">full</span><span class="p">(</span><span class="n">shape</span><span class="o">=</span><span class="p">(</span><span class="mi">100</span><span class="p">,</span> <span class="mi">100</span><span class="p">),</span> <span class="n">fill_value</span><span class="o">=</span><span class="n">pi_on_device</span><span class="p">)</span>
-
-<span class="c1"># Create array on GPU. Migration of `pi_on_device` to GPU via host</span>
-<span class="c1"># takes place under the hood</span>
-<span class="n">y_gpu</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">full</span><span class="p">(</span><span class="n">shape</span><span class="o">=</span><span class="p">(</span><span class="mi">100</span><span class="p">,</span> <span class="mi">100</span><span class="p">),</span> <span class="n">fill_value</span><span class="o">=</span><span class="n">pi_on_device</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="s2">&quot;gpu&quot;</span><span class="p">)</span>
-</pre></div>
-</div>
-</div>
-</section>
-<section id="combining-arrays-with-different-usm-types">
-<h2>Combining arrays with different USM types<a class="headerlink" href="#combining-arrays-with-different-usm-types" title="Permalink to this heading">¶</a></h2>
-<p>For functions with single argument the returned array has the same <code class="docutils literal notranslate"><span class="pre">usm_type</span></code> as the input array.</p>
-<p>Functions that combine several <code class="docutils literal notranslate"><span class="pre">usm_ndarray</span></code> instances the <code class="docutils literal notranslate"><span class="pre">usm_type</span></code> of the output array is determined
-using the following coercion rule:</p>
-<div class="table-wrapper docutils container">
-<table class="docutils align-default">
-<tbody>
-<tr class="row-odd"><td></td>
-<td><p>“device”</p></td>
-<td><p>“shared”</p></td>
-<td><p>“host”</p></td>
-</tr>
-<tr class="row-even"><td><p>“device”</p></td>
-<td><p>“device”</p></td>
-<td><p>“device”</p></td>
-<td><p>“device”</p></td>
-</tr>
-<tr class="row-odd"><td><p>“shared”</p></td>
-<td><p>“device”</p></td>
-<td><p>“shared”</p></td>
-<td><p>“shared”</p></td>
-</tr>
-<tr class="row-even"><td><p>“host”</p></td>
-<td><p>“device”</p></td>
-<td><p>“shared”</p></td>
-<td><p>“host”</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<p>If assigning USM-type “device” a score of 0, USM-type “shared” a score of 1, and USM-type “host” a score of 2,
-the USM-type of the output array has the smallest score of all its inputs.</p>
-<p>The convenience function <a class="reference internal" href="../api_reference/dpctl/utils.html#dpctl.utils.get_coerced_usm_type" title="dpctl.utils.get_coerced_usm_type"><code class="xref py py-func docutils literal notranslate"><span class="pre">get_coerced_usm_type()</span></code></a> is a convenience function to determine the USM-type
-following this convention:</p>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span><span class="w"> </span><span class="nn">dpctl.utils</span><span class="w"> </span><span class="kn">import</span> <span class="n">get_coerced_usm_type</span>
-
-<span class="c1"># r1 has value &quot;device&quot;</span>
-<span class="n">r1</span> <span class="o">=</span> <span class="n">get_coerced_usm_type</span><span class="p">([</span><span class="s2">&quot;device&quot;</span><span class="p">,</span> <span class="s2">&quot;shared&quot;</span><span class="p">,</span> <span class="s2">&quot;host&quot;</span><span class="p">])</span>
-
-<span class="c1"># r2 has value &quot;shared&quot;</span>
-<span class="n">r2</span> <span class="o">=</span> <span class="n">get_coerced_usm_type</span><span class="p">([</span><span class="s2">&quot;shared&quot;</span><span class="p">,</span> <span class="s2">&quot;shared&quot;</span><span class="p">,</span> <span class="s2">&quot;host&quot;</span><span class="p">])</span>
-
-<span class="c1"># r3 has value &quot;host&quot;</span>
-<span class="n">r3</span> <span class="o">=</span> <span class="n">get_coerced_usm_type</span><span class="p">([</span><span class="s2">&quot;host&quot;</span><span class="p">,</span> <span class="s2">&quot;host&quot;</span><span class="p">,</span> <span class="s2">&quot;host&quot;</span><span class="p">])</span>
-</pre></div>
-</div>
-</section>
-<section id="sharing-data-between-devices-and-python">
-<h2>Sharing data between devices and Python<a class="headerlink" href="#sharing-data-between-devices-and-python" title="Permalink to this heading">¶</a></h2>
-<p>Python objects, such as sequences of <a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><code class="xref py py-class docutils literal notranslate"><span class="pre">int</span></code></a>, <a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><code class="xref py py-class docutils literal notranslate"><span class="pre">float</span></code></a>, or <a class="reference external" href="https://docs.python.org/3/library/functions.html#complex" title="(in Python v3.13)"><code class="xref py py-class docutils literal notranslate"><span class="pre">complex</span></code></a> objects,
-or NumPy arrays can be converted to <a class="reference internal" href="../api_reference/dpctl/generated/dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a> using <a class="reference internal" href="../api_reference/dpctl/generated/dpctl.tensor.asarray.html#dpctl.tensor.asarray" title="dpctl.tensor.asarray"><code class="xref py py-func docutils literal notranslate"><span class="pre">dpctl.tensor.asarray()</span></code></a>
-function.</p>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span><span class="w"> </span><span class="nn">dpctl</span><span class="w"> </span><span class="kn">import</span> <span class="n">tensor</span> <span class="k">as</span> <span class="n">dpt</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span><span class="w"> </span><span class="nn">numpy</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">np</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span><span class="w"> </span><span class="nn">mkl_random</span>
-
-<span class="gp">&gt;&gt;&gt; </span><span class="c1"># Sample from true random number generator</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">rs</span> <span class="o">=</span> <span class="n">mkl_random</span><span class="o">.</span><span class="n">RandomState</span><span class="p">(</span><span class="n">brng</span><span class="o">=</span><span class="s2">&quot;nondeterm&quot;</span><span class="p">)</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">x_np</span> <span class="o">=</span> <span class="n">rs</span><span class="o">.</span><span class="n">uniform</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="n">size</span><span class="o">=</span><span class="p">(</span><span class="mi">6</span><span class="p">,</span> <span class="mi">512</span><span class="p">))</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">float32</span><span class="p">)</span>
-
-<span class="gp">&gt;&gt;&gt; </span><span class="c1"># copy data to USM-device (default) allocated array</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">x_usm</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">x_np</span><span class="p">)</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">dpt</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">x_usm</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
-<span class="go">usm_ndarray([0.9998379 , 0.9963589 , 0.99818915, 0.9975991 , 0.9999802 ,</span>
-<span class="go">            0.99851537], dtype=float32)</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">np</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">x_np</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
-<span class="go">array([0.9998379 , 0.9963589 , 0.99818915, 0.9975991 , 0.9999802 ,</span>
-<span class="go">      0.99851537], dtype=float32)</span>
-</pre></div>
-</div>
-<p>The content of <a class="reference internal" href="../api_reference/dpctl/generated/dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a> may be copied into
-a NumPy array using <code class="xref py py-func docutils literal notranslate"><span class="pre">dpctl.tensor.asnumpy()</span></code> function:</p>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span><span class="w"> </span><span class="nn">dpctl</span><span class="w"> </span><span class="kn">import</span> <span class="n">tensor</span> <span class="k">as</span> <span class="n">dpt</span>
-<span class="kn">import</span><span class="w"> </span><span class="nn">numpy</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">np</span>
-
-<span class="k">def</span><span class="w"> </span><span class="nf">sieve_pass</span><span class="p">(</span><span class="n">r</span> <span class="p">:</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">,</span> <span class="n">v</span> <span class="p">:</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">:</span>
-    <span class="s2">&quot;Single pass of sieve of Eratosthenes&quot;</span>
-    <span class="n">m</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">min</span><span class="p">(</span><span class="n">r</span><span class="p">[</span><span class="n">r</span> <span class="o">&gt;</span> <span class="n">v</span><span class="p">])</span>
-    <span class="n">r</span><span class="p">[</span> <span class="p">(</span><span class="n">r</span> <span class="o">&gt;</span> <span class="n">m</span><span class="p">)</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">r</span> <span class="o">%</span> <span class="n">m</span> <span class="o">==</span> <span class="mi">0</span><span class="p">)</span> <span class="p">]</span> <span class="o">=</span> <span class="mi">0</span>
-    <span class="k">return</span> <span class="n">m</span>
-
-<span class="k">def</span><span class="w"> </span><span class="nf">sieve</span><span class="p">(</span><span class="n">n</span> <span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">dpt</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">:</span>
-    <span class="s2">&quot;Find primes &lt;=n using sieve of Erathosthenes&quot;</span>
-    <span class="n">idt</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">int32</span>
-    <span class="n">s</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">concat</span><span class="p">((</span>
-      <span class="n">dpt</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">idt</span><span class="p">),</span>
-      <span class="n">dpt</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="n">n</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">idt</span><span class="p">)</span>
-    <span class="p">))</span>
-    <span class="n">lb</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="nb">tuple</span><span class="p">(),</span> <span class="n">dtype</span><span class="o">=</span><span class="n">idt</span><span class="p">)</span>
-    <span class="k">while</span> <span class="n">lb</span> <span class="o">*</span> <span class="n">lb</span> <span class="o">&lt;</span> <span class="n">n</span> <span class="o">+</span> <span class="mi">1</span><span class="p">:</span>
-        <span class="n">lb</span> <span class="o">=</span> <span class="n">sieve_pass</span><span class="p">(</span><span class="n">s</span><span class="p">,</span> <span class="n">lb</span><span class="p">)</span>
-    <span class="k">return</span> <span class="n">s</span><span class="p">[</span><span class="n">s</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">]</span>
-
-<span class="c1"># get prime numbers &lt;= a million into NumPy array</span>
-<span class="c1"># to save to disk</span>
-<span class="n">ps_np</span> <span class="o">=</span> <span class="n">dpt</span><span class="o">.</span><span class="n">asnumpy</span><span class="p">(</span><span class="n">sieve</span><span class="p">(</span><span class="mi">10</span><span class="o">**</span><span class="mi">6</span><span class="p">))</span>
-
-<span class="n">np</span><span class="o">.</span><span class="n">savetxt</span><span class="p">(</span><span class="s2">&quot;primes.txt&quot;</span><span class="p">,</span> <span class="n">ps_np</span><span class="p">,</span> <span class="n">fmt</span><span class="o">=</span><span class="s2">&quot;</span><span class="si">%d</span><span class="s2">&quot;</span><span class="p">)</span>
-</pre></div>
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-          </label>
-        </div>
-        <article role="main" id="furo-main-content">
-          <section id="building-from-the-source">
-<span id="dpctl-building-from-source"></span><h1>Building from the Source<a class="headerlink" href="#building-from-the-source" title="Permalink to this heading">¶</a></h1>
-<p>To build <a class="reference internal" href="../api_reference/dpctl/index.html#module-dpctl" title="dpctl"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a> from the source, you need DPC++ compiler.
-To run examples and test suite you would need GPU drivers and/or CPU
-OpenCL drivers. It is preferable to use the Intel(R) oneAPI DPC++ compiler
-available as part of oneAPI Base-Kit. However, it is possible to use a custom
-build of DPC++ to build <a class="reference internal" href="../api_reference/dpctl/index.html#module-dpctl" title="dpctl"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a>, especially if you want to enable
-CUDA support or try latest features.</p>
-<section id="building-using-oneapi-dpc">
-<h2>Building using oneAPI DPC++<a class="headerlink" href="#building-using-oneapi-dpc" title="Permalink to this heading">¶</a></h2>
-<section id="prerequisites">
-<h3>Prerequisites<a class="headerlink" href="#prerequisites" title="Permalink to this heading">¶</a></h3>
-<p>Install oneAPI and graphics drivers according to your targeted hardware:</p>
-<ul>
-<li><p>To target Intel GPUs, see the <a class="reference external" href="https://dgpu-docs.intel.com/driver/installation.html">Installation Page</a>
-of the Intel(R) software for general purpose GPU capabilities document for
-driver information.</p></li>
-<li><p>To target NVIDIA* or AMD* GPUs, see the vendor website for drivers, as well
-as <a class="reference external" href="https://codeplay.com/solutions/oneapi/plugins/">CodePlay plugins</a> to
-enable hardware targeting.</p></li>
-<li><p>To target a CPU, the OpenCL* CPU driver is included as a part of the
-oneAPI DPC++ Compiler installation. The CPU
-driver is also packaged in conda, and is automatically made available using
-conda activation scripts on Linux*, and on Windows* (in user-mode).
-If conda is used with elevated privileges in Windows (similar to
-GitHub Actions CI), a PowerShell script must be run:</p>
-<div class="highlight-powershell notranslate"><div class="highlight"><pre><span></span><span class="p">&amp;</span><span class="nv">$Env:CONDA_PREFIX</span><span class="p">\</span><span class="n">Scripts</span><span class="p">\</span><span class="n">script_name</span><span class="p">.</span><span class="n">ps1</span>
-</pre></div>
-</div>
-</li>
-</ul>
-<p>Use the script <code class="docutils literal notranslate"><span class="pre">set-intel-ocl-icd-registry.ps1</span></code> to set
-appropriate registry key, and <code class="docutils literal notranslate"><span class="pre">unset-intel-ocl-icd-registry.ps1</span></code>
-to remove it.</p>
-</section>
-<section id="activate-oneapi">
-<h3>Activate oneAPI<a class="headerlink" href="#activate-oneapi" title="Permalink to this heading">¶</a></h3>
-<p>On Linux OS</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="nb">source</span><span class="w"> </span><span class="si">${</span><span class="nv">ONEAPI_ROOT</span><span class="si">}</span>/setvars.sh
-</pre></div>
-</div>
-<p>On Windows OS</p>
-<div class="highlight-bat notranslate"><div class="highlight"><pre><span></span><span class="k">call</span> <span class="s2">&quot;</span><span class="nv">%ONEAPI_ROOT%</span><span class="s2">\setvars.bat&quot;</span>
-</pre></div>
-</div>
-</section>
-<section id="build-and-install-using-conda-build">
-<h3>Build and Install Using Conda-Build<a class="headerlink" href="#build-and-install-using-conda-build" title="Permalink to this heading">¶</a></h3>
-<p>You can use the conda-recipe included with the sources to build the dpctl
-package. The advantage of this approach is that all oneAPI library dependencies are
-pulled in from oneAPI’s local conda channel that is installed as a part of oneAPI.</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="nb">export</span><span class="w"> </span><span class="nv">ONEAPI_ROOT</span><span class="o">=</span>/opt/intel/oneapi
-conda<span class="w"> </span>build<span class="w"> </span>conda-recipe<span class="w"> </span>-c<span class="w"> </span><span class="si">${</span><span class="nv">ONEAPI_ROOT</span><span class="si">}</span>/conda_channel
-</pre></div>
-</div>
-<p>On Windows OS to cope with <a class="reference external" href="https://github.com/IntelPython/dpctl/issues/15">long file names</a>,
-use <code class="docutils literal notranslate"><span class="pre">croot</span></code> with a short folder path:</p>
-<div class="highlight-bat notranslate"><div class="highlight"><pre><span></span><span class="k">set</span> <span class="s2">&quot;ONEAPI_ROOT=C:\Program Files (x86)\Intel\oneAPI\&quot;</span>
-conda build --croot=C:/tmp conda-recipe -c <span class="s2">&quot;</span><span class="nv">%ONEAPI_ROOT%</span><span class="s2">\conda_channel&quot;</span>
-</pre></div>
-</div>
-<p>After building the Conda package, install it by executing:</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>conda<span class="w"> </span>install<span class="w"> </span>dpctl
-</pre></div>
-</div>
-</section>
-<section id="build-and-install-with-scikit-build">
-<h3>Build and Install with scikit-build<a class="headerlink" href="#build-and-install-with-scikit-build" title="Permalink to this heading">¶</a></h3>
-<p>To build using Python <code class="docutils literal notranslate"><span class="pre">setuptools</span></code> and <code class="docutils literal notranslate"><span class="pre">scikit-build</span></code>, install the following Python packages:</p>
-<ul class="simple">
-<li><p><code class="docutils literal notranslate"><span class="pre">cython</span></code></p></li>
-<li><p><code class="docutils literal notranslate"><span class="pre">numpy</span></code></p></li>
-<li><p><code class="docutils literal notranslate"><span class="pre">cmake</span></code></p></li>
-<li><p><code class="docutils literal notranslate"><span class="pre">scikit-build</span></code></p></li>
-<li><p><code class="docutils literal notranslate"><span class="pre">ninja</span></code></p></li>
-<li><p><code class="docutils literal notranslate"><span class="pre">gtest</span></code> (optional to run C API tests)</p></li>
-<li><p><code class="docutils literal notranslate"><span class="pre">gmock</span></code> (optional to run C API tests)</p></li>
-<li><p><code class="docutils literal notranslate"><span class="pre">pytest</span></code> (optional to run Python API tests)</p></li>
-</ul>
-<p>Once the prerequisites are installed, building using <code class="docutils literal notranslate"><span class="pre">scikit-build</span></code> involves the usual steps.</p>
-<p>To build and install, run:</p>
-<div class="sd-tab-set docutils">
-<input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio">
-<label class="sd-tab-label" data-sync-group="tab" data-sync-id="lnx" for="sd-tab-item-0">
-Linux</label><div class="sd-tab-content docutils">
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>python<span class="w"> </span>setup.py<span class="w"> </span>install<span class="w"> </span>--<span class="w"> </span>-G<span class="w"> </span>Ninja<span class="w"> </span>-DCMAKE_C_COMPILER:PATH<span class="o">=</span>icx<span class="w"> </span>-DCMAKE_CXX_COMPILER:PATH<span class="o">=</span>icpx
-</pre></div>
-</div>
-</div>
-<input id="sd-tab-item-1" name="sd-tab-set-0" type="radio">
-<label class="sd-tab-label" data-sync-group="tab" data-sync-id="win" for="sd-tab-item-1">
-Windows</label><div class="sd-tab-content docutils">
-<div class="highlight-bat notranslate"><div class="highlight"><pre><span></span>python setup.py install -- -G Ninja -DCMAKE_C_COMPILER:PATH=icx -DCMAKE_CXX_COMPILER:PATH=icx
-</pre></div>
-</div>
-</div>
-</div>
-<p>To develop, run:</p>
-<div class="sd-tab-set docutils">
-<input checked="checked" id="sd-tab-item-2" name="sd-tab-set-1" type="radio">
-<label class="sd-tab-label" data-sync-group="tab" data-sync-id="lnx" for="sd-tab-item-2">
-Linux</label><div class="sd-tab-content docutils">
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>python<span class="w"> </span>setup.py<span class="w"> </span>develop<span class="w"> </span>-G<span class="w"> </span>Ninja<span class="w"> </span>-DCMAKE_C_COMPILER:PATH<span class="o">=</span>icx<span class="w"> </span>-DCMAKE_CXX_COMPILER:PATH<span class="o">=</span>icpx
-</pre></div>
-</div>
-</div>
-<input id="sd-tab-item-3" name="sd-tab-set-1" type="radio">
-<label class="sd-tab-label" data-sync-group="tab" data-sync-id="win" for="sd-tab-item-3">
-Windows</label><div class="sd-tab-content docutils">
-<div class="highlight-bat notranslate"><div class="highlight"><pre><span></span>python setup.py develop -G Ninja -DCMAKE_C_COMPILER:PATH=icx -DCMAKE_CXX_COMPILER:PATH=icx
-</pre></div>
-</div>
-</div>
-</div>
-<p>Developing can be streamlined using the driver script:</p>
-<div class="sd-tab-set docutils">
-<input checked="checked" id="sd-tab-item-4" name="sd-tab-set-2" type="radio">
-<label class="sd-tab-label" data-sync-group="tab" data-sync-id="lnx" for="sd-tab-item-4">
-Linux</label><div class="sd-tab-content docutils">
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>python<span class="w"> </span>scripts/build_locally.py<span class="w"> </span>--verbose
-</pre></div>
-</div>
-</div>
-<input id="sd-tab-item-5" name="sd-tab-set-2" type="radio">
-<label class="sd-tab-label" data-sync-group="tab" data-sync-id="win" for="sd-tab-item-5">
-Windows</label><div class="sd-tab-content docutils">
-<div class="highlight-bat notranslate"><div class="highlight"><pre><span></span>python scripts/build_locally.py --verbose
-</pre></div>
-</div>
-</div>
-</div>
-</section>
-</section>
-<section id="building-using-custom-dpc">
-<h2>Building Using Custom DPC++<a class="headerlink" href="#building-using-custom-dpc" title="Permalink to this heading">¶</a></h2>
-<p>You can build dpctl from the source using the <a class="reference external" href="https://github.com/intel/llvm/blob/sycl/sycl/doc/GetStartedGuide.md">DPC++ toolchain</a>
-instead of the DPC++ compiler that comes with oneAPI.</p>
-<p>Following steps in the <a class="reference internal" href="#build-and-install-with-scikit-build">Build and install with scikit-build</a> use a command-line option to set
-the relevant CMake variables, for example:</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>python<span class="w"> </span>setup.py<span class="w"> </span>develop<span class="w"> </span>--<span class="w"> </span>-G<span class="w"> </span>Ninja<span class="w"> </span>-DCMAKE_C_COMPILER:PATH<span class="o">=</span><span class="k">$(</span>which<span class="w"> </span>clang<span class="k">)</span><span class="w"> </span>-DCMAKE_CXX_COMPILER:PATH<span class="o">=</span><span class="k">$(</span>which<span class="w"> </span>clang++<span class="k">)</span>
-</pre></div>
-</div>
-<p>Or you can use the driver script:</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>python<span class="w"> </span>scripts/build_locally.py<span class="w"> </span>--c-compiler<span class="o">=</span><span class="k">$(</span>which<span class="w"> </span>clang<span class="k">)</span><span class="w"> </span>--cxx-compiler<span class="o">=</span><span class="k">$(</span>which<span class="w"> </span>clang++<span class="k">)</span>
-</pre></div>
-</div>
-<p>You can retrieve available options and their descriptions using the option
-<code class="code docutils literal notranslate"><span class="pre">--help</span></code>.</p>
-</section>
-</section>
-<section id="building-the-libsyclinterface-library">
-<h1>Building the libsyclinterface Library<a class="headerlink" href="#building-the-libsyclinterface-library" title="Permalink to this heading">¶</a></h1>
-<p>The libsyclinterface is a shared library used by the Python package.
-To build the library, you need:</p>
-<ul class="simple">
-<li><p><code class="docutils literal notranslate"><span class="pre">DPC++</span></code> toolchain</p></li>
-<li><p><code class="docutils literal notranslate"><span class="pre">cmake</span></code></p></li>
-<li><p><code class="docutils literal notranslate"><span class="pre">ninja</span></code> or <code class="docutils literal notranslate"><span class="pre">make</span></code></p></li>
-<li><p>Optionally <code class="docutils literal notranslate"><span class="pre">gtest</span> <span class="pre">1.10</span></code> if you want to build and run the test suite</p></li>
-</ul>
-<p>For example, on Linux OS the following script can be used to build the C oneAPI
-library.</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="ch">#!/bin/bash</span>
-<span class="nb">set</span><span class="w"> </span>+xe
-rm<span class="w"> </span>-rf<span class="w"> </span>build
-mkdir<span class="w"> </span>build
-<span class="nb">pushd</span><span class="w"> </span>build<span class="w"> </span><span class="o">||</span><span class="w"> </span><span class="nb">exit</span><span class="w"> </span><span class="m">1</span>
-
-<span class="nv">INSTALL_PREFIX</span><span class="o">=</span><span class="k">$(</span><span class="nb">pwd</span><span class="k">)</span>/../install
-rm<span class="w"> </span>-rf<span class="w"> </span><span class="si">${</span><span class="nv">INSTALL_PREFIX</span><span class="si">}</span>
-<span class="nb">export</span><span class="w"> </span><span class="nv">ONEAPI_ROOT</span><span class="o">=</span>/opt/intel/oneapi
-<span class="c1"># Values are set as appropriate for oneAPI DPC++ 2024.0</span>
-<span class="c1"># or later.</span>
-<span class="nv">DPCPP_ROOT</span><span class="o">=</span><span class="si">${</span><span class="nv">ONEAPI_ROOT</span><span class="si">}</span>/compiler/latest/
-
-<span class="c1"># Set these to ensure that cmake can find llvm-cov and</span>
-<span class="c1"># other utilities</span>
-<span class="nv">LLVM_TOOLS_HOME</span><span class="o">=</span><span class="si">${</span><span class="nv">DPCPP_ROOT</span><span class="si">}</span>/bin/compiler
-<span class="nv">PATH</span><span class="o">=</span><span class="nv">$PATH</span>:<span class="si">${</span><span class="nv">DPCPP_ROOT</span><span class="si">}</span>/bin/compiler
-
-cmake<span class="w">                                                       </span><span class="se">\</span>
-<span class="w">    </span>-DCMAKE_BUILD_TYPE<span class="o">=</span>Debug<span class="w">                                </span><span class="se">\</span>
-<span class="w">    </span>-DCMAKE_C_COMPILER<span class="o">=</span>icx<span class="w">                                  </span><span class="se">\</span>
-<span class="w">    </span>-DCMAKE_CXX_COMPILER<span class="o">=</span>icpx<span class="w">                               </span><span class="se">\</span>
-<span class="w">    </span>-DCMAKE_INSTALL_PREFIX<span class="o">=</span><span class="si">${</span><span class="nv">INSTALL_PREFIX</span><span class="si">}</span><span class="w">                </span><span class="se">\</span>
-<span class="w">    </span>-DCMAKE_PREFIX_PATH<span class="o">=</span><span class="si">${</span><span class="nv">INSTALL_PREFIX</span><span class="si">}</span><span class="w">                   </span><span class="se">\</span>
-<span class="w">    </span>-DDPCTL_ENABLE_L0_PROGRAM_CREATION<span class="o">=</span>ON<span class="w">                   </span><span class="se">\</span>
-<span class="w">    </span>-DDPCTL_BUILD_CAPI_TESTS<span class="o">=</span>ON<span class="w">                             </span><span class="se">\</span>
-<span class="w">    </span>-DDPCTL_GENERATE_COVERAGE<span class="o">=</span>ON<span class="w">                            </span><span class="se">\</span>
-<span class="w">    </span>..
