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diff --git a/main/.documenter-siteinfo.json b/main/.documenter-siteinfo.json
@@ -1 +1 @@
-{"documenter":{"julia_version":"1.10.5","generation_timestamp":"2024-10-27T01:16:47","documenter_version":"1.7.0"}}
+{"documenter":{"julia_version":"1.10.6","generation_timestamp":"2024-11-03T01:17:54","documenter_version":"1.7.0"}}
diff --git a/main/index.html b/main/index.html
diff --git a/main/lib/checkpointing/index.html b/main/lib/checkpointing/index.html
diff --git a/main/quickstart/1665d333.svg → main/quickstart/f617ea82.svg b/main/quickstart/1665d333.svg → main/quickstart/f617ea82.svg
diff --git a/main/quickstart/index.html b/main/quickstart/index.html
@@ -54,4 +54,4 @@
 
     return heat.Tnext, dheat.Tnext[2:end-1]
 end</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">heat (generic function with 1 method)</code></pre><p>Plot function values:</p><pre><code class="language-julia hljs">tsteps = 500
-T, dT = heat(Revolve{Heat}(tsteps,4), tsteps)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">([20.0, 19.28670708893302, 18.5762559822926, 17.865804875652184, 17.163811520281293, 16.461818164910405, 15.773698196009292, 15.085578227108181, 14.416422194357889, 13.747266161607596  …  0.0010844643164675824, 0.0008681767992163476, 0.0007135124080400669, 0.0005588480168637862, 0.000445160866081522, 0.00033147371529925775, 0.0002427191223882328, 0.00015396452947720788, 7.698226473860394e-5, 0.0], [0.0356607964401121, 0.07117950265889618, 0.10669762026127153, 0.14179285030017058, 0.17688683371117586, 0.2112871477986924, 0.24568541302418895, 0.27913548144214495, 0.31258246870379675, 0.3448485923782427  …  0.3448485923782427, 0.31258246870379675, 0.27913548144214495, 0.24568541302418895, 0.2112871477986924, 0.17688683371117586, 0.14179285030017058, 0.10669762026127153, 0.07117950265889618, 0.0356607964401121])</code></pre><p>Plot gradient with respect to sum(T):</p><pre><code class="language-julia hljs">plot(dT)</code></pre><img src="1665d333.svg" alt="Example block output"/></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../">« Home</a><a class="docs-footer-nextpage" href="../schemes/">Schemes »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.7.0 on <span class="colophon-date" title="Sunday 27 October 2024 01:16">Sunday 27 October 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+T, dT = heat(Revolve{Heat}(tsteps,4), tsteps)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">([20.0, 19.28670708893302, 18.5762559822926, 17.865804875652184, 17.163811520281293, 16.461818164910405, 15.773698196009292, 15.085578227108181, 14.416422194357889, 13.747266161607596  …  0.0010844643164675824, 0.0008681767992163476, 0.0007135124080400669, 0.0005588480168637862, 0.000445160866081522, 0.00033147371529925775, 0.0002427191223882328, 0.00015396452947720788, 7.698226473860394e-5, 0.0], [0.0356607964401121, 0.07117950265889618, 0.10669762026127153, 0.14179285030017058, 0.17688683371117586, 0.2112871477986924, 0.24568541302418895, 0.27913548144214495, 0.31258246870379675, 0.3448485923782427  …  0.3448485923782427, 0.31258246870379675, 0.27913548144214495, 0.24568541302418895, 0.2112871477986924, 0.17688683371117586, 0.14179285030017058, 0.10669762026127153, 0.07117950265889618, 0.0356607964401121])</code></pre><p>Plot gradient with respect to sum(T):</p><pre><code class="language-julia hljs">plot(dT)</code></pre><img src="f617ea82.svg" alt="Example block output"/></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../">« Home</a><a class="docs-footer-nextpage" href="../schemes/">Schemes »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.7.0 on <span class="colophon-date" title="Sunday 3 November 2024 01:17">Sunday 3 November 2024</span>. Using Julia version 1.10.6.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
diff --git a/main/rules/index.html b/main/rules/index.html
@@ -13,4 +13,4 @@
     model_input::MT,
     shadowmodel::MT,
     condition::Function
-) where {MT} end</code></pre></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../schemes/">« Schemes</a><a class="docs-footer-nextpage" href="../storage/">Storage »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.7.0 on <span class="colophon-date" title="Sunday 27 October 2024 01:16">Sunday 27 October 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+) where {MT} end</code></pre></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../schemes/">« Schemes</a><a class="docs-footer-nextpage" href="../storage/">Storage »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.7.0 on <span class="colophon-date" title="Sunday 3 November 2024 01:17">Sunday 3 November 2024</span>. Using Julia version 1.10.6.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
diff --git a/main/schemes/index.html b/main/schemes/index.html
@@ -13,4 +13,4 @@
     model_input::MT,
     shadowmodel::MT,
     condition::Function
-) where {MT}</code></pre><p>The reverse pass for the checkpointing scheme will be called with the loop body <code>body</code>, the scheme <code>alg</code>, the model input <code>model_input</code>, the initialized shadow model <code>shadowmodel</code>, and the loop range <code>range</code> or the loop condition <code>condition</code>.</p></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../quickstart/">« Quick Start</a><a class="docs-footer-nextpage" href="../rules/">Rules »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.7.0 on <span class="colophon-date" title="Sunday 27 October 2024 01:16">Sunday 27 October 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+) where {MT}</code></pre><p>The reverse pass for the checkpointing scheme will be called with the loop body <code>body</code>, the scheme <code>alg</code>, the model input <code>model_input</code>, the initialized shadow model <code>shadowmodel</code>, and the loop range <code>range</code> or the loop condition <code>condition</code>.</p></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../quickstart/">« Quick Start</a><a class="docs-footer-nextpage" href="../rules/">Rules »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.7.0 on <span class="colophon-date" title="Sunday 3 November 2024 01:17">Sunday 3 November 2024</span>. Using Julia version 1.10.6.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>