build based on 19d4275

dev/.documenter-siteinfo.json

@@ -1 +1 @@
-{"documenter":{"julia_version":"1.10.5","generation_timestamp":"2024-09-09T01:03:14","documenter_version":"1.7.0"}}
+{"documenter":{"julia_version":"1.10.5","generation_timestamp":"2024-09-29T21:04:09","documenter_version":"1.7.0"}}

dev/common_workflows/architecture_search/notebook/index.html

@@ -86,7 +86,7 @@
 fit!(mach, verbosity = 0);
 fitted_params(mach).best_model</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">NeuralNetworkClassifier(
   builder = MLP(
-        hidden = (41, 25, 33), 
+        hidden = (29, 57, 53), 
         σ = NNlib.relu), 
   finaliser = NNlib.softmax, 
   optimiser = Adam(0.01, (0.9, 0.999), 1.0e-8), 
@@ -103,4 +103,4 @@
     mlp = [x[:model].builder for x in history],
     measurement = [x[:measurement][1] for x in history],
 )
-first(sort!(history_df, [order(:measurement)]), 10)</code></pre><div><div style = "float: left;"><span>10×2 DataFrame</span></div><div style = "clear: both;"></div></div><div class = "data-frame" style = "overflow-x: scroll;"><table class = "data-frame" style = "margin-bottom: 6px;"><thead><tr class = "header"><th class = "rowNumber" style = "font-weight: bold; text-align: right;">Row</th><th style = "text-align: left;">mlp</th><th style = "text-align: left;">measurement</th></tr><tr class = "subheader headerLastRow"><th class = "rowNumber" style = "font-weight: bold; text-align: right;"></th><th title = "MLJFlux.MLP{3}" style = "text-align: left;">MLP…</th><th title = "Float64" style = "text-align: left;">Float64</th></tr></thead><tbody><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">1</td><td style = "text-align: left;">MLP(hidden = (41, 25, 33), …)</td><td style = "text-align: right;">0.0796866</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">2</td><td style = "text-align: left;">MLP(hidden = (53, 25, 61), …)</td><td style = "text-align: right;">0.0876209</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">3</td><td style = "text-align: left;">MLP(hidden = (25, 21, 53), …)</td><td style = "text-align: right;">0.088555</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">4</td><td style = "text-align: left;">MLP(hidden = (25, 33, 45), …)</td><td style = "text-align: right;">0.0887323</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">5</td><td style = "text-align: left;">MLP(hidden = (25, 45, 49), …)</td><td style = "text-align: right;">0.0894714</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">6</td><td style = "text-align: left;">MLP(hidden = (25, 53, 17), …)</td><td style = "text-align: right;">0.0928088</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">7</td><td style = "text-align: left;">MLP(hidden = (21, 61, 13), …)</td><td style = "text-align: right;">0.0928165</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">8</td><td style = "text-align: left;">MLP(hidden = (45, 61, 41), …)</td><td style = "text-align: right;">0.0969451</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">9</td><td style = "text-align: left;">MLP(hidden = (49, 49, 9), …)</td><td style = "text-align: right;">0.0971594</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">10</td><td style = "text-align: left;">MLP(hidden = (33, 49, 17), …)</td><td style = "text-align: right;">0.0981687</td></tr></tbody></table></div><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="../../live_training/notebook/">« Live Training</a><a class="docs-footer-nextpage" href="../../../extended_examples/MNIST/notebook/">MNIST Images »</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="Monday 9 September 2024 01:03">Monday 9 September 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+first(sort!(history_df, [order(:measurement)]), 10)</code></pre><div><div style = "float: left;"><span>10×2 DataFrame</span></div><div style = "clear: both;"></div></div><div class = "data-frame" style = "overflow-x: scroll;"><table class = "data-frame" style = "margin-bottom: 6px;"><thead><tr class = "header"><th class = "rowNumber" style = "font-weight: bold; text-align: right;">Row</th><th style = "text-align: left;">mlp</th><th style = "text-align: left;">measurement</th></tr><tr class = "subheader headerLastRow"><th class = "rowNumber" style = "font-weight: bold; text-align: right;"></th><th title = "MLJFlux.MLP{3}" style = "text-align: left;">MLP…</th><th title = "Float64" style = "text-align: left;">Float64</th></tr></thead><tbody><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">1</td><td style = "text-align: left;">MLP(hidden = (29, 57, 53), …)</td><td style = "text-align: right;">0.0817098</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">2</td><td style = "text-align: left;">MLP(hidden = (25, 13, 57), …)</td><td style = "text-align: right;">0.0847994</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">3</td><td style = "text-align: left;">MLP(hidden = (57, 9, 29), …)</td><td style = "text-align: right;">0.0886425</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">4</td><td style = "text-align: left;">MLP(hidden = (41, 53, 17), …)</td><td style = "text-align: right;">0.0897345</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">5</td><td style = "text-align: left;">MLP(hidden = (49, 53, 17), …)</td><td style = "text-align: right;">0.0913094</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">6</td><td style = "text-align: left;">MLP(hidden = (57, 13, 21), …)</td><td style = "text-align: right;">0.0919441</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">7</td><td style = "text-align: left;">MLP(hidden = (29, 17, 41), …)</td><td style = "text-align: right;">0.0923285</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">8</td><td style = "text-align: left;">MLP(hidden = (53, 41, 25), …)</td><td style = "text-align: right;">0.0933308</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">9</td><td style = "text-align: left;">MLP(hidden = (57, 29, 41), …)</td><td style = "text-align: right;">0.0935344</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">10</td><td style = "text-align: left;">MLP(hidden = (25, 25, 45), …)</td><td style = "text-align: right;">0.0969887</td></tr></tbody></table></div><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="../../live_training/notebook/">« Live Training</a><a class="docs-footer-nextpage" href="../../../extended_examples/MNIST/notebook/">MNIST Images »</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 29 September 2024 21:04">Sunday 29 September 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>