-
-make<span class="w"> </span><span class="nv">V</span><span class="o">=</span><span class="m">1</span><span class="w"> </span>-n<span class="w"> </span>-j<span class="w"> </span><span class="m">4</span><span class="w"> </span><span class="o">&amp;&amp;</span><span class="w"> </span>make<span class="w"> </span>check<span class="w"> </span><span class="o">&amp;&amp;</span><span class="w"> </span>make<span class="w"> </span>install
-
-<span class="nb">popd</span><span class="w"> </span><span class="o">||</span><span class="w"> </span><span class="nb">exit</span><span class="w"> </span><span class="m">1</span>
-</pre></div>
-</div>
-</section>
-
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-                <div class="title">Working with DPCTLSyclInterface library</div>
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-            <ul>
-<li><a class="reference internal" href="#">Building from the Source</a><ul>
-<li><a class="reference internal" href="#building-using-oneapi-dpc">Building using oneAPI DPC++</a><ul>
-<li><a class="reference internal" href="#prerequisites">Prerequisites</a></li>
-<li><a class="reference internal" href="#activate-oneapi">Activate oneAPI</a></li>
-<li><a class="reference internal" href="#build-and-install-using-conda-build">Build and Install Using Conda-Build</a></li>
-<li><a class="reference internal" href="#build-and-install-with-scikit-build">Build and Install with scikit-build</a></li>
-</ul>
-</li>
-<li><a class="reference internal" href="#building-using-custom-dpc">Building Using Custom DPC++</a></li>
-</ul>
-</li>
-<li><a class="reference internal" href="#building-the-libsyclinterface-library">Building the libsyclinterface Library</a></li>
-</ul>
-
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-<li class="toctree-l2"><a class="reference internal" href="building.html">Building from the Source</a></li>
-<li class="toctree-l2"><a class="reference internal" href="building.html#building-the-libsyclinterface-library">Building the libsyclinterface Library</a></li>
-<li class="toctree-l2 current current-page"><a class="current reference internal" href="#">Working with DPCTLSyclInterface library</a></li>
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-        <article role="main" id="furo-main-content">
-          <section id="working-with-dpctlsyclinterface-library">
-<span id="contributor-guides-syclinterface-memory-ownership"></span><h1>Working with DPCTLSyclInterface library<a class="headerlink" href="#working-with-dpctlsyclinterface-library" title="Permalink to this heading">¶</a></h1>
-<p>The DPCLSyclInterface library is a C-API library which provides select C++ functions
-for casting from C opaque pointers to pointers to corresponding C++ classes.</p>
-<p>This document explains the memory ownership model adopted by DPCTLSyclInterface.</p>
-<p>Function declarations are decorated with tokens such as <code class="docutils literal notranslate"><span class="pre">__dpctl_keep</span></code>, <code class="docutils literal notranslate"><span class="pre">__dpctl_take</span></code>,
-and <code class="docutils literal notranslate"><span class="pre">__dpctl_give</span></code>. Use of these tokens in declarations serves to self-document memory
-ownership semantics.</p>
-<p>Token <code class="docutils literal notranslate"><span class="pre">__dpctl_give</span></code> indicates that the function makes a new allocation and delegates
-responsibility to free it to the caller. Creation functions, such as
-<code class="xref c c-func docutils literal notranslate"><span class="pre">DCPTLDevice_Create()</span></code>, belong to category of such functions.</p>
-<p>The token <code class="docutils literal notranslate"><span class="pre">__dpctl_take</span></code> indicates that the library deletes the allocation associated
-with the object to which the token applies. Deletion functions, such as
-<code class="xref c c-func docutils literal notranslate"><span class="pre">DPCTLDevice_Delete()</span></code>, represent set of such functions.</p>
-<p>The token <code class="docutils literal notranslate"><span class="pre">__dpctl_keep</span></code> indicates that the library does not alter allocation associated
-with the object to which the token applies. Functions to query integral device descriptors,
-such as <code class="xref c c-func docutils literal notranslate"><span class="pre">DPCTLDevice_GetMaxComputeUnits()</span></code>, are examples of such functions.</p>
-<div class="literal-block-wrapper docutils container" id="id1">
-<div class="code-block-caption"><span class="caption-text">Example: Example of use of DPCTLSyclInterface functions</span><a class="headerlink" href="#id1" title="Permalink to this code">¶</a></div>
-<div class="highlight-C notranslate"><div class="highlight"><pre><span></span><span class="c1">// filename: example_syclinterface.c</span>
-<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;stdint.h&quot;</span>
-<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;stdio.h&quot;</span>
-<span class="cp">#include</span><span class="w"> </span><span class="cpf">&quot;dpctl_sycl_interface.h&quot;</span>
-
-<span class="kt">int</span><span class="w"> </span><span class="nf">main</span><span class="p">(</span><span class="kt">void</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
-<span class="w">    </span><span class="c1">// we own memory allocation associated DRef object</span>
-<span class="w">    </span><span class="n">DPCTLSyclDeviceRef</span><span class="w"> </span><span class="n">DRef</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">DPCTLDevice_Create</span><span class="p">();</span>
-
-<span class="w">    </span><span class="c1">// we own memory allocation associated with char array</span>
-<span class="w">    </span><span class="k">const</span><span class="w"> </span><span class="kt">char</span><span class="o">*</span><span class="w"> </span><span class="n">name</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">DPCTLDevice_GetName</span><span class="p">(</span><span class="n">DRef</span><span class="p">);</span>
-<span class="w">    </span><span class="kt">uint32_t</span><span class="w"> </span><span class="n">cu</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">DPCTLDevice_GetMaxComputeUnits</span><span class="p">(</span><span class="n">DRef</span><span class="p">);</span>
-
-<span class="w">    </span><span class="c1">// Free allocations associated with DRef</span>
-<span class="w">    </span><span class="n">DPCTLDevice_Delete</span><span class="p">(</span><span class="n">DRef</span><span class="p">);</span>
-
-<span class="w">    </span><span class="n">printf</span><span class="p">(</span><span class="s">&quot;Device %s has %d compute units</span><span class="se">\n</span><span class="s">&quot;</span><span class="p">,</span><span class="w"> </span><span class="n">name</span><span class="p">,</span><span class="w"> </span><span class="n">cu</span><span class="p">);</span>
-
-<span class="w">    </span><span class="c1">// Free memory allocate for device name</span>
-<span class="w">    </span><span class="n">DPCTLCString_Delete</span><span class="p">(</span><span class="n">name</span><span class="p">);</span>
-
-<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span>
-<span class="p">}</span>
-</pre></div>
-</div>
-</div>
-<p>Building the example:</p>
-<div class="literal-block-wrapper docutils container" id="id2">
-<div class="code-block-caption"><span class="caption-text">Building the example into an executable</span><a class="headerlink" href="#id2" title="Permalink to this code">¶</a></div>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>icx<span class="w"> </span>example_syclinterface.c<span class="w"> </span>-fsanitize<span class="o">=</span>address<span class="w">                 </span><span class="se">\</span>
-<span class="w">    </span><span class="k">$(</span>python<span class="w"> </span>-m<span class="w"> </span>dpctl<span class="w"> </span>--includes<span class="k">)</span><span class="w"> </span><span class="k">$(</span>python<span class="w"> </span>-m<span class="w"> </span>dpctl<span class="w"> </span>--library<span class="k">)</span><span class="w"> </span><span class="se">\</span>
-<span class="w">    </span>-o<span class="w"> </span>example
-</pre></div>
-</div>
-</div>
-<p>Running the example displays the following output without errors:</p>
-<div class="literal-block-wrapper docutils container" id="id3">
-<div class="code-block-caption"><span class="caption-text">Execution of the executable and its output</span><a class="headerlink" href="#id3" title="Permalink to this code">¶</a></div>
-<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>$ ./a.x
-Device Intel(R) Graphics [0x9a49] has 96 compute units
-</pre></div>
-</div>
-</div>
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-          <label class="toc-overlay-icon toc-content-icon no-toc" for="__toc">
-            <div class="visually-hidden">Toggle table of contents sidebar</div>
-            <i class="icon"><svg><use href="#svg-toc"></use></svg></i>
-          </label>
-        </div>
-        <article role="main" id="furo-main-content">
-          
-<section class="genindex-section">
-  <h1 id="index">Index</h1>
-  <div class="genindex-jumpbox"><a href="#_"><strong>_</strong></a> | <a href="#A"><strong>A</strong></a> | <a href="#B"><strong>B</strong></a> | <a href="#C"><strong>C</strong></a> | <a href="#D"><strong>D</strong></a> | <a href="#E"><strong>E</strong></a> | <a href="#F"><strong>F</strong></a> | <a href="#G"><strong>G</strong></a> | <a href="#H"><strong>H</strong></a> | <a href="#I"><strong>I</strong></a> | <a href="#L"><strong>L</strong></a> | <a href="#M"><strong>M</strong></a> | <a href="#N"><strong>N</strong></a> | <a href="#O"><strong>O</strong></a> | <a href="#P"><strong>P</strong></a> | <a href="#R"><strong>R</strong></a> | <a href="#S"><strong>S</strong></a> | <a href="#T"><strong>T</strong></a> | <a href="#U"><strong>U</strong></a> | <a href="#V"><strong>V</strong></a> | <a href="#W"><strong>W</strong></a> | <a href="#Z"><strong>Z</strong></a></div>
-</section>
-<section id="_" class="genindex-section">
-  <h2>_</h2>
-  <table style="width: 100%" class="indextable genindextable"><tr>
-    <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.__array_api_version__.html#dpctl.tensor.__array_api_version__">__array_api_version__ (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.__array_namespace_info__.html#dpctl.tensor.__array_namespace_info__">__array_namespace_info__ (class in dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.__dlpack__.html#dpctl.tensor.usm_ndarray.__dlpack__">__dlpack__() (dpctl.tensor.usm_ndarray method)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.__dlpack_device__.html#dpctl.tensor.usm_ndarray.__dlpack_device__">__dlpack_device__() (dpctl.tensor.usm_ndarray method)</a>
-</li>
-        <li><a href="api_reference/dpctl/tensor.data_types.html#dpctl.tensor.dtype.__eq__">__eq__() (dpctl.tensor.dtype method)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclTimer.__init__.html#dpctl.SyclTimer.__init__">__init__() (dpctl.SyclTimer method)</a>
-</li>
-    </ul></td>
-    <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.__sycl_usm_array_interface__.html#dpctl.memory.MemoryUSMDevice.__sycl_usm_array_interface__">__sycl_usm_array_interface__ (dpctl.memory.MemoryUSMDevice attribute)</a>
-
-        <ul>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.__sycl_usm_array_interface__.html#dpctl.memory.MemoryUSMHost.__sycl_usm_array_interface__">(dpctl.memory.MemoryUSMHost attribute)</a>
-</li>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.__sycl_usm_array_interface__.html#dpctl.memory.MemoryUSMShared.__sycl_usm_array_interface__">(dpctl.memory.MemoryUSMShared attribute)</a>
-</li>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.__sycl_usm_array_interface__.html#dpctl.tensor.usm_ndarray.__sycl_usm_array_interface__">(dpctl.tensor.usm_ndarray attribute)</a>
-</li>
-        </ul></li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray._byte_bounds.html#dpctl.tensor.usm_ndarray._byte_bounds">_byte_bounds (dpctl.tensor.usm_ndarray attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray._element_offset.html#dpctl.tensor.usm_ndarray._element_offset">_element_offset (dpctl.tensor.usm_ndarray attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray._pointer.html#dpctl.tensor.usm_ndarray._pointer">_pointer (dpctl.tensor.usm_ndarray attribute)</a>
-</li>
-    </ul></td>
-  </tr></table>
-</section>
-
-<section id="A" class="genindex-section">
-  <h2>A</h2>
-  <table style="width: 100%" class="indextable genindextable"><tr>
-    <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.abs.html#dpctl.tensor.abs">abs (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.acos.html#dpctl.tensor.acos">acos (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.acosh.html#dpctl.tensor.acosh">acosh (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.add.html#dpctl.tensor.add">add (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclContext.addressof_ref.html#dpctl.SyclContext.addressof_ref">addressof_ref() (dpctl.SyclContext method)</a>
-
-        <ul>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.addressof_ref.html#dpctl.SyclDevice.addressof_ref">(dpctl.SyclDevice method)</a>
-</li>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclEvent.addressof_ref.html#dpctl.SyclEvent.addressof_ref">(dpctl.SyclEvent method)</a>
-</li>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclQueue.addressof_ref.html#dpctl.SyclQueue.addressof_ref">(dpctl.SyclQueue method)</a>
-</li>
-        </ul></li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.all.html#dpctl.tensor.all">all() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.allclose.html#dpctl.tensor.allclose">allclose() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.angle.html#dpctl.tensor.angle">angle (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.any.html#dpctl.tensor.any">any() (in module dpctl.tensor)</a>
-</li>
-    </ul></td>
-    <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.arange.html#dpctl.tensor.arange">arange() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.argmax.html#dpctl.tensor.argmax">argmax() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.argmin.html#dpctl.tensor.argmin">argmin() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.argsort.html#dpctl.tensor.argsort">argsort() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.memory.as_usm_memory.html#dpctl.memory.as_usm_memory">as_usm_memory() (in module dpctl.memory)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.asarray.html#dpctl.tensor.asarray">asarray() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.asin.html#dpctl.tensor.asin">asin (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.asinh.html#dpctl.tensor.asinh">asinh (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.astype.html#dpctl.tensor.astype">astype() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.atan.html#dpctl.tensor.atan">atan (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.atan2.html#dpctl.tensor.atan2">atan2 (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.atanh.html#dpctl.tensor.atanh">atanh (in module dpctl.tensor)</a>
-</li>
-    </ul></td>
-  </tr></table>
-</section>
-
-<section id="B" class="genindex-section">
-  <h2>B</h2>
-  <table style="width: 100%" class="indextable genindextable"><tr>
-    <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.backend.html#dpctl.SyclDevice.backend">backend (dpctl.SyclDevice attribute)</a>
-
-        <ul>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclEvent.backend.html#dpctl.SyclEvent.backend">(dpctl.SyclEvent attribute)</a>
-</li>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclPlatform.backend.html#dpctl.SyclPlatform.backend">(dpctl.SyclPlatform attribute)</a>
-</li>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclQueue.backend.html#dpctl.SyclQueue.backend">(dpctl.SyclQueue attribute)</a>
-</li>
-        </ul></li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.bitwise_and.html#dpctl.tensor.bitwise_and">bitwise_and (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.bitwise_invert.html#dpctl.tensor.bitwise_invert">bitwise_invert (in module dpctl.tensor)</a>
-</li>
-    </ul></td>
-    <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.bitwise_left_shift.html#dpctl.tensor.bitwise_left_shift">bitwise_left_shift (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.bitwise_or.html#dpctl.tensor.bitwise_or">bitwise_or (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.bitwise_right_shift.html#dpctl.tensor.bitwise_right_shift">bitwise_right_shift (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.bitwise_xor.html#dpctl.tensor.bitwise_xor">bitwise_xor (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.broadcast_arrays.html#dpctl.tensor.broadcast_arrays">broadcast_arrays() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.broadcast_to.html#dpctl.tensor.broadcast_to">broadcast_to() (in module dpctl.tensor)</a>
-</li>
-    </ul></td>
-  </tr></table>
-</section>
-
-<section id="C" class="genindex-section">
-  <h2>C</h2>
-  <table style="width: 100%" class="indextable genindextable"><tr>
-    <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="api_reference/dpctl/flags.html#dpctl.tensor._flags.Flags.c_contiguous">c_contiguous (dpctl.tensor._flags.Flags attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.can_cast.html#dpctl.tensor.can_cast">can_cast() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.tensor._array_api.Info.capabilities.html#dpctl.tensor._array_api.Info.capabilities">capabilities() (dpctl.tensor._array_api.Info method)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.cbrt.html#dpctl.tensor.cbrt">cbrt (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.ceil.html#dpctl.tensor.ceil">ceil (in module dpctl.tensor)</a>
-</li>
-        <li>
-    class
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_accelerator_selector.html#index-0">dpctl::syclinterface::dpctl_accelerator_selector</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_cpu_selector.html#index-0">dpctl::syclinterface::dpctl_cpu_selector</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_default_selector.html#index-0">dpctl::syclinterface::dpctl_default_selector</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_device_selector.html#index-0">dpctl::syclinterface::dpctl_device_selector</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_filter_selector.html#index-0">dpctl::syclinterface::dpctl_filter_selector</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_gpu_selector.html#index-0">dpctl::syclinterface::dpctl_gpu_selector</a>
-</li>
-        </ul></li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.clip.html#dpctl.tensor.clip">clip() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.concat.html#dpctl.tensor.concat">concat() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.conj.html#dpctl.tensor.conj">conj (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/flags.html#dpctl.tensor._flags.Flags.contiguous">contiguous (dpctl.tensor._flags.Flags attribute)</a>
-</li>
-    </ul></td>
-    <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.copy.html#dpctl.tensor.copy">copy() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.copy_from_device.html#dpctl.memory.MemoryUSMDevice.copy_from_device">copy_from_device() (dpctl.memory.MemoryUSMDevice method)</a>
-
-        <ul>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.copy_from_device.html#dpctl.memory.MemoryUSMHost.copy_from_device">(dpctl.memory.MemoryUSMHost method)</a>
-</li>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.copy_from_device.html#dpctl.memory.MemoryUSMShared.copy_from_device">(dpctl.memory.MemoryUSMShared method)</a>
-</li>
-        </ul></li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.copy_from_host.html#dpctl.memory.MemoryUSMDevice.copy_from_host">copy_from_host() (dpctl.memory.MemoryUSMDevice method)</a>
-
-        <ul>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.copy_from_host.html#dpctl.memory.MemoryUSMHost.copy_from_host">(dpctl.memory.MemoryUSMHost method)</a>
-</li>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.copy_from_host.html#dpctl.memory.MemoryUSMShared.copy_from_host">(dpctl.memory.MemoryUSMShared method)</a>
-</li>
-        </ul></li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.copy_to_host.html#dpctl.memory.MemoryUSMDevice.copy_to_host">copy_to_host() (dpctl.memory.MemoryUSMDevice method)</a>
-
-        <ul>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.copy_to_host.html#dpctl.memory.MemoryUSMHost.copy_to_host">(dpctl.memory.MemoryUSMHost method)</a>
-</li>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.copy_to_host.html#dpctl.memory.MemoryUSMShared.copy_to_host">(dpctl.memory.MemoryUSMShared method)</a>
-</li>
-        </ul></li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.copysign.html#dpctl.tensor.copysign">copysign (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.cos.html#dpctl.tensor.cos">cos (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.cosh.html#dpctl.tensor.cosh">cosh (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.count_nonzero.html#dpctl.tensor.count_nonzero">count_nonzero() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.program.create_program_from_source.html#dpctl.program.create_program_from_source">create_program_from_source() (in module dpctl.program)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.program.create_program_from_spirv.html#dpctl.program.create_program_from_spirv">create_program_from_spirv() (in module dpctl.program)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.create_sub_devices.html#dpctl.SyclDevice.create_sub_devices">create_sub_devices() (dpctl.SyclDevice method)</a>
-</li>
-    </ul></td>
-  </tr></table>
-</section>
-
-<section id="D" class="genindex-section">
-  <h2>D</h2>
-  <table style="width: 100%" class="indextable genindextable"><tr>
-    <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclPlatform.default_context.html#dpctl.SyclPlatform.default_context">default_context (dpctl.SyclPlatform attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.tensor._array_api.Info.default_device.html#dpctl.tensor._array_api.Info.default_device">default_device() (dpctl.tensor._array_api.Info method)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.tensor._array_api.Info.default_dtypes.html#dpctl.tensor._array_api.Info.default_dtypes">default_dtypes() (dpctl.tensor._array_api.Info method)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.default_selector_score.html#dpctl.SyclDevice.default_selector_score">default_selector_score (dpctl.SyclDevice attribute)</a>
-</li>
-        <li>
-    define
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-32">DPCTL_DECLARE_VECTOR_TYPE</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-33">HUGE_VALF</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-34">INT64_MAX</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-35">INT64_MIN</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-36">UINT64_MAX</a>
-</li>
-        </ul></li>
-        <li><a href="api_reference/dpctl/tensor.utility_functions.html#dpctl.tensor.Device">Device (class in dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.device.html#dpctl.tensor.usm_ndarray.device">device (dpctl.tensor.usm_ndarray attribute)</a>
-</li>
-        <li>
-    Device class helper functions
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/group_DeviceManager.html#index-0">group</a>
-</li>
-        </ul></li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclContext.device_count.html#dpctl.SyclContext.device_count">device_count (dpctl.SyclContext attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.device_type.html#dpctl.SyclDevice.device_type">device_type (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.tensor._array_api.Info.devices.html#dpctl.tensor._array_api.Info.devices">devices() (dpctl.tensor._array_api.Info method)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.diff.html#dpctl.tensor.diff">diff() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.divide.html#dpctl.tensor.divide">divide (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/tensor.constants.html#dpctl.tensor.DLDeviceType">DLDeviceType (in module dpctl.tensor)</a>
-</li>
-        <li>
-    dpctl
-
-        <ul>
-          <li><a href="api_reference/dpctl/index.html#module-dpctl">module</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/namespace_dpctl.html#index-0">namespace</a>
-</li>
-        </ul></li>
-        <li>
-    dpctl.memory
-
-        <ul>
-          <li><a href="api_reference/dpctl/memory.html#module-dpctl.memory">module</a>
-</li>
-        </ul></li>
-        <li>
-    dpctl.program
-
-        <ul>
-          <li><a href="api_reference/dpctl/program.html#module-dpctl.program">module</a>
-</li>
-        </ul></li>
-        <li>
-    dpctl.tensor
-
-        <ul>
-          <li><a href="api_reference/dpctl/tensor.html#module-dpctl.tensor">module</a>
-</li>
-        </ul></li>
-        <li>
-    dpctl.utils
-
-        <ul>
-          <li><a href="api_reference/dpctl/utils.html#module-dpctl.utils">module</a>
-</li>
-        </ul></li>
-        <li>
-    dpctl::syclinterface
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/namespace_dpctl_syclinterface.html#index-0">namespace</a>
-</li>
-        </ul></li>
-        <li>
-    dpctl::syclinterface::dpctl_accelerator_selector
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_accelerator_selector.html#index-0">class</a>
-</li>
-        </ul></li>
-        <li>
-    dpctl::syclinterface::dpctl_cpu_selector
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_cpu_selector.html#index-0">class</a>
-</li>
-        </ul></li>
-        <li>
-    dpctl::syclinterface::dpctl_default_selector
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_default_selector.html#index-0">class</a>
-</li>
-        </ul></li>
-        <li>
-    dpctl::syclinterface::dpctl_device_selector
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_device_selector.html#index-0">class</a>
-</li>
-        </ul></li>
-        <li>
-    dpctl::syclinterface::dpctl_filter_selector
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_filter_selector.html#index-0">class</a>
-</li>
-        </ul></li>
-        <li>
-    dpctl::syclinterface::dpctl_gpu_selector
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_gpu_selector.html#index-0">class</a>
-</li>
-        </ul></li>
-        <li>
-    DPCTL_DECLARE_VECTOR_TYPE
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-32">define</a>
-</li>
-        </ul></li>
-        <li>
-    DPCTLCString_Delete
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-30">function</a>
-</li>
-        </ul></li>
-        <li>
-    DPCTLDevice_GetGlobalMemCacheLineSize
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-12">function</a>
-</li>
-        </ul></li>
-        <li>
-    DPCTLDevice_GetGlobalMemCacheSize
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-13">function</a>
-</li>
-        </ul></li>
-        <li>
-    DPCTLDevice_GetGlobalMemCacheType
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-14">function</a>
-</li>
-        </ul></li>
-        <li>
-    DPCTLDevice_GetImage2dMaxHeight
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-15">function</a>
-</li>
-        </ul></li>
-        <li>
-    DPCTLDevice_GetImage2dMaxWidth
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-16">function</a>
-</li>
-        </ul></li>
-        <li>
-    DPCTLDevice_GetImage3dMaxDepth
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-17">function</a>
-</li>
-        </ul></li>
-        <li>
-    DPCTLDevice_GetImage3dMaxHeight
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-18">function</a>
-</li>
-        </ul></li>
-        <li>
-    DPCTLDevice_GetImage3dMaxWidth
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-19">function</a>
-</li>
-        </ul></li>
-    </ul></td>
-    <td style="width: 33%; vertical-align: top;"><ul>
-        <li>
-    DPCTLDevice_GetMaxClockFrequency
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-20">function</a>
-</li>
-        </ul></li>
-        <li>
-    DPCTLDevice_GetMaxMemAllocSize
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-21">function</a>
-</li>
-        </ul></li>
-        <li>
-    DPCTLDevice_GetMaxReadImageArgs
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-22">function</a>
-</li>
-        </ul></li>
-        <li>
-    DPCTLDevice_GetMaxWriteImageArgs
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-23">function</a>
-</li>
-        </ul></li>
-        <li>
-    DPCTLDevice_GetParentDevice
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-24">function</a>
-</li>
-        </ul></li>
-        <li>
-    DPCTLDevice_GetPartitionMaxSubDevices
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-25">function</a>
-</li>
-        </ul></li>
-        <li>
-    DPCTLDevice_GetProfilingTimerResolution
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-26">function</a>
-</li>
-        </ul></li>
-        <li>
-    DPCTLDevice_Hash
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-27">function</a>
-</li>
-        </ul></li>
-        <li>
-    DPCTLGlobalMemCacheType
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/enum_DPCTLGlobalMemCacheType.html#index-0">enum</a>
-</li>
-        </ul></li>
-        <li>
-    DPCTLKernelArgType
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/enum_DPCTLKernelArgType.html#index-0">enum</a>
-</li>
-        </ul></li>
-        <li>
-    DPCTLPartitionAffinityDomainType
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/enum_DPCTLPartitionAffinityDomainType.html#index-0">enum</a>
-</li>
-        </ul></li>
-        <li>
-    DPCTLQueue_SubmitBarrier
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-28">function</a>
-</li>
-        </ul></li>
-        <li>
-    DPCTLQueue_SubmitBarrierForEvents
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-29">function</a>
-</li>
-        </ul></li>
-        <li>
-    DPCTLQueuePropertyType
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/enum_DPCTLQueuePropertyType.html#index-0">enum</a>
-</li>
-        </ul></li>
-        <li>
-    DPCTLSize_t_Array_Delete
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-31">function</a>
-</li>
-        </ul></li>
-        <li>
-    DPCTLSyclAspectType
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/enum_DPCTLSyclAspectType.html#index-0">enum</a>
-</li>
-        </ul></li>
-        <li>
-    DPCTLSyclBackendType
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/enum_DPCTLSyclBackendType.html#index-0">enum</a>
-</li>
-        </ul></li>
-        <li>
-    DPCTLSyclContextRef
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-3">typedef</a>
-</li>
-        </ul></li>
-        <li>
-    DPCTLSyclDeviceRef
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-4">typedef</a>
-</li>
-        </ul></li>
-        <li>
-    DPCTLSyclDeviceSelectorRef
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-5">typedef</a>
-</li>
-        </ul></li>
-        <li>
-    DPCTLSyclDeviceType
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/enum_DPCTLSyclDeviceType.html#index-0">enum</a>
-</li>
-        </ul></li>
-        <li>
-    DPCTLSyclEventRef
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-6">typedef</a>
-</li>
-        </ul></li>
-        <li>
-    DPCTLSyclEventStatusType
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/enum_DPCTLSyclEventStatusType.html#index-0">enum</a>
-</li>
-        </ul></li>
-        <li>
-    DPCTLSyclKernelBundleRef
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-7">typedef</a>
-</li>
-        </ul></li>
-        <li>
-    DPCTLSyclKernelRef
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-8">typedef</a>
-</li>
-        </ul></li>
-        <li>
-    DPCTLSyclPlatformRef
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-9">typedef</a>
-</li>
-        </ul></li>
-        <li>
-    DPCTLSyclQueueRef
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-10">typedef</a>
-</li>
-        </ul></li>
-        <li>
-    DPCTLSyclUSMRef
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-11">typedef</a>
-</li>
-        </ul></li>
-        <li>
-    DPCTLSyclUSMType
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/enum_DPCTLSyclUSMType.html#index-0">enum</a>
-</li>
-        </ul></li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.driver_version.html#dpctl.SyclDevice.driver_version">driver_version (dpctl.SyclDevice attribute)</a>
-
-        <ul>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclQueue.driver_version.html#dpctl.SyclQueue.driver_version">(dpctl.SyclQueue attribute)</a>
-</li>
-        </ul></li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclTimer.dt.html#dpctl.SyclTimer.dt">dt (dpctl.SyclTimer property)</a>
-</li>
-        <li><a href="api_reference/dpctl/tensor.data_types.html#dpctl.tensor.dtype">dtype (class in dpctl.tensor)</a>
-
-        <ul>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.dtype.html#dpctl.tensor.usm_ndarray.dtype">(dpctl.tensor.usm_ndarray attribute)</a>
-</li>
-        </ul></li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.tensor._array_api.Info.dtypes.html#dpctl.tensor._array_api.Info.dtypes">dtypes() (dpctl.tensor._array_api.Info method)</a>
-</li>
-    </ul></td>
-  </tr></table>
-</section>
-
-<section id="E" class="genindex-section">
-  <h2>E</h2>
-  <table style="width: 100%" class="indextable genindextable"><tr>
-    <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="api_reference/dpctl/tensor.constants.html#dpctl.tensor.e">e (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.empty.html#dpctl.tensor.empty">empty() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.empty_like.html#dpctl.tensor.empty_like">empty_like() (in module dpctl.tensor)</a>
-</li>
-        <li>
-    enum
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/enum_DPCTLGlobalMemCacheType.html#index-0">DPCTLGlobalMemCacheType</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/enum_DPCTLKernelArgType.html#index-0">DPCTLKernelArgType</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/enum_DPCTLPartitionAffinityDomainType.html#index-0">DPCTLPartitionAffinityDomainType</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/enum_DPCTLQueuePropertyType.html#index-0">DPCTLQueuePropertyType</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/enum_DPCTLSyclAspectType.html#index-0">DPCTLSyclAspectType</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/enum_DPCTLSyclBackendType.html#index-0">DPCTLSyclBackendType</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/enum_DPCTLSyclDeviceType.html#index-0">DPCTLSyclDeviceType</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/enum_DPCTLSyclEventStatusType.html#index-0">DPCTLSyclEventStatusType</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/enum_DPCTLSyclUSMType.html#index-0">DPCTLSyclUSMType</a>
-</li>
-        </ul></li>
-    </ul></td>
-    <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.equal.html#dpctl.tensor.equal">equal (in module dpctl.tensor)</a>
-</li>
-        <li>
-    error_handler_callback
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-1">typedef</a>
-</li>
-        </ul></li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclEvent.execution_status.html#dpctl.SyclEvent.execution_status">execution_status (dpctl.SyclEvent attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/utils.html#dpctl.utils.ExecutionPlacementError">ExecutionPlacementError</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.exp.html#dpctl.tensor.exp">exp (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.exp2.html#dpctl.tensor.exp2">exp2 (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.expand_dims.html#dpctl.tensor.expand_dims">expand_dims() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.expm1.html#dpctl.tensor.expm1">expm1 (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.extract.html#dpctl.tensor.extract">extract() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.eye.html#dpctl.tensor.eye">eye() (in module dpctl.tensor)</a>
-</li>
-    </ul></td>
-  </tr></table>
-</section>
-
-<section id="F" class="genindex-section">
-  <h2>F</h2>
-  <table style="width: 100%" class="indextable genindextable"><tr>
-    <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="api_reference/dpctl/flags.html#dpctl.tensor._flags.Flags.f_contiguous">f_contiguous (dpctl.tensor._flags.Flags attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/flags.html#dpctl.tensor._flags.Flags.fc">fc (dpctl.tensor._flags.Flags attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.filter_string.html#dpctl.SyclDevice.filter_string">filter_string (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.finfo.html#dpctl.tensor.finfo">finfo() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/flags.html#dpctl.tensor._flags.Flags">Flags (class in dpctl.tensor._flags)</a>
-</li>
-        <li><a href="api_reference/dpctl/flags.html#dpctl.tensor._flags.Flags.flags">flags (dpctl.tensor._flags.Flags attribute)</a>
-
-        <ul>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.flags.html#dpctl.tensor.usm_ndarray.flags">(dpctl.tensor.usm_ndarray attribute)</a>
-</li>
-        </ul></li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.flip.html#dpctl.tensor.flip">flip() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.floor.html#dpctl.tensor.floor">floor (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.floor_divide.html#dpctl.tensor.floor_divide">floor_divide (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/flags.html#dpctl.tensor._flags.Flags.fnc">fnc (dpctl.tensor._flags.Flags attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/flags.html#dpctl.tensor._flags.Flags.forc">forc (dpctl.tensor._flags.Flags attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.from_dlpack.html#dpctl.tensor.from_dlpack">from_dlpack() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.from_numpy.html#dpctl.tensor.from_numpy">from_numpy() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.full.html#dpctl.tensor.full">full() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.full_like.html#dpctl.tensor.full_like">full_like() (in module dpctl.tensor)</a>
-</li>
-        <li>
-    function
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-30">DPCTLCString_Delete</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-12">DPCTLDevice_GetGlobalMemCacheLineSize</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-13">DPCTLDevice_GetGlobalMemCacheSize</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-14">DPCTLDevice_GetGlobalMemCacheType</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-15">DPCTLDevice_GetImage2dMaxHeight</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-16">DPCTLDevice_GetImage2dMaxWidth</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-17">DPCTLDevice_GetImage3dMaxDepth</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-18">DPCTLDevice_GetImage3dMaxHeight</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-19">DPCTLDevice_GetImage3dMaxWidth</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-20">DPCTLDevice_GetMaxClockFrequency</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-21">DPCTLDevice_GetMaxMemAllocSize</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-22">DPCTLDevice_GetMaxReadImageArgs</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-23">DPCTLDevice_GetMaxWriteImageArgs</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-24">DPCTLDevice_GetParentDevice</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-25">DPCTLDevice_GetPartitionMaxSubDevices</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-26">DPCTLDevice_GetProfilingTimerResolution</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-27">DPCTLDevice_Hash</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-28">DPCTLQueue_SubmitBarrier</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-29">DPCTLQueue_SubmitBarrierForEvents</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-31">DPCTLSize_t_Array_Delete</a>
-</li>
-        </ul></li>
-    </ul></td>
-  </tr></table>
-</section>
-
-<section id="G" class="genindex-section">
-  <h2>G</h2>
-  <table style="width: 100%" class="indextable genindextable"><tr>
-    <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="api_reference/dpctl/utils.html#dpctl.utils.get_coerced_usm_type">get_coerced_usm_type() (in module dpctl.utils)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclContext.get_devices.html#dpctl.SyclContext.get_devices">get_devices() (dpctl.SyclContext method)</a>
-
-        <ul>
-          <li><a href="api_reference/dpctl/generated/dpctl.get_devices.html#dpctl.get_devices">(in module dpctl)</a>
-</li>
-        </ul></li>
-        <li><a href="api_reference/dpctl/utils.html#dpctl.utils.get_execution_queue">get_execution_queue() (in module dpctl.utils)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.get_filter_string.html#dpctl.SyclDevice.get_filter_string">get_filter_string() (dpctl.SyclDevice method)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.get_include.html#dpctl.get_include">get_include() (in module dpctl)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.get_num_devices.html#dpctl.get_num_devices">get_num_devices() (in module dpctl)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclQueue.get_sycl_context.html#dpctl.SyclQueue.get_sycl_context">get_sycl_context() (dpctl.SyclQueue method)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclQueue.get_sycl_device.html#dpctl.SyclQueue.get_sycl_device">get_sycl_device() (dpctl.SyclQueue method)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.get_usm_type.html#dpctl.memory.MemoryUSMDevice.get_usm_type">get_usm_type() (dpctl.memory.MemoryUSMDevice method)</a>
-
-        <ul>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.get_usm_type.html#dpctl.memory.MemoryUSMHost.get_usm_type">(dpctl.memory.MemoryUSMHost method)</a>
-</li>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.get_usm_type.html#dpctl.memory.MemoryUSMShared.get_usm_type">(dpctl.memory.MemoryUSMShared method)</a>
-</li>
-        </ul></li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.get_usm_type_enum.html#dpctl.memory.MemoryUSMDevice.get_usm_type_enum">get_usm_type_enum() (dpctl.memory.MemoryUSMDevice method)</a>
-
-        <ul>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.get_usm_type_enum.html#dpctl.memory.MemoryUSMHost.get_usm_type_enum">(dpctl.memory.MemoryUSMHost method)</a>
-</li>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.get_usm_type_enum.html#dpctl.memory.MemoryUSMShared.get_usm_type_enum">(dpctl.memory.MemoryUSMShared method)</a>
-</li>
-        </ul></li>
-    </ul></td>
-    <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclEvent.get_wait_list.html#dpctl.SyclEvent.get_wait_list">get_wait_list() (dpctl.SyclEvent method)</a>
-</li>
-        <li>
-    global
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-0">namespace</a>
-</li>
-        </ul></li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.global_mem_cache_line_size.html#dpctl.SyclDevice.global_mem_cache_line_size">global_mem_cache_line_size (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.global_mem_cache_size.html#dpctl.SyclDevice.global_mem_cache_size">global_mem_cache_size (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.global_mem_cache_type.html#dpctl.SyclDevice.global_mem_cache_type">global_mem_cache_type (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.global_mem_size.html#dpctl.SyclDevice.global_mem_size">global_mem_size (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.greater.html#dpctl.tensor.greater">greater (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.greater_equal.html#dpctl.tensor.greater_equal">greater_equal (in module dpctl.tensor)</a>
-</li>
-        <li>
-    group
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/group_DeviceManager.html#index-0">Device class helper functions</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/group_PlatformManager.html#index-0">Platform class helper functions</a>
-</li>
-        </ul></li>
-    </ul></td>
-  </tr></table>
-</section>
-
-<section id="H" class="genindex-section">
-  <h2>H</h2>
-  <table style="width: 100%" class="indextable genindextable"><tr>
-    <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="api_reference/dpctl/generated/dpctl.has_accelerator_devices.html#dpctl.has_accelerator_devices">has_accelerator_devices() (in module dpctl)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_accelerator.html#dpctl.SyclDevice.has_aspect_accelerator">has_aspect_accelerator (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_atomic64.html#dpctl.SyclDevice.has_aspect_atomic64">has_aspect_atomic64 (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_cpu.html#dpctl.SyclDevice.has_aspect_cpu">has_aspect_cpu (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_custom.html#dpctl.SyclDevice.has_aspect_custom">has_aspect_custom (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_emulated.html#dpctl.SyclDevice.has_aspect_emulated">has_aspect_emulated (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_fp16.html#dpctl.SyclDevice.has_aspect_fp16">has_aspect_fp16 (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_fp64.html#dpctl.SyclDevice.has_aspect_fp64">has_aspect_fp64 (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_gpu.html#dpctl.SyclDevice.has_aspect_gpu">has_aspect_gpu (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_host_debuggable.html#dpctl.SyclDevice.has_aspect_host_debuggable">has_aspect_host_debuggable (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_image.html#dpctl.SyclDevice.has_aspect_image">has_aspect_image (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_online_compiler.html#dpctl.SyclDevice.has_aspect_online_compiler">has_aspect_online_compiler (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_online_linker.html#dpctl.SyclDevice.has_aspect_online_linker">has_aspect_online_linker (dpctl.SyclDevice attribute)</a>
