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diff --git a/dev/api/index.html b/dev/api/index.html
diff --git a/dev/generated/augmentations.ipynb b/dev/generated/augmentations.ipynb
diff --git a/dev/generated/augmentations/index.html b/dev/generated/augmentations/index.html
diff --git a/dev/generated/example.ipynb b/dev/generated/example.ipynb
diff --git a/dev/generated/example/index.html b/dev/generated/example/index.html
diff --git a/dev/generated/heatmapping.ipynb b/dev/generated/heatmapping.ipynb
diff --git a/dev/generated/heatmapping/index.html b/dev/generated/heatmapping/index.html
diff --git a/dev/generated/lrp/basics.ipynb b/dev/generated/lrp/basics.ipynb
diff --git a/dev/generated/lrp/basics/index.html b/dev/generated/lrp/basics/index.html
diff --git a/dev/generated/lrp/composites/index.html b/dev/generated/lrp/composites/index.html
@@ -192,4 +192,4 @@
     Dropout(0.5)             =&gt; PassRule(),
     Dense(512 =&gt; 100, relu)  =&gt; EpsilonRule{Float32}(1.0f-6),
   ),
-)</code></pre><hr/><p><em>This page was generated using <a href="https://github.com/fredrikekre/Literate.jl">Literate.jl</a>.</em></p></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../basics/">« Basic usage</a><a class="docs-footer-nextpage" href="../custom_layer/">Supporting new layer types »</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="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 0.27.25 on <span class="colophon-date" title="Monday 4 September 2023 11:19">Monday 4 September 2023</span>. Using Julia version 1.9.3.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+)</code></pre><hr/><p><em>This page was generated using <a href="https://github.com/fredrikekre/Literate.jl">Literate.jl</a>.</em></p></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../basics/">« Basic usage</a><a class="docs-footer-nextpage" href="../custom_layer/">Supporting new layer types »</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="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 0.27.25 on <span class="colophon-date" title="Monday 4 September 2023 15:12">Monday 4 September 2023</span>. Using Julia version 1.9.3.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
diff --git a/dev/generated/lrp/custom_layer.ipynb b/dev/generated/lrp/custom_layer.ipynb
@@ -148,7 +148,7 @@
     {
      "output_type": "execute_result",
      "data": {
-      "text/plain": "LRP(\n  Dense(100 => 20)                 \u001b[90m => \u001b[39m\u001b[33mZeroRule()\u001b[39m,\n  Main.var\"##356\".MyDoublingLayer()\u001b[90m => \u001b[39m\u001b[33mZeroRule()\u001b[39m,\n)"
+      "text/plain": "LRP(\n  Dense(100 => 20)                 \u001b[90m => \u001b[39m\u001b[33mZeroRule()\u001b[39m,\n  Main.var\"##338\".MyDoublingLayer()\u001b[90m => \u001b[39m\u001b[33mZeroRule()\u001b[39m,\n)"
      },
      "metadata": {},
      "execution_count": 5
@@ -267,7 +267,7 @@
     {
      "output_type": "execute_result",
      "data": {
-      "text/plain": "LRP(\n  Dense(100 => 20, unknown_activation)\u001b[90m => \u001b[39m\u001b[33mZeroRule()\u001b[39m,\n  Main.var\"##356\".MyDoublingLayer()   \u001b[90m => \u001b[39m\u001b[33mZeroRule()\u001b[39m,\n)"
+      "text/plain": "LRP(\n  Dense(100 => 20, unknown_activation)\u001b[90m => \u001b[39m\u001b[33mZeroRule()\u001b[39m,\n  Main.var\"##338\".MyDoublingLayer()   \u001b[90m => \u001b[39m\u001b[33mZeroRule()\u001b[39m,\n)"
      },
      "metadata": {},
      "execution_count": 9

diff --git a/dev/generated/lrp/custom_layer/index.html b/dev/generated/lrp/custom_layer/index.html
@@ -65,4 +65,4 @@
 LRP(model; skip_checks=true)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">LRP(
   Dense(100 =&gt; 20, unknown_activation)                    =&gt; ZeroRule(),
   Main.MyDoublingLayer() =&gt; ZeroRule(),
