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Documenter.jl
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{"documenter":{"julia_version":"1.10.10","generation_timestamp":"2026-02-18T18:25:15","documenter_version":"1.16.1"}}
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{"documenter":{"julia_version":"1.10.10","generation_timestamp":"2026-02-25T00:10:03","documenter_version":"1.17.0"}}

previews/PR378/assets/documenter.js

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previews/PR378/assets/warner.js

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@@ -37,7 +37,40 @@ function maybeAddWarning() {
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closer.addEventListener("click", function () {
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document.body.removeChild(div);
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});
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const href = window.documenterBaseURL + "/../" + window.DOCUMENTER_STABLE;
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var target_href =
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window.documenterBaseURL + "/../" + window.DOCUMENTER_STABLE;
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// try to stay on the same page when linking to the stable version
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// get the current page path relative to the version root
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var current_page = window.location.pathname;
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// resolve the documenterBaseURL to an absolute path
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// documenterBaseURL is a relative path (usually "."), so we need to resolve it
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var base_url_absolute = new URL(documenterBaseURL, window.location.href)
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.pathname;
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if (!base_url_absolute.endsWith("/")) {
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base_url_absolute = base_url_absolute + "/";
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}
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// extract the page path after the version directory
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// e.g., if we're on /stable/man/guide.html, we want "man/guide.html"
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var page_path = "";
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if (current_page.startsWith(base_url_absolute)) {
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page_path = current_page.substring(base_url_absolute.length);
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}
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// construct the target URL with the same page path
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var target_url = target_href;
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if (page_path && page_path !== "" && page_path !== "index.html") {
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// ensure target_href ends with a slash before appending page path
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if (!target_url.endsWith("/")) {
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target_url = target_url + "/";
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}
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target_url = target_url + page_path;
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}
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// preserve the anchor (hash) from the current page
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var current_hash = window.location.hash;
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// Determine if this is a development version or an older release
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let warningMessage = "";
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"This documentation is for an <strong>older version</strong> that may be missing recent changes.<br>";
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}
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warningMessage +=
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'<a href="' +
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href +
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'">Click here to go to the documentation for the latest stable release.</a>';
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// Create the link element with same-page navigation
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const link = document.createElement("a");
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link.href = target_url + current_hash;
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link.textContent =
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"Click here to go to the documentation for the latest stable release.";
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// If we're trying to stay on the same page, verify it exists first
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if (page_path && page_path !== "" && page_path !== "index.html") {
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link.addEventListener("click", function (e) {
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e.preventDefault();
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// check if the target page exists, fallback to homepage if it doesn't
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fetch(target_url, { method: "HEAD" })
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.then(function (response) {
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if (response.ok) {
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window.location.href = target_url + current_hash;
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} else {
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// page doesn't exist in the target version, go to homepage
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window.location.href = target_href;
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}
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})
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.catch(function (error) {
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// network error or other failure - use homepage
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window.location.href = target_href;
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});
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});
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}
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div.innerHTML = warningMessage;
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div.appendChild(link);
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div.appendChild(closer);
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document.body.appendChild(div);
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}

previews/PR378/backend/index.html

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return g
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end</code></pre><p>Finally, we use the homemade backend to compute the gradient.</p><pre><code class="language-julia hljs">nlp = ADNLPModel(sum, ones(3), gradient_backend = NewADGradient)
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grad(nlp, nlp.meta.x0) # returns the gradient at x0 using `NewADGradient`</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">3-element Vector{Float64}:
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0.5638351156014024
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0.0940747895976225
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0.14943373915086322</code></pre><h3 id="Change-backend"><a class="docs-heading-anchor" href="#Change-backend">Change backend</a><a id="Change-backend-1"></a><a class="docs-heading-anchor-permalink" href="#Change-backend" title="Permalink"></a></h3><p>Once an instance of an <code>ADNLPModel</code> has been created, it is possible to change the backends without re-instantiating the model.</p><pre><code class="language-julia hljs">using ADNLPModels, NLPModels
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0.24363531026913166
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0.17502618784272284
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0.5414674266449258</code></pre><h3 id="Change-backend"><a class="docs-heading-anchor" href="#Change-backend">Change backend</a><a id="Change-backend-1"></a><a class="docs-heading-anchor-permalink" href="#Change-backend" title="Permalink"></a></h3><p>Once an instance of an <code>ADNLPModel</code> has been created, it is possible to change the backends without re-instantiating the model.</p><pre><code class="language-julia hljs">using ADNLPModels, NLPModels
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f(x) = 100 * (x[2] - x[1]^2)^2 + (x[1] - 1)^2
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x0 = 3 * ones(2)
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nlp = ADNLPModel(f, x0)
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jhess: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0 jhprod: ⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅ 0
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</code></pre><p>Then, the gradient will return a vector of <code>Float64</code>.</p><pre><code class="language-julia hljs">x64 = rand(2)
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grad(nlp, x64)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">2-element Vector{Float64}:
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-55.03571385496294
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74.119629992927</code></pre><p>It is now possible to move to a different type, for instance <code>Float32</code>, while keeping the instance <code>nlp</code>.</p><pre><code class="language-julia hljs">x0_32 = ones(Float32, 2)
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-75.32305744231081
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126.41561939843298</code></pre><p>It is now possible to move to a different type, for instance <code>Float32</code>, while keeping the instance <code>nlp</code>.</p><pre><code class="language-julia hljs">x0_32 = ones(Float32, 2)
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set_adbackend!(nlp, gradient_backend = ADNLPModels.ForwardDiffADGradient, x0 = x0_32)
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x32 = rand(Float32, 2)
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grad(nlp, x32)</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">2-element Vector{Float64}:
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39.27708435058594
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-43.087852478027344</code></pre></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../tutorial/">« Tutorial</a><a class="docs-footer-nextpage" href="../predefined/">Default backends »</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="Wednesday 18 February 2026 18:25">Wednesday 18 February 2026</span>. Using Julia version 1.10.10.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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-14.64466381072998
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64.16130065917969</code></pre></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../tutorial/">« Tutorial</a><a class="docs-footer-nextpage" href="../predefined/">Default backends »</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="Wednesday 25 February 2026 00:10">Wednesday 25 February 2026</span>. Using Julia version 1.10.10.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>

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