-</li>
-    </ul></td>
-    <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_queue_profiling.html#dpctl.SyclDevice.has_aspect_queue_profiling">has_aspect_queue_profiling (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_usm_atomic_host_allocations.html#dpctl.SyclDevice.has_aspect_usm_atomic_host_allocations">has_aspect_usm_atomic_host_allocations (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_usm_atomic_shared_allocations.html#dpctl.SyclDevice.has_aspect_usm_atomic_shared_allocations">has_aspect_usm_atomic_shared_allocations (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_usm_device_allocations.html#dpctl.SyclDevice.has_aspect_usm_device_allocations">has_aspect_usm_device_allocations (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_usm_host_allocations.html#dpctl.SyclDevice.has_aspect_usm_host_allocations">has_aspect_usm_host_allocations (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_usm_shared_allocations.html#dpctl.SyclDevice.has_aspect_usm_shared_allocations">has_aspect_usm_shared_allocations (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.has_aspect_usm_system_allocations.html#dpctl.SyclDevice.has_aspect_usm_system_allocations">has_aspect_usm_system_allocations (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.has_cpu_devices.html#dpctl.has_cpu_devices">has_cpu_devices() (in module dpctl)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclQueue.has_enable_profiling.html#dpctl.SyclQueue.has_enable_profiling">has_enable_profiling (dpctl.SyclQueue attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.has_gpu_devices.html#dpctl.has_gpu_devices">has_gpu_devices() (in module dpctl)</a>
-</li>
-        <li>
-    HUGE_VALF
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-33">define</a>
-</li>
-        </ul></li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.hypot.html#dpctl.tensor.hypot">hypot (in module dpctl.tensor)</a>
-</li>
-    </ul></td>
-  </tr></table>
-</section>
-
-<section id="I" class="genindex-section">
-  <h2>I</h2>
-  <table style="width: 100%" class="indextable genindextable"><tr>
-    <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.iinfo.html#dpctl.tensor.iinfo">iinfo() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.imag.html#dpctl.tensor.usm_ndarray.imag">imag (dpctl.tensor.usm_ndarray attribute)</a>
-
-        <ul>
-          <li><a href="api_reference/dpctl/generated/dpctl.tensor.imag.html#dpctl.tensor.imag">(in module dpctl.tensor)</a>
-</li>
-        </ul></li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.image_2d_max_height.html#dpctl.SyclDevice.image_2d_max_height">image_2d_max_height (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.image_2d_max_width.html#dpctl.SyclDevice.image_2d_max_width">image_2d_max_width (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.image_3d_max_depth.html#dpctl.SyclDevice.image_3d_max_depth">image_3d_max_depth (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.image_3d_max_height.html#dpctl.SyclDevice.image_3d_max_height">image_3d_max_height (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.image_3d_max_width.html#dpctl.SyclDevice.image_3d_max_width">image_3d_max_width (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/tensor.constants.html#dpctl.tensor.inf">inf (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor._array_api.Info.html#dpctl.tensor._array_api.Info">Info (class in dpctl.tensor._array_api)</a>
-</li>
-        <li>
-    INT64_MAX
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-34">define</a>
-</li>
-        </ul></li>
-    </ul></td>
-    <td style="width: 33%; vertical-align: top;"><ul>
-        <li>
-    INT64_MIN
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-35">define</a>
-</li>
-        </ul></li>
-        <li><a href="api_reference/dpctl/utils.html#dpctl.utils.intel_device_info">intel_device_info() (in module dpctl.utils)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.is_accelerator.html#dpctl.SyclDevice.is_accelerator">is_accelerator (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.is_cpu.html#dpctl.SyclDevice.is_cpu">is_cpu (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.is_gpu.html#dpctl.SyclDevice.is_gpu">is_gpu (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclQueue.is_in_order.html#dpctl.SyclQueue.is_in_order">is_in_order (dpctl.SyclQueue attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.isdtype.html#dpctl.tensor.isdtype">isdtype() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.isfinite.html#dpctl.tensor.isfinite">isfinite (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.isinf.html#dpctl.tensor.isinf">isinf (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.isnan.html#dpctl.tensor.isnan">isnan (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.itemsize.html#dpctl.tensor.usm_ndarray.itemsize">itemsize (dpctl.tensor.usm_ndarray attribute)</a>
-</li>
-    </ul></td>
-  </tr></table>
-</section>
-
-<section id="L" class="genindex-section">
-  <h2>L</h2>
-  <table style="width: 100%" class="indextable genindextable"><tr>
-    <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.less.html#dpctl.tensor.less">less (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.less_equal.html#dpctl.tensor.less_equal">less_equal (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.linspace.html#dpctl.tensor.linspace">linspace() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.local_mem_size.html#dpctl.SyclDevice.local_mem_size">local_mem_size (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.log.html#dpctl.tensor.log">log (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.log10.html#dpctl.tensor.log10">log10 (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.log1p.html#dpctl.tensor.log1p">log1p (in module dpctl.tensor)</a>
-</li>
-    </ul></td>
-    <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.log2.html#dpctl.tensor.log2">log2 (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.logaddexp.html#dpctl.tensor.logaddexp">logaddexp (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.logical_and.html#dpctl.tensor.logical_and">logical_and (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.logical_not.html#dpctl.tensor.logical_not">logical_not (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.logical_or.html#dpctl.tensor.logical_or">logical_or (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.logical_xor.html#dpctl.tensor.logical_xor">logical_xor (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.logsumexp.html#dpctl.tensor.logsumexp">logsumexp() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.lsplatform.html#dpctl.lsplatform">lsplatform() (in module dpctl)</a>
-</li>
-    </ul></td>
-  </tr></table>
-</section>
-
-<section id="M" class="genindex-section">
-  <h2>M</h2>
-  <table style="width: 100%" class="indextable genindextable"><tr>
-    <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.matmul.html#dpctl.tensor.matmul">matmul() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.matrix_transpose.html#dpctl.tensor.matrix_transpose">matrix_transpose() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.max.html#dpctl.tensor.max">max() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_clock_frequency.html#dpctl.SyclDevice.max_clock_frequency">max_clock_frequency (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_compute_units.html#dpctl.SyclDevice.max_compute_units">max_compute_units (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_mem_alloc_size.html#dpctl.SyclDevice.max_mem_alloc_size">max_mem_alloc_size (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_num_sub_groups.html#dpctl.SyclDevice.max_num_sub_groups">max_num_sub_groups (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_read_image_args.html#dpctl.SyclDevice.max_read_image_args">max_read_image_args (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_work_group_size.html#dpctl.SyclDevice.max_work_group_size">max_work_group_size (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_work_item_dims.html#dpctl.SyclDevice.max_work_item_dims">max_work_item_dims (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_work_item_sizes.html#dpctl.SyclDevice.max_work_item_sizes">max_work_item_sizes (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_work_item_sizes1d.html#dpctl.SyclDevice.max_work_item_sizes1d">max_work_item_sizes1d (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_work_item_sizes2d.html#dpctl.SyclDevice.max_work_item_sizes2d">max_work_item_sizes2d (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_work_item_sizes3d.html#dpctl.SyclDevice.max_work_item_sizes3d">max_work_item_sizes3d (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.max_write_image_args.html#dpctl.SyclDevice.max_write_image_args">max_write_image_args (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.maximum.html#dpctl.tensor.maximum">maximum (in module dpctl.tensor)</a>
-</li>
-        <li>
-    MDLocalAccessor
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-2">typedef</a>
-</li>
-        </ul></li>
-        <li>
-    MDLocalAccessorTy
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/struct_MDLocalAccessorTy.html#index-0">struct</a>
-</li>
-        </ul></li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.mean.html#dpctl.tensor.mean">mean() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclQueue.mem_advise.html#dpctl.SyclQueue.mem_advise">mem_advise() (dpctl.SyclQueue method)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclQueue.memcpy.html#dpctl.SyclQueue.memcpy">memcpy() (dpctl.SyclQueue method)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclQueue.memcpy_async.html#dpctl.SyclQueue.memcpy_async">memcpy_async() (dpctl.SyclQueue method)</a>
-</li>
-    </ul></td>
-    <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="api_reference/dpctl_capi.html#c.Memory_GetNumBytes">Memory_GetNumBytes (C function)</a>
-</li>
-        <li><a href="api_reference/dpctl_capi.html#c.Memory_GetOpaquePointer">Memory_GetOpaquePointer (C function)</a>
-</li>
-        <li><a href="api_reference/dpctl_capi.html#c.Memory_GetSyclContext">Memory_GetSyclContext (C function)</a>
-</li>
-        <li><a href="api_reference/dpctl_capi.html#c.Memory_GetSyclQueue">Memory_GetSyclQueue (C function)</a>
-</li>
-        <li><a href="api_reference/dpctl_capi.html#c.Memory_GetUsmPointer">Memory_GetUsmPointer (C function)</a>
-</li>
-        <li><a href="api_reference/dpctl_capi.html#c.Memory_Make">Memory_Make (C function)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.memory.MemoryUSMDevice.html#dpctl.memory.MemoryUSMDevice">MemoryUSMDevice (class in dpctl.memory)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.memory.MemoryUSMHost.html#dpctl.memory.MemoryUSMHost">MemoryUSMHost (class in dpctl.memory)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.memory.MemoryUSMShared.html#dpctl.memory.MemoryUSMShared">MemoryUSMShared (class in dpctl.memory)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.memset.html#dpctl.memory.MemoryUSMDevice.memset">memset() (dpctl.memory.MemoryUSMDevice method)</a>
-
-        <ul>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.memset.html#dpctl.memory.MemoryUSMHost.memset">(dpctl.memory.MemoryUSMHost method)</a>
-</li>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.memset.html#dpctl.memory.MemoryUSMShared.memset">(dpctl.memory.MemoryUSMShared method)</a>
-</li>
-        </ul></li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.meshgrid.html#dpctl.tensor.meshgrid">meshgrid() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.min.html#dpctl.tensor.min">min() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.minimum.html#dpctl.tensor.minimum">minimum (in module dpctl.tensor)</a>
-</li>
-        <li>
-    module
-
-        <ul>
-          <li><a href="api_reference/dpctl/index.html#module-dpctl">dpctl</a>
-</li>
-          <li><a href="api_reference/dpctl/memory.html#module-dpctl.memory">dpctl.memory</a>
-</li>
-          <li><a href="api_reference/dpctl/program.html#module-dpctl.program">dpctl.program</a>
-</li>
-          <li><a href="api_reference/dpctl/tensor.html#module-dpctl.tensor">dpctl.tensor</a>
-</li>
-          <li><a href="api_reference/dpctl/utils.html#module-dpctl.utils">dpctl.utils</a>
-</li>
-        </ul></li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.moveaxis.html#dpctl.tensor.moveaxis">moveaxis() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.mT.html#dpctl.tensor.usm_ndarray.mT">mT (dpctl.tensor.usm_ndarray attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.multiply.html#dpctl.tensor.multiply">multiply (in module dpctl.tensor)</a>
-</li>
-    </ul></td>
-  </tr></table>
-</section>
-
-<section id="N" class="genindex-section">
-  <h2>N</h2>
-  <table style="width: 100%" class="indextable genindextable"><tr>
-    <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.name.html#dpctl.SyclDevice.name">name (dpctl.SyclDevice attribute)</a>
-
-        <ul>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclPlatform.name.html#dpctl.SyclPlatform.name">(dpctl.SyclPlatform attribute)</a>
-</li>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclQueue.name.html#dpctl.SyclQueue.name">(dpctl.SyclQueue attribute)</a>
-</li>
-        </ul></li>
-        <li>
-    namespace
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/namespace_dpctl.html#index-0">dpctl</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/namespace_dpctl_syclinterface.html#index-0">dpctl::syclinterface</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-0">global</a>
-</li>
-        </ul></li>
-        <li><a href="api_reference/dpctl/tensor.constants.html#dpctl.tensor.nan">nan (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.native_vector_width_char.html#dpctl.SyclDevice.native_vector_width_char">native_vector_width_char (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.native_vector_width_double.html#dpctl.SyclDevice.native_vector_width_double">native_vector_width_double (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.native_vector_width_float.html#dpctl.SyclDevice.native_vector_width_float">native_vector_width_float (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.native_vector_width_half.html#dpctl.SyclDevice.native_vector_width_half">native_vector_width_half (dpctl.SyclDevice attribute)</a>
-</li>
-    </ul></td>
-    <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.native_vector_width_int.html#dpctl.SyclDevice.native_vector_width_int">native_vector_width_int (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.native_vector_width_long.html#dpctl.SyclDevice.native_vector_width_long">native_vector_width_long (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.native_vector_width_short.html#dpctl.SyclDevice.native_vector_width_short">native_vector_width_short (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.nbytes.html#dpctl.memory.MemoryUSMDevice.nbytes">nbytes (dpctl.memory.MemoryUSMDevice attribute)</a>
-
-        <ul>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.nbytes.html#dpctl.memory.MemoryUSMHost.nbytes">(dpctl.memory.MemoryUSMHost attribute)</a>
-</li>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.nbytes.html#dpctl.memory.MemoryUSMShared.nbytes">(dpctl.memory.MemoryUSMShared attribute)</a>
-</li>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.nbytes.html#dpctl.tensor.usm_ndarray.nbytes">(dpctl.tensor.usm_ndarray attribute)</a>
-</li>
-        </ul></li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.ndim.html#dpctl.tensor.usm_ndarray.ndim">ndim (dpctl.tensor.usm_ndarray attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.negative.html#dpctl.tensor.negative">negative (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/tensor.constants.html#dpctl.tensor.newaxis">newaxis (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.nextafter.html#dpctl.tensor.nextafter">nextafter (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.nonzero.html#dpctl.tensor.nonzero">nonzero() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.not_equal.html#dpctl.tensor.not_equal">not_equal (in module dpctl.tensor)</a>
-</li>
-    </ul></td>
-  </tr></table>
-</section>
-
-<section id="O" class="genindex-section">
-  <h2>O</h2>
-  <table style="width: 100%" class="indextable genindextable"><tr>
-    <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.ones.html#dpctl.tensor.ones">ones() (in module dpctl.tensor)</a>
-</li>
-    </ul></td>
-    <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.ones_like.html#dpctl.tensor.ones_like">ones_like() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/utils.html#dpctl.utils.onetrace_enabled">onetrace_enabled() (in module dpctl.utils)</a>
-</li>
-    </ul></td>
-  </tr></table>
-</section>
-
-<section id="P" class="genindex-section">
-  <h2>P</h2>
-  <table style="width: 100%" class="indextable genindextable"><tr>
-    <td style="width: 33%; vertical-align: top;"><ul>
-        <li>
-    page
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/page_todo.html#index-0">Todo List</a>
-</li>
-        </ul></li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.parent_device.html#dpctl.SyclDevice.parent_device">parent_device (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.partition_max_sub_devices.html#dpctl.SyclDevice.partition_max_sub_devices">partition_max_sub_devices (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.permute_dims.html#dpctl.tensor.permute_dims">permute_dims() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/tensor.constants.html#dpctl.tensor.pi">pi (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.place.html#dpctl.tensor.place">place() (in module dpctl.tensor)</a>
-</li>
-        <li>
-    Platform class helper functions
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/group_PlatformManager.html#index-0">group</a>
-</li>
-        </ul></li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.positive.html#dpctl.tensor.positive">positive (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.pow.html#dpctl.tensor.pow">pow (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.preferred_vector_width_char.html#dpctl.SyclDevice.preferred_vector_width_char">preferred_vector_width_char (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.preferred_vector_width_double.html#dpctl.SyclDevice.preferred_vector_width_double">preferred_vector_width_double (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.preferred_vector_width_float.html#dpctl.SyclDevice.preferred_vector_width_float">preferred_vector_width_float (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.preferred_vector_width_half.html#dpctl.SyclDevice.preferred_vector_width_half">preferred_vector_width_half (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.preferred_vector_width_int.html#dpctl.SyclDevice.preferred_vector_width_int">preferred_vector_width_int (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.preferred_vector_width_long.html#dpctl.SyclDevice.preferred_vector_width_long">preferred_vector_width_long (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.preferred_vector_width_short.html#dpctl.SyclDevice.preferred_vector_width_short">preferred_vector_width_short (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclQueue.prefetch.html#dpctl.SyclQueue.prefetch">prefetch() (dpctl.SyclQueue method)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.print_device_info.html#dpctl.SyclDevice.print_device_info">print_device_info() (dpctl.SyclDevice method)</a>
-
-        <ul>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclQueue.print_device_info.html#dpctl.SyclQueue.print_device_info">(dpctl.SyclQueue method)</a>
-</li>
-        </ul></li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclPlatform.print_platform_info.html#dpctl.SyclPlatform.print_platform_info">print_platform_info() (dpctl.SyclPlatform method)</a>
-</li>
-    </ul></td>
-    <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.prod.html#dpctl.tensor.prod">prod() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclEvent.profiling_info_end.html#dpctl.SyclEvent.profiling_info_end">profiling_info_end (dpctl.SyclEvent attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclEvent.profiling_info_start.html#dpctl.SyclEvent.profiling_info_start">profiling_info_start (dpctl.SyclEvent attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclEvent.profiling_info_submit.html#dpctl.SyclEvent.profiling_info_submit">profiling_info_submit (dpctl.SyclEvent attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.profiling_timer_resolution.html#dpctl.SyclDevice.profiling_timer_resolution">profiling_timer_resolution (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.put.html#dpctl.tensor.put">put() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.put_along_axis.html#dpctl.tensor.put_along_axis">put_along_axis() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl_capi.html#c.Py_MemoryObject">Py_MemoryObject (C struct)</a>
-</li>
-        <li><a href="api_reference/dpctl_capi.html#c.Py_MemoryType">Py_MemoryType (C struct)</a>
-</li>
-        <li><a href="api_reference/dpctl_capi.html#c.PySyclContextObject">PySyclContextObject (C struct)</a>
-</li>
-        <li><a href="api_reference/dpctl_capi.html#c.PySyclContextType">PySyclContextType (C struct)</a>
-</li>
-        <li><a href="api_reference/dpctl_capi.html#c.PySyclDeviceObject">PySyclDeviceObject (C struct)</a>
-</li>
-        <li><a href="api_reference/dpctl_capi.html#c.PySyclDeviceType">PySyclDeviceType (C struct)</a>
-</li>
-        <li><a href="api_reference/dpctl_capi.html#c.PySyclEventObject">PySyclEventObject (C struct)</a>
-</li>
-        <li><a href="api_reference/dpctl_capi.html#c.PySyclEventType">PySyclEventType (C struct)</a>
-</li>
-        <li><a href="api_reference/dpctl_capi.html#c.PySyclKernelObject">PySyclKernelObject (C struct)</a>
-</li>
-        <li><a href="api_reference/dpctl_capi.html#c.PySyclKernelType">PySyclKernelType (C struct)</a>
-</li>
-        <li><a href="api_reference/dpctl_capi.html#c.PySyclProgramObject">PySyclProgramObject (C struct)</a>
-</li>
-        <li><a href="api_reference/dpctl_capi.html#c.PySyclProgramType">PySyclProgramType (C struct)</a>
-</li>
-        <li><a href="api_reference/dpctl_capi.html#c.PySyclQueueObject">PySyclQueueObject (C struct)</a>
-</li>
-        <li><a href="api_reference/dpctl_capi.html#c.PySyclQueueType">PySyclQueueType (C struct)</a>
-</li>
-        <li><a href="api_reference/dpctl_capi.html#c.PyUSMArrayObject">PyUSMArrayObject (C struct)</a>
-</li>
-        <li><a href="api_reference/dpctl_capi.html#c.PyUSMArrayType">PyUSMArrayType (C struct)</a>
-</li>
-    </ul></td>
-  </tr></table>
-</section>
-
-<section id="R" class="genindex-section">
-  <h2>R</h2>
-  <table style="width: 100%" class="indextable genindextable"><tr>
-    <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.real.html#dpctl.tensor.usm_ndarray.real">real (dpctl.tensor.usm_ndarray attribute)</a>
-
-        <ul>
-          <li><a href="api_reference/dpctl/generated/dpctl.tensor.real.html#dpctl.tensor.real">(in module dpctl.tensor)</a>
-</li>
-        </ul></li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.reciprocal.html#dpctl.tensor.reciprocal">reciprocal (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.reduce_hypot.html#dpctl.tensor.reduce_hypot">reduce_hypot() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.reference_obj.html#dpctl.memory.MemoryUSMDevice.reference_obj">reference_obj (dpctl.memory.MemoryUSMDevice attribute)</a>
-
-        <ul>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.reference_obj.html#dpctl.memory.MemoryUSMHost.reference_obj">(dpctl.memory.MemoryUSMHost attribute)</a>
-</li>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.reference_obj.html#dpctl.memory.MemoryUSMShared.reference_obj">(dpctl.memory.MemoryUSMShared attribute)</a>
-</li>
-        </ul></li>
-    </ul></td>
-    <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.remainder.html#dpctl.tensor.remainder">remainder (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.repeat.html#dpctl.tensor.repeat">repeat() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.reshape.html#dpctl.tensor.reshape">reshape() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.result_type.html#dpctl.tensor.result_type">result_type() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.roll.html#dpctl.tensor.roll">roll() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.round.html#dpctl.tensor.round">round (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.rsqrt.html#dpctl.tensor.rsqrt">rsqrt (in module dpctl.tensor)</a>
-</li>
-    </ul></td>
-  </tr></table>
-</section>
-
-<section id="S" class="genindex-section">
-  <h2>S</h2>
-  <table style="width: 100%" class="indextable genindextable"><tr>
-    <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.searchsorted.html#dpctl.tensor.searchsorted">searchsorted() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.select_accelerator_device.html#dpctl.select_accelerator_device">select_accelerator_device() (in module dpctl)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.select_cpu_device.html#dpctl.select_cpu_device">select_cpu_device() (in module dpctl)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.select_default_device.html#dpctl.select_default_device">select_default_device() (in module dpctl)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.select_device_with_aspects.html#dpctl.select_device_with_aspects">select_device_with_aspects() (in module dpctl)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.select_gpu_device.html#dpctl.select_gpu_device">select_gpu_device() (in module dpctl)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.shape.html#dpctl.tensor.usm_ndarray.shape">shape (dpctl.tensor.usm_ndarray attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.sign.html#dpctl.tensor.sign">sign (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.signbit.html#dpctl.tensor.signbit">signbit (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.sin.html#dpctl.tensor.sin">sin (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.sinh.html#dpctl.tensor.sinh">sinh (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.size.html#dpctl.memory.MemoryUSMDevice.size">size (dpctl.memory.MemoryUSMDevice attribute)</a>
-
-        <ul>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.size.html#dpctl.memory.MemoryUSMHost.size">(dpctl.memory.MemoryUSMHost attribute)</a>
-</li>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.size.html#dpctl.memory.MemoryUSMShared.size">(dpctl.memory.MemoryUSMShared attribute)</a>
-</li>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.size.html#dpctl.tensor.usm_ndarray.size">(dpctl.tensor.usm_ndarray attribute)</a>
-</li>
-        </ul></li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.sort.html#dpctl.tensor.sort">sort() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.sqrt.html#dpctl.tensor.sqrt">sqrt (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.square.html#dpctl.tensor.square">square (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.squeeze.html#dpctl.tensor.squeeze">squeeze() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.stack.html#dpctl.tensor.stack">stack() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.std.html#dpctl.tensor.std">std() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.strides.html#dpctl.tensor.usm_ndarray.strides">strides (dpctl.tensor.usm_ndarray attribute)</a>
-</li>
-        <li>
-    struct
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/struct_MDLocalAccessorTy.html#index-0">MDLocalAccessorTy</a>
-</li>
-        </ul></li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.sub_group_independent_forward_progress.html#dpctl.SyclDevice.sub_group_independent_forward_progress">sub_group_independent_forward_progress (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.sub_group_sizes.html#dpctl.SyclDevice.sub_group_sizes">sub_group_sizes (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclQueue.submit.html#dpctl.SyclQueue.submit">submit() (dpctl.SyclQueue method)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclQueue.submit_async.html#dpctl.SyclQueue.submit_async">submit_async() (dpctl.SyclQueue method)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclQueue.submit_barrier.html#dpctl.SyclQueue.submit_barrier">submit_barrier() (dpctl.SyclQueue method)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.subtract.html#dpctl.tensor.subtract">subtract (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.sum.html#dpctl.tensor.sum">sum() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.sycl_context.html#dpctl.memory.MemoryUSMDevice.sycl_context">sycl_context (dpctl.memory.MemoryUSMDevice attribute)</a>
-
-        <ul>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.sycl_context.html#dpctl.memory.MemoryUSMHost.sycl_context">(dpctl.memory.MemoryUSMHost attribute)</a>
-</li>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.sycl_context.html#dpctl.memory.MemoryUSMShared.sycl_context">(dpctl.memory.MemoryUSMShared attribute)</a>
-</li>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclQueue.sycl_context.html#dpctl.SyclQueue.sycl_context">(dpctl.SyclQueue attribute)</a>
-</li>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.sycl_context.html#dpctl.tensor.usm_ndarray.sycl_context">(dpctl.tensor.usm_ndarray attribute)</a>
-</li>
-        </ul></li>
-    </ul></td>
-    <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.sycl_device.html#dpctl.memory.MemoryUSMDevice.sycl_device">sycl_device (dpctl.memory.MemoryUSMDevice attribute)</a>
-
-        <ul>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.sycl_device.html#dpctl.memory.MemoryUSMHost.sycl_device">(dpctl.memory.MemoryUSMHost attribute)</a>
-</li>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.sycl_device.html#dpctl.memory.MemoryUSMShared.sycl_device">(dpctl.memory.MemoryUSMShared attribute)</a>
-</li>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclQueue.sycl_device.html#dpctl.SyclQueue.sycl_device">(dpctl.SyclQueue attribute)</a>
-</li>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.sycl_device.html#dpctl.tensor.usm_ndarray.sycl_device">(dpctl.tensor.usm_ndarray attribute)</a>
-</li>
-        </ul></li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.sycl_platform.html#dpctl.SyclDevice.sycl_platform">sycl_platform (dpctl.SyclDevice attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.sycl_queue.html#dpctl.memory.MemoryUSMDevice.sycl_queue">sycl_queue (dpctl.memory.MemoryUSMDevice attribute)</a>
-
-        <ul>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.sycl_queue.html#dpctl.memory.MemoryUSMHost.sycl_queue">(dpctl.memory.MemoryUSMHost attribute)</a>
-</li>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.sycl_queue.html#dpctl.memory.MemoryUSMShared.sycl_queue">(dpctl.memory.MemoryUSMShared attribute)</a>
-</li>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.sycl_queue.html#dpctl.tensor.usm_ndarray.sycl_queue">(dpctl.tensor.usm_ndarray attribute)</a>
-</li>
-        </ul></li>
-        <li><a href="api_reference/dpctl/generated/dpctl.SyclContext.html#dpctl.SyclContext">SyclContext (class in dpctl)</a>
-</li>
-        <li><a href="api_reference/dpctl_capi.html#c.SyclContext_GetContextRef">SyclContext_GetContextRef (C function)</a>
-</li>
-        <li><a href="api_reference/dpctl_capi.html#c.SyclContext_Make">SyclContext_Make (C function)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.SyclContextCreationError.html#dpctl.SyclContextCreationError">SyclContextCreationError</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.SyclDevice.html#dpctl.SyclDevice">SyclDevice (class in dpctl)</a>
-</li>
-        <li><a href="api_reference/dpctl_capi.html#c.SyclDevice_GetDeviceRef">SyclDevice_GetDeviceRef (C function)</a>
-</li>
-        <li><a href="api_reference/dpctl_capi.html#c.SyclDevice_Make">SyclDevice_Make (C function)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.SyclDeviceCreationError.html#dpctl.SyclDeviceCreationError">SyclDeviceCreationError</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.SyclEvent.html#dpctl.SyclEvent">SyclEvent (class in dpctl)</a>
-</li>
-        <li><a href="api_reference/dpctl_capi.html#c.SyclEvent_GetEventRef">SyclEvent_GetEventRef (C function)</a>
-</li>
-        <li><a href="api_reference/dpctl_capi.html#c.SyclEvent_Make">SyclEvent_Make (C function)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.program.SyclKernel.html#dpctl.program.SyclKernel">SyclKernel (class in dpctl.program)</a>
-</li>
-        <li><a href="api_reference/dpctl_capi.html#c.SyclKernel_GetKernelRef">SyclKernel_GetKernelRef (C function)</a>
-</li>
-        <li><a href="api_reference/dpctl_capi.html#c.SyclKernel_Make">SyclKernel_Make (C function)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.SyclPlatform.html#dpctl.SyclPlatform">SyclPlatform (class in dpctl)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.program.SyclProgram.html#dpctl.program.SyclProgram">SyclProgram (class in dpctl.program)</a>
-</li>
-        <li><a href="api_reference/dpctl_capi.html#c.SyclProgram_GetKernelBundleRef">SyclProgram_GetKernelBundleRef (C function)</a>
-</li>
-        <li><a href="api_reference/dpctl_capi.html#c.SyclProgram_Make">SyclProgram_Make (C function)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.program.SyclProgramCompilationError.html#dpctl.program.SyclProgramCompilationError">SyclProgramCompilationError</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.SyclQueue.html#dpctl.SyclQueue">SyclQueue (class in dpctl)</a>
-</li>
-        <li><a href="api_reference/dpctl_capi.html#c.SyclQueue_GetQueueRef">SyclQueue_GetQueueRef (C function)</a>
-</li>
-        <li><a href="api_reference/dpctl_capi.html#c.SyclQueue_Make">SyclQueue_Make (C function)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.SyclQueueCreationError.html#dpctl.SyclQueueCreationError">SyclQueueCreationError</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.SyclSubDeviceCreationError.html#dpctl.SyclSubDeviceCreationError">SyclSubDeviceCreationError</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.SyclTimer.html#dpctl.SyclTimer">SyclTimer (class in dpctl)</a>
-</li>
-    </ul></td>
-  </tr></table>
-</section>
-
-<section id="T" class="genindex-section">
-  <h2>T</h2>
-  <table style="width: 100%" class="indextable genindextable"><tr>
-    <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.T.html#dpctl.tensor.usm_ndarray.T">T (dpctl.tensor.usm_ndarray attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.take.html#dpctl.tensor.take">take() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.take_along_axis.html#dpctl.tensor.take_along_axis">take_along_axis() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.tan.html#dpctl.tensor.tan">tan (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.tanh.html#dpctl.tensor.tanh">tanh (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.tensordot.html#dpctl.tensor.tensordot">tensordot() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.tile.html#dpctl.tensor.tile">tile() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.to_device.html#dpctl.tensor.usm_ndarray.to_device">to_device() (dpctl.tensor.usm_ndarray method)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMDevice.tobytes.html#dpctl.memory.MemoryUSMDevice.tobytes">tobytes() (dpctl.memory.MemoryUSMDevice method)</a>
-
-        <ul>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMHost.tobytes.html#dpctl.memory.MemoryUSMHost.tobytes">(dpctl.memory.MemoryUSMHost method)</a>
-</li>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.memory.MemoryUSMShared.tobytes.html#dpctl.memory.MemoryUSMShared.tobytes">(dpctl.memory.MemoryUSMShared method)</a>
-</li>
-        </ul></li>
-        <li>
-    Todo List
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/page_todo.html#index-0">page</a>
-</li>
-        </ul></li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.top_k.html#dpctl.tensor.top_k">top_k() (in module dpctl.tensor)</a>
-</li>
-    </ul></td>
-    <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.tril.html#dpctl.tensor.tril">tril() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.triu.html#dpctl.tensor.triu">triu() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.trunc.html#dpctl.tensor.trunc">trunc (in module dpctl.tensor)</a>
-</li>
-        <li>
-    typedef
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-3">DPCTLSyclContextRef</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-4">DPCTLSyclDeviceRef</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-5">DPCTLSyclDeviceSelectorRef</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-6">DPCTLSyclEventRef</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-7">DPCTLSyclKernelBundleRef</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-8">DPCTLSyclKernelRef</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-9">DPCTLSyclPlatformRef</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-10">DPCTLSyclQueueRef</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-11">DPCTLSyclUSMRef</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-1">error_handler_callback</a>
-</li>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-2">MDLocalAccessor</a>
-</li>
-        </ul></li>
-    </ul></td>
-  </tr></table>
-</section>
-
-<section id="U" class="genindex-section">
-  <h2>U</h2>
-  <table style="width: 100%" class="indextable genindextable"><tr>
-    <td style="width: 33%; vertical-align: top;"><ul>
-        <li>
-    UINT64_MAX
-
-        <ul>
-          <li><a href="api_reference/libsyclinterface/generated/global.html#index-36">define</a>
-</li>
-        </ul></li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.unique_all.html#dpctl.tensor.unique_all">unique_all() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.unique_counts.html#dpctl.tensor.unique_counts">unique_counts() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.unique_inverse.html#dpctl.tensor.unique_inverse">unique_inverse() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.unique_values.html#dpctl.tensor.unique_values">unique_values() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.unstack.html#dpctl.tensor.unstack">unstack() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.usm_data.html#dpctl.tensor.usm_ndarray.usm_data">usm_data (dpctl.tensor.usm_ndarray attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray">usm_ndarray (class in dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.tensor.usm_ndarray.usm_type.html#dpctl.tensor.usm_ndarray.usm_type">usm_type (dpctl.tensor.usm_ndarray attribute)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.memory.USMAllocationError.html#dpctl.memory.USMAllocationError">USMAllocationError</a>
-</li>
-        <li><a href="api_reference/dpctl_capi.html#c.UsmNDArray_GetData">UsmNDArray_GetData (C function)</a>
-</li>
-    </ul></td>
-    <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="api_reference/dpctl_capi.html#c.UsmNDarray_GetElementSize">UsmNDarray_GetElementSize (C function)</a>
-</li>
-        <li><a href="api_reference/dpctl_capi.html#c.UsmNDarray_GetFlags">UsmNDarray_GetFlags (C function)</a>
-</li>
-        <li><a href="api_reference/dpctl_capi.html#c.UsmNDArray_GetNDim">UsmNDArray_GetNDim (C function)</a>
-</li>
-        <li><a href="api_reference/dpctl_capi.html#c.UsmNDArray_GetOffset">UsmNDArray_GetOffset (C function)</a>
-</li>
-        <li><a href="api_reference/dpctl_capi.html#c.UsmNDarray_GetQueueRef">UsmNDarray_GetQueueRef (C function)</a>
-</li>
-        <li><a href="api_reference/dpctl_capi.html#c.UsmNDArray_GetShape">UsmNDArray_GetShape (C function)</a>
-</li>
-        <li><a href="api_reference/dpctl_capi.html#c.UsmNDArray_GetStrides">UsmNDArray_GetStrides (C function)</a>
-</li>
-        <li><a href="api_reference/dpctl_capi.html#c.UsmNDarray_GetTypenum">UsmNDarray_GetTypenum (C function)</a>
-</li>
-        <li><a href="api_reference/dpctl_capi.html#c.UsmNDArray_GetUSMData">UsmNDArray_GetUSMData (C function)</a>
-</li>
-        <li><a href="api_reference/dpctl_capi.html#c.UsmNDArray_MakeFromPtr">UsmNDArray_MakeFromPtr (C function)</a>
-</li>
-        <li><a href="api_reference/dpctl_capi.html#c.UsmNDArray_MakeSimpleFromMemory">UsmNDArray_MakeSimpleFromMemory (C function)</a>
-</li>
-        <li><a href="api_reference/dpctl_capi.html#c.UsmNDArray_MakeSimpleFromPtr">UsmNDArray_MakeSimpleFromPtr (C function)</a>
-</li>
-        <li><a href="api_reference/dpctl_capi.html#c.UsmNDArray_SetWritableFlag">UsmNDArray_SetWritableFlag (C function)</a>
-</li>
-    </ul></td>
-  </tr></table>
-</section>
-
-<section id="V" class="genindex-section">
-  <h2>V</h2>
-  <table style="width: 100%" class="indextable genindextable"><tr>
-    <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="api_reference/dpctl/utils.html#dpctl.utils.validate_usm_type">validate_usm_type() (in module dpctl.utils)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.var.html#dpctl.tensor.var">var() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.vecdot.html#dpctl.tensor.vecdot">vecdot() (in module dpctl.tensor)</a>
-</li>
-    </ul></td>
-    <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclDevice.vendor.html#dpctl.SyclDevice.vendor">vendor (dpctl.SyclDevice attribute)</a>
-
-        <ul>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclPlatform.vendor.html#dpctl.SyclPlatform.vendor">(dpctl.SyclPlatform attribute)</a>
-</li>
-        </ul></li>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclPlatform.version.html#dpctl.SyclPlatform.version">version (dpctl.SyclPlatform attribute)</a>
-</li>
-    </ul></td>
-  </tr></table>
-</section>
-
-<section id="W" class="genindex-section">
-  <h2>W</h2>
-  <table style="width: 100%" class="indextable genindextable"><tr>
-    <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclEvent.wait.html#dpctl.SyclEvent.wait">wait() (dpctl.SyclEvent method)</a>
-
-        <ul>
-          <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclQueue.wait.html#dpctl.SyclQueue.wait">(dpctl.SyclQueue method)</a>
-</li>
-        </ul></li>
-    </ul></td>
-    <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="api_reference/dpctl/generated/generated/dpctl.SyclEvent.wait_for.html#dpctl.SyclEvent.wait_for">wait_for() (dpctl.SyclEvent static method)</a>
-</li>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.where.html#dpctl.tensor.where">where() (in module dpctl.tensor)</a>
-</li>
-        <li><a href="api_reference/dpctl/flags.html#dpctl.tensor._flags.Flags.writable">writable (dpctl.tensor._flags.Flags attribute)</a>
-</li>
-    </ul></td>
-  </tr></table>
-</section>
-
-<section id="Z" class="genindex-section">
-  <h2>Z</h2>
-  <table style="width: 100%" class="indextable genindextable"><tr>
-    <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.zeros.html#dpctl.tensor.zeros">zeros() (in module dpctl.tensor)</a>
-</li>
-    </ul></td>
-    <td style="width: 33%; vertical-align: top;"><ul>
-        <li><a href="api_reference/dpctl/generated/dpctl.tensor.zeros_like.html#dpctl.tensor.zeros_like">zeros_like() (in module dpctl.tensor)</a>
-</li>
-    </ul></td>
-  </tr></table>
-</section>
-
-
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-      </div>
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-</li>
-</ul>
-</li>
-<li class="toctree-l5"><a class="reference internal" href="api_reference/libsyclinterface/generated/enum_DPCTLGlobalMemCacheType.html">enum DPCTLGlobalMemCacheType</a></li>
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-<li class="toctree-l5"><a class="reference internal" href="api_reference/libsyclinterface/generated/enum_DPCTLSyclBackendType.html">enum DPCTLSyclBackendType</a></li>
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-<li class="toctree-l5"><a class="reference internal" href="api_reference/libsyclinterface/generated/enum_DPCTLSyclEventStatusType.html">enum DPCTLSyclEventStatusType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="api_reference/libsyclinterface/generated/enum_DPCTLSyclUSMType.html">enum DPCTLSyclUSMType</a></li>
-<li class="toctree-l5 has-children"><a class="reference internal" href="api_reference/libsyclinterface/generated/struct_MDLocalAccessorTy.html">struct MDLocalAccessorTy</a><input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" role="switch" type="checkbox"/><label for="toctree-checkbox-45"><div class="visually-hidden">Toggle navigation of struct MDLocalAccessorTy</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
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-          <section id="data-parallel-control">
-<h1>Data Parallel Control<a class="headerlink" href="#data-parallel-control" title="Permalink to this heading">¶</a></h1>
-<p id="dpctlintroduction">Python package <a class="reference internal" href="api_reference/dpctl/index.html#module-dpctl" title="dpctl"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a> enables Python users to engage multiple
-compute devices commonly available in modern consumer- and server-grade
-computers using industry-standard <a class="reference external" href="https://registry.khronos.org/SYCL/specs/sycl-2020/html/sycl-2020.html#_sycl_execution_model">SYCL execution model</a>
-facilitated by <a class="reference external" href="https://www.khronos.org/registry/SYCL/specs/sycl-2020/html/sycl-2020.html">SYCL 2020 standard</a>-compliant
-Intel(R) oneAPI <a class="reference external" href="https://www.intel.com/content/www/us/en/developer/tools/oneapi/dpc-compiler.html">DPC++ compiler</a>.</p>
-<p><a class="reference internal" href="api_reference/dpctl/index.html#module-dpctl" title="dpctl"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a> provides a reference data-parallel implementation of
-array library <a class="reference internal" href="api_reference/dpctl/tensor.html#module-dpctl.tensor" title="dpctl.tensor"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl.tensor</span></code></a> conforming to Python Array API specification.
