Python packaging & documentation

.gitignore

@@ -19,5 +19,34 @@ test/temp
 
 test/py/*
 
-docs/*
-.svls.toml
+.svls.toml
+
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Sphinx documentation
+docs/_build/

.readthedocs.yaml

@@ -0,0 +1,13 @@
+version: "2"
+
+build:
+  os: "ubuntu-22.04"
+  tools:
+    python: "3.10"
+
+python:
+  install:
+    - requirements: docs/requirements.txt
+
+sphinx:
+  configuration: docs/source/conf.py

deepsocflow/__init__.py

@@ -0,0 +1 @@
+from deepsocflow.hardware import Hardware, example_function

deepsocflow/hardware.py

@@ -0,0 +1,138 @@
+# from deepsocflow import Hardware, Bundle, QInput, BundleModel, QConvCore, QDenseCore, QAdd, QPool, Softmax, QLeakyReLu
+import numpy as np
+from abc import ABC, abstractmethod
+import json
+from deepsocflow.utils import *
+
+
+class Hardware:
+    """_summary_
+    """    
+    def __init__(
+            self, 
+            processing_elements: (int, int) = (8,24), 
+            frequency_mhz: int = 250, 
+            bits_input: int = 4, 
+            bits_weights: int = 4, 
+            bits_sum: int = 16, 
+            bits_bias: int = 16, 
+            max_batch_size: int = 512, 
+            max_channels_in: int = 512, 
+            max_channels_out: int = 512, 
+            max_kernel_size: int = 13, 
+            max_image_size: int = 32, 
+            weights_cache_kbytes: int =384, 
+            edge_cache_kbytes: int|None = None
+            ):
+
+        self.params = locals()
+        self.params = {k:self.params[k] for k in self.params if not k == 'self'}
+
+        '''
+        Validation
+        '''
+        assert bits_input in [1,2,4,8] and bits_weights in [1,2,4,8]
+        assert bits_bias  in [8,16,32]
+
+        self.ROWS, self.COLS = processing_elements
+        self.FREQ   = frequency_mhz
+        self.X_BITS = bits_input
+        self.K_BITS = bits_weights
+        self.Y_BITS = bits_sum
+        self.B_BITS = bits_bias
+        self.XN_MAX = max_batch_size
+        self.CI_MAX = max_channels_in
+        self.CO_MAX = max_channels_out
+        self.KH_MAX, self.KW_MAX = max_kernel_size if (type(max_kernel_size) == tuple) else (max_kernel_size, max_kernel_size)
+        self.XH_MAX, self.XW_MAX = max_image_size if (type(max_image_size) == tuple) else (max_image_size, max_image_size)
+
+        '''
+        Width of weights RAM   = K_BITS * COLS
+        Number of weights RAMs = 2
+        '''
+        self.RAM_WEIGHTS_DEPTH     = int((weights_cache_kbytes*1024)/(self.K_BITS*self.COLS*2))
+
+        '''
+        Depth of RAM needed for edge padding = k != 1 ? ci*xw*(blocks-1) : 0
+        '''
+        self.RAM_EDGES_DEPTH       = edge_cache_kbytes if edge_cache_kbytes is not None else int(self.CI_MAX * self.XW_MAX * np.ceil(self.XH_MAX/self.ROWS)-1)
+
+        self.L_MAX                 = int(np.ceil(self.XH_MAX//self.ROWS))
+        self.CONFIG_BEATS          = 0
+        self.X_PAD                 = int(np.ceil(self.KH_MAX//2))
+        self.BITS_KW2              = clog2((self.KW_MAX+1)/2)
+        self.BITS_KH2              = clog2((self.KH_MAX+1)/2)
+        self.BITS_CIN_MAX          = clog2(self.CI_MAX)
+        self.BITS_COLS_MAX         = clog2(self.XW_MAX)
+        self.BITS_BLOCKS_MAX       = clog2(self.L_MAX)
+        self.BITS_XN_MAX           = clog2(self.XN_MAX)
+        self.BITS_RAM_WEIGHTS_ADDR = clog2(self.RAM_WEIGHTS_DEPTH)
+
+        self.IN_BITS = self.OUT_BITS = 64
+
+
+    def export_json(self, path='./hardware.json'):
+        with open(path, 'w') as f:
+            json.dump(self.params, f, indent=4)
+
+
+    @staticmethod
+    def from_json(path='./hardware.json'):
+        with open(path, 'r') as f:
+            hw = Hardware(**json.load(f))
+        return hw
+
+
+    def export(self):
+
+        with open('rtl/include/config_hw.svh', 'w') as f:
+            f.write(f'''
+// Written from Hardware.export()
+
+`define ROWS                {self.ROWS               :<10}  // PE rows, constrained by resources
+`define COLS                {self.COLS               :<10}  // PE cols, constrained by resources
+`define X_BITS              {self.X_BITS             :<10}  // Bits per word in input
+`define K_BITS              {self.K_BITS             :<10}  // Bits per word in input
+`define Y_BITS              {self.Y_BITS             :<10}  // Bits per word in output of conv
+
+`define KH_MAX              {self.KH_MAX             :<10}  // max of kernel height, across layers
+`define KW_MAX              {self.KW_MAX             :<10}  // max of kernel width, across layers
+`define XH_MAX              {self.XH_MAX             :<10}  // max of input image height, across layers
+`define XW_MAX              {self.XW_MAX             :<10}  // max of input image width, across layers
+`define XN_MAX              {self.XN_MAX             :<10}  // max of input batch size, across layers
+`define CI_MAX              {self.CI_MAX             :<10}  // max of input channels, across layers
+`define CONFIG_BEATS        {self.CONFIG_BEATS       :<10}  // constant, for now
+`define RAM_WEIGHTS_DEPTH   {self.RAM_WEIGHTS_DEPTH  :<10}  // CONFIG_BEATS + max(KW * CI), across layers
+`define RAM_EDGES_DEPTH     {self.RAM_EDGES_DEPTH    :<10}  // max (KW * CI * XW), across layers when KW != 1
+
+`define DELAY_ACC           1            // constant, for now
+`define DELAY_MUL           2            // constant, for now 
+`define DELAY_W_RAM         2            // constant, for now 
+
+`define S_WEIGHTS_WIDTH_LF  {self.IN_BITS            :<10}  // constant (64), for now
+`define S_PIXELS_WIDTH_LF   {self.IN_BITS            :<10}  // constant (64), for now
+`define M_OUTPUT_WIDTH_LF   {self.OUT_BITS           :<10}  // constant (64), for now
+''')
+
+
+        with open('fpga/scripts/config_hw.tcl', 'w') as f:
+            f.write(f'''
+# Written from Hardware.export()
+                    
+set RAM_WEIGHTS_DEPTH  {self.RAM_WEIGHTS_DEPTH}
+set ROWS               {self.ROWS}
+set COLS               {self.COLS}
+set X_BITS             {self.X_BITS}
+set K_BITS             {self.K_BITS}
+set Y_BITS             {self.Y_BITS}
+set DELAY_W_RAM        2
+set RAM_EDGES_DEPTH    {self.RAM_EDGES_DEPTH}
+set KH_MAX             {self.KH_MAX}
+set S_WEIGHTS_WIDTH_LF {self.IN_BITS}
+set S_PIXELS_WIDTH_LF  {self.IN_BITS}
+set M_OUTPUT_WIDTH_LF  {self.OUT_BITS}
+''')
+
+
+def example_function():
+    print("Hello World!")

