build based on 7c51353

Author: Documenter.jl

dev/.documenter-siteinfo.json

@@ -1 +1 @@
-{"documenter":{"julia_version":"1.12.5","generation_timestamp":"2026-03-17T17:31:28","documenter_version":"1.17.0"}}
+{"documenter":{"julia_version":"1.12.5","generation_timestamp":"2026-03-27T16:59:28","documenter_version":"1.17.0"}}

dev/api/index.html

@@ -10,4 +10,4 @@
 
 # Train with FYL algorithm
 algorithm = PerturbedFenchelYoungLossImitation()
-result = train_policy(algorithm, benchmark; epochs=50)</code></pre><p>See the <a href="interface/">Interface Guide</a> and <a href="tutorials/tutorial/">Tutorials</a> for more details.</p><h2 id="Available-Algorithms"><a class="docs-heading-anchor" href="#Available-Algorithms">Available Algorithms</a><a id="Available-Algorithms-1"></a><a class="docs-heading-anchor-permalink" href="#Available-Algorithms" title="Permalink"></a></h2><ul><li><strong>Perturbed Fenchel-Young Loss Imitation</strong>: Differentiable imitation learning with perturbed optimization</li><li><strong>AnticipativeImitation</strong>: Imitation of anticipative solutions for dynamic problems</li><li><strong>DAgger</strong>: DAgger algorithm for dynamic problems</li></ul></article><nav class="docs-footer"><a class="docs-footer-nextpage" href="interface/">Interface Guide »</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 1.17.0 on <span class="colophon-date" title="Tuesday 17 March 2026 17:31">Tuesday 17 March 2026</span>. Using Julia version 1.12.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+result = train_policy(algorithm, benchmark; epochs=50)</code></pre><p>See the <a href="interface/">Interface Guide</a> and <a href="tutorials/tutorial/">Tutorials</a> for more details.</p><h2 id="Available-Algorithms"><a class="docs-heading-anchor" href="#Available-Algorithms">Available Algorithms</a><a id="Available-Algorithms-1"></a><a class="docs-heading-anchor-permalink" href="#Available-Algorithms" title="Permalink"></a></h2><ul><li><strong>Perturbed Fenchel-Young Loss Imitation</strong>: Differentiable imitation learning with perturbed optimization</li><li><strong>AnticipativeImitation</strong>: Imitation of anticipative solutions for dynamic problems</li><li><strong>DAgger</strong>: DAgger algorithm for dynamic problems</li></ul></article><nav class="docs-footer"><a class="docs-footer-nextpage" href="interface/">Interface Guide »</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 1.17.0 on <span class="colophon-date" title="Friday 27 March 2026 16:59">Friday 27 March 2026</span>. Using Julia version 1.12.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>

dev/index.html

@@ -9,4 +9,4 @@
 gap_metric = FunctionMetric(:validation_gap, validation_data) do ctx, data
     compute_gap(benchmark, data, ctx.policy.statistical_model, ctx.policy.maximizer)
 end</code></pre><h3 id="TrainingContext"><a class="docs-heading-anchor" href="#TrainingContext">TrainingContext</a><a id="TrainingContext-1"></a><a class="docs-heading-anchor-permalink" href="#TrainingContext" title="Permalink"></a></h3><p>Metrics receive a <code>TrainingContext</code> object containing:</p><ul><li><code>policy::DFLPolicy</code>: The policy being trained</li><li><code>epoch::Int</code>: Current epoch number</li><li><code>maximizer_kwargs::Function</code>: Maximizer kwargs extractor</li><li><code>other_fields</code>: Algorithm-specific fields (e.g., <code>loss</code> for FYL)</li></ul><p>Access policy components:</p><pre><code class="language-julia hljs">ctx.policy.statistical_model  # Neural network
-ctx.policy.maximizer          # Combinatorial optimizer</code></pre></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../">« Home</a><a class="docs-footer-nextpage" href="../tutorials/tutorial/">Basic Tutorial: Training with FYL on Argmax Benchmark »</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 1.17.0 on <span class="colophon-date" title="Tuesday 17 March 2026 17:31">Tuesday 17 March 2026</span>. Using Julia version 1.12.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+ctx.policy.maximizer          # Combinatorial optimizer</code></pre></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../">« Home</a><a class="docs-footer-nextpage" href="../tutorials/tutorial/">Basic Tutorial: Training with FYL on Argmax Benchmark »</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 1.17.0 on <span class="colophon-date" title="Friday 27 March 2026 16:59">Friday 27 March 2026</span>. Using Julia version 1.12.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>