-The implementation adheres to a programming model affording clear control
-over the compute device where array computations and memory allocations
-take place.</p>
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-<li class="toctree-l7 has-children"><a class="reference internal" href="api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_filter_selector.html">class dpctl::syclinterface::dpctl_filter_selector</a><input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" role="switch" type="checkbox"/><label for="toctree-checkbox-43"><div class="visually-hidden">Toggle navigation of class dpctl::syclinterface::dpctl_filter_selector</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
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-<li class="toctree-l5"><a class="reference internal" href="api_reference/libsyclinterface/generated/enum_DPCTLGlobalMemCacheType.html">enum DPCTLGlobalMemCacheType</a></li>
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-is used to implement support for data interchanging mechanism in <a class="reference internal" href="api_reference/dpctl/tensor.html#module-dpctl.tensor" title="dpctl.tensor"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl.tensor</span></code></a>
-as required by Python Array API specification, cf. <a class="reference external" href="https://data-apis.org/array-api/latest/design_topics/data_interchange.html">data interchange document</a>.</p>
-<p><a class="reference internal" href="api_reference/dpctl/index.html#module-dpctl" title="dpctl"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a> vendors <a class="reference external" href="https://github.com/python-versioneer/python-versioneer/">versioneer</a> to generate it version from git history
-of its sources. Versioneer has been placed in public domain per <a class="reference external" href="https://github.com/python-versioneer/python-versioneer/blob/master/LICENSE">license file</a>
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-    <link rel="shortcut icon" href="_static/dpctl.svg"/><!-- Generated with Sphinx 7.1.2 and Furo 2024.08.06 --><title>Python Module Index - Data Parallel Control (dpctl) 0.19.0dev0 documentation</title>
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"dpctl.SyclDevice.addressof_ref", "dpctl.SyclDevice.backend", "dpctl.SyclDevice.create_sub_devices", "dpctl.SyclDevice.default_selector_score", "dpctl.SyclDevice.device_type", "dpctl.SyclDevice.driver_version", "dpctl.SyclDevice.filter_string", "dpctl.SyclDevice.get_filter_string", "dpctl.SyclDevice.global_mem_cache_line_size", "dpctl.SyclDevice.global_mem_cache_size", "dpctl.SyclDevice.global_mem_cache_type", "dpctl.SyclDevice.global_mem_size", "dpctl.SyclDevice.has_aspect_accelerator", "dpctl.SyclDevice.has_aspect_atomic64", "dpctl.SyclDevice.has_aspect_cpu", "dpctl.SyclDevice.has_aspect_custom", "dpctl.SyclDevice.has_aspect_emulated", "dpctl.SyclDevice.has_aspect_fp16", "dpctl.SyclDevice.has_aspect_fp64", "dpctl.SyclDevice.has_aspect_gpu", "dpctl.SyclDevice.has_aspect_host_debuggable", "dpctl.SyclDevice.has_aspect_image", "dpctl.SyclDevice.has_aspect_online_compiler", "dpctl.SyclDevice.has_aspect_online_linker", "dpctl.SyclDevice.has_aspect_queue_profiling", "dpctl.SyclDevice.has_aspect_usm_atomic_host_allocations", "dpctl.SyclDevice.has_aspect_usm_atomic_shared_allocations", "dpctl.SyclDevice.has_aspect_usm_device_allocations", "dpctl.SyclDevice.has_aspect_usm_host_allocations", "dpctl.SyclDevice.has_aspect_usm_shared_allocations", "dpctl.SyclDevice.has_aspect_usm_system_allocations", "dpctl.SyclDevice.image_2d_max_height", "dpctl.SyclDevice.image_2d_max_width", "dpctl.SyclDevice.image_3d_max_depth", "dpctl.SyclDevice.image_3d_max_height", "dpctl.SyclDevice.image_3d_max_width", "dpctl.SyclDevice.is_accelerator", "dpctl.SyclDevice.is_cpu", "dpctl.SyclDevice.is_gpu", "dpctl.SyclDevice.local_mem_size", "dpctl.SyclDevice.max_clock_frequency", "dpctl.SyclDevice.max_compute_units", "dpctl.SyclDevice.max_mem_alloc_size", "dpctl.SyclDevice.max_num_sub_groups", "dpctl.SyclDevice.max_read_image_args", "dpctl.SyclDevice.max_work_group_size", "dpctl.SyclDevice.max_work_item_dims", "dpctl.SyclDevice.max_work_item_sizes", "dpctl.SyclDevice.max_work_item_sizes1d", "dpctl.SyclDevice.max_work_item_sizes2d", "dpctl.SyclDevice.max_work_item_sizes3d", "dpctl.SyclDevice.max_write_image_args", "dpctl.SyclDevice.name", "dpctl.SyclDevice.native_vector_width_char", "dpctl.SyclDevice.native_vector_width_double", "dpctl.SyclDevice.native_vector_width_float", "dpctl.SyclDevice.native_vector_width_half", "dpctl.SyclDevice.native_vector_width_int", "dpctl.SyclDevice.native_vector_width_long", "dpctl.SyclDevice.native_vector_width_short", "dpctl.SyclDevice.parent_device", "dpctl.SyclDevice.partition_max_sub_devices", "dpctl.SyclDevice.preferred_vector_width_char", "dpctl.SyclDevice.preferred_vector_width_double", "dpctl.SyclDevice.preferred_vector_width_float", "dpctl.SyclDevice.preferred_vector_width_half", "dpctl.SyclDevice.preferred_vector_width_int", "dpctl.SyclDevice.preferred_vector_width_long", "dpctl.SyclDevice.preferred_vector_width_short", "dpctl.SyclDevice.print_device_info", "dpctl.SyclDevice.profiling_timer_resolution", "dpctl.SyclDevice.sub_group_independent_forward_progress", "dpctl.SyclDevice.sub_group_sizes", "dpctl.SyclDevice.sycl_platform", "dpctl.SyclDevice.vendor", "dpctl.SyclEvent.addressof_ref", "dpctl.SyclEvent.backend", "dpctl.SyclEvent.execution_status", "dpctl.SyclEvent.get_wait_list", "dpctl.SyclEvent.profiling_info_end", "dpctl.SyclEvent.profiling_info_start", "dpctl.SyclEvent.profiling_info_submit", "dpctl.SyclEvent.wait", "dpctl.SyclEvent.wait_for", "dpctl.SyclPlatform.backend", "dpctl.SyclPlatform.default_context", "dpctl.SyclPlatform.name", "dpctl.SyclPlatform.print_platform_info", "dpctl.SyclPlatform.vendor", "dpctl.SyclPlatform.version", "dpctl.SyclQueue.addressof_ref", "dpctl.SyclQueue.backend", "dpctl.SyclQueue.driver_version", "dpctl.SyclQueue.get_sycl_context", "dpctl.SyclQueue.get_sycl_device", "dpctl.SyclQueue.has_enable_profiling", "dpctl.SyclQueue.is_in_order", "dpctl.SyclQueue.mem_advise", "dpctl.SyclQueue.memcpy", "dpctl.SyclQueue.memcpy_async", "dpctl.SyclQueue.name", "dpctl.SyclQueue.prefetch", "dpctl.SyclQueue.print_device_info", "dpctl.SyclQueue.submit", "dpctl.SyclQueue.submit_async", "dpctl.SyclQueue.submit_barrier", "dpctl.SyclQueue.sycl_context", "dpctl.SyclQueue.sycl_device", "dpctl.SyclQueue.wait", "dpctl.SyclTimer.__init__", "dpctl.SyclTimer.dt", "dpctl.memory.MemoryUSMDevice.__sycl_usm_array_interface__", "dpctl.memory.MemoryUSMDevice.copy_from_device", "dpctl.memory.MemoryUSMDevice.copy_from_host", "dpctl.memory.MemoryUSMDevice.copy_to_host", "dpctl.memory.MemoryUSMDevice.get_usm_type", "dpctl.memory.MemoryUSMDevice.get_usm_type_enum", "dpctl.memory.MemoryUSMDevice.memset", "dpctl.memory.MemoryUSMDevice.nbytes", "dpctl.memory.MemoryUSMDevice.reference_obj", "dpctl.memory.MemoryUSMDevice.size", "dpctl.memory.MemoryUSMDevice.sycl_context", "dpctl.memory.MemoryUSMDevice.sycl_device", "dpctl.memory.MemoryUSMDevice.sycl_queue", "dpctl.memory.MemoryUSMDevice.tobytes", "dpctl.memory.MemoryUSMHost.__sycl_usm_array_interface__", "dpctl.memory.MemoryUSMHost.copy_from_device", "dpctl.memory.MemoryUSMHost.copy_from_host", "dpctl.memory.MemoryUSMHost.copy_to_host", "dpctl.memory.MemoryUSMHost.get_usm_type", "dpctl.memory.MemoryUSMHost.get_usm_type_enum", "dpctl.memory.MemoryUSMHost.memset", "dpctl.memory.MemoryUSMHost.nbytes", "dpctl.memory.MemoryUSMHost.reference_obj", "dpctl.memory.MemoryUSMHost.size", "dpctl.memory.MemoryUSMHost.sycl_context", "dpctl.memory.MemoryUSMHost.sycl_device", "dpctl.memory.MemoryUSMHost.sycl_queue", "dpctl.memory.MemoryUSMHost.tobytes", "dpctl.memory.MemoryUSMShared.__sycl_usm_array_interface__", "dpctl.memory.MemoryUSMShared.copy_from_device", "dpctl.memory.MemoryUSMShared.copy_from_host", "dpctl.memory.MemoryUSMShared.copy_to_host", "dpctl.memory.MemoryUSMShared.get_usm_type", "dpctl.memory.MemoryUSMShared.get_usm_type_enum", "dpctl.memory.MemoryUSMShared.memset", "dpctl.memory.MemoryUSMShared.nbytes", "dpctl.memory.MemoryUSMShared.reference_obj", "dpctl.memory.MemoryUSMShared.size", "dpctl.memory.MemoryUSMShared.sycl_context", "dpctl.memory.MemoryUSMShared.sycl_device", "dpctl.memory.MemoryUSMShared.sycl_queue", "dpctl.memory.MemoryUSMShared.tobytes", "dpctl.tensor._array_api.Info.capabilities", "dpctl.tensor._array_api.Info.default_device", "dpctl.tensor._array_api.Info.default_dtypes", "dpctl.tensor._array_api.Info.devices", "dpctl.tensor._array_api.Info.dtypes", "dpctl.tensor.usm_ndarray.T", "dpctl.tensor.usm_ndarray.__dlpack__", "dpctl.tensor.usm_ndarray.__dlpack_device__", "dpctl.tensor.usm_ndarray.__sycl_usm_array_interface__", "dpctl.tensor.usm_ndarray._byte_bounds", "dpctl.tensor.usm_ndarray._element_offset", "dpctl.tensor.usm_ndarray._pointer", "dpctl.tensor.usm_ndarray.device", "dpctl.tensor.usm_ndarray.dtype", "dpctl.tensor.usm_ndarray.flags", "dpctl.tensor.usm_ndarray.imag", "dpctl.tensor.usm_ndarray.itemsize", "dpctl.tensor.usm_ndarray.mT", "dpctl.tensor.usm_ndarray.nbytes", "dpctl.tensor.usm_ndarray.ndim", "dpctl.tensor.usm_ndarray.real", "dpctl.tensor.usm_ndarray.shape", "dpctl.tensor.usm_ndarray.size", "dpctl.tensor.usm_ndarray.strides", "dpctl.tensor.usm_ndarray.sycl_context", "dpctl.tensor.usm_ndarray.sycl_device", "dpctl.tensor.usm_ndarray.sycl_queue", "dpctl.tensor.usm_ndarray.to_device", "dpctl.tensor.usm_ndarray.usm_data", "dpctl.tensor.usm_ndarray.usm_type", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">dpctl</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">dpctl.memory</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">dpctl.program</span></code>", "<code class=\"docutils literal notranslate\"><span class=\"pre\">__sycl_usm_array_interface__</span></code> attribute", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">dpctl.tensor</span></code>", "Constants", "Array creation functions", "Data type functions", "Data types", "Element-wise functions", "Indexing functions", "Inspection API", "Linear algebra functions", "Array manipulation functions", "Searching functions", "Set Functions", "Sorting functions", "Statistical Functions", "USM array object", "Utility functions", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">dpctl.utils</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">dpctl</span></code> C API", "CMake support", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">dpctl</span></code> Cython API", "pybind11 API", "API Reference", "class dpctl::syclinterface::dpctl_accelerator_selector", "class dpctl::syclinterface::dpctl_cpu_selector", "class dpctl::syclinterface::dpctl_default_selector", "class dpctl::syclinterface::dpctl_device_selector", "class dpctl::syclinterface::dpctl_filter_selector", "class dpctl::syclinterface::dpctl_gpu_selector", "enum DPCTLGlobalMemCacheType", "enum DPCTLKernelArgType", "enum DPCTLPartitionAffinityDomainType", "enum DPCTLQueuePropertyType", "enum DPCTLSyclAspectType", "enum DPCTLSyclBackendType", "enum DPCTLSyclDeviceType", "enum DPCTLSyclEventStatusType", "enum DPCTLSyclUSMType", "Global Namespace", "Device class helper functions", "Platform class helper functions", "libsyclinterface", "namespace dpctl", "namespace dpctl::syclinterface", "Todo List", "struct MDLocalAccessorTy", "C Library SyclInterface", "Beginner\u2019s guides", "Installing <code class=\"docutils literal notranslate\"><span class=\"pre\">dpctl</span></code>", "Managing devices", "History of <code class=\"docutils literal notranslate\"><span class=\"pre\">dpctl</span></code> name", "Intro to <code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">dpctl.tensor</span></code>", "Building from the Source", "Contributing to <code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">dpctl</span></code>", "Working with DPCTLSyclInterface library", "Data Parallel Control", "Licenses", "Heterogeneous Systems and Programming Concepts", "DLPack exchange of USM allocated arrays", "Environment variables", "oneAPI programming model", "User guides"], "terms": {"us": [0, 1, 3, 7, 8, 9, 12, 14, 20, 21, 22, 26, 28, 29, 46, 49, 50, 53, 78, 79, 86, 91, 92, 93, 94, 106, 117, 118, 131, 132, 134, 147, 150, 151, 155, 160, 178, 179, 182, 183, 184, 187, 189, 199, 202, 207, 215, 216, 217, 233, 234, 235, 236, 237, 262, 277, 282, 290, 291, 297, 302, 303, 316, 317, 330, 331, 342, 344, 361, 371, 374, 375, 376, 378, 388, 390, 391, 392, 394, 395, 403, 411, 418, 419, 420, 424, 426, 427, 428, 429, 430, 431, 432, 433, 434], "usm_ndarrai": [0, 2, 38, 39, 40, 41, 42, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 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220, 221, 222, 223, 224, 225, 226, 228, 230, 231, 233, 234, 235, 236, 237, 238, 239, 247, 248, 250, 252, 256, 257, 258, 259, 260, 261, 263, 266, 267, 274, 279, 287, 289, 294, 296, 297, 341, 342, 344, 346, 347, 367, 369, 370, 371, 375, 378, 381, 388, 390, 394, 396, 397, 398, 399, 400, 401, 406, 408, 411, 414, 421, 423, 427, 428, 430, 432, 433], "from": [0, 1, 9, 12, 20, 21, 22, 24, 26, 27, 28, 29, 42, 45, 50, 65, 69, 78, 79, 85, 88, 91, 92, 94, 106, 116, 117, 118, 122, 132, 137, 138, 139, 142, 146, 158, 162, 163, 164, 173, 175, 180, 181, 183, 231, 285, 286, 297, 349, 352, 355, 360, 361, 363, 367, 369, 372, 373, 378, 388, 389, 390, 391, 393, 394, 411, 419, 423, 424, 426, 427, 429, 430, 431, 433], "dpctl": [0, 1, 2, 373, 375, 376, 377, 378, 381, 388, 389, 392, 394, 395, 403, 404, 406, 408, 411, 419, 420, 422, 425, 427, 428, 429, 430, 431, 432, 434], "import": [0, 3, 5, 7, 8, 9, 12, 19, 33, 91, 138, 187, 188, 189, 191, 193, 194, 197, 199, 200, 201, 202, 204, 205, 206, 240, 241, 242, 244, 245, 246, 249, 250, 251, 253, 254, 255, 259, 263, 264, 282, 283, 297, 349, 352, 355, 360, 361, 363, 367, 378, 388, 390, 393, 394, 422, 424, 430, 433], "tensor": [0, 1, 2, 12, 297, 370, 373, 375, 376, 377, 378, 381, 388, 389, 390, 392, 393, 395, 420, 422, 428, 429, 430, 431, 432, 433], "zero": [0, 3, 19, 26, 47, 48, 59, 75, 83, 85, 116, 117, 119, 121, 122, 123, 129, 137, 138, 142, 160, 162, 170, 171, 172, 178, 179, 180, 183, 189, 248, 250, 252, 350, 351, 355, 363, 373, 388, 390, 391, 422, 424, 430, 431, 433], "100": [0, 91, 355, 360, 388, 390, 424, 433], "cpu": [0, 1, 3, 8, 9, 13, 15, 17, 19, 189, 191, 201, 224, 282, 283, 375, 388, 406, 422, 423, 424, 425, 430, 433], "b": [0, 43, 373, 388, 423, 430], "gpu": [0, 1, 3, 5, 9, 13, 15, 18, 19, 33, 193, 194, 206, 225, 297, 352, 374, 375, 388, 390, 406, 421, 422, 423, 424, 425, 430], "specifi": [0, 1, 9, 13, 15, 46, 47, 48, 49, 50, 53, 64, 69, 76, 78, 79, 83, 86, 88, 92, 93, 94, 100, 106, 116, 131, 132, 137, 139, 142, 147, 158, 159, 162, 164, 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52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 170, 171, 172, 173, 174, 175, 177, 178, 179, 180, 181, 182, 183, 189, 191, 193, 194, 197, 199, 201, 202, 203, 206, 218, 219, 220, 221, 222, 223, 224, 225, 228, 230, 231, 232, 234, 235, 236, 237, 238, 247, 248, 250, 252, 272, 274, 282, 283, 290, 291, 297, 298, 301, 302, 303, 308, 309, 310, 312, 315, 316, 317, 322, 323, 324, 326, 329, 330, 331, 336, 337, 338, 342, 344, 346, 349, 361, 363, 364, 367, 371, 373, 374, 375, 378, 389, 390, 391, 392, 411, 419, 420, 421, 422, 423, 424, 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423, 426, 428, 430, 432], "thi": [1, 3, 5, 14, 27, 28, 53, 84, 91, 109, 111, 134, 138, 143, 163, 173, 174, 178, 184, 186, 187, 188, 190, 193, 198, 199, 201, 202, 203, 206, 207, 209, 210, 211, 212, 213, 214, 215, 216, 217, 223, 224, 225, 226, 248, 259, 260, 262, 263, 264, 265, 269, 271, 272, 277, 278, 279, 282, 283, 287, 289, 290, 291, 292, 293, 294, 298, 304, 305, 306, 307, 312, 318, 319, 320, 321, 326, 332, 333, 334, 335, 344, 346, 349, 352, 359, 367, 371, 374, 389, 390, 391, 411, 421, 422, 423, 424, 425, 427, 429, 430, 431, 432, 433], "document": [1, 150, 421, 425, 427, 428, 429], "captur": 1, "aspect": [1, 33, 203, 218, 219, 220, 221, 222, 231, 238, 406, 411, 424], "referenc": [1, 9], "relev": [1, 425, 434], "A": [1, 3, 4, 5, 6, 7, 9, 10, 11, 12, 13, 15, 16, 17, 18, 26, 28, 29, 30, 31, 32, 34, 38, 39, 40, 41, 44, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 66, 67, 68, 70, 71, 72, 73, 74, 76, 77, 79, 80, 81, 82, 84, 86, 88, 89, 90, 91, 92, 94, 95, 96, 97, 99, 101, 102, 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365, 373, 375, 378, 388, 391, 392, 406, 419, 421, 422, 423, 424, 425, 427, 429, 430, 433], "must": [1, 9, 38, 39, 40, 41, 47, 48, 49, 51, 52, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 67, 68, 69, 70, 73, 74, 75, 76, 77, 80, 81, 83, 84, 89, 90, 91, 92, 95, 96, 97, 99, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 130, 133, 134, 135, 136, 137, 138, 139, 140, 142, 143, 144, 147, 148, 150, 151, 152, 153, 154, 155, 156, 157, 159, 160, 161, 162, 164, 165, 166, 167, 169, 172, 177, 179, 180, 181, 189, 290, 291, 292, 346, 421, 422, 424, 425, 430, 432, 433], "separ": 1, "charact": 1, "tripl": 1, "form": [1, 117, 432], "backend": [1, 10, 13, 15, 19, 23, 26, 28, 192, 193, 194, 274, 276, 390, 407, 422, 431], "devicetyp": 1, "relativedevicenumb": 1, "everi": [1, 379, 390, 430, 433], "element": [1, 38, 39, 40, 41, 42, 43, 44, 45, 51, 52, 54, 55, 56, 57, 58, 59, 60, 61, 62, 66, 67, 68, 70, 72, 73, 74, 75, 77, 80, 81, 82, 84, 85, 88, 89, 90, 95, 96, 97, 99, 101, 102, 103, 104, 105, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 120, 121, 124, 125, 126, 127, 128, 129, 130, 134, 135, 136, 137, 139, 140, 141, 142, 143, 144, 147, 148, 149, 150, 151, 152, 153, 154, 156, 157, 160, 161, 162, 163, 164, 165, 166, 169, 170, 171, 172, 173, 174, 175, 176, 178, 179, 181, 290, 291, 350, 351, 353, 356, 358, 359, 361, 362, 363, 373, 380, 388, 391, 411, 430], "option": [1, 3, 5, 7, 9, 12, 13, 15, 19, 20, 21, 22, 28, 29, 38, 39, 40, 41, 42, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 77, 78, 79, 80, 81, 82, 84, 86, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 99, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 119, 120, 121, 123, 124, 126, 127, 128, 130, 131, 132, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 160, 161, 162, 163, 164, 165, 166, 169, 170, 171, 172, 177, 178, 179, 180, 181, 182, 183, 189, 194, 274, 290, 291, 296, 298, 312, 326, 342, 344, 346, 367, 373, 390, 421, 425], "contain": [1, 3, 5, 7, 9, 14, 28, 38, 39, 40, 41, 42, 44, 45, 47, 48, 51, 52, 54, 55, 56, 57, 58, 59, 60, 61, 62, 66, 67, 68, 69, 70, 72, 73, 74, 75, 76, 77, 80, 81, 82, 84, 89, 90, 91, 95, 96, 97, 99, 104, 105, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 119, 120, 121, 123, 124, 126, 127, 128, 129, 130, 133, 135, 136, 137, 138, 139, 140, 141, 142, 143, 148, 149, 150, 151, 152, 153, 154, 156, 157, 160, 161, 162, 165, 166, 167, 169, 172, 173, 174, 175, 176, 179, 180, 189, 298, 312, 326, 340, 344, 352, 374, 377, 390, 419, 428, 430, 432], "least": [1, 117, 391], "compon": [1, 87, 99, 140, 355, 360, 378, 428], "desir": [1, 145], "target": [1, 23, 46, 50, 65, 78, 79, 86, 91, 92, 93, 94, 106, 131, 132, 178, 182, 183, 294, 367, 390, 424, 425, 430, 432, 433], "while": [1, 122, 178, 297, 424], "type": [1, 5, 7, 9, 10, 12, 13, 15, 16, 17, 18, 19, 24, 30, 31, 32, 34, 38, 39, 40, 41, 42, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 135, 136, 137, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 221, 222, 223, 224, 225, 226, 227, 228, 229, 230, 231, 232, 233, 234, 235, 236, 237, 238, 239, 240, 241, 242, 243, 244, 245, 246, 247, 248, 249, 250, 251, 252, 253, 254, 255, 257, 258, 259, 260, 261, 262, 263, 265, 266, 267, 268, 271, 273, 275, 276, 277, 278, 279, 282, 283, 287, 290, 291, 292, 297, 302, 303, 316, 317, 330, 331, 340, 342, 344, 346, 353, 355, 360, 367, 369, 371, 373, 375, 390, 391, 393, 394, 395, 403, 407, 408, 410, 411, 418, 422, 430, 433], "number": [1, 15, 19, 20, 21, 22, 63, 75, 76, 83, 86, 87, 90, 98, 101, 106, 122, 125, 133, 134, 139, 144, 147, 148, 159, 160, 164, 167, 168, 169, 172, 173, 174, 177, 179, 185, 189, 228, 230, 231, 232, 233, 234, 235, 236, 237, 238, 248, 274, 359, 362, 373, 375, 378, 390, 391, 411, 422, 424], "match": [1, 38, 47, 48, 71, 75, 91, 116, 117, 119, 123, 137, 142, 162, 167, 181, 194, 346], "ani": [1, 9, 16, 17, 18, 33, 65, 76, 189, 230, 373, 390, 412, 413, 422, 424, 430, 431, 433], "other": [1, 91, 213, 258, 355, 360, 373, 390, 422, 424, 425, 433], "given": [1, 7, 9, 13, 15, 24, 42, 45, 71, 88, 93, 94, 138, 147, 163, 168, 177, 194, 270, 304, 318, 332, 390, 430], "requir": [1, 12, 138, 139, 159, 367, 371, 378, 391, 392, 422, 423, 424, 429, 430, 431, 432], "start": [1, 46, 106, 178, 267, 350, 351, 390, 420, 430, 432], "mark": 1, "first": [1, 5, 41, 42, 45, 47, 48, 55, 57, 59, 60, 61, 62, 72, 77, 80, 90, 95, 96, 97, 104, 105, 111, 112, 114, 115, 117, 120, 124, 126, 128, 130, 134, 136, 143, 147, 150, 161, 167, 169, 173, 174, 175, 180, 193, 373], "attempt": 1, "non": [1, 20, 21, 22, 33, 46, 50, 75, 78, 79, 85, 86, 91, 93, 94, 106, 129, 131, 132, 134, 167, 180, 182, 183, 189, 342, 344, 346, 347, 367, 375, 391, 421], "conform": [1, 5, 370, 377, 383, 388, 424, 428], "place": [1, 85, 91, 138, 147, 346, 424, 428, 429], "where": [1, 12, 46, 50, 53, 76, 78, 79, 85, 86, 91, 92, 93, 94, 101, 102, 103, 106, 116, 118, 121, 122, 131, 132, 133, 134, 137, 142, 144, 150, 159, 160, 162, 179, 180, 182, 183, 347, 357, 373, 378, 424, 428, 430, 431, 432], "expect": [1, 20, 21, 22, 38, 39, 40, 41, 44, 47, 48, 51, 52, 54, 55, 56, 57, 58, 59, 60, 61, 62, 66, 67, 68, 70, 72, 73, 74, 75, 77, 80, 81, 82, 84, 89, 90, 95, 96, 97, 99, 101, 102, 103, 104, 105, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 119, 120, 123, 124, 126, 127, 128, 130, 135, 136, 137, 138, 140, 141, 142, 143, 148, 149, 151, 152, 153, 154, 156, 157, 161, 162, 165, 166, 167, 172, 181, 297], "rais": [1, 3, 4, 5, 6, 7, 9, 10, 11, 23, 24, 27, 28, 29, 30, 31, 32, 34, 46, 50, 78, 79, 83, 86, 91, 93, 94, 106, 116, 122, 125, 131, 132, 136, 142, 144, 158, 159, 177, 182, 183, 185, 186, 189, 191, 193, 194, 197, 272, 345, 346, 347, 361, 371, 378, 390, 422, 424, 430, 433], "except": [1, 4, 6, 10, 11, 23, 27, 69, 76, 91, 106, 139, 144, 164, 189, 370, 371, 378, 390, 422, 430, 433], "support": [1, 10, 23, 26, 28, 33, 50, 53, 65, 91, 92, 145, 178, 189, 200, 204, 205, 208, 209, 210, 211, 212, 213, 214, 216, 230, 232, 233, 234, 250, 252, 258, 259, 272, 283, 297, 340, 343, 344, 346, 347, 370, 371, 373, 375, 378, 390, 395, 403, 411, 417, 419, 421, 422, 425, 429, 430, 432], "valu": [1, 10, 12, 13, 15, 20, 21, 22, 38, 44, 46, 47, 48, 49, 53, 55, 65, 67, 68, 69, 70, 72, 75, 76, 78, 83, 84, 85, 86, 87, 89, 90, 91, 92, 93, 94, 97, 99, 107, 109, 111, 116, 117, 119, 123, 125, 128, 129, 134, 137, 138, 139, 140, 141, 142, 143, 144, 148, 150, 152, 155, 160, 162, 163, 164, 169, 172, 173, 174, 175, 177, 178, 179, 180, 181, 188, 189, 194, 200, 218, 219, 220, 221, 222, 228, 230, 231, 232, 234, 235, 236, 237, 238, 248, 263, 264, 266, 267, 268, 271, 274, 277, 278, 291, 296, 298, 302, 303, 304, 312, 316, 317, 318, 326, 330, 331, 332, 340, 369, 371, 373, 378, 379, 390, 391, 394, 411, 422, 424, 425, 430, 431, 432, 433], "cuda": [1, 13, 15, 375, 421, 422, 425, 430, 431], "opencl": [1, 3, 8, 9, 13, 15, 19, 26, 28, 29, 188, 372, 375, 422, 424, 425, 430], "level_zero": [1, 3, 5, 13, 15, 19, 193, 263, 352, 422, 424, 430], "hip": [1, 13, 15, 422, 430, 431], "acceler": [1, 13, 15, 16, 199, 202, 223, 374, 406, 422], "can": [1, 3, 5, 7, 9, 10, 19, 26, 28, 33, 46, 50, 53, 65, 71, 76, 78, 79, 86, 91, 92, 93, 94, 106, 131, 132, 178, 182, 183, 189, 202, 207, 215, 229, 231, 238, 240, 241, 242, 243, 244, 245, 246, 248, 249, 250, 251, 252, 253, 254, 255, 274, 282, 342, 344, 346, 361, 367, 371, 376, 378, 388, 389, 390, 391, 394, 405, 411, 421, 422, 423, 424, 425, 428, 429, 430, 431, 432, 433], "argument": [1, 3, 5, 7, 8, 9, 12, 44, 46, 50, 78, 79, 86, 92, 93, 94, 106, 117, 131, 132, 138, 146, 150, 163, 178, 182, 183, 189, 194, 290, 291, 296, 299, 302, 303, 313, 316, 317, 327, 330, 331, 346, 389, 390, 403, 411, 417, 418, 422, 423, 424, 430, 433], "constructor": [1, 3, 5, 7, 8, 9, 30, 31, 32, 34, 178, 389, 390, 405, 422, 430, 433], "sycldevic": [1, 3, 6, 9, 11, 13, 30, 31, 32, 33, 34, 46, 50, 53, 78, 79, 86, 91, 92, 93, 94, 106, 131, 132, 182, 183, 186, 294, 309, 310, 323, 324, 337, 338, 342, 344, 365, 367, 378, 390, 422, 424, 430, 433], "syclcontext": [1, 4, 9, 272, 293, 302, 303, 308, 310, 316, 317, 322, 324, 330, 331, 336, 338, 364, 373, 424, 430], "syclplatform": [1, 260, 430], "syclqueu": 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21, 22, 24, 46, 50, 53, 71, 78, 79, 86, 91, 92, 93, 94, 106, 131, 132, 178, 182, 183, 185, 186, 223, 224, 225, 247, 248, 296, 298, 299, 300, 301, 312, 313, 314, 315, 326, 327, 328, 329, 342, 344, 367, 368, 378, 389, 391, 422, 424, 430, 433], "describ": [2, 116, 137, 142, 162, 298, 312, 326, 347, 348, 371, 373], "how": [2, 19, 138, 139, 163, 164, 274, 421, 428, 433], "interfac": [2, 24, 373, 411, 420, 422, 430, 432], "its": [2, 38, 63, 87, 117, 147, 168, 178, 390, 421, 424, 427, 428, 429, 430], "underli": [2, 26, 46, 50, 57, 60, 62, 69, 78, 79, 86, 93, 94, 106, 131, 132, 178, 182, 183, 293, 299, 313, 327, 368, 369, 391, 422, 424, 430], "memori": [2, 3, 5, 38, 39, 40, 41, 44, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 66, 67, 68, 70, 71, 72, 73, 74, 77, 78, 79, 80, 81, 82, 84, 86, 89, 90, 91, 93, 94, 95, 96, 97, 99, 101, 102, 103, 104, 105, 107, 108, 109, 110, 111, 112, 113, 114, 115, 117, 120, 124, 126, 127, 128, 130, 131, 132, 135, 136, 140, 141, 143, 145, 148, 149, 151, 152, 153, 154, 156, 157, 161, 165, 166, 172, 178, 181, 182, 183, 195, 196, 197, 198, 215, 216, 226, 229, 285, 286, 346, 350, 363, 368, 369, 370, 373, 375, 390, 391, 393, 395, 411, 422, 424, 427, 428, 431, 433], "note": [2, 12, 28, 85, 371, 391, 421, 422], "dictionari": [2, 178, 298, 312, 326, 340, 342, 344, 348, 373, 390], "like": [2, 65, 297, 378, 433], "access": [2, 21, 212, 213, 215, 282, 369, 371, 388, 421, 422, 423, 428, 430, 431, 433], "some": [2, 23, 422, 430], "member": [2, 297, 412, 413, 431], "permit": [2, 232, 234, 235, 236, 237, 390, 393, 422], "c": [2, 3, 5, 19, 26, 28, 29, 38, 39, 40, 41, 44, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 66, 67, 68, 70, 71, 72, 73, 74, 77, 78, 79, 80, 81, 82, 84, 86, 89, 90, 91, 93, 94, 95, 96, 97, 99, 101, 102, 103, 104, 105, 107, 108, 109, 110, 111, 112, 113, 114, 115, 117, 120, 124, 126, 127, 128, 129, 130, 131, 132, 135, 136, 140, 141, 143, 145, 148, 149, 151, 152, 153, 154, 156, 157, 161, 165, 166, 172, 178, 181, 182, 183, 240, 241, 242, 243, 244, 245, 246, 249, 250, 251, 252, 253, 254, 255, 262, 277, 298, 312, 326, 349, 373, 374, 393, 394, 395, 411, 420, 421, 423, 425, 427, 430, 431], "c_contigu": 2, "equival": [2, 85, 92, 134, 143, 408], "f": [2, 38, 39, 40, 41, 44, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 66, 67, 68, 70, 71, 72, 73, 74, 77, 78, 79, 80, 81, 82, 84, 86, 89, 90, 93, 94, 95, 96, 97, 99, 101, 102, 103, 104, 105, 107, 108, 109, 110, 111, 112, 113, 114, 115, 117, 120, 124, 126, 127, 128, 130, 131, 132, 135, 136, 140, 141, 143, 145, 148, 149, 151, 152, 153, 154, 156, 157, 161, 165, 166, 172, 178, 181, 182, 183, 194, 297, 373, 391, 400, 422, 424], "f_contigu": 2, "w": [2, 424], "writabl": [2, 298, 312, 326, 391], "fc": 2, "fnc": 2, "forc": 2, "contigu": [2, 71, 145, 178, 298, 312, 326, 349, 373, 391], "true": [2, 16, 17, 18, 42, 43, 45, 47, 48, 49, 50, 53, 65, 75, 85, 91, 101, 102, 103, 106, 116, 119, 121, 123, 134, 137, 142, 155, 160, 162, 178, 179, 181, 194, 199, 200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 223, 224, 225, 258, 282, 283, 340, 346, 373, 378, 390, 422, 424, 430, 433], "layout": [2, 38, 39, 40, 41, 44, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 66, 67, 68, 70, 71, 72, 73, 74, 77, 78, 79, 80, 81, 82, 84, 86, 89, 90, 93, 94, 95, 96, 97, 99, 101, 102, 103, 104, 105, 107, 108, 109, 110, 111, 112, 113, 114, 115, 117, 120, 124, 126, 127, 128, 130, 131, 132, 135, 136, 140, 141, 143, 145, 148, 149, 151, 152, 153, 154, 156, 157, 161, 165, 166, 172, 178, 181, 182, 183, 298, 312, 326, 373, 391, 393, 421], "integ": [2, 57, 58, 59, 60, 61, 62, 67, 75, 86, 89, 90, 91, 98, 106, 116, 119, 121, 123, 137, 142, 144, 148, 160, 162, 167, 169, 172, 178, 179, 180, 189, 298, 312, 326, 340, 344, 346, 351, 373, 378, 391, 411, 430, 431], "represent": [2, 57, 60, 62, 87, 98, 128, 375], "arg": [3, 5, 7, 8, 9, 92, 178, 290, 291, 389, 417], "none": [3, 5, 7, 8, 9, 12, 20, 21, 22, 33, 38, 39, 40, 41, 42, 44, 45, 46, 47, 48, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 66, 67, 68, 69, 70, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 84, 86, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 99, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 119, 120, 121, 123, 124, 126, 127, 128, 130, 131, 132, 135, 136, 137, 138, 140, 141, 142, 143, 144, 147, 148, 149, 150, 151, 152, 153, 154, 156, 157, 160, 161, 162, 163, 165, 166, 169, 172, 178, 179, 181, 182, 183, 247, 269, 286, 290, 291, 292, 296, 298, 301, 302, 303, 312, 315, 316, 317, 326, 329, 330, 331, 342, 344, 346, 367, 373, 375, 390, 391, 424, 433], "python": [3, 5, 7, 8, 9, 19, 24, 30, 31, 32, 34, 50, 91, 143, 144, 178, 193, 194, 282, 283, 298, 300, 306, 312, 314, 320, 326, 328, 334, 344, 370, 371, 373, 374, 377, 378, 381, 383, 390, 391, 393, 394, 395, 420, 422, 425, 427, 428, 429, 430, 431, 432, 434], "wrapper": [3, 5, 30, 31, 32, 34, 389, 411], "context": [3, 9, 12, 20, 21, 22, 185, 186, 213, 272, 293, 302, 303, 316, 317, 330, 331, 346, 373, 390, 391, 411, 424, 431, 433], "There": [3, 5, 7, 8, 9, 421], "multipl": [3, 7, 9, 28, 47, 48, 75, 116, 117, 119, 121, 123, 137, 142, 160, 162, 179, 421, 422, 423, 424, 428, 430], "object": [3, 5, 7, 9, 21, 22, 24, 26, 28, 29, 30, 31, 32, 34, 46, 50, 53, 78, 79, 86, 87, 91, 92, 93, 94, 98, 106, 131, 132, 146, 178, 182, 183, 184, 186, 187, 229, 231, 238, 262, 265, 277, 290, 291, 298, 299, 306, 311, 312, 313, 320, 325, 326, 327, 334, 339, 342, 344, 352, 354, 364, 365, 366, 367, 368, 371, 373, 374, 378, 390, 391, 393, 395, 411, 412, 413, 422, 423, 424, 427, 430, 431, 433], "invok": [3, 7, 8, 9, 394], "default": [3, 5, 7, 8, 9, 12, 13, 15, 19, 20, 21, 22, 28, 29, 33, 38, 39, 40, 41, 42, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 65, 66, 67, 68, 69, 70, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 84, 86, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 99, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 119, 120, 121, 122, 123, 124, 126, 127, 128, 130, 131, 132, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 159, 160, 161, 162, 163, 164, 165, 166, 167, 169, 170, 171, 172, 173, 174, 175, 177, 178, 179, 180, 181, 182, 183, 190, 194, 272, 274, 282, 296, 341, 342, 344, 346, 373, 390, 421, 422, 424, 430, 431, 432, 433], "selector": [3, 5, 8, 9, 33, 46, 50, 53, 78, 79, 86, 91, 92, 93, 94, 106, 131, 132, 182, 183, 190, 193, 194, 367, 373, 430], "exampl": [3, 5, 7, 8, 9, 12, 19, 33, 91, 138, 167, 187, 188, 189, 191, 193, 194, 197, 199, 200, 201, 202, 204, 205, 206, 240, 241, 242, 244, 245, 246, 249, 250, 251, 253, 254, 255, 259, 263, 264, 282, 283, 297, 349, 352, 355, 360, 361, 363, 367, 378, 390, 392, 393, 394, 422, 423, 424, 425, 427, 430, 433], "select": [3, 8, 9, 13, 30, 31, 32, 33, 34, 46, 50, 78, 79, 86, 91, 92, 93, 94, 106, 131, 132, 139, 163, 164, 182, 183, 193, 370, 373, 378, 424, 427, 430], "ctx": [3, 9, 431], "print": [3, 8, 9, 19, 189, 256, 274, 289, 367, 394, 422, 424], "get_devic": [3, 9, 194, 422, 431], "specif": [3, 8, 9, 53, 65, 92, 167, 189, 344, 370, 371, 374, 377, 378, 388, 390, 407, 422, 428, 429, 430, 432], "filter": [3, 5, 8, 9, 10, 13, 19, 46, 50, 53, 78, 79, 86, 91, 92, 93, 94, 106, 131, 132, 182, 183, 193, 194, 274, 367, 373, 430], "string": [3, 5, 8, 9, 10, 13, 15, 19, 26, 27, 28, 46, 50, 53, 78, 79, 86, 91, 92, 93, 94, 106, 131, 132, 178, 182, 183, 189, 192, 193, 194, 239, 261, 273, 274, 275, 276, 279, 287, 344, 367, 372, 373, 390, 394, 400, 411, 419, 430], "correspond": [3, 8, 9, 46, 47, 48, 50, 63, 78, 79, 86, 91, 93, 94, 106, 131, 132, 138, 139, 147, 150, 160, 164, 167, 173, 174, 178, 179, 182, 183, 342, 344, 347, 353, 367, 373, 378, 