-)</code></pre><p>Instead of throwing the usual <code>ERROR: Unknown layer or activation function found in model</code>, the LRP analyzer was created without having to register either the layer <code>UnknownLayer</code> or the activation function <code>unknown_activation</code>.</p><hr/><p><em>This page was generated using <a href="https://github.com/fredrikekre/Literate.jl">Literate.jl</a>.</em></p></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../composites/">« Assigning rules to layers</a><a class="docs-footer-nextpage" href="../custom_rules/">Custom LRP 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="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 0.27.25 on <span class="colophon-date" title="Monday 4 September 2023 11:19">Monday 4 September 2023</span>. Using Julia version 1.9.3.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+)</code></pre><p>Instead of throwing the usual <code>ERROR: Unknown layer or activation function found in model</code>, the LRP analyzer was created without having to register either the layer <code>UnknownLayer</code> or the activation function <code>unknown_activation</code>.</p><hr/><p><em>This page was generated using <a href="https://github.com/fredrikekre/Literate.jl">Literate.jl</a>.</em></p></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../composites/">« Assigning rules to layers</a><a class="docs-footer-nextpage" href="../custom_rules/">Custom LRP 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="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 0.27.25 on <span class="colophon-date" title="Monday 4 September 2023 15:12">Monday 4 September 2023</span>. Using Julia version 1.9.3.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
diff --git a/dev/generated/lrp/custom_rules/index.html b/dev/generated/lrp/custom_rules/index.html
@@ -52,4 +52,4 @@
           │ calls               │ calls
 ┌─────────▼─────────┐ ┌─────────▼─────────┐
 │ modify_parameters │ │ modify_parameters │
-└───────────────────┘ └───────────────────┘</code></pre><p>Therefore <code>modify_layer</code> should only be extended for a specific rule and a specific layer type.</p></div></div><h2 id="Advanced-LRP-rules"><a class="docs-heading-anchor" href="#Advanced-LRP-rules">Advanced LRP rules</a><a id="Advanced-LRP-rules-1"></a><a class="docs-heading-anchor-permalink" href="#Advanced-LRP-rules" title="Permalink"></a></h2><p>To implement custom LRP rules that require more than <code>modify_layer</code>, <code>modify_input</code> and <code>modify_denominator</code>, take a look at the <a href="../../../lrp/developer/#lrp-dev-docs">LRP developer documentation</a>.</p><hr/><p><em>This page was generated using <a href="https://github.com/fredrikekre/Literate.jl">Literate.jl</a>.</em></p></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../custom_layer/">« Supporting new layer types</a><a class="docs-footer-nextpage" href="../../../lrp/developer/">Developer documentation »</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="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 0.27.25 on <span class="colophon-date" title="Monday 4 September 2023 11:19">Monday 4 September 2023</span>. Using Julia version 1.9.3.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+└───────────────────┘ └───────────────────┘</code></pre><p>Therefore <code>modify_layer</code> should only be extended for a specific rule and a specific layer type.</p></div></div><h2 id="Advanced-LRP-rules"><a class="docs-heading-anchor" href="#Advanced-LRP-rules">Advanced LRP rules</a><a id="Advanced-LRP-rules-1"></a><a class="docs-heading-anchor-permalink" href="#Advanced-LRP-rules" title="Permalink"></a></h2><p>To implement custom LRP rules that require more than <code>modify_layer</code>, <code>modify_input</code> and <code>modify_denominator</code>, take a look at the <a href="../../../lrp/developer/#lrp-dev-docs">LRP developer documentation</a>.</p><hr/><p><em>This page was generated using <a href="https://github.com/fredrikekre/Literate.jl">Literate.jl</a>.</em></p></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../custom_layer/">« Supporting new layer types</a><a class="docs-footer-nextpage" href="../../../lrp/developer/">Developer documentation »</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="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 0.27.25 on <span class="colophon-date" title="Monday 4 September 2023 15:12">Monday 4 September 2023</span>. Using Julia version 1.9.3.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>