deepsocflow/utils.py

@@ -0,0 +1,4 @@
+import numpy as np
+
+def clog2(x):
+    return int(np.ceil(np.log2(x)))

docs/Makefile

@@ -0,0 +1,20 @@
+# Minimal makefile for Sphinx documentation
+#
+
+# You can set these variables from the command line, and also
+# from the environment for the first two.
+SPHINXOPTS    ?=
+SPHINXBUILD   ?= sphinx-build
+SOURCEDIR     = source
+BUILDDIR      = build
+
+# Put it first so that "make" without argument is like "make help".
+help:
+	@$(SPHINXBUILD) -M help "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O)
+
+.PHONY: help Makefile
+
+# Catch-all target: route all unknown targets to Sphinx using the new
+# "make mode" option.  $(O) is meant as a shortcut for $(SPHINXOPTS).
+%: Makefile
+	@$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O)

docs/make.bat

@@ -0,0 +1,35 @@
+@ECHO OFF
+
+pushd %~dp0
+
+REM Command file for Sphinx documentation
+
+if "%SPHINXBUILD%" == "" (
+	set SPHINXBUILD=sphinx-build
+)
+set SOURCEDIR=source
+set BUILDDIR=build
+
+%SPHINXBUILD% >NUL 2>NUL
+if errorlevel 9009 (
+	echo.
+	echo.The 'sphinx-build' command was not found. Make sure you have Sphinx
+	echo.installed, then set the SPHINXBUILD environment variable to point
+	echo.to the full path of the 'sphinx-build' executable. Alternatively you
+	echo.may add the Sphinx directory to PATH.
+	echo.
+	echo.If you don't have Sphinx installed, grab it from
+	echo.https://www.sphinx-doc.org/
+	exit /b 1
+)
+
+if "%1" == "" goto help
+
+%SPHINXBUILD% -M %1 %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O%
+goto end
+
+:help
+%SPHINXBUILD% -M help %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O%
+
+:end
+popd