390, 391, 394, 422, 424, 427, 430], "assert": [3, 138, 193, 194, 349, 363, 431], "is_gpu": [3, 9], "level": [3, 19, 26, 274, 390, 422, 430, 431, 432], "list": [3, 5, 9, 13, 19, 33, 63, 69, 122, 144, 159, 186, 189, 259, 265, 274, 290, 291, 292, 343, 347, 390, 411, 414, 421, 424, 430, 433], "common": [3, 9, 23, 424, 428], "all": [3, 9, 12, 13, 15, 21, 33, 45, 65, 69, 88, 91, 138, 147, 158, 159, 178, 291, 344, 355, 360, 361, 371, 373, 378, 391, 393, 421, 422, 424, 425, 429, 430, 432, 433], "call": [3, 5, 7, 9, 23, 44, 178, 185, 186, 373, 411, 424, 425, 430, 432, 433], "especi": [3, 425], "when": [3, 4, 6, 10, 11, 23, 24, 27, 28, 29, 42, 45, 47, 48, 53, 91, 148, 150, 178, 181, 248, 266, 267, 268, 346, 347, 361, 378, 390, 411, 424, 430, 431, 432, 433], "sub": [3, 9, 11, 189, 193, 194, 230, 247, 248, 258, 259, 390, 411, 431], "driver": [3, 9, 19, 192, 276, 279, 420, 421, 422, 425, 430, 432], "cpu_d": [3, 9, 189], "partit": [3, 9, 11, 46, 50, 78, 79, 86, 91, 93, 94, 106, 131, 132, 182, 183, 189, 248, 342, 344, 346, 347, 367, 375, 411, 422], "two": [3, 5, 8, 9, 43, 117, 118, 120, 124, 148, 167, 180, 236, 357, 373, 422, 423, 424, 430, 431], "core": [3, 9, 19, 391, 422, 423], "sub_devic": [3, 9, 422], "create_sub_devic": [3, 9, 11, 422], "len": [3, 138, 168, 189, 422], "name": [3, 7, 8, 9, 19, 173, 174, 175, 261, 274, 275, 373, 394, 420, 421, 422, 424, 425, 427, 430], "pycapsul": [3, 7, 9], "syclcontextref": [3, 373], "carri": [3, 7, 9, 302, 303, 316, 317, 330, 331, 373], "pointer": [3, 5, 7, 9, 23, 184, 187, 262, 277, 291, 298, 308, 309, 312, 322, 323, 326, 336, 337, 349, 351, 371, 373, 391, 393, 411, 427, 430, 431], "The": [3, 5, 7, 9, 12, 13, 15, 19, 28, 29, 33, 39, 40, 41, 43, 44, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 64, 66, 67, 68, 69, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 86, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 116, 117, 119, 120, 122, 123, 124, 125, 126, 128, 129, 130, 131, 132, 133, 136, 137, 138, 141, 142, 143, 144, 146, 149, 150, 151, 152, 153, 154, 155, 156, 157, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 175, 176, 178, 179, 180, 181, 182, 183, 184, 185, 187, 188, 189, 191, 192, 218, 219, 220, 221, 222, 228, 230, 231, 232, 233, 234, 235, 236, 237, 238, 239, 248, 257, 260, 261, 262, 263, 271, 272, 274, 277, 278, 279, 287, 297, 298, 312, 326, 340, 346, 347, 352, 371, 373, 374, 375, 376, 377, 378, 383, 388, 389, 390, 391, 392, 394, 395, 411, 419, 420, 421, 422, 423, 424, 425, 427, 428, 430, 431, 432, 433], "capsul": [3, 5, 7, 9, 346, 373], "renam": [3, 5, 7, 9], "upon": [3, 7, 9, 363], "success": [3, 7, 9, 189], "consumpt": [3, 7, 9], "ensur": [3, 7, 9, 12, 291, 425, 433], "time": [3, 7, 9, 12, 47, 48, 76, 168, 173, 174, 268, 296, 297, 421, 423, 432], "construct": [3, 7, 9, 20, 21, 22, 91, 178, 182, 282, 283, 311, 325, 339, 389, 391, 400, 424, 430, 433], "_get_capsul": [3, 7, 9, 373], "method": [3, 5, 7, 8, 9, 12, 20, 21, 22, 25, 26, 37, 91, 178, 290, 296, 346, 373, 378, 389, 390, 396, 397, 398, 399, 400, 401, 424, 430], "paramet": [3, 5, 7, 9, 12, 13, 15, 19, 20, 21, 22, 28, 29, 38, 39, 40, 41, 42, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 189, 194, 274, 290, 291, 292, 296, 342, 344, 346, 367, 390, 391, 411, 424], "memoryerror": [3, 5, 346], "If": [3, 5, 7, 9, 20, 21, 22, 28, 29, 30, 31, 32, 34, 38, 42, 45, 46, 47, 48, 49, 50, 53, 65, 69, 75, 78, 79, 83, 85, 86, 87, 88, 91, 92, 93, 94, 99, 106, 116, 117, 119, 121, 122, 123, 125, 131, 132, 134, 137, 138, 139, 140, 142, 144, 147, 150, 155, 159, 160, 162, 163, 164, 167, 168, 169, 170, 171, 177, 178, 179, 181, 182, 183, 185, 186, 189, 191, 193, 194, 197, 250, 252, 272, 298, 312, 326, 346, 367, 378, 390, 421, 422, 424, 425, 433], "could": [3, 4, 5, 6, 7, 9, 10, 11, 24, 27, 28, 29, 347, 392, 430, 431], "alloc": [3, 5, 20, 21, 22, 23, 24, 33, 46, 50, 53, 64, 69, 78, 79, 83, 86, 91, 92, 93, 94, 106, 116, 121, 125, 131, 132, 133, 137, 142, 144, 158, 160, 162, 168, 178, 179, 182, 183, 212, 213, 214, 215, 216, 217, 229, 291, 298, 301, 302, 303, 304, 310, 312, 315, 316, 317, 318, 324, 326, 329, 330, 331, 332, 338, 346, 347, 350, 365, 367, 369, 371, 373, 375, 378, 388, 390, 391, 410, 422, 424, 427, 428, 430, 434], "necessari": [3, 5, 91, 145, 282, 346, 419], "temporari": [3, 5], "syclcontextcreationerror": [3, 272], "fail": [3, 5, 7, 9, 10, 371, 431], "typeerror": [3, 5, 7, 9, 24, 46, 50, 78, 79, 86, 91, 93, 94, 106, 131, 132, 182, 183, 189, 193, 194, 390], "wa": [3, 5, 47, 48, 75, 116, 119, 121, 123, 137, 142, 160, 162, 169, 179, 189, 190, 194, 268, 282, 283, 310, 324, 338, 365, 419, 423, 424, 430, 431], "input": [3, 5, 7, 9, 38, 39, 40, 41, 42, 44, 45, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 66, 67, 69, 70, 71, 72, 73, 74, 75, 76, 77, 79, 80, 81, 82, 83, 84, 85, 88, 89, 90, 91, 92, 94, 95, 96, 97, 99, 101, 102, 103, 104, 105, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 179, 180, 183, 346, 378, 379, 390, 391, 423, 424, 431], "null": [3, 5, 7, 9, 23, 186, 391], "attribut": [3, 5, 7, 8, 9, 12, 20, 21, 22, 25, 63, 64, 69, 87, 98, 147, 178, 371, 378, 388, 390, 391, 430], "directli": [5, 265, 412, 413], "pass": [5, 178, 291, 346, 391, 403, 405, 411, 424], "need": [5, 14, 50, 359, 373, 390, 423, 424, 425, 430, 431, 433], "dpc": [5, 190, 374, 394, 395, 407, 419, 420, 428, 430, 432, 433], "explicit": [5, 91, 167, 193, 214], "case": [5, 7, 9, 91, 122, 178, 193, 342, 344, 361, 378, 424, 433], "level_zero_gpu": [5, 193], "print_device_info": [5, 189], "select_accelerator_devic": [5, 422], "select_cpu_devic": [5, 187, 188, 191, 197, 199, 200, 201, 202, 204, 205, 206, 240, 241, 242, 244, 245, 246, 249, 250, 251, 253, 254, 255, 259, 422, 433], "select_default_devic": [5, 378, 394, 422], "select_gpu_devic": [5, 422], "base": [5, 13, 43, 82, 83, 108, 110, 134, 136, 189, 194, 371, 388, 395, 420, 421, 425, 430, 433], "whatev": 5, "return": [5, 12, 13, 14, 15, 16, 17, 18, 20, 21, 22, 23, 28, 29, 30, 31, 32, 34, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 135, 136, 137, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 221, 222, 223, 224, 225, 226, 227, 228, 229, 230, 231, 232, 233, 234, 235, 236, 237, 238, 239, 240, 241, 242, 243, 244, 245, 246, 247, 248, 249, 250, 251, 252, 253, 254, 255, 257, 258, 259, 260, 261, 262, 263, 264, 265, 266, 267, 268, 269, 271, 272, 273, 275, 276, 277, 278, 279, 282, 283, 287, 290, 291, 292, 293, 294, 296, 297, 298, 302, 303, 312, 316, 317, 326, 330, 331, 340, 341, 342, 343, 344, 345, 346, 349, 350, 351, 352, 353, 354, 355, 357, 360, 361, 363, 364, 365, 366, 367, 373, 390, 391, 394, 411, 422, 424, 427, 430, 431, 433], "gpu_selector": [5, 34], "str": [5, 9, 28, 29, 65, 91, 92, 138, 139, 163, 164, 178, 189, 192, 193, 194, 239, 261, 273, 275, 276, 279, 287, 298, 312, 326, 344, 390, 411], "sycldevicecreationerror": [5, 30, 31, 32, 34], "repres": [7, 8, 9, 20, 21, 22, 24, 50, 91, 122, 178, 193, 194, 291, 298, 312, 326, 344, 346, 352, 371, 372, 373, 378, 388, 389, 391, 411, 422, 427, 430, 433], "event": [7, 12, 263, 264, 265, 269, 270, 290, 291, 292, 297, 411, 433], "readi": [7, 421, 433], "e": [7, 46, 50, 59, 78, 79, 83, 86, 92, 93, 94, 106, 122, 125, 131, 132, 138, 139, 144, 164, 177, 178, 182, 183, 297, 375, 424, 430, 432], "sycleventref": 7, "valueerror": [7, 24, 50, 91, 106, 122, 125, 158, 159, 185, 186, 191, 194, 345, 390], "In": [7, 9, 12, 91, 172, 378, 421, 422, 424, 430, 433], "incorrect": [7, 9], "unexpect": [7, 9, 24], "self": [8, 91, 302, 303, 316, 317, 330, 331, 427], "platform": [8, 19, 260, 271, 272, 273, 274, 275, 370, 373, 411, 414, 424, 431], "pl": 8, "version": [8, 19, 192, 234, 274, 279, 298, 312, 326, 346, 369, 373, 421, 422, 429], "queue": [8, 9, 12, 20, 21, 22, 46, 50, 69, 78, 79, 86, 91, 92, 93, 94, 106, 131, 132, 182, 183, 211, 268, 278, 279, 287, 289, 292, 293, 294, 298, 312, 326, 346, 367, 373, 390, 391, 405, 411, 422, 423, 424, 433], "kwarg": [9, 389], "q": [9, 12, 28, 29, 282, 283, 297, 390], "sycl_devic": [9, 352, 367, 389, 390, 424, 430], "order": [9, 12, 38, 39, 40, 41, 44, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 66, 67, 68, 70, 71, 72, 73, 74, 77, 78, 79, 80, 81, 82, 84, 86, 88, 89, 90, 93, 94, 95, 96, 97, 99, 101, 102, 103, 104, 105, 107, 108, 109, 110, 111, 112, 113, 114, 115, 117, 120, 124, 126, 127, 128, 129, 130, 131, 132, 135, 136, 140, 141, 143, 145, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 161, 165, 166, 167, 172, 178, 181, 182, 183, 283, 290, 291, 349, 391, 421, 430, 433], "either": [9, 26, 27, 116, 117, 137, 142, 162, 372, 380, 422, 424], "properti": [9, 12, 24, 178, 193, 234, 282, 283, 297, 352, 367, 405, 422, 424, 430, 433], "in_ord": [9, 283], "is_cpu": 9, "automat": [9, 425], "find": [9, 138, 150, 169, 421, 422, 424, 425, 431], "sycl_context": [9, 302, 303, 316, 317, 330, 331, 389, 424, 430], "ctx_d": 9, "sub_d": 9, "syclqueueref": [9, 373], "singl": [9, 12, 178, 232, 378, 391, 424, 433], "dev": [9, 187, 188, 191, 193, 194, 197, 199, 200, 201, 202, 204, 205, 206, 240, 241, 242, 244, 245, 246, 249, 250, 251, 253, 254, 255, 259, 394, 421, 422, 430], "default_selector": [9, 32], "explicitli": [9, 373, 424], "ctxt": 9, "provid": [9, 13, 15, 83, 88, 92, 100, 116, 117, 122, 137, 139, 142, 159, 162, 164, 178, 189, 300, 314, 328, 346, 352, 371, 372, 373, 374, 390, 393, 395, 411, 419, 421, 422, 423, 424, 427, 428, 430, 431, 433], "foreign": 9, "tupl": [9, 42, 45, 64, 69, 75, 78, 83, 88, 91, 93, 116, 119, 121, 123, 129, 131, 133, 137, 142, 144, 145, 147, 158, 159, 160, 162, 167, 168, 169, 173, 174, 175, 177, 178, 179, 182, 234, 235, 236, 237, 292, 297, 298, 312, 326, 344, 346, 347, 349, 361, 373, 390, 424], "enable_profil": [9, 12, 282, 297, 367, 424, 430], "syclqueuecreationerror": [9, 24], "invalid": [10, 83, 125, 144, 177, 390], "host_tim": [12, 296], "built": [12, 27, 28, 29, 117, 240, 241, 242, 243, 244, 245, 246, 249, 250, 251, 252, 253, 254, 255, 296, 394, 420, 421, 432], "perf_count": [12, 296], "device_tim": [12, 296], "time_scal": [12, 296], "sourc": [12, 14, 26, 27, 28, 33, 36, 37, 42, 43, 45, 46, 47, 48, 49, 50, 53, 63, 64, 65, 68, 69, 71, 75, 76, 78, 79, 83, 85, 86, 87, 88, 92, 93, 94, 98, 100, 106, 116, 117, 118, 119, 121, 122, 123, 125, 129, 131, 132, 133, 134, 137, 138, 139, 142, 144, 145, 146, 147, 150, 155, 158, 159, 160, 162, 163, 164, 167, 168, 169, 170, 171, 173, 174, 175, 176, 177, 179, 180, 181, 182, 183, 296, 340, 341, 342, 343, 344, 372, 389, 390, 426, 429, 430], "execut": [12, 26, 28, 29, 92, 230, 232, 233, 266, 267, 268, 283, 290, 291, 292, 346, 367, 369, 372, 374, 390, 391, 411, 420, 421, 422, 425, 427, 428, 430, 432, 433, 434], "task": [12, 264, 266, 267, 268, 282, 290, 291, 292, 423, 428, 430, 433], "submit": [12, 268, 282, 291, 292, 372, 390, 430, 433], "timer": [12, 257, 297, 367, 411, 424], "milliseconds_sc": 12, "1e3": 12, "untimed_code_block_1": 12, "timed_code_block1": 12, "untimed_code_block_2": 12, "timed_code_block2": 12, "untimed_code_block_3": 12, "retriev": [12, 380, 424, 425], "elaps": [12, 297], "millisecond": 12, "wall_dt": 12, "device_dt": [12, 297, 424], "dt": [12, 367, 424], "entranc": 12, "exit": [12, 425], "profil": [12, 19, 203, 211, 257, 282, 297, 367, 430], "inform": [12, 19, 24, 87, 100, 256, 274, 282, 289, 298, 312, 326, 352, 421, 425, 426, 430], "associ": [12, 20, 21, 22, 91, 178, 185, 186, 260, 263, 279, 287, 289, 290, 291, 292, 298, 312, 326, 352, 366, 390, 391, 406, 424, 427, 430, 433], "submiss": [12, 264, 291, 372, 430], "perform": [12, 20, 22, 23, 42, 45, 50, 117, 167, 169, 180, 203, 346, 367, 423, 424, 430, 431], "thu": 12, "abl": [12, 421], "collect": [12, 189, 282, 370, 372, 390, 393, 422, 430, 433], "both": [12, 46, 50, 78, 79, 86, 92, 93, 94, 106, 117, 131, 132, 167, 180, 182, 183, 369, 371, 393, 420, 424, 430], "complet": [12, 264, 266, 269, 290, 291, 292, 433], "effect": [12, 117, 122], "synchron": [12, 269, 290, 346, 367, 430], "abov": [12, 116, 137, 142, 162, 170, 171], "result": [12, 42, 45, 47, 48, 53, 55, 57, 58, 59, 60, 61, 62, 72, 75, 77, 80, 84, 90, 92, 95, 96, 104, 105, 109, 111, 112, 113, 114, 115, 116, 117, 119, 121, 122, 123, 130, 137, 138, 142, 145, 146, 148, 151, 152, 160, 162, 167, 168, 169, 172, 173, 179, 181, 432, 433], "follow": [12, 19, 43, 71, 87, 91, 98, 167, 169, 189, 200, 298, 312, 326, 340, 346, 367, 371, 373, 375, 376, 377, 378, 383, 390, 392, 393, 421, 422, 424, 425, 427, 430, 432], "graph": 12, "group": [12, 230, 232, 234, 235, 236, 237, 258, 259, 422, 430], "after": [12, 128, 168, 180, 291, 421, 425, 433], "preced": 12, "tasks_of_untimed_block1": 12, "timer_fence_start_task": 12, "tasks_of_timed_block1": 12, "timer_fence_finish_task": 12, "tasks_of_untimed_block2": 12, "tasks_of_timed_block2": 12, "tasks_of_untimed_block3": 12, "control": [12, 19, 53, 65, 71, 150, 164, 274, 422, 423, 424, 432], "With": 12, "queue_barri": [12, 296], "barrier": [12, 292, 411], "order_manag": [12, 296], "bodi": 12, "insert": [12, 83, 150, 433], "manag": [12, 371, 375, 390, 391, 420, 421, 430, 432], "oper": [12, 69, 92, 117, 143, 146, 200, 204, 205, 250, 252, 370, 371, 396, 397, 398, 399, 400, 401, 411, 421, 422, 424, 430, 431, 433], "so": [12, 47, 48, 75, 116, 119, 121, 123, 137, 142, 160, 162, 179, 394, 421, 423], "thei": [12, 24, 92, 291, 422, 424, 428, 430], "fenc": 12, "within": [12, 43, 46, 65], "": [12, 71, 122, 168, 178, 189, 190, 297, 301, 315, 329, 340, 353, 363, 373, 375, 378, 379, 390, 408, 410, 411, 421, 424, 425, 427, 428, 430, 431], "offload": [12, 390, 433], "do": [12, 33, 378, 393, 412, 413, 421, 424, 430], "mislead": 12, "becaus": [12, 423], "respect": [12, 41, 55, 57, 59, 60, 61, 62, 77, 80, 90, 95, 96, 104, 105, 111, 112, 114, 115, 122, 126, 128, 130, 136, 143, 161, 167, 178, 189, 258, 290, 291, 361, 363, 379, 421], "we": [12, 28, 29, 394, 411, 427, 431], "intend": [12, 203], "host": [12, 13, 15, 21, 46, 50, 78, 79, 86, 92, 93, 94, 106, 131, 132, 178, 182, 183, 207, 212, 213, 215, 297, 346, 367, 369, 371, 375, 390, 406, 421, 424, 430], "measur": [12, 296, 297], "To": [12, 118, 391, 392, 421, 422, 425, 428, 430, 433], "wall": 12, "includ": [12, 14, 42, 45, 47, 48, 75, 106, 116, 119, 121, 123, 137, 142, 160, 162, 179, 189, 194, 344, 391, 392, 394, 396, 397, 398, 399, 400, 401, 402, 403, 404, 405, 406, 407, 408, 409, 410, 418, 421, 425, 427], "make": [12, 20, 21, 22, 178, 378, 390, 424, 425, 427, 430, 433], "sure": [12, 378, 390], "point": [12, 38, 39, 40, 44, 46, 51, 52, 53, 54, 55, 56, 66, 72, 73, 74, 77, 78, 81, 82, 84, 87, 92, 97, 99, 106, 107, 108, 109, 110, 111, 116, 117, 121, 128, 137, 140, 141, 142, 149, 152, 153, 154, 156, 160, 162, 165, 166, 178, 179, 204, 205, 250, 252, 349, 373, 375, 430], "block": [12, 282, 283], "timed_block": 12, "wait": [12, 270, 430], "callabl": [12, 296], "current": [12, 13, 15, 26, 28, 424], "second": [12, 41, 55, 57, 59, 60, 61, 62, 72, 77, 80, 90, 95, 96, 97, 104, 105, 111, 112, 114, 115, 117, 120, 124, 126, 128, 130, 136, 143, 161, 167, 169, 173, 174, 175, 180, 373, 390, 422, 424], "timeit": [12, 296], "default_tim": [12, 296], "liter": [12, 19, 49, 150, 155, 169, 274, 296], "union": [12, 38, 39, 40, 41, 42, 44, 45, 51, 52, 54, 55, 56, 57, 58, 59, 60, 61, 62, 65, 66, 67, 68, 69, 70, 72, 73, 74, 76, 77, 80, 81, 82, 83, 88, 89, 90, 95, 96, 97, 99, 101, 102, 103, 104, 105, 108, 110, 111, 112, 114, 115, 120, 124, 126, 128, 130, 140, 141, 143, 144, 146, 147, 148, 149, 151, 152, 153, 154, 156, 157, 158, 159, 161, 165, 166, 167, 168, 172, 181, 189, 296, 344], "int": [12, 15, 20, 21, 22, 42, 45, 47, 48, 49, 64, 68, 69, 75, 76, 78, 83, 86, 87, 88, 91, 93, 98, 106, 116, 119, 121, 123, 125, 131, 133, 137, 138, 139, 142, 144, 145, 147, 155, 158, 159, 160, 162, 163, 164, 167, 168, 169, 170, 171, 177, 178, 179, 180, 181, 182, 184, 185, 187, 189, 190, 195, 196, 198, 218, 219, 220, 221, 222, 226, 227, 228, 229, 230, 231, 232, 233, 234, 235, 236, 237, 238, 240, 241, 242, 243, 244, 245, 246, 248, 249, 250, 251, 252, 253, 254, 255, 257, 259, 262, 266, 267, 268, 277, 290, 291, 296, 298, 312, 326, 346, 391, 396, 397, 398, 399, 400, 401, 411, 424, 427], "float": [12, 38, 39, 40, 44, 51, 52, 53, 54, 55, 56, 66, 68, 72, 73, 74, 76, 77, 78, 81, 82, 84, 87, 92, 93, 97, 99, 106, 107, 108, 109, 110, 111, 116, 117, 121, 128, 137, 140, 141, 142, 149, 152, 153, 154, 156, 160, 162, 165, 166, 178, 179, 181, 204, 205, 242, 250, 251, 252, 296, 342, 344, 373, 375, 411, 424], "ratio": [12, 77, 90], "unit": [12, 189, 228, 232, 363, 390, 422, 427, 430], "scale": [12, 296, 422], "interest": [12, 421], "backend_typ": [13, 15, 188, 263, 271, 278, 422], "device_typ": [13, 15, 16, 17, 18, 91, 193, 347, 408, 422], "analog": 13, "addit": [13, 138, 139, 178, 421, 422, 430], "allow": [13, 50, 65, 235, 236, 237, 361, 380, 430, 431, 433], "onli": [13, 26, 28, 65, 88, 91, 92, 117, 134, 202, 298, 312, 326, 344, 346, 361, 369, 373, 378, 390, 391, 421, 422, 424, 430, 431, 433], "enum": [13, 15, 91, 188, 191, 263, 264, 271, 278, 346, 375, 391, 411], "accept": [13, 15], "avail": [13, 15, 16, 17, 18, 19, 202, 207, 228, 390, 421, 425, 428, 430, 432], "satisfi": [13, 15, 85], "directori": 14, "h": [14, 26, 391, 394, 402, 403, 404, 405, 406, 407, 408, 409, 410, 418, 427], "header": [14, 392, 429], "file": [14, 26, 27, 29, 372, 392, 393, 421, 425, 429], "modul": [14, 178, 374, 393], "compil": [14, 28, 29, 209, 374, 394, 420, 421, 423, 425, 428, 430, 432], "against": [14, 63, 302, 303, 316, 317, 330, 331], "should": [14, 65, 92, 106, 122, 180, 193, 194, 297, 371, 390, 394, 421, 430, 431, 433], "locat": [14, 53, 83, 144, 168, 371, 392, 393, 431], "appropri": [14, 378, 391, 421, 423, 425], "check": [16, 17, 18, 378, 391, 421, 425, 428, 430, 431], "present": [16, 17, 18, 298, 312, 326, 373, 422], "fals": [16, 17, 18, 42, 43, 45, 47, 48, 49, 50, 53, 75, 91, 101, 102, 103, 106, 116, 119, 121, 123, 137, 142, 155, 160, 162, 179, 194, 199, 200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 223, 224, 225, 234, 235, 236, 237, 282, 283, 298, 312, 326, 346, 373, 378, 422, 430, 431, 433], "otherwis": [16, 17, 18, 47, 48, 50, 71, 75, 83, 91, 101, 102, 103, 106, 116, 117, 119, 121, 123, 137, 142, 144, 145, 150, 158, 160, 162, 169, 179, 180, 181, 199, 200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 247, 282, 283, 345, 346, 361, 367, 378, 390, 411], "bool": [16, 17, 18, 42, 45, 47, 48, 49, 50, 53, 65, 68, 75, 76, 80, 91, 95, 96, 101, 102, 103, 104, 105, 116, 119, 121, 123, 130, 137, 142, 152, 155, 160, 162, 178, 179, 181, 194, 199, 200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 223, 224, 225, 258, 282, 283, 298, 312, 326, 344, 346, 378, 390, 424, 431], "verbos": [19, 274, 421, 425], "out": [19, 38, 39, 40, 41, 44, 47, 48, 51, 52, 54, 55, 56, 57, 58, 59, 60, 61, 62, 66, 67, 68, 70, 72, 73, 74, 75, 77, 80, 81, 82, 84, 89, 90, 95, 96, 97, 99, 101, 102, 103, 104, 105, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 119, 120, 123, 124, 126, 127, 128, 130, 135, 136, 137, 138, 139, 140, 141, 142, 143, 148, 149, 150, 151, 152, 153, 154, 156, 157, 161, 162, 163, 164, 165, 166, 172, 181, 274, 283, 422, 423, 428, 431, 433], "extra": 19, "metadata": 19, "about": [19, 87, 256, 274, 289, 298, 312, 326], "vebos": [19, 274], "set": [19, 49, 53, 122, 152, 155, 170, 171, 173, 175, 176, 200, 274, 298, 312, 326, 361, 374, 390, 391, 406, 420, 421, 422, 423, 424, 425, 427, 432, 433], "vendor": [19, 274, 420, 422, 423, 425, 429], "At": [19, 274, 373, 430], "highest": [19, 33, 274, 422], "everyth": [19, 274], "previou": [19, 274], "along": [19, 42, 45, 47, 48, 49, 69, 75, 76, 88, 116, 119, 121, 123, 137, 138, 139, 142, 144, 147, 155, 159, 160, 162, 163, 164, 168, 169, 177, 179, 180, 274, 391, 421, 423, 430], "output": [19, 38, 39, 40, 41, 44, 46, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 64, 66, 67, 68, 69, 70, 71, 72, 73, 74, 77, 78, 79, 80, 81, 82, 84, 86, 89, 90, 91, 92, 93, 94, 95, 96, 97, 99, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 117, 120, 122, 124, 126, 127, 128, 130, 131, 132, 135, 136, 140, 141, 143, 144, 148, 149, 151, 152, 153, 154, 156, 157, 158, 159, 161, 165, 166, 168, 172, 177, 181, 182, 183, 274, 379, 390, 391, 422, 424, 427], "gener": [19, 106, 203, 264, 391, 394, 395, 419, 420, 421, 424, 425, 429, 430], "On": [19, 425], "system": [19, 207, 217, 420, 422], "run": [19, 138, 139, 207, 422, 425, 427, 430], "command": [19, 425], "sampl": [19, 106, 390, 392, 422, 424], "intel": [19, 297, 374, 390, 394, 420, 422, 423, 425, 427, 428, 430, 431], "r": [19, 168, 374, 390, 394, 420, 422, 423, 424, 425, 427, 428, 430], "linux": [19, 421, 422, 425], "corpor": [19, 422], "full_profil": 19, "tm": [19, 422], "i7": [19, 422], "9700": 19, "00ghz": [19, 422], "2020": [19, 33, 208, 214, 215, 420, 428, 430], "11": [19, 297], "13_160000": 19, "hd": 19, "graphic": [19, 422, 425, 427], "gen9": 19, "0x3e98": 19, "20": [19, 91, 363, 422], "47": 19, "18513": 19, "much": [19, 274, 430], "lowest": [19, 274], "most": [19, 274, 430], "nbyte": [20, 21, 22, 391], "align": [20, 21, 22], "byte": [20, 21, 22, 29, 195, 196, 198, 226, 229, 298, 305, 307, 311, 312, 319, 321, 325, 326, 333, 335, 339, 349, 356, 358, 390, 391, 411, 422, 430], "posit": [20, 21, 22, 66, 83, 86, 87, 101, 102, 125, 138, 139, 147, 150, 156, 169, 363, 375, 411, 431], "request": [20, 21, 22, 23, 53, 92, 106, 178, 283, 361, 378, 430], "ignor": [20, 21, 22, 122, 178, 290], "unalign": [20, 21, 22], "malloc_devic": [20, 21, 22], "instead": [20, 21, 22, 186, 203, 217, 234, 425, 433], "bound": [20, 21, 22, 138, 139, 150, 163, 164, 308, 309, 310, 322, 323, 324, 336, 337, 338, 364, 373, 391, 424, 430, 431, 433], "cach": [20, 21, 22, 46, 50, 78, 79, 86, 91, 93, 94, 106, 131, 132, 182, 183, 195, 196, 197, 411, 421, 433], "made": [21, 91, 346, 425, 431, 433], "share": [22, 23, 33, 46, 50, 78, 79, 86, 92, 93, 94, 106, 131, 132, 178, 182, 183, 213, 216, 217, 369, 370, 371, 375, 390, 394, 422, 425, 431], "univers": 23, "signal": 23, "failur": [23, 185], "reason": [23, 421], "insuffici": 23, "free": [23, 391, 422, 427], "size": [23, 83, 85, 134, 138, 147, 150, 158, 164, 167, 180, 195, 196, 198, 226, 229, 232, 240, 241, 242, 243, 244, 245, 246, 249, 250, 251, 252, 253, 254, 255, 259, 356, 391, 411, 422, 424, 430, 432], "exce": [23, 248], "maximum": [23, 47, 68, 119, 218, 219, 220, 221, 222, 229, 230, 231, 232, 233, 234, 235, 236, 237, 238, 248, 340, 346, 390, 411], "obj": [24, 50, 300, 301, 314, 315, 328, 329], "convert": [24, 50, 92, 118, 371, 424], "__sycl_usm_array_interface__": [24, 50, 371, 430], "memoryusmshar": [24, 178, 373, 430], "memoryusmdevic": [24, 178, 373, 430, 433], "memoryusmhost": [24, 178, 373, 430], "depend": [24, 49, 91, 155, 181, 234, 265, 340, 378, 411, 421, 422, 425, 430], "doe": [24, 85, 91, 92, 250, 252, 371, 378, 389, 391, 427, 430], "expos": [24, 26, 371, 419, 422, 430], "malform": 24, "entri": [24, 85, 88, 347, 373, 424], "encount": [24, 423], "wrap": [26, 28, 29, 30, 31, 32, 34, 138, 139, 150, 163, 164, 395, 411], "kernel_bundl": [26, 27, 28, 29, 372, 391, 411], "bundle_st": [26, 28, 29, 391, 411], "interoper": [26, 28, 29, 372, 421], "layer": 26, "api": [26, 28, 29, 36, 46, 50, 53, 69, 78, 79, 86, 92, 93, 94, 100, 106, 131, 132, 159, 182, 183, 202, 262, 277, 342, 344, 352, 367, 370, 374, 377, 378, 383, 388, 389, 411, 419, 423, 425, 427, 428, 429, 430, 431, 433], "dpctl_sycl_kernel_bundle_interfac": 26, "spir": [26, 27, 29, 372, 432], "v": [26, 27, 29, 150, 372, 378, 390, 424, 425, 432], "binari": [26, 27, 29, 57, 60, 62, 372, 378, 421, 432], "src": [28, 125, 285, 286], "copt": [28, 29], "dpctlkernelbundle_createfromoclsourc": 28, "kernel": [28, 29, 202, 207, 230, 231, 232, 235, 236, 237, 238, 290, 291, 369, 370, 372, 390, 391, 392, 403, 411, 418, 430], "syclprogram": [28, 29], "go": [28, 29], "flag": [28, 29, 194, 298, 312, 326, 373, 391], "syclprogramcompilationerror": [28, 29], "bundl": [28, 29], "il": 29, "dpctlkernelbundle_createfromoclspirv": 29, "accelerator_selector_v": 30, "accelerator_selector": 30, "unabl": [30, 31, 32, 34], "cpu_selector_v": 31, "cpu_selector": 31, "default_selector_v": [32, 190], "required_aspect": 33, "excluded_aspect": 33, "root": [33, 66, 142, 149, 156, 189, 193, 247, 431], "ha": [33, 38, 44, 47, 48, 49, 64, 68, 80, 83, 91, 92, 95, 96, 99, 104, 105, 116, 117, 119, 121, 122, 123, 125, 129, 130, 133, 137, 140, 141, 142, 143, 144, 149, 155, 158, 160, 162, 164, 167, 169, 173, 174, 175, 176, 177, 178, 179, 183, 218, 219, 220, 221, 222, 231, 238, 347, 390, 391, 406, 411, 421, 424, 427, 429, 431], "score": [33, 190, 422, 424], "among": [33, 433], "have": [33, 38, 39, 40, 41, 44, 51, 52, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 66, 67, 68, 69, 70, 72, 73, 74, 75, 76, 77, 80, 81, 82, 84, 87, 89, 90, 93, 94, 95, 96, 97, 99, 101, 102, 103, 104, 105, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 120, 121, 122, 124, 125, 126, 127, 128, 130, 131, 132, 134, 135, 136, 137, 139, 140, 141, 142, 143, 144, 147, 148, 149, 150, 151, 152, 153, 154, 156, 157, 159, 160, 161, 162, 164, 165, 166, 167, 168, 169, 172, 179, 180, 182, 203, 290, 291, 378, 389, 421, 422, 424, 430, 433], "found": [33, 145, 194, 392, 421, 429], "spec": [33, 202, 208, 214, 215, 430], "http": [33, 91, 100, 369, 421], "www": 33, "khrono": 33, "org": [33, 100, 421], "registri": [33, 425], "html": [33, 369], "sec": [33, 208], "doubl": [33, 167, 178, 241, 250, 378], "precis": [33, 38, 87, 99, 140, 178, 204, 205, 250, 252, 378], "fp64": [33, 406, 422], "custom": [33, 202, 389, 406], "usm_shared_alloc": [33, 406], "gpu_selector_v": 34, "alia": [35, 375], "2023": 35, "12": [35, 421, 422], "namespac": [36, 37, 178, 395, 414], "inspect": [36, 378], "util": [36, 370, 374, 395, 422, 424, 425, 433], "__array_namespace_info__": [37, 378], "x": [38, 39, 40, 42, 44, 45, 47, 48, 49, 51, 52, 54, 56, 58, 64, 66, 67, 68, 70, 73, 74, 75, 76, 79, 81, 82, 83, 84, 88, 89, 91, 94, 99, 101, 102, 103, 107, 108, 109, 110, 111, 113, 116, 118, 119, 121, 123, 125, 127, 132, 133, 135, 137, 138, 139, 140, 141, 142, 144, 145, 147, 148, 149, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 162, 163, 164, 165, 166, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 179, 183, 297, 349, 352, 361, 363, 367, 422, 424, 427, 433], "k": [38, 39, 40, 41, 44, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 66, 67, 68, 70, 71, 72, 73, 74, 77, 79, 80, 81, 82, 84, 86, 89, 90, 94, 95, 96, 97, 99, 101, 102, 103, 104, 105, 107, 108, 109, 110, 111, 112, 113, 114, 115, 117, 120, 124, 126, 127, 128, 130, 132, 135, 136, 140, 141, 143, 148, 149, 151, 152, 153, 154, 156, 157, 161, 165, 166, 169, 170, 171, 172, 181, 183], "calcul": [38, 41, 55, 76, 77, 80, 84, 90, 97, 109, 111, 116, 119, 121, 123, 126, 128, 130, 136, 137, 142, 143, 160, 161, 162, 179], "absolut": 38, "x_i": [38, 39, 40, 44, 51, 52, 54, 56, 58, 66, 67, 68, 70, 73, 74, 81, 82, 84, 89, 99, 107, 108, 109, 110, 113, 127, 135, 140, 141, 148, 149, 151, 152, 153, 154, 156, 157, 165, 166, 172], "popul": [38, 39, 40, 41, 44, 46, 50, 51, 52, 54, 55, 56, 57, 58, 59, 60, 61, 62, 66, 67, 68, 70, 72, 73, 74, 77, 78, 80, 81, 82, 84, 86, 89, 90, 93, 94, 95, 96, 97, 99, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 120, 124, 126, 127, 128, 130, 131, 132, 135, 136, 140, 141, 143, 148, 149, 151, 152, 153, 154, 156, 157, 161, 165, 166, 172, 182, 183, 304, 311, 318, 325, 332, 339, 431], "correct": [38, 39, 40, 41, 44, 51, 52, 54, 55, 56, 57, 58, 59, 60, 61, 62, 66, 67, 68, 70, 72, 73, 74, 77, 80, 81, 82, 84, 89, 90, 95, 96, 97, 99, 101, 102, 103, 104, 105, 107, 108, 109, 110, 111, 112, 113, 114, 115, 120, 124, 126, 127, 128, 130, 135, 136, 140, 141, 143, 148, 149, 151, 152, 153, 154, 156, 157, 160, 161, 165, 166, 172, 179], "data": [38, 39, 40, 41, 42, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 64, 65, 66, 67, 68, 69, 70, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 86, 87, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 130, 131, 132, 133, 134, 135, 136, 137, 140, 141, 142, 143, 144, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 164, 165, 166, 167, 168, 169, 172, 173, 174, 175, 176, 178, 179, 181, 182, 183, 233, 297, 298, 312, 326, 340, 342, 344, 352, 355, 360, 364, 365, 366, 367, 373, 374, 389, 390, 392, 411, 422, 423, 430, 431], "wise": [38, 39, 40, 41, 43, 44, 51, 52, 54, 55, 56, 57, 58, 59, 60, 61, 62, 66, 67, 70, 72, 73, 74, 77, 80, 81, 82, 84, 89, 90, 95, 96, 97, 99, 104, 105, 107, 108, 109, 110, 111, 112, 113, 114, 115, 120, 124, 126, 128, 130, 136, 140, 141, 143, 148, 149, 151, 152, 153, 154, 156, 157, 161, 165, 166, 172], "For": [38, 122, 167, 168, 189, 193, 194, 363, 378, 390, 421, 422, 424, 425, 430, 433], "complex": [38, 44, 68, 76, 87, 93, 99, 116, 117, 137, 140, 142, 162, 178, 181, 342, 344, 355, 360, 373, 424], "magnitud": [38, 72], "real": [38, 55, 66, 67, 72, 87, 89, 90, 97, 99, 111, 116, 137, 141, 142, 143, 148, 149, 152, 160, 162, 172, 178, 179, 342, 344], "whose": [38, 85, 147, 164, 167, 169, 173, 174, 175, 234, 264, 373, 378, 391, 424, 433], "comput": [39, 40, 44, 51, 52, 54, 56, 57, 60, 62, 66, 70, 73, 74, 75, 76, 81, 82, 83, 84, 95, 96, 99, 104, 105, 107, 108, 109, 110, 112, 113, 114, 115, 116, 117, 119, 121, 123, 127, 135, 137, 140, 141, 142, 149, 151, 152, 153, 154, 156, 160, 162, 165, 166, 179, 180, 189, 228, 232, 379, 390, 422, 424, 427, 428, 430, 431], "invers": [39, 40, 51, 52, 54, 55, 56], "cosin": [39, 40, 73, 74], "radian": [39, 40, 51, 54, 55], "close": [39, 40, 51, 54, 71, 83, 106, 148], "interv": [39, 40, 46, 51, 54, 76, 83, 106, 125, 159, 167, 177, 180], "pi": [39, 51, 54, 355, 360, 375, 422, 424, 432], "determin": [39, 40, 41, 44, 51, 52, 54, 55, 56, 57, 59, 60, 61, 62, 65, 66, 69, 72, 73, 74, 76, 77, 81, 82, 84, 90, 92, 97, 107, 108, 109, 110, 111, 117, 120, 124, 126, 128, 136, 139, 141, 143, 149, 151, 153, 154, 156, 157, 161, 164, 165, 166, 167, 172, 178, 181, 347, 390, 424], "promot": [39, 40, 41, 44, 51, 52, 54, 55, 56, 57, 59, 60, 61, 62, 65, 66, 69, 72, 73, 74, 76, 77, 81, 82, 84, 90, 97, 107, 108, 109, 110, 111, 117, 120, 124, 126, 128, 136, 141, 143, 146, 149, 151, 153, 154, 156, 157, 159, 161, 165, 166, 167, 172, 181], "rule": [39, 40, 41, 44, 47, 48, 51, 52, 54, 55, 56, 57, 59, 60, 61, 62, 64, 65, 66, 68, 69, 72, 73, 74, 75, 76, 77, 81, 82, 84, 90, 97, 107, 108, 109, 110, 111, 116, 117, 119, 120, 121, 123, 124, 126, 128, 136, 137, 141, 142, 143, 146, 149, 151, 153, 154, 156, 157, 159, 160, 161, 162, 164, 165, 166, 167, 172, 179, 180, 181, 424, 433], "hyperbol": [40, 52, 56, 74, 154, 166], "half": [40, 46, 106, 125, 167, 177, 178, 204, 243, 252, 378], "inf": [40, 375], "x1": [41, 55, 57, 59, 60, 61, 62, 72, 77, 80, 90, 95, 96, 97, 104, 105, 111, 112, 114, 115, 117, 120, 124, 126, 128, 130, 136, 143, 150, 161, 167, 180, 181, 424, 433], "x2": [41, 55, 57, 59, 60, 61, 62, 72, 77, 80, 90, 95, 96, 97, 104, 105, 111, 112, 114, 115, 117, 120, 124, 126, 128, 130, 136, 143, 150, 161, 167, 180, 181, 433], "sum": [41, 75, 111, 116, 142, 363, 422], "x1_i": [41, 55, 57, 59, 60, 61, 62, 72, 77, 80, 90, 95, 96, 97, 104, 105, 111, 112, 114, 115, 126, 128, 130, 136, 143, 161], "x2_i": [41, 55, 57, 59, 60, 61, 62, 72, 77, 80, 90, 95, 96, 97, 104, 105, 111, 112, 114, 115, 126, 128, 130, 136, 143, 161], "axi": [42, 45, 47, 48, 49, 69, 75, 76, 83, 88, 116, 119, 121, 123, 125, 137, 138, 139, 142, 144, 147, 155, 158, 159, 160, 162, 163, 164, 167, 168, 169, 177, 179, 180, 349, 391, 424], "keepdim": [42, 45, 47, 48, 75, 116, 119, 121, 123, 137, 142, 160, 162, 179], "test": [42, 43, 45, 80, 95, 96, 101, 102, 103, 104, 105, 129, 130, 375, 425], "whether": [42, 45, 50, 91, 100, 106, 152, 199, 201, 206, 282, 283, 346, 390, 391, 430], "evalu": [42, 45, 234, 235, 236, 237, 378, 422], "ax": [42, 45, 47, 48, 75, 83, 88, 116, 119, 121, 123, 125, 133, 137, 142, 147, 158, 160, 162, 167, 168, 179, 180], "logic": [42, 45, 112, 113, 114, 115, 422], "AND": [42, 57, 112], "reduct": [42, 45], "over": [42, 45, 75, 106, 116, 119, 121, 123, 137, 142, 160, 162, 167, 169, 179, 180, 411, 428], "dimens": [42, 45, 47, 48, 69, 75, 76, 78, 83, 88, 93, 116, 117, 118, 119, 121, 123, 125, 129, 131, 133, 137, 139, 142, 147, 158, 159, 160, 162, 164, 168, 173, 174, 175, 176, 177, 179, 182, 233, 234, 235, 236, 237, 340, 357, 361, 373, 391], "neg": [42, 45, 69, 83, 86, 88, 101, 102, 106, 138, 139, 147, 163, 164, 167], "count": [42, 