build based on 45e5fae

Author: Documenter.jl

dev/.documenter-siteinfo.json

@@ -1 +1 @@
-{"documenter":{"julia_version":"1.12.2","generation_timestamp":"2025-12-09T19:53:57","documenter_version":"1.16.1"}}
+{"documenter":{"julia_version":"1.12.3","generation_timestamp":"2025-12-20T00:28:09","documenter_version":"1.16.1"}}

dev/accessor_functions/index.html

@@ -65,13 +65,13 @@
 ytrain = y[train]
 model = fit(learner, (Xtrain, ytrain))  # `fit(learner, Xtrain, ytrain)` will also work
 ŷ = predict(model, Tables.subset(X, test))</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">4-element Vector{Float64}:
- 1.6381440393743048
- 0.5502900718394842
- 1.3178110421645899
- 1.9421285960183923</code></pre><p>Extracting coefficients:</p><pre><code class="language-julia hljs">LearnAPI.coefficients(model)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">3-element Vector{Pair{Symbol, Float64}}:
- :a =&gt; 1.3279266086695747
- :b =&gt; 0.5276843405826362
- :c =&gt; 2.2366558130159606</code></pre><p>Serialization/deserialization:</p><pre><code class="language-julia hljs">using Serialization
+ 1.291829211864996
+ 1.2089566571179264
+ 1.391070087543948
+ 2.295784442832129</code></pre><p>Extracting coefficients:</p><pre><code class="language-julia hljs">LearnAPI.coefficients(model)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">3-element Vector{Pair{Symbol, Float64}}:
+ :a =&gt; 1.2176072114088736
+ :b =&gt; 0.4843030038325326
+ :c =&gt; 1.7735724325211237</code></pre><p>Serialization/deserialization:</p><pre><code class="language-julia hljs">using Serialization
 small_model = LearnAPI.strip(model)
 filename = tempname()
 serialize(filename, small_model)</code></pre><pre><code class="language-julia hljs">recovered_model = deserialize(filename)
@@ -139,7 +139,7 @@
 model = fit(learner, MLCore.getobs(observations_for_fit, train))
 observations_for_predict = obs(model, X)
 ẑ = predict(model, MLCore.getobs(observations_for_predict, test))</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">4-element Vector{Float64}:
- 1.6760957670433079
- 1.1175399187563722
- 1.6147703835667333
- 1.379541336643833</code></pre><pre><code class="language-julia hljs">@assert ẑ == ŷ</code></pre><p>For an application of <a href="../obs/#LearnAPI.obs"><code>obs</code></a> to efficient cross-validation, see <a href="../obs/#obs_workflows">here</a>.</p><hr/><p>¹ In LearnAPI.jl a <em>table</em> is any object <code>X</code> implementing the <a href="https://tables.juliadata.org/dev/">Tables.jl</a> interface, additionally satisfying <code>Tables.istable(X) == true</code> and implementing <code>DataAPI.nrow</code> (and whence <code>MLCore.numobs</code>). Tables that are also (unnamed) tuples are disallowed.</p><p>² An implementation can provide further accessor functions, if necessary, but like the native ones, they must be included in the <a href="../traits/#LearnAPI.functions"><code>LearnAPI.functions</code></a> declaration.</p><p>³ The last index must be the observation index.</p><p>⁴ The <code>data = (X, y)</code> pattern implemented here is not the only supported pattern. For, example, <code>data</code> might be <code>(T, formula)</code> where <code>T</code> is a table and <code>formula</code> is an R-style formula.</p></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../">« Home</a><a class="docs-footer-nextpage" href="../reference/">Overview »</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 1.16.1 on <span class="colophon-date" title="Tuesday 9 December 2025 19:53">Tuesday 9 December 2025</span>. Using Julia version 1.12.2.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+ 2.485558288963432
+ 0.97575144613329
+ 1.4650130971357858
+ 2.1334094124616634</code></pre><pre><code class="language-julia hljs">@assert ẑ == ŷ</code></pre><p>For an application of <a href="../obs/#LearnAPI.obs"><code>obs</code></a> to efficient cross-validation, see <a href="../obs/#obs_workflows">here</a>.</p><hr/><p>¹ In LearnAPI.jl a <em>table</em> is any object <code>X</code> implementing the <a href="https://tables.juliadata.org/dev/">Tables.jl</a> interface, additionally satisfying <code>Tables.istable(X) == true</code> and implementing <code>DataAPI.nrow</code> (and whence <code>MLCore.numobs</code>). Tables that are also (unnamed) tuples are disallowed.</p><p>² An implementation can provide further accessor functions, if necessary, but like the native ones, they must be included in the <a href="../traits/#LearnAPI.functions"><code>LearnAPI.functions</code></a> declaration.</p><p>³ The last index must be the observation index.</p><p>⁴ The <code>data = (X, y)</code> pattern implemented here is not the only supported pattern. For, example, <code>data</code> might be <code>(T, formula)</code> where <code>T</code> is a table and <code>formula</code> is an R-style formula.</p></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../">« Home</a><a class="docs-footer-nextpage" href="../reference/">Overview »</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 1.16.1 on <span class="colophon-date" title="Saturday 20 December 2025 00:28">Saturday 20 December 2025</span>. Using Julia version 1.12.3.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>

dev/anatomy_of_an_implementation/index.html

@@ -255,4 +255,4 @@
         :(LearnAPI.predict),
         :(LearnAPI.coefficients),
    )
-)</code></pre></article><nav class="docs-footer"><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 1.16.1 on <span class="colophon-date" title="Tuesday 9 December 2025 19:53">Tuesday 9 December 2025</span>. Using Julia version 1.12.2.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+)</code></pre></article><nav class="docs-footer"><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 1.16.1 on <span class="colophon-date" title="Saturday 20 December 2025 00:28">Saturday 20 December 2025</span>. Using Julia version 1.12.3.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>