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404.html

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<a class="nav-link dropdown-toggle" href="#" id="nav-menu-v0.38" role="link" data-bs-toggle="dropdown" aria-expanded="false">
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<span class="menu-text">v0.38</span>
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<a class="nav-link dropdown-toggle" href="#" id="nav-menu-v0.39" role="link" data-bs-toggle="dropdown" aria-expanded="false">
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<h2 id="toc-title">Table of Contents</h2>
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<ul>
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<li><a href="#release-0.38.4" id="toc-release-0.38.4" class="nav-link active" data-scroll-target="#release-0.38.4">Release 0.38.4</a></li>
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<li><a href="#release-0.39.1" id="toc-release-0.39.1" class="nav-link active" data-scroll-target="#release-0.39.1">Release 0.39.1</a></li>
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<li><a href="#release-0.39.0" id="toc-release-0.39.0" class="nav-link" data-scroll-target="#release-0.39.0">Release 0.39.0</a>
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<ul class="collapse">
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<li><a href="#update-to-the-advancedvi-interface" id="toc-update-to-the-advancedvi-interface" class="nav-link" data-scroll-target="#update-to-the-advancedvi-interface">Update to the AdvancedVI interface</a></li>
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<li><a href="#removal-of-turing.essential" id="toc-removal-of-turing.essential" class="nav-link" data-scroll-target="#removal-of-turing.essential">Removal of Turing.Essential</a></li>
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<li><a href="#addlogprob" id="toc-addlogprob" class="nav-link" data-scroll-target="#addlogprob"><code>@addlogprob!</code></a></li>
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</ul></li>
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<li><a href="#release-0.38.6" id="toc-release-0.38.6" class="nav-link" data-scroll-target="#release-0.38.6">Release 0.38.6</a></li>
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<li><a href="#release-0.38.5" id="toc-release-0.38.5" class="nav-link" data-scroll-target="#release-0.38.5">Release 0.38.5</a></li>
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<li><a href="#release-0.38.4" id="toc-release-0.38.4" class="nav-link" data-scroll-target="#release-0.38.4">Release 0.38.4</a></li>
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<li><a href="#release-0.38.3" id="toc-release-0.38.3" class="nav-link" data-scroll-target="#release-0.38.3">Release 0.38.3</a></li>
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<li><a href="#release-0.38.2" id="toc-release-0.38.2" class="nav-link" data-scroll-target="#release-0.38.2">Release 0.38.2</a></li>
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<section id="release-0.39.1" class="level1">
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<h1>Release 0.39.1</h1>
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<p>No changes from 0.39.0 — this patch is released just to re-trigger a Documenter.jl run.</p>
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</section>
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<section id="release-0.39.0" class="level1">
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<h1>Release 0.39.0</h1>
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<section id="update-to-the-advancedvi-interface" class="level2">
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<h2 class="anchored" data-anchor-id="update-to-the-advancedvi-interface">Update to the AdvancedVI interface</h2>
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<p>Turing’s variational inference interface was updated to match version 0.4 version of AdvancedVI.jl.</p>
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<p>AdvancedVI v0.4 introduces various new features:</p>
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<ul>
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<li>location-scale families with dense scale matrices,</li>
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<li>parameter-free stochastic optimization algorithms like <code>DoG</code> and <code>DoWG</code>,</li>
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<li>proximal operators for stable optimization,</li>
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<li>the sticking-the-landing control variate for faster convergence, and</li>
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<li>the score gradient estimator for non-differentiable targets.</li>
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</ul>
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<p>Please see the <a href="https://turinglang.org/Turing.jl/stable/api/#Variational-inference">Turing API documentation</a>, and <a href="https://turinglang.org/AdvancedVI.jl/stable/">AdvancedVI’s documentation</a>, for more details.</p>
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</section>
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<section id="removal-of-turing.essential" class="level2">
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<h2 class="anchored" data-anchor-id="removal-of-turing.essential">Removal of Turing.Essential</h2>
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<p>The Turing.Essential module has been removed. Anything exported from there can be imported from either <code>Turing</code> or <code>DynamicPPL</code>.</p>
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</section>
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<section id="addlogprob" class="level2">
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<h2 class="anchored" data-anchor-id="addlogprob"><code>@addlogprob!</code></h2>
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<p>The <code>@addlogprob!</code> macro is now exported from Turing, making it officially part of the public interface.</p>
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</section>
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</section>
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<section id="release-0.38.6" class="level1">
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<h1>Release 0.38.6</h1>
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<p>Added compatibility with AdvancedHMC 0.8.</p>
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</section>
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<section id="release-0.38.5" class="level1">
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<h1>Release 0.38.5</h1>
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<p>Added compatibility with ForwardDiff v1.</p>
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</section>
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<section id="release-0.38.4" class="level1">
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<h1>Release 0.38.4</h1>
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<p>The minimum Julia version was increased to 1.10.2 (from 1.10.0). On versions before 1.10.2, <code>sample()</code> took an excessively long time to run (probably due to compilation).</p>

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