45, 69, 75, 88, 139, 164, 173, 174, 180, 189, 284, 285, 286, 288], "last": [42, 45, 49, 69, 88, 138, 139, 147, 155, 164, 167, 180, 357], "reduc": [42, 45, 47, 48, 75, 116, 119, 121, 123, 137, 142, 160, 162, 179], "singleton": [42, 45, 47, 48, 75, 83, 116, 119, 121, 123, 137, 142, 158, 160, 162, 179], "broadcast": [42, 45, 47, 48, 63, 64, 68, 75, 116, 117, 119, 121, 123, 137, 138, 139, 142, 144, 160, 162, 164, 179, 180, 181], "a1": 43, "a2": 43, "atol": 43, "1e": 43, "8": [43, 214, 215, 238, 259, 378, 411, 422, 424, 431], "rtol": 43, "equal_nan": 43, "equal": [43, 49, 59, 61, 96, 105, 125, 148, 151, 155, 164, 167, 378, 390, 424, 430], "toler": 43, "elementwis": [43, 374], "comparison": [43, 80, 95, 96, 104, 105, 130, 378], "ab": 43, "max": [43, 68, 87, 98, 168, 340, 424], "phase": 44, "also": [44, 55, 57, 59, 60, 61, 62, 71, 72, 77, 90, 97, 111, 125, 136, 143, 161, 178, 282, 390, 391, 421, 422, 424, 425, 430], "OR": [45, 60, 114], "stop": [46, 106], "step": [46, 138, 425, 432], "dtype": [46, 50, 53, 63, 65, 78, 79, 86, 87, 91, 93, 94, 98, 100, 106, 116, 117, 131, 132, 137, 138, 142, 146, 147, 162, 178, 182, 183, 297, 342, 355, 360, 367, 378, 390, 391, 424, 433], "sycl_queu": [46, 50, 78, 79, 86, 91, 92, 93, 94, 106, 131, 132, 182, 183, 389, 391, 424, 433], "evenli": [46, 106, 189], "space": [46, 106, 291, 298, 312, 326, 371, 391, 430, 432], "open": [46, 106, 125, 167, 177, 423, 430], "dimension": [46, 47, 48, 75, 116, 117, 118, 119, 121, 122, 123, 134, 137, 138, 139, 142, 144, 150, 160, 162, 163, 164, 169, 179, 180, 373, 388, 391, 411, 418, 424], "end": [46, 106, 349, 390, 431], "increment": 46, "sequenc": [46, 50, 69, 125, 134, 144, 146, 159, 167, 177, 270, 424], "concept": [46, 50, 78, 79, 86, 93, 94, 106, 131, 132, 182, 183, 342, 344, 367, 389, 434], "oneapi": [46, 50, 78, 79, 86, 91, 93, 94, 106, 131, 132, 182, 183, 367, 369, 374, 375, 394, 420, 422, 428, 430, 431, 434], "copi": [46, 50, 53, 78, 79, 83, 86, 91, 93, 94, 106, 131, 132, 145, 155, 158, 182, 183, 285, 286, 299, 300, 301, 311, 313, 314, 315, 325, 327, 328, 329, 339, 346, 349, 367, 424, 430], "complementari": [46, 50, 78, 79, 86, 93, 94, 106, 131, 132, 182, 183, 424], "unless": [46, 50, 78, 79, 86, 93, 94, 106, 131, 132, 182, 183, 283], "impli": [46, 50, 78, 79, 86, 91, 93, 94, 106, 131, 132, 182, 183, 373], "indic": [47, 48, 49, 50, 85, 91, 100, 106, 129, 138, 139, 145, 147, 150, 151, 152, 163, 164, 169, 173, 175, 194, 199, 200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 248, 258, 283, 290, 291, 340, 346, 359, 373, 380, 391, 421, 427], "occur": [47, 48, 53, 65, 138, 139, 173, 174, 424], "occurr": [47, 48, 173], "search": [47, 48, 150, 169, 374, 392], "index": [47, 48, 49, 75, 86, 91, 122, 138, 150, 159, 169, 173, 174, 175, 178, 340, 342, 346, 350, 351, 363, 374, 375, 391, 414, 421], "flatten": [47, 48, 69, 144, 147, 169, 173, 174, 175, 176], "remain": [47, 48, 75, 91, 116, 119, 121, 123, 137, 142, 160, 162, 179, 189, 391, 432], "compat": [47, 48, 64, 68, 75, 116, 119, 121, 123, 137, 139, 142, 144, 160, 162, 164, 179, 180, 181, 421, 431], "accord": [47, 48, 61, 64, 65, 68, 75, 87, 116, 119, 121, 123, 137, 142, 160, 162, 164, 179, 180, 181, 425, 433], "written": [47, 48, 75, 116, 117, 119, 123, 137, 138, 139, 142, 162, 181, 238, 374, 411, 421], "entir": [47, 48, 75, 116, 119, 121, 123, 137, 142, 160, 162, 179], "minimum": [48, 68, 123, 218, 219, 220, 221, 222, 228, 230, 231, 232, 234, 235, 236, 237, 238, 411], "descend": [49, 155, 399], "stabl": [49, 155], "sort": [49, 150, 374], "ascend": [49, 150, 155], "stabil": [49, 155], "maintain": [49, 155, 433], "rel": [49, 147, 155, 178, 290, 291, 350, 363, 430], "compar": [49, 120, 124, 155, 394, 424, 430], "mai": [49, 53, 65, 91, 92, 138, 139, 155, 190, 207, 212, 213, 217, 290, 292, 346, 378, 390, 422, 424, 430, 431, 433], "kind": [49, 53, 65, 92, 100, 116, 137, 142, 155, 162, 344, 373, 430, 431], "mergesort": [49, 155], "radixsort": [49, 155], "algorithm": [49, 155, 374], "parallel": [49, 155, 228, 233, 374, 392, 430], "merg": [49, 155], "radix": [49, 155], "implement": [50, 91, 117, 372, 374, 378, 381, 388, 391, 392, 420, 421, 422, 428, 429, 430, 432], "protocol": [50, 91, 347, 373, 375, 430, 431, 434], "numpi": [50, 53, 71, 78, 79, 86, 91, 92, 93, 94, 131, 132, 182, 183, 301, 315, 329, 353, 373, 378, 391, 421, 424, 425, 430], "ndarrai": [50, 53, 91, 92, 424], "buffer": [50, 91, 178, 300, 305, 306, 307, 314, 319, 320, 321, 328, 333, 334, 335, 346, 375, 403, 417, 430], "scalar": [50, 78, 79, 86, 93, 94, 131, 132, 172, 182, 183, 240, 241, 242, 243, 244, 245, 246, 249, 250, 251, 252, 253, 254, 255, 291, 433], "possibli": 50, "nest": 50, "infer": [50, 94, 116, 137, 142, 162], "boolean": [50, 57, 58, 60, 62, 85, 90, 91, 100, 106, 116, 121, 134, 137, 142, 160, 162, 178, 179, 298, 312, 326, 340, 346, 373, 378, 380, 422], "alwai": [50, 53, 91, 129, 290, 297, 298, 312, 326, 346, 371, 422], "tri": 50, "reus": [50, 91, 346, 430, 432], "exist": [50, 69, 91, 346, 378], "possibl": [50, 53, 71, 83, 138, 139, 145, 158, 163, 164, 189, 369, 411, 421, 425, 430], "sine": [51, 52, 153, 154], "new_dtyp": 53, "cast": [53, 65, 116, 137, 142, 162, 184, 187, 262, 277, 378, 427], "unsaf": [53, 65], "give": [53, 65, 347, 348, 359, 361, 368], "equiv": 53, "safe": [53, 65], "same_kind": [53, 65], "what": [53, 65], "pleas": [53, 393, 421, 422, 423, 432, 433], "see": [53, 91, 100, 178, 347, 369, 378, 391, 421, 425, 426, 430], "descript": [53, 116, 137, 142, 162, 371, 378, 422, 424, 425, 432], "mode": [53, 138, 139, 150, 163, 164, 169, 421, 425], "By": [53, 180, 432], "newli": [53, 68], "view": [53, 64, 83, 88, 91, 133, 145, 158, 177, 355, 357, 360, 361, 367, 430], "tangent": [54, 55, 56, 165, 166], "quotient": 55, "express": [55, 411], "bitwis": [57, 60, 62], "invert": 58, "flip": [58, 138, 349], "bit": [58, 59, 61, 87, 92, 98, 152, 200, 205, 266, 267, 268, 378, 390, 391, 411, 422, 430, 432], "shift": [59, 61, 147], "left": [59, 150], "append": [59, 76, 83, 117, 390], "right": [59, 61, 97, 150], "greater": [59, 61, 90, 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"dpctl.tensor._array_api.Info.capabilities": [[340, "dpctl-tensor-array-api-info-capabilities"]], "dpctl.tensor._array_api.Info.default_device": [[341, "dpctl-tensor-array-api-info-default-device"]], "dpctl.tensor._array_api.Info.default_dtypes": [[342, "dpctl-tensor-array-api-info-default-dtypes"]], "dpctl.tensor._array_api.Info.devices": [[343, "dpctl-tensor-array-api-info-devices"]], "dpctl.tensor._array_api.Info.dtypes": [[344, "dpctl-tensor-array-api-info-dtypes"]], "dpctl.tensor.usm_ndarray.T": [[345, "dpctl-tensor-usm-ndarray-t"]], "dpctl.tensor.usm_ndarray.__dlpack__": [[346, "dpctl-tensor-usm-ndarray-dlpack"]], "dpctl.tensor.usm_ndarray.__dlpack_device__": [[347, "dpctl-tensor-usm-ndarray-dlpack-device"]], "dpctl.tensor.usm_ndarray.__sycl_usm_array_interface__": [[348, "dpctl-tensor-usm-ndarray-sycl-usm-array-interface"]], "dpctl.tensor.usm_ndarray._byte_bounds": [[349, "dpctl-tensor-usm-ndarray-byte-bounds"]], "dpctl.tensor.usm_ndarray._element_offset": [[350, 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"dpctl.tensor.usm_ndarray.strides": [[363, "dpctl-tensor-usm-ndarray-strides"]], "dpctl.tensor.usm_ndarray.sycl_context": [[364, "dpctl-tensor-usm-ndarray-sycl-context"]], "dpctl.tensor.usm_ndarray.sycl_device": [[365, "dpctl-tensor-usm-ndarray-sycl-device"]], "dpctl.tensor.usm_ndarray.sycl_queue": [[366, "dpctl-tensor-usm-ndarray-sycl-queue"]], "dpctl.tensor.usm_ndarray.to_device": [[367, "dpctl-tensor-usm-ndarray-to-device"]], "dpctl.tensor.usm_ndarray.usm_data": [[368, "dpctl-tensor-usm-ndarray-usm-data"]], "dpctl.tensor.usm_ndarray.usm_type": [[369, "dpctl-tensor-usm-ndarray-usm-type"]], "dpctl": [[370, "module-dpctl"]], "dpctl.memory": [[371, "dpctl-memory"]], "dpctl.program": [[372, "dpctl-program"]], "__sycl_usm_array_interface__ attribute": [[373, "sycl-usm-array-interface-attribute"]], "dpctl.tensor": [[374, "module-dpctl.tensor"]], "Constants": [[375, "constants"]], "Array creation functions": [[376, "array-creation-functions"]], "Data type functions": [[377, "data-type-functions"]], "Data types": [[378, "data-types"]], "Default integral data type": [[378, "default-integral-data-type"]], "Default indexing data type": [[378, "default-indexing-data-type"]], "Default real floating-point data type": [[378, "default-real-floating-point-data-type"]], "Default complex floating-point data type": [[378, "default-complex-floating-point-data-type"]], "Querying default data types programmatically": [[378, "querying-default-data-types-programmatically"]], "Type promotion rules": [[378, "type-promotion-rules"]], "Element-wise functions": [[379, "element-wise-functions"]], "Indexing functions": [[380, "indexing-functions"]], "Inspection API": [[381, "inspection-api"]], "Linear algebra functions": [[382, "linear-algebra-functions"]], "Array manipulation functions": [[383, "array-manipulation-functions"]], "Searching functions": [[384, "searching-functions"]], "Set Functions": [[385, "set-functions"]], "Sorting functions": [[386, "sorting-functions"]], "Statistical Functions": [[387, "statistical-functions"]], "USM array object": [[388, "usm-array-object"]], "Utility functions": [[389, "utility-functions"]], "Device object": [[389, "device-object"]], "dpctl.utils": [[390, "module-dpctl.utils"]], "dpctl C API": [[391, "dpctl-c-api"]], "Exported typedefs": [[391, "exported-typedefs"]], "API for PySyclDeviceObject": [[391, "api-for-pysycldeviceobject"]], "API for PySyclContextObject": [[391, "api-for-pysyclcontextobject"]], "API for PySyclQueueObject": [[391, "api-for-pysyclqueueobject"]], "API for PySyclEventObject": [[391, "api-for-pysycleventobject"]], "API for Py_MemoryObject": [[391, "api-for-py-memoryobject"]], "API for PyUSMArrayObject": [[391, "api-for-pyusmarrayobject"]], "API for PySyclKernelObject": [[391, "api-for-pysyclkernelobject"]], "API for PySyclProgramObject": [[391, "api-for-pysyclprogramobject"]], "CMake support": [[392, "cmake-support"]], "dpctl Cython API": [[393, "dpctl-cython-api"]], "pybind11 API": [[394, "pybind11-api"]], "API Reference": [[395, "api-reference"]], "class dpctl::syclinterface::dpctl_accelerator_selector": [[396, "class-dpctl-syclinterface-dpctl-accelerator-selector"]], "Inherited Members": [[396, "inherited-members"], [397, "inherited-members"], [398, "inherited-members"], [400, "inherited-members"], [401, "inherited-members"]], "class dpctl::syclinterface::dpctl_cpu_selector": [[397, "class-dpctl-syclinterface-dpctl-cpu-selector"]], "class dpctl::syclinterface::dpctl_default_selector": [[398, "class-dpctl-syclinterface-dpctl-default-selector"]], "class dpctl::syclinterface::dpctl_device_selector": [[399, "class-dpctl-syclinterface-dpctl-device-selector"]], "class dpctl::syclinterface::dpctl_filter_selector": [[400, "class-dpctl-syclinterface-dpctl-filter-selector"]], "class dpctl::syclinterface::dpctl_gpu_selector": [[401, "class-dpctl-syclinterface-dpctl-gpu-selector"]], "enum DPCTLGlobalMemCacheType": [[402, "enum-dpctlglobalmemcachetype"]], "enum DPCTLKernelArgType": [[403, "enum-dpctlkernelargtype"]], "Overview": [[403, "overview"], [411, "overview"]], "Detailed Documentation": [[403, "detailed-documentation"], [411, "detailed-documentation"]], "enum DPCTLPartitionAffinityDomainType": [[404, "enum-dpctlpartitionaffinitydomaintype"]], "enum DPCTLQueuePropertyType": [[405, "enum-dpctlqueuepropertytype"]], "enum DPCTLSyclAspectType": [[406, "enum-dpctlsyclaspecttype"]], "enum DPCTLSyclBackendType": [[407, "enum-dpctlsyclbackendtype"]], "enum DPCTLSyclDeviceType": [[408, "enum-dpctlsycldevicetype"]], "enum DPCTLSyclEventStatusType": [[409, "enum-dpctlsycleventstatustype"]], "enum DPCTLSyclUSMType": [[410, "enum-dpctlsyclusmtype"]], "Global Namespace": [[411, "global-namespace"]], "Typedefs": [[411, "typedefs"]], "Global Functions": [[411, "global-functions"]], "Macros": [[411, "macros"]], "Device class helper functions": [[412, "device-class-helper-functions"]], "Platform class helper functions": [[413, "platform-class-helper-functions"]], "libsyclinterface": [[414, "libsyclinterface"]], "namespace dpctl": [[415, "namespace-dpctl"]], "namespace dpctl::syclinterface": [[416, "namespace-dpctl-syclinterface"]], "Todo List": [[417, "todo-list"]], "struct MDLocalAccessorTy": [[418, "struct-mdlocalaccessorty"]], "C Library SyclInterface": [[419, "c-library-syclinterface"]], "Beginner\u2019s guides": [[420, "beginner-s-guides"]], "Introduction": [[420, "introduction"]], "Installation": [[420, "installation"]], "Working with devices": [[420, "working-with-devices"]], "Introduction to array library": [[420, "introduction-to-array-library"]], "Miscellaneous": [[420, "miscellaneous"]], "Installing dpctl": [[421, "installing-dpctl"]], "License": [[421, "license"]], "Installation using conda": [[421, "installation-using-conda"]], "Installation using pip": [[421, "installation-using-pip"]], "Installation via Intel(R) Distribution for Python": [[421, "installation-via-intel-r-distribution-for-python"]], "System requirements": [[421, "system-requirements"]], "Building from source": [[421, "building-from-source"]], "Building locally for use with oneAPI DPC++ installation": [[421, "building-locally-for-use-with-oneapi-dpc-installation"]], "Building for custom SYCL targets": [[421, "building-for-custom-sycl-targets"]], "Running Examples and Tests": [[421, "running-examples-and-tests"]], "Running the Examples": [[421, "running-the-examples"]], "Running the Python Tests": [[421, "running-the-python-tests"]], "Managing devices": [[422, "managing-devices"]], "Enumerating available devices": [[422, "enumerating-available-devices"]], "Listing platform from command-line": [[422, "listing-platform-from-command-line"]], "Listing devices programmatically": [[422, "listing-devices-programmatically"]], "Interaction with DPC++ environment variables": [[422, "interaction-with-dpc-environment-variables"]], "Device selection": [[422, "device-selection"]], "Using fixed device selectors": [[422, "using-fixed-device-selectors"]], "Selecting device based on aspects": [[422, "selecting-device-based-on-aspects"]], "Selecting device using filter selector string": [[422, "selecting-device-using-filter-selector-string"]], "Selecting device using ONEAPI_DEVICE_SELECTOR": [[422, "selecting-device-using-oneapi-device-selector"]], "Obtaining information about device": [[422, "obtaining-information-about-device"]], "Creating sub-devices": [[422, "creating-sub-devices"]], "History of dpctl name": [[423, "history-of-dpctl-name"]], "SYCL Execution Model": [[423, "sycl-execution-model"]], "oneAPI DPC++ implementation of SYCL": [[423, "oneapi-dpc-implementation-of-sycl"]], "Types of parallelisms": [[423, "types-of-parallelisms"]], "Intro to dpctl.tensor": [[424, "intro-to-dpctl-tensor"]], "Supported array data types": [[424, "supported-array-data-types"]], "Creating an array": [[424, "creating-an-array"]], "Execution model": [[424, "execution-model"]], "Migrating arrays": [[424, "migrating-arrays"]], "Combining arrays with different USM types": [[424, "combining-arrays-with-different-usm-types"]], "Sharing data between devices and Python": [[424, "sharing-data-between-devices-and-python"]], "Building from the Source": [[425, "building-from-the-source"]], "Building using oneAPI DPC++": [[425, "building-using-oneapi-dpc"]], "Prerequisites": [[425, "prerequisites"]], "Activate oneAPI": [[425, "activate-oneapi"]], "Build and Install Using Conda-Build": [[425, "build-and-install-using-conda-build"]], "Build and Install with scikit-build": [[425, "build-and-install-with-scikit-build"]], "Building Using Custom DPC++": [[425, "building-using-custom-dpc"]], "Building the libsyclinterface Library": [[425, "building-the-libsyclinterface-library"]], "Contributing to dpctl": [[426, "contributing-to-dpctl"]], "Working with DPCTLSyclInterface library": [[427, "working-with-dpctlsyclinterface-library"]], "Data Parallel Control": [[428, "data-parallel-control"]], "Licenses": [[429, "licenses"]], "Data Parallel Control license": [[429, "data-parallel-control-license"]], "Third party components and their licenses": [[429, "third-party-components-and-their-licenses"]], "Heterogeneous Systems and Programming Concepts": [[430, "heterogeneous-systems-and-programming-concepts"]], "Definitions": [[430, "definitions"]], "Platform": [[430, "platform"]], "Context": [[430, "context"]], "Queue": [[430, "queue"]], "Event": [[430, "event"]], "Unified Shared Memory": [[430, "unified-shared-memory"]], "Backend": [[430, "backend"]], "DLPack exchange of USM allocated arrays": [[431, "dlpack-exchange-of-usm-allocated-arrays"]], "DLPack overview": [[431, "dlpack-overview"]], "Exporting USM allocation to DLPack": [[431, "exporting-usm-allocation-to-dlpack"]], "Importing DLPack with device_type == kDLOneAPI": [[431, "importing-dlpack-with-device-type-kdloneapi"]], "Support of DLPack with kDLOneAPI device type": [[431, "support-of-dlpack-with-kdloneapi-device-type"]], "Environment variables": [[432, "environment-variables"]], "Variable ONEAPI_DEVICE_SELECTOR": [[432, "variable-oneapi-device-selector"]], "Variable SYCL_CACHE_PERSISTENT": [[432, "variable-sycl-cache-persistent"]], "Variable SYCL_PI_TRACE": [[432, "variable-sycl-pi-trace"]], "oneAPI programming model": [[433, "oneapi-programming-model"]], "oneAPI library and its Python interface": [[433, "oneapi-library-and-its-python-interface"]], "USM allocations in dpctl and compute-follows-data": [[433, "usm-allocations-in-dpctl-and-compute-follows-data"]], "User guides": [[434, "user-guides"]]}, "indexentries": {"flags (class in dpctl.tensor._flags)": [[2, "dpctl.tensor._flags.Flags"]], "c_contiguous (dpctl.tensor._flags.flags attribute)": [[2, "dpctl.tensor._flags.Flags.c_contiguous"]], "contiguous (dpctl.tensor._flags.flags attribute)": [[2, "dpctl.tensor._flags.Flags.contiguous"]], "f_contiguous (dpctl.tensor._flags.flags attribute)": [[2, "dpctl.tensor._flags.Flags.f_contiguous"]], "fc (dpctl.tensor._flags.flags attribute)": [[2, "dpctl.tensor._flags.Flags.fc"]], "flags (dpctl.tensor._flags.flags attribute)": [[2, "dpctl.tensor._flags.Flags.flags"]], "fnc (dpctl.tensor._flags.flags attribute)": [[2, "dpctl.tensor._flags.Flags.fnc"]], "forc (dpctl.tensor._flags.flags attribute)": [[2, "dpctl.tensor._flags.Flags.forc"]], "writable (dpctl.tensor._flags.flags attribute)": [[2, "dpctl.tensor._flags.Flags.writable"]], "syclcontext (class in dpctl)": [[3, "dpctl.SyclContext"]], "syclcontextcreationerror": [[4, "dpctl.SyclContextCreationError"]], "sycldevice (class in dpctl)": [[5, "dpctl.SyclDevice"]], "sycldevicecreationerror": [[6, "dpctl.SyclDeviceCreationError"]], "syclevent (class in dpctl)": [[7, "dpctl.SyclEvent"]], "syclplatform (class in dpctl)": [[8, "dpctl.SyclPlatform"]], "syclqueue (class in dpctl)": [[9, "dpctl.SyclQueue"]], "syclqueuecreationerror": [[10, "dpctl.SyclQueueCreationError"]], "syclsubdevicecreationerror": [[11, "dpctl.SyclSubDeviceCreationError"]], "sycltimer (class in dpctl)": [[12, "dpctl.SyclTimer"]], "get_devices() (in module dpctl)": [[13, "dpctl.get_devices"]], "get_include() (in module dpctl)": [[14, "dpctl.get_include"]], "get_num_devices() (in module dpctl)": [[15, "dpctl.get_num_devices"]], "has_accelerator_devices() (in module dpctl)": [[16, "dpctl.has_accelerator_devices"]], "has_cpu_devices() (in module dpctl)": [[17, "dpctl.has_cpu_devices"]], "has_gpu_devices() (in module dpctl)": [[18, "dpctl.has_gpu_devices"]], "lsplatform() (in module dpctl)": [[19, "dpctl.lsplatform"]], "memoryusmdevice (class in dpctl.memory)": [[20, "dpctl.memory.MemoryUSMDevice"]], "memoryusmhost (class in dpctl.memory)": [[21, "dpctl.memory.MemoryUSMHost"]], "memoryusmshared (class in dpctl.memory)": [[22, "dpctl.memory.MemoryUSMShared"]], "usmallocationerror": [[23, "dpctl.memory.USMAllocationError"]], "as_usm_memory() (in module dpctl.memory)": [[24, "dpctl.memory.as_usm_memory"]], "syclkernel (class in dpctl.program)": [[25, "dpctl.program.SyclKernel"]], "syclprogram (class in dpctl.program)": [[26, "dpctl.program.SyclProgram"]], "syclprogramcompilationerror": [[27, "dpctl.program.SyclProgramCompilationError"]], "create_program_from_source() (in module dpctl.program)": [[28, "dpctl.program.create_program_from_source"]], "create_program_from_spirv() (in module dpctl.program)": [[29, "dpctl.program.create_program_from_spirv"]], "select_accelerator_device() (in module dpctl)": [[30, "dpctl.select_accelerator_device"]], "select_cpu_device() (in module dpctl)": [[31, "dpctl.select_cpu_device"]], "select_default_device() (in module dpctl)": [[32, "dpctl.select_default_device"]], "select_device_with_aspects() (in module dpctl)": [[33, "dpctl.select_device_with_aspects"]], "select_gpu_device() (in module dpctl)": [[34, "dpctl.select_gpu_device"]], "__array_api_version__ (in module dpctl.tensor)": [[35, "dpctl.tensor.__array_api_version__"]], "__array_namespace_info__ (class in dpctl.tensor)": [[36, "dpctl.tensor.__array_namespace_info__"]], "info (class in dpctl.tensor._array_api)": [[37, "dpctl.tensor._array_api.Info"]], "abs (in module dpctl.tensor)": [[38, "dpctl.tensor.abs"]], "acos (in module dpctl.tensor)": [[39, "dpctl.tensor.acos"]], "acosh (in module dpctl.tensor)": [[40, "dpctl.tensor.acosh"]], "add (in module dpctl.tensor)": [[41, "dpctl.tensor.add"]], "all() (in module dpctl.tensor)": [[42, "dpctl.tensor.all"]], "allclose() (in module dpctl.tensor)": [[43, "dpctl.tensor.allclose"]], "angle (in module dpctl.tensor)": [[44, "dpctl.tensor.angle"]], "any() (in module dpctl.tensor)": [[45, "dpctl.tensor.any"]], "arange() (in module dpctl.tensor)": [[46, "dpctl.tensor.arange"]], "argmax() (in module dpctl.tensor)": [[47, "dpctl.tensor.argmax"]], "argmin() (in module dpctl.tensor)": [[48, "dpctl.tensor.argmin"]], "argsort() (in module dpctl.tensor)": [[49, "dpctl.tensor.argsort"]], "asarray() (in module dpctl.tensor)": [[50, "dpctl.tensor.asarray"]], "asin (in module dpctl.tensor)": [[51, "dpctl.tensor.asin"]], "asinh (in module dpctl.tensor)": [[52, "dpctl.tensor.asinh"]], "astype() (in module dpctl.tensor)": [[53, "dpctl.tensor.astype"]], "atan (in module dpctl.tensor)": [[54, "dpctl.tensor.atan"]], "atan2 (in module dpctl.tensor)": [[55, "dpctl.tensor.atan2"]], "atanh (in module dpctl.tensor)": [[56, "dpctl.tensor.atanh"]], "bitwise_and (in module dpctl.tensor)": [[57, "dpctl.tensor.bitwise_and"]], "bitwise_invert (in module dpctl.tensor)": [[58, "dpctl.tensor.bitwise_invert"]], "bitwise_left_shift (in module dpctl.tensor)": [[59, "dpctl.tensor.bitwise_left_shift"]], "bitwise_or (in module dpctl.tensor)": [[60, "dpctl.tensor.bitwise_or"]], "bitwise_right_shift (in module dpctl.tensor)": [[61, "dpctl.tensor.bitwise_right_shift"]], "bitwise_xor (in module dpctl.tensor)": [[62, "dpctl.tensor.bitwise_xor"]], "broadcast_arrays() (in module dpctl.tensor)": [[63, "dpctl.tensor.broadcast_arrays"]], "broadcast_to() (in module dpctl.tensor)": [[64, "dpctl.tensor.broadcast_to"]], "can_cast() (in module dpctl.tensor)": [[65, "dpctl.tensor.can_cast"]], "cbrt (in module dpctl.tensor)": [[66, "dpctl.tensor.cbrt"]], "ceil (in module dpctl.tensor)": [[67, "dpctl.tensor.ceil"]], "clip() (in module dpctl.tensor)": [[68, "dpctl.tensor.clip"]], "concat() (in module dpctl.tensor)": [[69, "dpctl.tensor.concat"]], "conj (in module dpctl.tensor)": [[70, "dpctl.tensor.conj"]], "copy() (in module dpctl.tensor)": [[71, "dpctl.tensor.copy"]], "copysign (in module dpctl.tensor)": [[72, "dpctl.tensor.copysign"]], "cos (in module dpctl.tensor)": [[73, "dpctl.tensor.cos"]], "cosh (in module dpctl.tensor)": [[74, "dpctl.tensor.cosh"]], "count_nonzero() (in module dpctl.tensor)": [[75, "dpctl.tensor.count_nonzero"]], "diff() (in module dpctl.tensor)": [[76, "dpctl.tensor.diff"]], "divide (in module dpctl.tensor)": [[77, "dpctl.tensor.divide"]], "empty() (in module dpctl.tensor)": [[78, "dpctl.tensor.empty"]], "empty_like() (in module dpctl.tensor)": [[79, "dpctl.tensor.empty_like"]], "equal (in module dpctl.tensor)": [[80, "dpctl.tensor.equal"]], "exp (in module dpctl.tensor)": [[81, "dpctl.tensor.exp"]], "exp2 (in module dpctl.tensor)": [[82, "dpctl.tensor.exp2"]], "expand_dims() (in module dpctl.tensor)": [[83, "dpctl.tensor.expand_dims"]], "expm1 (in module dpctl.tensor)": [[84, "dpctl.tensor.expm1"]], "extract() (in module dpctl.tensor)": [[85, "dpctl.tensor.extract"]], "eye() (in module dpctl.tensor)": [[86, "dpctl.tensor.eye"]], "finfo() (in module dpctl.tensor)": [[87, "dpctl.tensor.finfo"]], "flip() (in module dpctl.tensor)": [[88, "dpctl.tensor.flip"]], "floor (in module dpctl.tensor)": [[89, "dpctl.tensor.floor"]], "floor_divide (in module dpctl.tensor)": [[90, "dpctl.tensor.floor_divide"]], "from_dlpack() (in module dpctl.tensor)": [[91, "dpctl.tensor.from_dlpack"]], "from_numpy() (in module dpctl.tensor)": [[92, "dpctl.tensor.from_numpy"]], "full() (in module dpctl.tensor)": [[93, "dpctl.tensor.full"]], "full_like() (in module dpctl.tensor)": [[94, "dpctl.tensor.full_like"]], "greater (in module dpctl.tensor)": [[95, "dpctl.tensor.greater"]], "greater_equal (in module dpctl.tensor)": [[96, "dpctl.tensor.greater_equal"]], "hypot (in module dpctl.tensor)": [[97, "dpctl.tensor.hypot"]], "iinfo() (in module dpctl.tensor)": [[98, "dpctl.tensor.iinfo"]], "imag (in module dpctl.tensor)": [[99, "dpctl.tensor.imag"]], "isdtype() (in module dpctl.tensor)": [[100, "dpctl.tensor.isdtype"]], "isfinite (in module dpctl.tensor)": [[101, "dpctl.tensor.isfinite"]], "isinf (in module dpctl.tensor)": [[102, "dpctl.tensor.isinf"]], "isnan (in module dpctl.tensor)": [[103, "dpctl.tensor.isnan"]], "less (in module dpctl.tensor)": [[104, "dpctl.tensor.less"]], "less_equal (in module dpctl.tensor)": [[105, "dpctl.tensor.less_equal"]], "linspace() (in module dpctl.tensor)": [[106, "dpctl.tensor.linspace"]], "log (in module dpctl.tensor)": [[107, "dpctl.tensor.log"]], "log10 (in module dpctl.tensor)": [[108, "dpctl.tensor.log10"]], "log1p (in module dpctl.tensor)": [[109, "dpctl.tensor.log1p"]], "log2 (in module dpctl.tensor)": [[110, "dpctl.tensor.log2"]], "logaddexp (in module dpctl.tensor)": [[111, "dpctl.tensor.logaddexp"]], "logical_and (in module dpctl.tensor)": [[112, "dpctl.tensor.logical_and"]], "logical_not (in module dpctl.tensor)": [[113, "dpctl.tensor.logical_not"]], "logical_or (in module dpctl.tensor)": [[114, "dpctl.tensor.logical_or"]], "logical_xor (in module dpctl.tensor)": [[115, "dpctl.tensor.logical_xor"]], "logsumexp() (in module dpctl.tensor)": [[116, "dpctl.tensor.logsumexp"]], "matmul() (in module dpctl.tensor)": [[117, "dpctl.tensor.matmul"]], "matrix_transpose() (in module dpctl.tensor)": [[118, "dpctl.tensor.matrix_transpose"]], "max() (in module dpctl.tensor)": [[119, "dpctl.tensor.max"]], "maximum (in module dpctl.tensor)": [[120, "dpctl.tensor.maximum"]], "mean() (in module dpctl.tensor)": [[121, "dpctl.tensor.mean"]], "meshgrid() (in module dpctl.tensor)": [[122, "dpctl.tensor.meshgrid"]], "min() (in module dpctl.tensor)": [[123, "dpctl.tensor.min"]], "minimum (in module dpctl.tensor)": [[124, "dpctl.tensor.minimum"]], "moveaxis() (in module dpctl.tensor)": [[125, "dpctl.tensor.moveaxis"]], "multiply (in module dpctl.tensor)": [[126, "dpctl.tensor.multiply"]], "negative (in module dpctl.tensor)": [[127, "dpctl.tensor.negative"]], "nextafter (in module dpctl.tensor)": [[128, "dpctl.tensor.nextafter"]], "nonzero() (in module dpctl.tensor)": [[129, "dpctl.tensor.nonzero"]], "not_equal (in module dpctl.tensor)": [[130, "dpctl.tensor.not_equal"]], "ones() (in module dpctl.tensor)": [[131, "dpctl.tensor.ones"]], "ones_like() (in module dpctl.tensor)": [[132, "dpctl.tensor.ones_like"]], "permute_dims() (in module dpctl.tensor)": [[133, "dpctl.tensor.permute_dims"]], "place() (in module dpctl.tensor)": [[134, "dpctl.tensor.place"]], "positive (in module dpctl.tensor)": [[135, "dpctl.tensor.positive"]], "pow (in module dpctl.tensor)": [[136, "dpctl.tensor.pow"]], "prod() (in module dpctl.tensor)": [[137, "dpctl.tensor.prod"]], "put() (in module dpctl.tensor)": [[138, "dpctl.tensor.put"]], "put_along_axis() (in module dpctl.tensor)": [[139, "dpctl.tensor.put_along_axis"]], "real (in module dpctl.tensor)": [[140, "dpctl.tensor.real"]], "reciprocal (in module dpctl.tensor)": [[141, "dpctl.tensor.reciprocal"]], "reduce_hypot() (in module dpctl.tensor)": [[142, "dpctl.tensor.reduce_hypot"]], "remainder (in module dpctl.tensor)": [[143, "dpctl.tensor.remainder"]], "repeat() (in module dpctl.tensor)": [[144, "dpctl.tensor.repeat"]], "reshape() (in module dpctl.tensor)": [[145, "dpctl.tensor.reshape"]], "result_type() (in module dpctl.tensor)": [[146, "dpctl.tensor.result_type"]], "roll() (in module dpctl.tensor)": [[147, "dpctl.tensor.roll"]], "round (in module dpctl.tensor)": [[148, "dpctl.tensor.round"]], "rsqrt (in module dpctl.tensor)": [[149, "dpctl.tensor.rsqrt"]], "searchsorted() (in module dpctl.tensor)": [[150, "dpctl.tensor.searchsorted"]], "sign (in module dpctl.tensor)": [[151, "dpctl.tensor.sign"]], "signbit (in module dpctl.tensor)": [[152, "dpctl.tensor.signbit"]], "sin (in module dpctl.tensor)": [[153, "dpctl.tensor.sin"]], "sinh (in module dpctl.tensor)": [[154, "dpctl.tensor.sinh"]], "sort() (in module dpctl.tensor)": [[155, "dpctl.tensor.sort"]], "sqrt (in module dpctl.tensor)": [[156, "dpctl.tensor.sqrt"]], "square (in module dpctl.tensor)": [[157, "dpctl.tensor.square"]], "squeeze() (in module dpctl.tensor)": [[158, "dpctl.tensor.squeeze"]], "stack() (in module dpctl.tensor)": [[159, "dpctl.tensor.stack"]], "std() (in module dpctl.tensor)": [[160, "dpctl.tensor.std"]], "subtract (in module dpctl.tensor)": [[161, "dpctl.tensor.subtract"]], "sum() (in module dpctl.tensor)": [[162, "dpctl.tensor.sum"]], "take() (in module dpctl.tensor)": [[163, "dpctl.tensor.take"]], "take_along_axis() (in module dpctl.tensor)": [[164, "dpctl.tensor.take_along_axis"]], "tan (in module dpctl.tensor)": [[165, "dpctl.tensor.tan"]], "tanh (in module dpctl.tensor)": [[166, "dpctl.tensor.tanh"]], "tensordot() (in module dpctl.tensor)": [[167, "dpctl.tensor.tensordot"]], "tile() (in module dpctl.tensor)": [[168, "dpctl.tensor.tile"]], "top_k() (in module dpctl.tensor)": [[169, "dpctl.tensor.top_k"]], "tril() (in module dpctl.tensor)": [[170, "dpctl.tensor.tril"]], "triu() (in module dpctl.tensor)": [[171, "dpctl.tensor.triu"]], "trunc (in module dpctl.tensor)": [[172, "dpctl.tensor.trunc"]], "unique_all() (in module dpctl.tensor)": [[173, "dpctl.tensor.unique_all"]], "unique_counts() (in module dpctl.tensor)": [[174, "dpctl.tensor.unique_counts"]], "unique_inverse() (in module dpctl.tensor)": [[175, "dpctl.tensor.unique_inverse"]], "unique_values() (in module dpctl.tensor)": [[176, "dpctl.tensor.unique_values"]], "unstack() (in module dpctl.tensor)": [[177, "dpctl.tensor.unstack"]], "usm_ndarray (class in dpctl.tensor)": [[178, "dpctl.tensor.usm_ndarray"]], "var() (in module dpctl.tensor)": [[179, "dpctl.tensor.var"]], "vecdot() (in module dpctl.tensor)": [[180, "dpctl.tensor.vecdot"]], "where() (in module dpctl.tensor)": [[181, "dpctl.tensor.where"]], "zeros() (in module dpctl.tensor)": [[182, "dpctl.tensor.zeros"]], "zeros_like() (in module dpctl.tensor)": [[183, "dpctl.tensor.zeros_like"]], "addressof_ref() (dpctl.syclcontext method)": [[184, "dpctl.SyclContext.addressof_ref"]], "device_count (dpctl.syclcontext attribute)": [[185, "dpctl.SyclContext.device_count"]], "get_devices() (dpctl.syclcontext method)": [[186, "dpctl.SyclContext.get_devices"]], "addressof_ref() (dpctl.sycldevice method)": [[187, "dpctl.SyclDevice.addressof_ref"]], "backend (dpctl.sycldevice attribute)": [[188, "dpctl.SyclDevice.backend"]], "create_sub_devices() (dpctl.sycldevice method)": [[189, "dpctl.SyclDevice.create_sub_devices"]], "default_selector_score (dpctl.sycldevice attribute)": [[190, "dpctl.SyclDevice.default_selector_score"]], "device_type (dpctl.sycldevice attribute)": [[191, "dpctl.SyclDevice.device_type"]], "driver_version (dpctl.sycldevice attribute)": [[192, "dpctl.SyclDevice.driver_version"]], "filter_string (dpctl.sycldevice attribute)": [[193, "dpctl.SyclDevice.filter_string"]], "get_filter_string() (dpctl.sycldevice method)": [[194, "dpctl.SyclDevice.get_filter_string"]], "global_mem_cache_line_size (dpctl.sycldevice attribute)": [[195, "dpctl.SyclDevice.global_mem_cache_line_size"]], "global_mem_cache_size (dpctl.sycldevice attribute)": [[196, "dpctl.SyclDevice.global_mem_cache_size"]], "global_mem_cache_type (dpctl.sycldevice attribute)": [[197, "dpctl.SyclDevice.global_mem_cache_type"]], "global_mem_size (dpctl.sycldevice attribute)": [[198, "dpctl.SyclDevice.global_mem_size"]], "has_aspect_accelerator (dpctl.sycldevice attribute)": [[199, "dpctl.SyclDevice.has_aspect_accelerator"]], "has_aspect_atomic64 (dpctl.sycldevice attribute)": [[200, 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-<li class="toctree-l4 has-children"><a class="reference internal" href="../api_reference/libsyclinterface/generated/group_DeviceManager.html">Device class helper functions</a><input class="toctree-checkbox" id="toctree-checkbox-34" name="toctree-checkbox-34" role="switch" type="checkbox"/><label for="toctree-checkbox-34"><div class="visually-hidden">Toggle navigation of Device class helper functions</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