docs/requirements.txt

@@ -0,0 +1,5 @@
+sphinx==5.0.2
+sphinx-rtd-theme==1.3.0
+numpy==1.23.5
+qkeras==0.9.0
+tensorflow==2.12.0

docs/source/conf.py

@@ -0,0 +1,59 @@
+# Configuration file for the Sphinx documentation builder.
+#
+# This file only contains a selection of the most common options. For a full
+# list see the documentation:
+# https://www.sphinx-doc.org/en/master/usage/configuration.html
+
+# -- Path setup --------------------------------------------------------------
+
+# If extensions (or modules to document with autodoc) are in another directory,
+# add these directories to sys.path here. If the directory is relative to the
+# documentation root, use os.path.abspath to make it absolute, like shown here.
+#
+import os
+import sys
+sys.path.insert(0, os.path.abspath('../../'))
+
+
+# -- Project information -----------------------------------------------------
+
+project = 'deepsocflow'
+copyright = '2023, Abarajithan G, Zhenghua Ma'
+author = 'Abarajithan G, Zhenghua Ma'
+
+# The full version, including alpha/beta/rc tags
+release = '0.0.1'
+
+
+# -- General configuration ---------------------------------------------------
+
+# Add any Sphinx extension module names here, as strings. They can be
+# extensions coming with Sphinx (named 'sphinx.ext.*') or your custom
+# ones.
+extensions = [
+    'sphinx_rtd_theme',
+    'sphinx.ext.autodoc',
+    'sphinx.ext.viewcode',
+    'sphinx.ext.napoleon',
+]
+
+# Add any paths that contain templates here, relative to this directory.
+templates_path = ['_templates']
+
+# List of patterns, relative to source directory, that match files and
+# directories to ignore when looking for source files.
+# This pattern also affects html_static_path and html_extra_path.
+exclude_patterns = []
+
+
+# -- Options for HTML output -------------------------------------------------
+
+# The theme to use for HTML and HTML Help pages.  See the documentation for
+# a list of builtin themes.
+#
+html_theme = 'sphinx_rtd_theme'
+
+# Add any paths that contain custom static files (such as style sheets) here,
+# relative to this directory. They are copied after the builtin static files,
+# so a file named "default.css" will overwrite the builtin "default.css".
+html_static_path = ['_static']

docs/source/deepsocflow.rst

@@ -0,0 +1,21 @@
+deepsocflow package
+===================
+
+Submodules
+----------
+
+deepsocflow.hardware module
+---------------------------
+
+.. automodule:: deepsocflow.hardware
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: deepsocflow
+   :members:
+   :undoc-members:
+   :show-inheritance:

docs/source/index.rst

@@ -0,0 +1,20 @@
+.. deepsocflow documentation master file, created by
+   sphinx-quickstart on Wed Nov 15 10:48:07 2023.
+   You can adapt this file completely to your liking, but it should at least
+   contain the root `toctree` directive.
+
+Welcome to deepsocflow's documentation!
+=======================================
+
+.. toctree::
+   :maxdepth: 2
+   :caption: Contents:
+
+   modules
+
+Indices and tables
+==================
+
+* :ref:`genindex`
+* :ref:`modindex`
+* :ref:`search`

docs/source/modules.rst

@@ -0,0 +1,7 @@
+deepsocflow
+===========
+
+.. toctree::
+   :maxdepth: 4
+
+   deepsocflow

pyproject.toml

@@ -0,0 +1,18 @@
+[build-system]
+requires = ["flit_core >=3.2,<4"]
+build-backend = "flit_core.buildapi"
+
+[project]
+name = "deepsocflow"
+authors = [{name = "Abarajithan G", email = "abarajithan07@gmail.com"}]
+version = "0.0.1"
+description = "Your DNNs to FPGA/ASIC SoCs in minutes!"
+requires-python = ">=3.10"
+license = {file = "LICENSE"}
+readme = "README.md"
+repository = "https://github.com/abarajithan11/deepsocflow"
+classifiers=[
+    "Development Status :: 3 - Alpha",
+    "Programming Language :: Python :: 3.10",
+    "Operating System :: OS Independent",
+]