dev/common_workflows/comparison/notebook/index.html

@@ -52,10 +52,10 @@
 fit!(mach, verbosity=0);</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">┌ Warning: Layer with Float32 parameters got Float64 input.
 │   The input will be converted, but any earlier layers may be very slow.
 │   layer = Dense(4 =&gt; 5, relu)  # 25 parameters
-│   summary(x) = &quot;4×8 Matrix{Float64}&quot;
-└ @ Flux ~/.julia/packages/Flux/HBF2N/src/layers/stateless.jl:60</code></pre><p>Now let&#39;s see the history for more details on the performance for each of the models</p><pre><code class="language-julia hljs">history = report(mach).history
+│   summary(x) = &quot;4×1 Matrix{Float64}&quot;
+└ @ Flux ~/.julia/packages/Flux/MtsAN/src/layers/stateless.jl:60</code></pre><p>Now let&#39;s see the history for more details on the performance for each of the models</p><pre><code class="language-julia hljs">history = report(mach).history
 history_df = DataFrame(
     mlp = [x[:model] for x in history],
     measurement = [x[:measurement][1] for x in history],
 )
-sort!(history_df, [order(:measurement)])</code></pre><div><div style = "float: left;"><span>4×2 DataFrame</span></div><div style = "clear: both;"></div></div><div class = "data-frame" style = "overflow-x: scroll;"><table class = "data-frame" style = "margin-bottom: 6px;"><thead><tr class = "header"><th class = "rowNumber" style = "font-weight: bold; text-align: right;">Row</th><th style = "text-align: left;">mlp</th><th style = "text-align: left;">measurement</th></tr><tr class = "subheader headerLastRow"><th class = "rowNumber" style = "font-weight: bold; text-align: right;"></th><th title = "MLJModelInterface.Probabilistic" style = "text-align: left;">Probabil…</th><th title = "Float64" style = "text-align: left;">Float64</th></tr></thead><tbody><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">1</td><td style = "text-align: left;">BayesianLDA(method = gevd, …)</td><td style = "text-align: right;">0.0610826</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">2</td><td style = "text-align: left;">NeuralNetworkClassifier(builder = MLP(hidden = (5, 4), …), …)</td><td style = "text-align: right;">0.0857014</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">3</td><td style = "text-align: left;">RandomForestClassifier(max_depth = -1, …)</td><td style = "text-align: right;">0.104074</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">4</td><td style = "text-align: left;">ProbabilisticTunedModel(model = XGBoostClassifier(test = 1, …), …)</td><td style = "text-align: right;">0.221056</td></tr></tbody></table></div><p>This is Occam&#39;s razor in practice.</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="../../composition/notebook/">« Model Composition</a><a class="docs-footer-nextpage" href="../../early_stopping/notebook/">Early Stopping »</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="Monday 9 September 2024 01:03">Monday 9 September 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+sort!(history_df, [order(:measurement)])</code></pre><div><div style = "float: left;"><span>4×2 DataFrame</span></div><div style = "clear: both;"></div></div><div class = "data-frame" style = "overflow-x: scroll;"><table class = "data-frame" style = "margin-bottom: 6px;"><thead><tr class = "header"><th class = "rowNumber" style = "font-weight: bold; text-align: right;">Row</th><th style = "text-align: left;">mlp</th><th style = "text-align: left;">measurement</th></tr><tr class = "subheader headerLastRow"><th class = "rowNumber" style = "font-weight: bold; text-align: right;"></th><th title = "MLJModelInterface.Probabilistic" style = "text-align: left;">Probabil…</th><th title = "Float64" style = "text-align: left;">Float64</th></tr></thead><tbody><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">1</td><td style = "text-align: left;">BayesianLDA(method = gevd, …)</td><td style = "text-align: right;">0.0610826</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">2</td><td style = "text-align: left;">NeuralNetworkClassifier(builder = MLP(hidden = (5, 4), …), …)</td><td style = "text-align: right;">0.0857014</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">3</td><td style = "text-align: left;">RandomForestClassifier(max_depth = -1, …)</td><td style = "text-align: right;">0.110949</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">4</td><td style = "text-align: left;">ProbabilisticTunedModel(model = XGBoostClassifier(test = 1, …), …)</td><td style = "text-align: right;">0.221056</td></tr></tbody></table></div><p>This is Occam&#39;s razor in practice.</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="../../composition/notebook/">« Model Composition</a><a class="docs-footer-nextpage" href="../../early_stopping/notebook/">Early Stopping »</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 29 September 2024 21:04">Sunday 29 September 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>