-</li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="../api_reference/libsyclinterface/generated/group_PlatformManager.html">Platform class helper functions</a><input class="toctree-checkbox" id="toctree-checkbox-35" name="toctree-checkbox-35" role="switch" type="checkbox"/><label for="toctree-checkbox-35"><div class="visually-hidden">Toggle navigation of Platform class helper functions</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
-</li>
-<li class="toctree-l4"><a class="reference internal" href="../api_reference/libsyclinterface/generated/page_todo.html">Todo List</a></li>
-<li class="toctree-l4 has-children"><a class="reference internal" href="../api_reference/libsyclinterface/generated/global.html">Global Namespace</a><input class="toctree-checkbox" id="toctree-checkbox-36" name="toctree-checkbox-36" role="switch" type="checkbox"/><label for="toctree-checkbox-36"><div class="visually-hidden">Toggle navigation of Global Namespace</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l5 has-children"><a class="reference internal" href="../api_reference/libsyclinterface/generated/namespace_dpctl.html">namespace dpctl</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of namespace dpctl</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l6 has-children"><a class="reference internal" href="../api_reference/libsyclinterface/generated/namespace_dpctl_syclinterface.html">namespace dpctl::syclinterface</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of namespace dpctl::syclinterface</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l7 has-children"><a class="reference internal" href="../api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_accelerator_selector.html">class dpctl::syclinterface::dpctl_accelerator_selector</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of class dpctl::syclinterface::dpctl_accelerator_selector</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
-</li>
-<li class="toctree-l7 has-children"><a class="reference internal" href="../api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_cpu_selector.html">class dpctl::syclinterface::dpctl_cpu_selector</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of class dpctl::syclinterface::dpctl_cpu_selector</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
-</li>
-<li class="toctree-l7 has-children"><a class="reference internal" href="../api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_default_selector.html">class dpctl::syclinterface::dpctl_default_selector</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of class dpctl::syclinterface::dpctl_default_selector</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
-</li>
-<li class="toctree-l7 has-children"><a class="reference internal" href="../api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_device_selector.html">class dpctl::syclinterface::dpctl_device_selector</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of class dpctl::syclinterface::dpctl_device_selector</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
-</li>
-<li class="toctree-l7 has-children"><a class="reference internal" href="../api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_filter_selector.html">class dpctl::syclinterface::dpctl_filter_selector</a><input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" role="switch" type="checkbox"/><label for="toctree-checkbox-43"><div class="visually-hidden">Toggle navigation of class dpctl::syclinterface::dpctl_filter_selector</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
-</li>
-<li class="toctree-l7 has-children"><a class="reference internal" href="../api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_gpu_selector.html">class dpctl::syclinterface::dpctl_gpu_selector</a><input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" role="switch" type="checkbox"/><label for="toctree-checkbox-44"><div class="visually-hidden">Toggle navigation of class dpctl::syclinterface::dpctl_gpu_selector</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
-</li>
-</ul>
-</li>
-</ul>
-</li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLGlobalMemCacheType.html">enum DPCTLGlobalMemCacheType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLKernelArgType.html">enum DPCTLKernelArgType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLPartitionAffinityDomainType.html">enum DPCTLPartitionAffinityDomainType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLQueuePropertyType.html">enum DPCTLQueuePropertyType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLSyclAspectType.html">enum DPCTLSyclAspectType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLSyclBackendType.html">enum DPCTLSyclBackendType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLSyclDeviceType.html">enum DPCTLSyclDeviceType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLSyclEventStatusType.html">enum DPCTLSyclEventStatusType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLSyclUSMType.html">enum DPCTLSyclUSMType</a></li>
-<li class="toctree-l5 has-children"><a class="reference internal" href="../api_reference/libsyclinterface/generated/struct_MDLocalAccessorTy.html">struct MDLocalAccessorTy</a><input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" role="switch" type="checkbox"/><label for="toctree-checkbox-45"><div class="visually-hidden">Toggle navigation of struct MDLocalAccessorTy</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
-</li>
-</ul>
-</li>
-</ul>
-</li>
-</ul>
-</li>
-<li class="toctree-l2"><a class="reference internal" href="../api_reference/dpctl_capi.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code> C API</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../api_reference/dpctl_cython.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code> Cython API</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../api_reference/dpctl_pybind11.html">pybind11 API</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../api_reference/dpctl_cmake.html">CMake support</a></li>
-</ul>
-</li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../contributor_guides/index.html">Contributing to <code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a><input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" role="switch" type="checkbox"/><label for="toctree-checkbox-46"><div class="visually-hidden">Toggle navigation of Contributing to dpctl</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l2"><a class="reference internal" href="../contributor_guides/building.html">Building from the Source</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../contributor_guides/building.html#building-the-libsyclinterface-library">Building the libsyclinterface Library</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../contributor_guides/memory_ownership_sycl_interface.html">Working with DPCTLSyclInterface library</a></li>
-</ul>
-</li>
-<li class="toctree-l1"><a class="reference internal" href="../license.html">Licenses</a></li>
-</ul>
-
-</div>
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-        <article role="main" id="furo-main-content">
-          <section id="heterogeneous-systems-and-programming-concepts">
-<span id="basic-concepts"></span><h1>Heterogeneous Systems and Programming Concepts<a class="headerlink" href="#heterogeneous-systems-and-programming-concepts" title="Permalink to this heading">¶</a></h1>
-<p>This section introduces the basic concepts defined by SYCL standard
-for programming heterogeneous system, and used by <a class="reference internal" href="../api_reference/dpctl/index.html#module-dpctl" title="dpctl"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a>.</p>
-<div class="admonition note">
-<p class="admonition-title">Note</p>
-<p>For SYCL-level details, refer to a more topical SYCL reference,
-such as the <a class="reference external" href="https://www.khronos.org/registry/SYCL/specs/sycl-2020/html/sycl-2020.html">SYCL 2020 spec</a>.</p>
-</div>
-<section id="definitions">
-<h2>Definitions<a class="headerlink" href="#definitions" title="Permalink to this heading">¶</a></h2>
-<ul>
-<li><dl class="simple">
-<dt><strong>Heterogeneous computing</strong></dt><dd><p>Refers to computing on multiple devices in a program.</p>
-</dd>
-</dl>
-</li>
-<li><dl class="simple">
-<dt><strong>Host</strong></dt><dd><p>Every program starts by running on a host, and most of the lines of code in
-a program, in particular lines of code implementing the Python interpreter
-itself, are usually for the host. Hosts are customarily CPUs.</p>
-</dd>
-</dl>
-</li>
-<li><dl class="simple">
-<dt><strong>Device</strong></dt><dd><p>A device is a processing unit connected to a host that is programmable
-with a specific device driver. Different types of devices can have
-different architectures (CPUs, GPUs, FPGA, ASICs, DSP) but are programmable
-using the same <a class="reference external" href="https://www.oneapi.io/">oneAPI</a> programming model.</p>
-</dd>
-</dl>
-</li>
-<li><dl class="simple">
-<dt><strong>Platform</strong></dt><dd><p>Platform is an abstraction to represent a collection of devices addressable
-by the same lower-level framework. As multiple
-devices of the same type can programmed by the same framework, a platform may
-contain multiple devices. The same physical hardware (for example, GPU)
-may be programmable by different lower-level frameworks, and hence be enumerated
-as part of different platforms. For example, the same GPU hardware can be listed
-as an OpenCL* GPU device and a Level-Zero* GPU device.</p>
-</dd>
-</dl>
-</li>
-<li><dl class="simple">
-<dt><strong>Context</strong></dt><dd><p>Holds the runtime information needed to operate on a device or a
-group of devices from the same platform. Contexts are relatively expensive
-to create and should be reused as much as possible.</p>
-</dd>
-</dl>
-</li>
-<li><dl class="simple">
-<dt><strong>Queue</strong></dt><dd><p>A queue is needed to schedule the execution of any computation or data
-copying on the device. Queue construction requires specifying a device
-and a context targeting that device as well as additional properties,
-such as whether profiling information should be collected or submitted
-tasks are executed in the order in which they were submitted.</p>
-</dd>
-</dl>
-</li>
-<li><dl class="simple">
-<dt><strong>Event</strong></dt><dd><p>An event holds information related to computation/data movement operation
-scheduled for execution on a queue, such as its execution status as well
-as profiling information if the queue the task was submitted to allowed
-for collection of such information. Events can be used to specify task
-dependencies as well as to synchronize host and devices.</p>
-</dd>
-</dl>
-</li>
-<li><dl>
-<dt><strong>Unified Shared Memory</strong></dt><dd><p>Unified Shared Memory (USM) refers to pointer-based device memory management.
-USM allocations are bound to context. It means, a pointer representing
-USM allocation can be unambiguously mapped to the data it represents <em>only
-if</em> the associated context is known. USM allocations are accessible by
-computational kernels that are executed on a device, provided that the
-allocation is bound to the same context that is used to construct the queue
-where the kernel is scheduled for execution.</p>
-<p>Depending on the capability of the device, USM allocations can be:</p>
-</dd>
-</dl>
-</li>
-</ul>
-<div class="table-wrapper colwidths-given docutils container">
-<table class="docutils align-default">
-<colgroup>
-<col style="width: 25.0%" />
-<col style="width: 25.0%" />
-<col style="width: 50.0%" />
-</colgroup>
-<thead>
-<tr class="row-odd"><th class="head"><p>Name</p></th>
-<th class="head"><p>Host accessible</p></th>
-<th class="head"><p>Device accessibility</p></th>
-</tr>
-</thead>
-<tbody>
-<tr class="row-even"><td><p>Device allocation</p></td>
-<td><p>No</p></td>
-<td><p>Refers to an allocation in host memory that is accessible from a device.</p></td>
-</tr>
-<tr class="row-odd"><td><p>Shared allocation</p></td>
-<td><p>Yes</p></td>
-<td><p>Accessible by both the host and device.</p></td>
-</tr>
-<tr class="row-even"><td><p>Host allocation</p></td>
-<td><p>Yes</p></td>
-<td><p>Accessible by both the host and device.</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-<p>Runtime manages synchronization of the host’s and device’s view into shared allocations.
-The initial placement of the shared allocations is not defined.</p>
-<ul class="simple">
-<li><dl class="simple">
-<dt><strong>Backend</strong></dt><dd><p>Refers to the implementation of <a class="reference external" href="https://www.oneapi.io/">oneAPI</a> programming model using a
-lower-level heterogeneous programming API. Amongst examples of backends are
-“cuda”, “hip”, “level_zero”, “opencl”. In particular backend implements a
-platform abstraction.</p>
-</dd>
-</dl>
-</li>
-</ul>
-</section>
-<section id="platform">
-<h2>Platform<a class="headerlink" href="#platform" title="Permalink to this heading">¶</a></h2>
-<p>A platform abstracts one or more SYCL devices that are connected to
-a host and can be programmed by the same underlying framework.</p>
-<p>The <a class="reference internal" href="../api_reference/dpctl/generated/dpctl.SyclPlatform.html#dpctl.SyclPlatform" title="dpctl.SyclPlatform"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclPlatform</span></code></a> class represents a platform and
-abstracts the <a class="reference external" href="https://sycl.readthedocs.io/en/latest/iface/platform.html">sycl::platform</a> SYCL runtime class.</p>
-<p>To obtain all platforms available on a system programmatically, use
-<a class="reference internal" href="../api_reference/dpctl/generated/dpctl.lsplatform.html#dpctl.lsplatform" title="dpctl.lsplatform"><code class="xref py py-func docutils literal notranslate"><span class="pre">dpctl.lsplatform()</span></code></a> function. Refer to <a class="reference internal" href="../beginners_guides/managing_devices.html#beginners-guide-enumerating-devices"><span class="std std-ref">Enumerating available devices</span></a>
-for more information.</p>
-<p>It is possible to select devices from specific backend, and hence belonging to
-the same platform, by <a class="reference internal" href="../beginners_guides/managing_devices.html#beginners-guide-oneapi-device-selector"><span class="std std-ref">using</span></a>
-<code class="docutils literal notranslate"><span class="pre">ONEAPI_DEVICE_SELECTOR</span></code> environment variable, or by using
-a <a class="reference internal" href="../api_reference/dpctl/filter_selector_string.html#filter-selector-string"><span class="std std-ref">filter selector string</span></a>.</p>
-</section>
-<section id="context">
-<h2>Context<a class="headerlink" href="#context" title="Permalink to this heading">¶</a></h2>
-<p>A context is an entity that is associated with the state of device as managed by the
-backend. The context is required to map unified address space pointer to the device
-where it was allocated unambiguously.</p>
-<p>In order for two DPC++-based Python extensions to share USM allocations, e.g.
-as part of <a class="reference internal" href="dlpack.html#dpctl-tensor-dlpack-support"><span class="std std-ref">DLPack exchange</span></a>, they each must use
-the <cite>same</cite> SYCL context when submitting for execution programs that would access this
-allocation.</p>
-<p>Since <code class="docutils literal notranslate"><span class="pre">sycl::context</span></code> is dynamically constructed by each extension  sharing a USM allocation,
-in general, requires sharing the <code class="docutils literal notranslate"><span class="pre">sycl::context</span></code> along with the USM pointer, as it is done
-in <code class="docutils literal notranslate"><span class="pre">__sycl_usm_array_interface__</span></code> <a class="reference internal" href="../api_reference/dpctl/sycl_usm_array_interface.html#suai-attribute"><span class="std std-ref">attribute</span></a>.</p>
-<p>Since DLPack itself does not provide for storing of the <code class="docutils literal notranslate"><span class="pre">sycl::context</span></code>, the proper
-working of <a class="reference internal" href="../api_reference/dpctl/generated/dpctl.tensor.from_dlpack.html#dpctl.tensor.from_dlpack" title="dpctl.tensor.from_dlpack"><code class="xref py py-func docutils literal notranslate"><span class="pre">dpctl.tensor.from_dlpack()</span></code></a> function is only supported for devices of those
-platforms that support default platform context SYCL extension <a class="reference external" href="https://github.com/intel/llvm/blob/sycl/sycl/doc/extensions/supported/sycl_ext_oneapi_default_context.asciidoc">sycl_ext_oneapi_default_platform_context</a>,
-and only of those allocations that are bound to this default context.</p>
-<p>To query where a particular device <code class="docutils literal notranslate"><span class="pre">dev</span></code> belongs to a platform that implements
-the default context, check whether <code class="docutils literal notranslate"><span class="pre">dev.sycl_platform.default_context</span></code> returns an instance
-of <a class="reference internal" href="../api_reference/dpctl/generated/dpctl.SyclContext.html#dpctl.SyclContext" title="dpctl.SyclContext"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclContext</span></code></a> or raises an exception.</p>
-</section>
-<section id="queue">
-<span id="user-guide-queues"></span><h2>Queue<a class="headerlink" href="#queue" title="Permalink to this heading">¶</a></h2>
-<p>SYCL queue is an entity associated with scheduling computational tasks for execution
-on a targeted SYCL device and using some specific SYCL context.</p>
-<p>Queue constructor generally requires both to be specified. For platforms that support the
-default platform context, a shortcut queue constructor call that specifies only a device would
-use the default platform context associated with the platform given device is a part of.</p>
-<div class="literal-block-wrapper docutils container" id="id1">
-<div class="code-block-caption"><span class="caption-text">Queues constructed from device instance or filter string that selects it have the same context</span><a class="headerlink" href="#id1" title="Permalink to this code">¶</a></div>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">d</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclDevice</span><span class="p">(</span><span class="s2">&quot;gpu&quot;</span><span class="p">)</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">q1</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclQueue</span><span class="p">(</span><span class="n">d</span><span class="p">)</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">q2</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclQueue</span><span class="p">(</span><span class="s2">&quot;gpu&quot;</span><span class="p">)</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">q1</span><span class="o">.</span><span class="n">sycl_context</span> <span class="o">==</span> <span class="n">q2</span><span class="o">.</span><span class="n">sycl_context</span><span class="p">,</span> <span class="n">q1</span><span class="o">.</span><span class="n">sycl_device</span> <span class="o">==</span> <span class="n">q2</span><span class="o">.</span><span class="n">sycl_device</span>
-<span class="go">(True, True)</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">q1</span> <span class="o">==</span> <span class="n">q2</span>
-<span class="go">False</span>
-</pre></div>
-</div>
-</div>
-<p>Even through <code class="docutils literal notranslate"><span class="pre">q1</span></code> and <code class="docutils literal notranslate"><span class="pre">q2</span></code> instances of <a class="reference internal" href="../api_reference/dpctl/generated/dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a> target the same device and use the same context
-they do not compare equal, since they correspond to two independent scheduling entities.</p>
-<div class="admonition note">
-<p class="admonition-title">Note</p>
-<p><a class="reference internal" href="../api_reference/dpctl/generated/dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a> objects one associated with <code class="docutils literal notranslate"><span class="pre">q1</span></code> and another associated with <code class="docutils literal notranslate"><span class="pre">q2</span></code>
-could not be combined in a call to the same function that implements
-<a class="reference internal" href="../beginners_guides/tensor_intro.html#dpctl-tensor-compute-follows-data"><span class="std std-ref">compute-follows-data</span></a> programming model in <a class="reference internal" href="../api_reference/dpctl/tensor.html#module-dpctl.tensor" title="dpctl.tensor"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl.tensor</span></code></a>.</p>
-</div>
-</section>
-<section id="event">
-<h2>Event<a class="headerlink" href="#event" title="Permalink to this heading">¶</a></h2>
-<p>A SYCL event is an entity created when a task is submitted to SYCL queue for execution. The events are used to
-order execution of computational tasks by the DPC++ runtime. They may also contain profiling information associated
-with the submitted task, provided the queue was created with “enable_profiling” property.</p>
-<p>SYCL event can be used to synchronize execution of the associated task with execution on host by using
-<a class="reference internal" href="../api_reference/dpctl/generated/generated/dpctl.SyclEvent.wait.html#dpctl.SyclEvent.wait" title="dpctl.SyclEvent.wait"><code class="xref py py-meth docutils literal notranslate"><span class="pre">dpctl.SyclEvent.wait()</span></code></a>.</p>
-<p>Methods <a class="reference internal" href="../api_reference/dpctl/generated/generated/dpctl.SyclQueue.submit_async.html#dpctl.SyclQueue.submit_async" title="dpctl.SyclQueue.submit_async"><code class="xref py py-meth docutils literal notranslate"><span class="pre">dpctl.SyclQueue.submit_async()</span></code></a> and <a class="reference internal" href="../api_reference/dpctl/generated/generated/dpctl.SyclQueue.memcpy_async.html#dpctl.SyclQueue.memcpy_async" title="dpctl.SyclQueue.memcpy_async"><code class="xref py py-meth docutils literal notranslate"><span class="pre">dpctl.SyclQueue.memcpy_async()</span></code></a> return
-<a class="reference internal" href="../api_reference/dpctl/generated/dpctl.SyclEvent.html#dpctl.SyclEvent" title="dpctl.SyclEvent"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclEvent</span></code></a> instances.</p>
-<div class="admonition note">
-<p class="admonition-title">Note</p>
-<p>At this point, <a class="reference internal" href="../api_reference/dpctl/tensor.html#module-dpctl.tensor" title="dpctl.tensor"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl.tensor</span></code></a> does not provide public API for accessing SYCL events associated with
-submission of computation tasks implementing operations on <a class="reference internal" href="../api_reference/dpctl/generated/dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a> objects.</p>
-</div>
-</section>
-<section id="unified-shared-memory">
-<h2>Unified Shared Memory<a class="headerlink" href="#unified-shared-memory" title="Permalink to this heading">¶</a></h2>
-<p>Unified Shared Memory allocations of each kind are represented through Python classes
-<a class="reference internal" href="../api_reference/dpctl/generated/dpctl.memory.MemoryUSMDevice.html#dpctl.memory.MemoryUSMDevice" title="dpctl.memory.MemoryUSMDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.memory.MemoryUSMDevice</span></code></a>, <a class="reference internal" href="../api_reference/dpctl/generated/dpctl.memory.MemoryUSMShared.html#dpctl.memory.MemoryUSMShared" title="dpctl.memory.MemoryUSMShared"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.memory.MemoryUSMShared</span></code></a>, and
-<a class="reference internal" href="../api_reference/dpctl/generated/dpctl.memory.MemoryUSMHost.html#dpctl.memory.MemoryUSMHost" title="dpctl.memory.MemoryUSMHost"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.memory.MemoryUSMHost</span></code></a>.</p>
-<p>These class constructors allow to make USM allocations of requested size in bytes
-on the devices targeted by given SYCL queue, and are bound to the context from that
-queue. This queue argument is stored the instance of the class and is used to submit
-tasks to when performing copying of elements from or to this allocation or when filling
-the allocation with values.</p>
-<p>Classes that represent host-accessible USM allocations, i.e., types USM-shared and USM-host,
-expose Python buffer interface.</p>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl.memory</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">dpm</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span><span class="w"> </span><span class="nn">numpy</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">np</span>
-
-<span class="gp">&gt;&gt;&gt; </span><span class="c1"># allocate USM-shared memory for 6 32-bit integers</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">mem_d</span> <span class="o">=</span> <span class="n">dpm</span><span class="o">.</span><span class="n">MemoryUSMDevice</span><span class="p">(</span><span class="mi">26</span><span class="p">)</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">mem_d</span><span class="o">.</span><span class="n">copy_from_host</span><span class="p">(</span><span class="sa">b</span><span class="s2">&quot;abcdefghijklmnopqrstuvwxyz&quot;</span><span class="p">)</span>
-
-<span class="gp">&gt;&gt;&gt; </span><span class="n">mem_s</span> <span class="o">=</span> <span class="n">dpm</span><span class="o">.</span><span class="n">MemoryUSMShared</span><span class="p">(</span><span class="mi">30</span><span class="p">)</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">mem_s</span><span class="o">.</span><span class="n">memset</span><span class="p">(</span><span class="n">value</span><span class="o">=</span><span class="nb">ord</span><span class="p">(</span><span class="sa">b</span><span class="s2">&quot;-&quot;&quot;))</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">mem_s</span><span class="o">.</span><span class="n">copy_from_device</span><span class="p">(</span><span class="n">mem_d</span><span class="p">)</span>
-
-<span class="gp">&gt;&gt;&gt; </span><span class="c1"># since USM-shared is host-accessible,</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="c1"># it implements Python buffer protocol that allows</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="c1"># for Python objects to read this USM allocation</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="nb">bytes</span><span class="p">(</span><span class="n">mem_s</span><span class="p">)</span>
-<span class="go">b&#39;abcdefghijklmnopqrstuvwxyz--&#39;</span>
-</pre></div>
-</div>
-</section>
-<section id="backend">
-<h2>Backend<a class="headerlink" href="#backend" title="Permalink to this heading">¶</a></h2>
-<p>Intel(R) oneAPI Data Parallel C++ compiler ships with two backends:</p>
-<ol class="arabic simple">
-<li><p>OpenCL* backend</p></li>
-<li><p>Level-Zero backend</p></li>
-</ol>
-<p>Additional backends can be added to the compiler by installing CodePlay’s plugins:</p>
-<ol class="arabic simple">
-<li><p>CUDA backend: provided by <a class="reference external" href="https://developer.codeplay.com/products/oneapi/nvidia/">oneAPI for NVIDIA(R) GPUs</a> from <a class="reference external" href="https://codeplay.com/">CodePlay</a></p></li>
-<li><p>HIP backend: provided by <a class="reference external" href="https://developer.codeplay.com/products/oneapi/amd/">oneAPI for AMD GPUs</a> from <a class="reference external" href="https://codeplay.com/">CodePlay</a></p></li>
-</ol>
-<p>When building open source <a class="reference external" href="https://github.com/intel/llvm">Intel LLVM</a> compiler from source the project can be
-configured to enable different backends (see <a class="reference external" href="https://github.com/intel/llvm/blob/sycl/sycl/doc/GetStartedGuide.md">Get Started Guide</a> for
-further details).</p>
-</section>
-</section>
-
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-            On this page
-          </span>
-        </div>
-        <div class="toc-tree-container">
-          <div class="toc-tree">
-            <ul>
-<li><a class="reference internal" href="#">Heterogeneous Systems and Programming Concepts</a><ul>
-<li><a class="reference internal" href="#definitions">Definitions</a></li>
-<li><a class="reference internal" href="#platform">Platform</a></li>
-<li><a class="reference internal" href="#context">Context</a></li>
-<li><a class="reference internal" href="#queue">Queue</a></li>
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-          <section id="dlpack-exchange-of-usm-allocated-arrays">
-<span id="dpctl-tensor-dlpack-support"></span><h1>DLPack exchange of USM allocated arrays<a class="headerlink" href="#dlpack-exchange-of-usm-allocated-arrays" title="Permalink to this heading">¶</a></h1>
-<section id="dlpack-overview">
-<h2>DLPack overview<a class="headerlink" href="#dlpack-overview" title="Permalink to this heading">¶</a></h2>
-<p><a class="reference external" href="https://dmlc.github.io/dlpack/latest/">DLPack</a> is a commonly used C-ABI compatible data structure that allows data exchange
-between major frameworks. DLPack strives to be minimal, intentionally leaves allocators API and
-device API out of scope.</p>
-<p>Data shared via DLPack are owned by the producer who provides a deleter function stored in the
-<a class="reference external" href="https://dmlc.github.io/dlpack/latest/c_api.html#c.DLManagedTensor">DLManagedTensor</a>, and are only accessed by consumer.
-Python semantics of using the structure is <a class="reference external" href="https://dmlc.github.io/dlpack/latest/python_spec.html">explained in dlpack docs</a>.</p>
-<p>DLPack specifies data location in memory via <cite>void * data</cite> field of <a class="reference external" href="https://dmlc.github.io/dlpack/latest/c_api.html#c.DLTensor">DLTensor</a> struct, and via <code class="docutils literal notranslate"><span class="pre">DLDevice</span> <span class="pre">device</span></code> field.
-The <a class="reference external" href="https://dmlc.github.io/dlpack/latest/c_api.html#c.DLDevice">DLDevice</a> struct has two members: an enumeration <code class="docutils literal notranslate"><span class="pre">device_type</span></code> and an integer <code class="docutils literal notranslate"><span class="pre">device_id</span></code>.</p>
-<p>DLPack recognizes enumeration value <code class="docutils literal notranslate"><span class="pre">DLDeviceType::kDLOneAPI</span></code> reserved for sharing SYCL USM allocations.
-It is not <code class="docutils literal notranslate"><span class="pre">kDLSycl</span></code> since importing USM-allocated tensor with this device type relies on oneAPI SYCL extensions
-<code class="docutils literal notranslate"><span class="pre">sycl_ext_oneapi_filter_selector</span></code> and <code class="docutils literal notranslate"><span class="pre">sycl_ext_oneapi_default_platform_context</span></code> to operate.</p>
-</section>
-<section id="exporting-usm-allocation-to-dlpack">
-<h2>Exporting USM allocation to DLPack<a class="headerlink" href="#exporting-usm-allocation-to-dlpack" title="Permalink to this heading">¶</a></h2>
-<p>When sharing USM allocation (of any <code class="docutils literal notranslate"><span class="pre">sycl::usm::kind</span></code>) with <code class="docutils literal notranslate"><span class="pre">void</span> <span class="pre">*</span> <span class="pre">ptr</span></code> bound to <code class="docutils literal notranslate"><span class="pre">sycl::context</span> <span class="pre">ctx</span></code>:</p>
-<div class="literal-block-wrapper docutils container" id="id1">
-<div class="code-block-caption"><span class="caption-text">Protocol for exporting USM allocation as DLPack</span><a class="headerlink" href="#id1" title="Permalink to this code">¶</a></div>
-<div class="highlight-cpp notranslate"><div class="highlight"><pre><span></span><span class="c1">// Input: void *ptr:</span>
-<span class="c1">//             USM allocation pointer</span>
-<span class="c1">//        sycl::context ctx:</span>
-<span class="c1">//             context the pointer is bound to</span>
-
-<span class="c1">// Get device where allocation was originally made</span>
-<span class="c1">// Keep in mind, the device may be a sub-device</span>
-<span class="k">const</span> <span class="n">sycl</span><span class="o">::</span><span class="n">device</span> <span class="o">&amp;</span><span class="n">ptr_dev</span> <span class="o">=</span> <span class="n">sycl</span><span class="o">::</span><span class="n">get_pointer_device</span><span class="p">(</span><span class="n">ptr</span><span class="p">,</span> <span class="n">ctx</span><span class="p">);</span>
-
-<span class="cp">#if SYCL_EXT_ONEAPI_DEFAULT_CONTEXT</span>
-<span class="k">const</span> <span class="n">sycl</span><span class="o">::</span><span class="n">context</span> <span class="o">&amp;</span><span class="n">default_ctx</span> <span class="o">=</span> <span class="n">ptr_dev</span><span class="p">.</span><span class="n">get_platform</span><span class="p">().</span><span class="n">ext_oneapi_get_default_context</span><span class="p">();</span>
-<span class="cp">#else</span>
-<span class="k">static_assert</span><span class="p">(</span><span class="nb">false</span><span class="p">,</span> <span class="s">&quot;ext_oneapi_default_context extension is required&quot;</span><span class="p">);</span>
-<span class="cp">#endif</span>
-
-<span class="c1">// Assert that ctx is the default platform context, or throw</span>
-<span class="k">if</span> <span class="p">(</span><span class="n">ctx</span> <span class="o">!=</span> <span class="n">default_ctx</span><span class="p">)</span> <span class="p">{</span>
-    <span class="k">throw</span> <span class="n">pybind11</span><span class="o">::</span><span class="n">type_error</span><span class="p">(</span>
-        <span class="s">&quot;Can not export USM allocations not &quot;</span>
-        <span class="s">&quot;bound to default platform context.&quot;</span>
-    <span class="p">);</span>
-<span class="p">}</span>
-
-<span class="c1">// Find parent root device if ptr_dev is a sub-device</span>
-<span class="k">const</span> <span class="n">sycl</span><span class="o">::</span><span class="n">device</span> <span class="o">&amp;</span><span class="n">parent_root_device</span> <span class="o">=</span> <span class="n">get_parent_root_device</span><span class="p">(</span><span class="n">ptr_dev</span><span class="p">);</span>
-
-<span class="c1">// find position of parent_root_device in sycl::get_devices</span>
-<span class="k">const</span> <span class="k">auto</span> <span class="o">&amp;</span><span class="n">all_root_devs</span> <span class="o">=</span> <span class="n">sycl</span><span class="o">::</span><span class="n">device</span><span class="o">::</span><span class="n">get_devices</span><span class="p">();</span>
-<span class="k">auto</span> <span class="n">beg</span> <span class="o">=</span> <span class="n">std</span><span class="o">::</span><span class="n">begin</span><span class="p">(</span><span class="n">all_root_devs</span><span class="p">);</span>
-<span class="k">auto</span> <span class="n">end</span> <span class="o">=</span> <span class="n">std</span><span class="o">::</span><span class="n">end</span><span class="p">(</span><span class="n">all_root_devs</span><span class="p">);</span>
-<span class="k">auto</span> <span class="n">selectot_fn</span> <span class="o">=</span> <span class="p">[</span><span class="n">parent_root_device</span><span class="p">](</span><span class="k">const</span> <span class="n">sycl</span><span class="o">::</span><span class="n">device</span> <span class="o">&amp;</span><span class="n">root_d</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kt">bool</span> <span class="p">{</span>
-    <span class="k">return</span> <span class="n">parent_root_device</span> <span class="o">==</span> <span class="n">root_d</span><span class="p">;</span>
-<span class="p">};</span>
-<span class="k">auto</span> <span class="n">pos</span> <span class="o">=</span> <span class="n">find_if</span><span class="p">(</span><span class="n">beg</span><span class="p">,</span> <span class="n">end</span><span class="p">,</span> <span class="n">selector_fn</span><span class="p">);</span>
-
-<span class="k">if</span> <span class="p">(</span><span class="n">pos</span> <span class="o">==</span> <span class="n">end</span><span class="p">)</span> <span class="p">{</span>
-    <span class="k">throw</span> <span class="n">pybind11</span><span class="o">::</span><span class="n">type_error</span><span class="p">(</span><span class="s">&quot;Could not produce DLPack: failed finding device_id&quot;</span><span class="p">);</span>
-<span class="p">}</span>
-<span class="n">std</span><span class="o">::</span><span class="kt">ptrdiff_t</span> <span class="n">dev_idx</span> <span class="o">=</span> <span class="n">std</span><span class="o">::</span><span class="n">distance</span><span class="p">(</span><span class="n">beg</span><span class="p">,</span> <span class="n">pos</span><span class="p">);</span>
-
-<span class="c1">// check that dev_idx can fit into int32_t if needed</span>
-<span class="kt">int32_t</span> <span class="n">device_id</span> <span class="o">=</span> <span class="k">static_cast</span><span class="o">&lt;</span><span class="kt">int32_t</span><span class="o">&gt;</span><span class="p">(</span><span class="n">dev_idx</span><span class="p">);</span>
-
-<span class="c1">// populate DLTensor with DLDeviceType::kDLOneAPI and computed device_id</span>
-</pre></div>
-</div>
-</div>
-</section>
-<section id="importing-dlpack-with-device-type-kdloneapi">
-<h2>Importing DLPack with <code class="docutils literal notranslate"><span class="pre">device_type</span> <span class="pre">==</span> <span class="pre">kDLOneAPI</span></code><a class="headerlink" href="#importing-dlpack-with-device-type-kdloneapi" title="Permalink to this heading">¶</a></h2>
-<div class="literal-block-wrapper docutils container" id="id2">
-<div class="code-block-caption"><span class="caption-text">Protocol for recognizing DLPack as a valid USM allocation</span><a class="headerlink" href="#id2" title="Permalink to this code">¶</a></div>
-<div class="highlight-cpp notranslate"><div class="highlight"><pre><span></span><span class="c1">// Input: ptr = dlm_tensor-&gt;dl_tensor.data</span>
-<span class="c1">//        device_id = dlm_tensor-&gt;dl_tensor.device.device_id</span>
-
-<span class="c1">// Get root_device from device_id</span>
-<span class="k">const</span> <span class="k">auto</span> <span class="o">&amp;</span><span class="n">device_vector</span> <span class="o">=</span> <span class="n">sycl</span><span class="o">::</span><span class="n">get_device</span><span class="p">();</span>
-<span class="k">const</span> <span class="n">sycl</span><span class="o">::</span><span class="n">device</span> <span class="o">&amp;</span><span class="n">root_device</span> <span class="o">=</span> <span class="n">device_vector</span><span class="p">.</span><span class="n">at</span><span class="p">(</span><span class="n">device_id</span><span class="p">);</span>
-
-<span class="c1">// Check if the backend of the device is supported by consumer</span>
-<span class="c1">//    Perhaps for certain backends (CUDA, hip, etc.) we should dispatch</span>
-<span class="c1">//    different dlpack importers</span>
-
-<span class="c1">// alternatively</span>
-<span class="c1">// sycl::device root_device = sycl::device(</span>
-<span class="c1">//       sycl::ext::oneapi::filter_selector{ std::to_string(device_id)}</span>
-<span class="c1">// );</span>
-
-<span class="c1">// Get default platform context</span>
-<span class="cp">#if SYCL_EXT_ONEAPI_DEFAULT_CONTEXT</span>
-<span class="k">const</span> <span class="n">sycl</span><span class="o">::</span><span class="n">context</span> <span class="o">&amp;</span><span class="n">default_ctx</span> <span class="o">=</span> <span class="n">root_device</span><span class="p">.</span><span class="n">get_platform</span><span class="p">().</span><span class="n">ext_oneapi_get_default_context</span><span class="p">();</span>
-<span class="cp">#else</span>
-<span class="k">static_assert</span><span class="p">(</span><span class="nb">false</span><span class="p">,</span> <span class="s">&quot;ext_oneapi_default_context extension is required&quot;</span><span class="p">);</span>
-<span class="cp">#endif</span>
-
-<span class="c1">// Check that pointer is known in the context</span>
-<span class="k">const</span> <span class="n">sycl</span><span class="o">::</span><span class="n">usm</span><span class="o">::</span><span class="n">kind</span> <span class="o">&amp;</span><span class="n">alloc_type</span> <span class="o">=</span> <span class="n">sycl</span><span class="o">::</span><span class="n">get_pointer_type</span><span class="p">(</span><span class="n">ptr</span><span class="p">,</span> <span class="n">ctx</span><span class="p">);</span>
-
-<span class="k">if</span> <span class="p">(</span><span class="n">alloc_type</span> <span class="o">==</span> <span class="n">sycl</span><span class="o">::</span><span class="n">usm</span><span class="o">::</span><span class="n">kind</span><span class="o">::</span><span class="n">unknown</span><span class="p">)</span> <span class="p">{</span>
-    <span class="k">throw</span> <span class="n">pybind11</span><span class="o">::</span><span class="n">type_error</span><span class="p">(</span>
-        <span class="s">&quot;Data pointer in DLPack is not bound to the &quot;</span>
-        <span class="s">&quot;default platform context of specified device&quot;</span>
-    <span class="p">);</span>
-<span class="p">}</span>
-
-<span class="c1">// Perform check that USM allocation type is supported by consumer if needed</span>
-
-<span class="c1">// Get sycl::device where the data was allocated</span>
-<span class="k">const</span> <span class="n">sycl</span><span class="o">::</span><span class="n">device</span> <span class="o">&amp;</span><span class="n">ptr_dev</span> <span class="o">=</span> <span class="n">sycl</span><span class="o">::</span><span class="n">get_pointer_device</span><span class="p">(</span><span class="n">ptr</span><span class="p">,</span> <span class="n">ctx</span><span class="p">);</span>
-
-<span class="c1">// Create object of consumer&#39;s library from ptr, ptr_dev, ctx</span>
-</pre></div>
-</div>
-</div>
-</section>
-<section id="support-of-dlpack-with-kdloneapi-device-type">
-<h2>Support of DLPack with <code class="docutils literal notranslate"><span class="pre">kDLOneAPI</span></code> device type<a class="headerlink" href="#support-of-dlpack-with-kdloneapi-device-type" title="Permalink to this heading">¶</a></h2>
-<p><a class="reference internal" href="../api_reference/dpctl/index.html#module-dpctl" title="dpctl"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a> supports DLPack v0.8. Exchange of USM allocations made using Level-Zero backend
-is supported with <code class="docutils literal notranslate"><span class="pre">torch.Tensor(device='xpu')</span></code> for PyTorch when using <a class="reference external" href="https://github.com/intel/intel-extension-for-pytorch">intel-extension-for-pytorch</a>,
-as well as for TensorFlow when <a class="reference external" href="https://github.com/intel/intel-extension-for-tensorflow">intel-extension-for-tensorflow</a> is used.</p>
-</section>
-</section>
-
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-<li><a class="reference internal" href="#">DLPack exchange of USM allocated arrays</a><ul>
-<li><a class="reference internal" href="#dlpack-overview">DLPack overview</a></li>
-<li><a class="reference internal" href="#exporting-usm-allocation-to-dlpack">Exporting USM allocation to DLPack</a></li>
-<li><a class="reference internal" href="#importing-dlpack-with-device-type-kdloneapi">Importing DLPack with <code class="docutils literal notranslate"><span class="pre">device_type</span> <span class="pre">==</span> <span class="pre">kDLOneAPI</span></code></a></li>
-<li><a class="reference internal" href="#support-of-dlpack-with-kdloneapi-device-type">Support of DLPack with <code class="docutils literal notranslate"><span class="pre">kDLOneAPI</span></code> device type</a></li>
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-<li class="toctree-l5 has-children"><a class="reference internal" href="../api_reference/libsyclinterface/generated/namespace_dpctl.html">namespace dpctl</a><input class="toctree-checkbox" id="toctree-checkbox-37" name="toctree-checkbox-37" role="switch" type="checkbox"/><label for="toctree-checkbox-37"><div class="visually-hidden">Toggle navigation of namespace dpctl</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l6 has-children"><a class="reference internal" href="../api_reference/libsyclinterface/generated/namespace_dpctl_syclinterface.html">namespace dpctl::syclinterface</a><input class="toctree-checkbox" id="toctree-checkbox-38" name="toctree-checkbox-38" role="switch" type="checkbox"/><label for="toctree-checkbox-38"><div class="visually-hidden">Toggle navigation of namespace dpctl::syclinterface</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l7 has-children"><a class="reference internal" href="../api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_accelerator_selector.html">class dpctl::syclinterface::dpctl_accelerator_selector</a><input class="toctree-checkbox" id="toctree-checkbox-39" name="toctree-checkbox-39" role="switch" type="checkbox"/><label for="toctree-checkbox-39"><div class="visually-hidden">Toggle navigation of class dpctl::syclinterface::dpctl_accelerator_selector</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
-</li>
-<li class="toctree-l7 has-children"><a class="reference internal" href="../api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_cpu_selector.html">class dpctl::syclinterface::dpctl_cpu_selector</a><input class="toctree-checkbox" id="toctree-checkbox-40" name="toctree-checkbox-40" role="switch" type="checkbox"/><label for="toctree-checkbox-40"><div class="visually-hidden">Toggle navigation of class dpctl::syclinterface::dpctl_cpu_selector</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
-</li>
-<li class="toctree-l7 has-children"><a class="reference internal" href="../api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_default_selector.html">class dpctl::syclinterface::dpctl_default_selector</a><input class="toctree-checkbox" id="toctree-checkbox-41" name="toctree-checkbox-41" role="switch" type="checkbox"/><label for="toctree-checkbox-41"><div class="visually-hidden">Toggle navigation of class dpctl::syclinterface::dpctl_default_selector</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
-</li>
-<li class="toctree-l7 has-children"><a class="reference internal" href="../api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_device_selector.html">class dpctl::syclinterface::dpctl_device_selector</a><input class="toctree-checkbox" id="toctree-checkbox-42" name="toctree-checkbox-42" role="switch" type="checkbox"/><label for="toctree-checkbox-42"><div class="visually-hidden">Toggle navigation of class dpctl::syclinterface::dpctl_device_selector</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
-</li>
-<li class="toctree-l7 has-children"><a class="reference internal" href="../api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_filter_selector.html">class dpctl::syclinterface::dpctl_filter_selector</a><input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" role="switch" type="checkbox"/><label for="toctree-checkbox-43"><div class="visually-hidden">Toggle navigation of class dpctl::syclinterface::dpctl_filter_selector</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
-</li>
-<li class="toctree-l7 has-children"><a class="reference internal" href="../api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_gpu_selector.html">class dpctl::syclinterface::dpctl_gpu_selector</a><input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" role="switch" type="checkbox"/><label for="toctree-checkbox-44"><div class="visually-hidden">Toggle navigation of class dpctl::syclinterface::dpctl_gpu_selector</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
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-</li>
-</ul>
-</li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLGlobalMemCacheType.html">enum DPCTLGlobalMemCacheType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLKernelArgType.html">enum DPCTLKernelArgType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLPartitionAffinityDomainType.html">enum DPCTLPartitionAffinityDomainType</a></li>
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-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLSyclAspectType.html">enum DPCTLSyclAspectType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLSyclBackendType.html">enum DPCTLSyclBackendType</a></li>
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-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLSyclEventStatusType.html">enum DPCTLSyclEventStatusType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLSyclUSMType.html">enum DPCTLSyclUSMType</a></li>
-<li class="toctree-l5 has-children"><a class="reference internal" href="../api_reference/libsyclinterface/generated/struct_MDLocalAccessorTy.html">struct MDLocalAccessorTy</a><input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" role="switch" type="checkbox"/><label for="toctree-checkbox-45"><div class="visually-hidden">Toggle navigation of struct MDLocalAccessorTy</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
-</li>
-</ul>
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-</ul>
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-<li class="toctree-l2"><a class="reference internal" href="../api_reference/dpctl_capi.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code> C API</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../api_reference/dpctl_cython.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code> Cython API</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../api_reference/dpctl_pybind11.html">pybind11 API</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../api_reference/dpctl_cmake.html">CMake support</a></li>
-</ul>
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-<li class="toctree-l1 has-children"><a class="reference internal" href="../contributor_guides/index.html">Contributing to <code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a><input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" role="switch" type="checkbox"/><label for="toctree-checkbox-46"><div class="visually-hidden">Toggle navigation of Contributing to dpctl</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
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-<li class="toctree-l2"><a class="reference internal" href="../contributor_guides/memory_ownership_sycl_interface.html">Working with DPCTLSyclInterface library</a></li>
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-          <section id="environment-variables">
-<span id="user-guides-env-variables"></span><h1>Environment variables<a class="headerlink" href="#environment-variables" title="Permalink to this heading">¶</a></h1>
-<p>Behavior of <a class="reference internal" href="../api_reference/dpctl/index.html#module-dpctl" title="dpctl"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a> is affected by <a class="reference external" href="https://github.com/intel/llvm/blob/sycl/sycl/doc/EnvironmentVariables.md">environment variables</a> that
-affect DPC++ compiler runtime.</p>
-<section id="variable-oneapi-device-selector">
-<h2>Variable <code class="docutils literal notranslate"><span class="pre">ONEAPI_DEVICE_SELECTOR</span></code><a class="headerlink" href="#variable-oneapi-device-selector" title="Permalink to this heading">¶</a></h2>
-<p>The variable <code class="docutils literal notranslate"><span class="pre">ONEAPI_DEVICE_SELECTOR</span></code> can be used to limit the choice of devices
-available to <a class="reference internal" href="../api_reference/dpctl/index.html#module-dpctl" title="dpctl"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a>. Please refer to
-<a class="reference internal" href="../beginners_guides/managing_devices.html#beginners-guide-oneapi-device-selector"><span class="std std-ref">Managing Devices</span></a> for detailed
-description and <a class="reference internal" href="../beginners_guides/managing_devices.html#beginners-guide-oneapi-device-selector-usecase"><span class="std std-ref">uses</span></a>.</p>
-</section>
-<section id="variable-sycl-cache-persistent">
-<h2>Variable <code class="docutils literal notranslate"><span class="pre">SYCL_CACHE_PERSISTENT</span></code><a class="headerlink" href="#variable-sycl-cache-persistent" title="Permalink to this heading">¶</a></h2>
-<p>The binaries implementing <a class="reference internal" href="../api_reference/dpctl/tensor.html#module-dpctl.tensor" title="dpctl.tensor"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl.tensor</span></code></a> created using the DPC++ compiler contain sections
-with standardized intermediate forms (e.g., <a class="reference external" href="https://www.khronos.org/spir/">SPIR-V</a>) that must be
-further built using SYCL device drivers for execution on the specific target hardware.
-This step is known as just-in-time compiling (JIT-ing).</p>
-<p>By default, the result of JIT-ing persists for the duration of SYCL application, i.e., for the
-duration of the Python session where <a class="reference internal" href="../api_reference/dpctl/tensor.html#module-dpctl.tensor" title="dpctl.tensor"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl.tensor</span></code></a> is used. Setting the environment variable
-<code class="docutils literal notranslate"><span class="pre">SYCL_CACHE_PERSISTENT</span></code> to value of <code class="docutils literal notranslate"><span class="pre">1</span></code> instructs DPC++ runtime to save the result of JIT-ing to
-disk and reuse it in subsequent Python sessions (assuming the variable remains to be set when sessions
-are started).</p>
-<p>Setting of the environment variable <code class="docutils literal notranslate"><span class="pre">SYCL_CACHE_PERSISTENT</span></code> improves times of function invocations,
-but requires sufficient disk space. The size of the disk footprint can be controlled using
-<code class="docutils literal notranslate"><span class="pre">SYCL_CACHE_MAX_SIZE</span></code>.</p>
-</section>
-<section id="variable-sycl-pi-trace">
-<h2>Variable <code class="docutils literal notranslate"><span class="pre">SYCL_PI_TRACE</span></code><a class="headerlink" href="#variable-sycl-pi-trace" title="Permalink to this heading">¶</a></h2>
-<p>Setting this debugging variable enables specific levels of tracing for SYCL Programming Interfaces (PI).
-The value of the variable is a bit-mask, with the following supported values:</p>
-<div class="table-wrapper docutils container">
-<table class="docutils align-default">
-<thead>
-<tr class="row-odd"><th class="head"><p>Value</p></th>
-<th class="head"><p>Description</p></th>
-</tr>
-</thead>
-<tbody>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">1</span></code></p></td>
-<td><p>Enables tracing of PI plugins/devices discovery</p></td>
-</tr>
-<tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">2</span></code></p></td>
-<td><p>Enables tracing of PI calls</p></td>
-</tr>
-<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">-1</span></code></p></td>
-<td><p>Enables all levels of tracing</p></td>
-</tr>
-</tbody>
-</table>
-</div>
-</section>
-</section>
-
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-<li><a class="reference internal" href="#variable-oneapi-device-selector">Variable <code class="docutils literal notranslate"><span class="pre">ONEAPI_DEVICE_SELECTOR</span></code></a></li>
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-<li class="toctree-l7 has-children"><a class="reference internal" href="../api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_filter_selector.html">class dpctl::syclinterface::dpctl_filter_selector</a><input class="toctree-checkbox" id="toctree-checkbox-43" name="toctree-checkbox-43" role="switch" type="checkbox"/><label for="toctree-checkbox-43"><div class="visually-hidden">Toggle navigation of class dpctl::syclinterface::dpctl_filter_selector</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
-</li>
-<li class="toctree-l7 has-children"><a class="reference internal" href="../api_reference/libsyclinterface/generated/class_dpctl_syclinterface_dpctl_gpu_selector.html">class dpctl::syclinterface::dpctl_gpu_selector</a><input class="toctree-checkbox" id="toctree-checkbox-44" name="toctree-checkbox-44" role="switch" type="checkbox"/><label for="toctree-checkbox-44"><div class="visually-hidden">Toggle navigation of class dpctl::syclinterface::dpctl_gpu_selector</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
-</li>
-</ul>
-</li>
-</ul>
-</li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLGlobalMemCacheType.html">enum DPCTLGlobalMemCacheType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLKernelArgType.html">enum DPCTLKernelArgType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLPartitionAffinityDomainType.html">enum DPCTLPartitionAffinityDomainType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLQueuePropertyType.html">enum DPCTLQueuePropertyType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLSyclAspectType.html">enum DPCTLSyclAspectType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLSyclBackendType.html">enum DPCTLSyclBackendType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLSyclDeviceType.html">enum DPCTLSyclDeviceType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLSyclEventStatusType.html">enum DPCTLSyclEventStatusType</a></li>
-<li class="toctree-l5"><a class="reference internal" href="../api_reference/libsyclinterface/generated/enum_DPCTLSyclUSMType.html">enum DPCTLSyclUSMType</a></li>
-<li class="toctree-l5 has-children"><a class="reference internal" href="../api_reference/libsyclinterface/generated/struct_MDLocalAccessorTy.html">struct MDLocalAccessorTy</a><input class="toctree-checkbox" id="toctree-checkbox-45" name="toctree-checkbox-45" role="switch" type="checkbox"/><label for="toctree-checkbox-45"><div class="visually-hidden">Toggle navigation of struct MDLocalAccessorTy</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul class="simple">
-</ul>
-</li>
-</ul>
-</li>
-</ul>
-</li>
-</ul>
-</li>
-<li class="toctree-l2"><a class="reference internal" href="../api_reference/dpctl_capi.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code> C API</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../api_reference/dpctl_cython.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code> Cython API</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../api_reference/dpctl_pybind11.html">pybind11 API</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../api_reference/dpctl_cmake.html">CMake support</a></li>
-</ul>
-</li>
-<li class="toctree-l1 has-children"><a class="reference internal" href="../contributor_guides/index.html">Contributing to <code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a><input class="toctree-checkbox" id="toctree-checkbox-46" name="toctree-checkbox-46" role="switch" type="checkbox"/><label for="toctree-checkbox-46"><div class="visually-hidden">Toggle navigation of Contributing to dpctl</div><i class="icon"><svg><use href="#svg-arrow-right"></use></svg></i></label><ul>
-<li class="toctree-l2"><a class="reference internal" href="../contributor_guides/building.html">Building from the Source</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../contributor_guides/building.html#building-the-libsyclinterface-library">Building the libsyclinterface Library</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../contributor_guides/memory_ownership_sycl_interface.html">Working with DPCTLSyclInterface library</a></li>
-</ul>
-</li>
-<li class="toctree-l1"><a class="reference internal" href="../license.html">Licenses</a></li>
-</ul>
-
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-        <article role="main" id="furo-main-content">
-          <section id="oneapi-programming-model">
-<span id="oneapi-programming-model-intro"></span><h1>oneAPI programming model<a class="headerlink" href="#oneapi-programming-model" title="Permalink to this heading">¶</a></h1>
-<section id="oneapi-library-and-its-python-interface">
-<h2>oneAPI library and its Python interface<a class="headerlink" href="#oneapi-library-and-its-python-interface" title="Permalink to this heading">¶</a></h2>
-<p>Using oneAPI libraries, a user calls functions that take <code class="docutils literal notranslate"><span class="pre">sycl::queue</span></code> and a collection of
-<code class="docutils literal notranslate"><span class="pre">sycl::event</span></code> objects among other arguments. For example:</p>
-<div class="literal-block-wrapper docutils container" id="id1">
-<div class="code-block-caption"><span class="caption-text">Prototypical call signature of oneMKL function</span><a class="headerlink" href="#id1" title="Permalink to this code">¶</a></div>
-<div class="highlight-cpp notranslate"><div class="highlight"><pre><span></span><span class="n">sycl</span><span class="o">::</span><span class="n">event</span>
-<span class="n">compute</span><span class="p">(</span>
-    <span class="n">sycl</span><span class="o">::</span><span class="n">queue</span> <span class="o">&amp;</span><span class="n">exec_q</span><span class="p">,</span>
-    <span class="p">...,</span>
-    <span class="k">const</span> <span class="n">std</span><span class="o">::</span><span class="n">vector</span><span class="o">&lt;</span><span class="n">sycl</span><span class="o">::</span><span class="n">event</span><span class="o">&gt;</span> <span class="o">&amp;</span><span class="n">dependent_events</span>
-<span class="p">);</span>
-</pre></div>
-</div>
-</div>
-<p>The function <code class="docutils literal notranslate"><span class="pre">compute</span></code> inserts computational tasks into the queue <code class="docutils literal notranslate"><span class="pre">exec_q</span></code> for DPC++ runtime to
-execute on the device the queue targets. The execution may begin only after other tasks whose
-execution status is represented by <code class="docutils literal notranslate"><span class="pre">sycl::event</span></code> objects in the provided <code class="docutils literal notranslate"><span class="pre">dependent_events</span></code>
-vector complete. If the vector is empty, the runtime begins the execution as soon as the device is
-ready. The function returns a <code class="docutils literal notranslate"><span class="pre">sycl::event</span></code> object representing completion of the set of
-computational tasks submitted by the <code class="docutils literal notranslate"><span class="pre">compute</span></code> function.</p>
-<p>Hence, in the oneAPI programming model, the execution <strong>queue</strong> is used to specify which device the
-function will execute on. To create a queue, one must specify a device to target.</p>
-<p>In <a class="reference internal" href="../api_reference/dpctl/index.html#module-dpctl" title="dpctl"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a>, the <code class="docutils literal notranslate"><span class="pre">sycl::queue</span></code> is represented by <a class="reference internal" href="../api_reference/dpctl/generated/dpctl.SyclQueue.html#dpctl.SyclQueue" title="dpctl.SyclQueue"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.SyclQueue</span></code></a> Python type,
-and a Python API to call such a function might look like</p>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span><span class="w"> </span><span class="nf">call_compute</span><span class="p">(</span>
-    <span class="n">exec_q</span> <span class="p">:</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclQueue</span><span class="p">,</span>
-    <span class="o">...</span><span class="p">,</span>
-    <span class="n">dependent_events</span> <span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">dpctl</span><span class="o">.</span><span class="n">SyclEvent</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
-<span class="p">)</span> <span class="o">-&gt;</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclEvent</span><span class="p">:</span>
-    <span class="o">...</span>
-</pre></div>
-</div>
-<p>When building Python API for a SYCL offloading function, and you choose to
-map the SYCL API to a different API on the Python side, it must still translate to a
-similar call under the hood.</p>
-<p>The arguments to the function must be suitable for use in the offloading functions.
-Typically these are Python scalars, or objects representing USM allocations, such as
-<a class="reference internal" href="../api_reference/dpctl/generated/dpctl.tensor.usm_ndarray.html#dpctl.tensor.usm_ndarray" title="dpctl.tensor.usm_ndarray"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.usm_ndarray</span></code></a>, <a class="reference internal" href="../api_reference/dpctl/generated/dpctl.memory.MemoryUSMDevice.html#dpctl.memory.MemoryUSMDevice" title="dpctl.memory.MemoryUSMDevice"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.memory.MemoryUSMDevice</span></code></a> and friends.</p>
-<div class="admonition note">
-<p class="admonition-title">Note</p>
-<p>The USM allocations these objects represent must not get deallocated before
-offloaded tasks that access them complete.</p>
-<p>This is something authors of DPC++-based Python extensions must take care of,
-and users of such extensions should assume assured.</p>
-</div>
-</section>
-<section id="usm-allocations-in-dpctl-and-compute-follows-data">
-<h2>USM allocations in <a class="reference internal" href="../api_reference/dpctl/index.html#module-dpctl" title="dpctl"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a> and compute-follows-data<a class="headerlink" href="#usm-allocations-in-dpctl-and-compute-follows-data" title="Permalink to this heading">¶</a></h2>
-<p>To make a USM allocation on a device in SYCL, one needs to specify <code class="docutils literal notranslate"><span class="pre">sycl::device</span></code> in the
-memory of which the allocation is made, and the <code class="docutils literal notranslate"><span class="pre">sycl::context</span></code> to which the allocation
-is bound.</p>
-<p>A <code class="docutils literal notranslate"><span class="pre">sycl::queue</span></code> object is often used instead. In such cases <code class="docutils literal notranslate"><span class="pre">sycl::context</span></code> and <code class="docutils literal notranslate"><span class="pre">sycl::device</span></code> associated
-with the queue are used to make the allocation.</p>
-<div class="admonition important">
-<p class="admonition-title">Important</p>
-<p><a class="reference internal" href="../api_reference/dpctl/index.html#module-dpctl" title="dpctl"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a> chose to associate a queue object with every USM allocation.</p>
-<p>The associated queue may be queried using <code class="docutils literal notranslate"><span class="pre">.sycl_queue</span></code> property of the
-Python type representing the USM allocation.</p>
-</div>
-<p>This design choice allows <a class="reference internal" href="../api_reference/dpctl/index.html#module-dpctl" title="dpctl"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a> to have a preferred queue to use when operating on any single
-USM allocation. For example:</p>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span><span class="w"> </span><span class="nf">unary_func</span><span class="p">(</span><span class="n">x</span> <span class="p">:</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">tensor</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">):</span>
-    <span class="n">code1</span>
-    <span class="n">_</span> <span class="o">=</span> <span class="n">_func_impl</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="o">...</span><span class="p">)</span>
-    <span class="n">code2</span>
-</pre></div>
-</div>
-<p>When combining several objects representing USM-allocations, the
-<a class="reference internal" href="../beginners_guides/tensor_intro.html#dpctl-tensor-compute-follows-data"><span class="std std-ref">programming model</span></a>
-adopted in <a class="reference internal" href="../api_reference/dpctl/index.html#module-dpctl" title="dpctl"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a> insists that queues associated with each object be the same, in which
-case it is the execution queue used. Alternatively <a class="reference internal" href="../api_reference/dpctl/utils.html#dpctl.utils.ExecutionPlacementError" title="dpctl.utils.ExecutionPlacementError"><code class="xref py py-exc docutils literal notranslate"><span class="pre">dpctl.utils.ExecutionPlacementError</span></code></a> is raised.</p>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span><span class="w"> </span><span class="nf">binary_func</span><span class="p">(</span>
-    <span class="n">x1</span> <span class="p">:</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">tensor</span><span class="o">.</span><span class="n">usm_ndarray</span><span class="p">,</span>
-    <span class="n">x2</span> <span class="p">:</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">tensor</span><span class="o">.</span><span class="n">usm_ndarray</span>
-<span class="p">):</span>
-    <span class="n">exec_q</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">get_execution_queue</span><span class="p">((</span><span class="n">x1</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">x2</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">))</span>
-    <span class="k">if</span> <span class="n">exec_q</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
-        <span class="k">raise</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">ExecutionPlacementError</span>
-    <span class="o">...</span>
-</pre></div>
-</div>
-<p>In order to ensure that compute-follows-data works seamlessly out-of-the-box, <a class="reference internal" href="../api_reference/dpctl/index.html#module-dpctl" title="dpctl"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl</span></code></a> maintains
-a cache of with context and device as keys and queues as values used by <a class="reference internal" href="../api_reference/dpctl/tensor.utility_functions.html#dpctl.tensor.Device" title="dpctl.tensor.Device"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.Device</span></code></a> class.</p>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span><span class="w"> </span><span class="nn">dpctl</span><span class="w"> </span><span class="kn">import</span> <span class="n">tensor</span>
-
-<span class="gp">&gt;&gt;&gt; </span><span class="n">sycl_dev</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclDevice</span><span class="p">(</span><span class="s2">&quot;cpu&quot;</span><span class="p">)</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">d1</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">Device</span><span class="o">.</span><span class="n">create_device</span><span class="p">(</span><span class="n">sycl_dev</span><span class="p">)</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">d2</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">Device</span><span class="o">.</span><span class="n">create_device</span><span class="p">(</span><span class="s2">&quot;cpu&quot;</span><span class="p">)</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">d3</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">Device</span><span class="o">.</span><span class="n">create_device</span><span class="p">(</span><span class="n">dpctl</span><span class="o">.</span><span class="n">select_cpu_device</span><span class="p">())</span>
-
-<span class="gp">&gt;&gt;&gt; </span><span class="n">d1</span><span class="o">.</span><span class="n">sycl_queue</span> <span class="o">==</span> <span class="n">d2</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">d1</span><span class="o">.</span><span class="n">sycl_queue</span> <span class="o">==</span> <span class="n">d3</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">d2</span><span class="o">.</span><span class="n">sycl_queue</span> <span class="o">==</span> <span class="n">d3</span><span class="o">.</span><span class="n">sycl_queue</span>
-<span class="go">(True, True, True)</span>
-</pre></div>
-</div>
-<p>Since <a class="reference internal" href="../api_reference/dpctl/tensor.utility_functions.html#dpctl.tensor.Device" title="dpctl.tensor.Device"><code class="xref py py-class docutils literal notranslate"><span class="pre">dpctl.tensor.Device</span></code></a> class is used by all <a class="reference internal" href="../api_reference/dpctl/tensor.creation_functions.html#dpctl-tensor-creation-functions"><span class="std std-ref">array creation functions</span></a>
-in <a class="reference internal" href="../api_reference/dpctl/tensor.html#module-dpctl.tensor" title="dpctl.tensor"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl.tensor</span></code></a>, the same value used as <code class="docutils literal notranslate"><span class="pre">device</span></code> keyword argument results in array instances that
-can be combined together in accordance with compute-follows-data programming model.</p>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span><span class="w"> </span><span class="nn">dpctl</span><span class="w"> </span><span class="kn">import</span> <span class="n">tensor</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span><span class="w"> </span><span class="nn">dpctl</span>
-
-<span class="gp">&gt;&gt;&gt; </span><span class="c1"># queue for default-constructed device is used</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">x1</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">100</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="s2">&quot;int32&quot;</span><span class="p">)</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">x2</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="mi">100</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="s2">&quot;int32&quot;</span><span class="p">)</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">x12</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">concat</span><span class="p">((</span><span class="n">x1</span><span class="p">,</span> <span class="n">x2</span><span class="p">))</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">x12</span><span class="o">.</span><span class="n">sycl_queue</span> <span class="o">==</span> <span class="n">x1</span><span class="o">.</span><span class="n">sycl_queue</span><span class="p">,</span> <span class="n">x12</span><span class="o">.</span><span class="n">sycl_queue</span> <span class="o">==</span> <span class="n">x2</span><span class="o">.</span><span class="n">sycl_queue</span>
-<span class="go">(True, True)</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="c1"># default constructors of SyclQueue class create different instance of the queue</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">q1</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclQueue</span><span class="p">()</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">q2</span> <span class="o">=</span> <span class="n">dpctl</span><span class="o">.</span><span class="n">SyclQueue</span><span class="p">()</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">q1</span> <span class="o">==</span> <span class="n">q2</span>
-<span class="go">False</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">y1</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">100</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="s2">&quot;int32&quot;</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q1</span><span class="p">)</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">y2</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="mi">100</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="s2">&quot;int32&quot;</span><span class="p">,</span> <span class="n">sycl_queue</span><span class="o">=</span><span class="n">q2</span><span class="p">)</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="c1"># this call raises ExecutionPlacementError since compute-follows-data</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="c1"># rules are not met</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">tensor</span><span class="o">.</span><span class="n">concat</span><span class="p">((</span><span class="n">y1</span><span class="p">,</span> <span class="n">y2</span><span class="p">))</span>
-</pre></div>
-</div>
-<p>Please refer to the <a class="reference internal" href="../beginners_guides/tensor_intro.html#dpctl-tensor-array-migration"><span class="std std-ref">array migration</span></a> section of the introduction to
-<a class="reference internal" href="../api_reference/dpctl/tensor.html#module-dpctl.tensor" title="dpctl.tensor"><code class="xref py py-mod docutils literal notranslate"><span class="pre">dpctl.tensor</span></code></a> to examples on how to resolve <code class="docutils literal notranslate"><span class="pre">ExecutionPlacementError</span></code> exceptions.</p>
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