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 <div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../"><img src="../assets/logo.svg" alt="DynamicPPL logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="../">DynamicPPL</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li><a class="tocitem" href="../">Home</a></li><li class="is-active"><a class="tocitem" href>API</a><ul class="internal"><li><a class="tocitem" href="#Model"><span>Model</span></a></li><li><a class="tocitem" href="#Evaluation"><span>Evaluation</span></a></li><li><a class="tocitem" href="#Condition-and-decondition"><span>Condition and decondition</span></a></li><li><a class="tocitem" href="#Fixing-and-unfixing"><span>Fixing and unfixing</span></a></li><li><a class="tocitem" href="#Utilities"><span>Utilities</span></a></li><li><a class="tocitem" href="#Testing-Utilities"><span>Testing Utilities</span></a></li><li><a class="tocitem" href="#Debugging-Utilities"><span>Debugging Utilities</span></a></li><li><a class="tocitem" href="#Advanced"><span>Advanced</span></a></li></ul></li><li><span class="tocitem">Internals</span><ul><li><a class="tocitem" href="../internals/varinfo/">Design of <code>VarInfo</code></a></li><li><a class="tocitem" href="../internals/transformations/">Transforming variables</a></li></ul></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li class="is-active"><a href>API</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>API</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/TuringLang/DynamicPPL.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/TuringLang/DynamicPPL.jl/blob/master/docs/src/api.md" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><h1 id="API"><a class="docs-heading-anchor" href="#API">API</a><a id="API-1"></a><a class="docs-heading-anchor-permalink" href="#API" title="Permalink"></a></h1><p>Part of the API of DynamicPPL is defined in the more lightweight interface package <a href="https://github.com/TuringLang/AbstractPPL.jl">AbstractPPL.jl</a> and reexported here.</p><h2 id="Model"><a class="docs-heading-anchor" href="#Model">Model</a><a id="Model-1"></a><a class="docs-heading-anchor-permalink" href="#Model" title="Permalink"></a></h2><h3 id="Macros"><a class="docs-heading-anchor" href="#Macros">Macros</a><a id="Macros-1"></a><a class="docs-heading-anchor-permalink" href="#Macros" title="Permalink"></a></h3><p>A core component of DynamicPPL is the <a href="#DynamicPPL.@model"><code>@model</code></a> macro. It can be used to define probabilistic models in an intuitive way by specifying random variables and their distributions with <code>~</code> statements. These statements are rewritten by <code>@model</code> as calls of <a href="#model_internal">internal functions</a> for sampling the variables and computing their log densities.</p><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="DynamicPPL.@model" href="#DynamicPPL.@model"><code>DynamicPPL.@model</code></a> — <span class="docstring-category">Macro</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">@model(expr[, warn = false])</code></pre><p>Macro to specify a probabilistic model.</p><p>If <code>warn</code> is <code>true</code>, a warning is displayed if internal variable names are used in the model definition.</p><p><strong>Examples</strong></p><p>Model definition:</p><pre><code class="language-julia hljs">@model function model(x, y = 42)
     ...
 end</code></pre><p>To generate a <code>Model</code>, call <code>model(xvalue)</code> or <code>model(xvalue, yvalue)</code>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/TuringLang/DynamicPPL.jl/blob/ead658914bfe100760f00d734fd1cd24705aafaf/src/compiler.jl#L251-L270">source</a></section></article><p>One can nest models and call another model inside the model function with <a href="#DynamicPPL.@submodel"><code>@submodel</code></a>.</p><article class="docstring"><header><a class="docstring-article-toggle-button fa-solid fa-chevron-down" href="javascript:;" title="Collapse docstring"></a><a class="docstring-binding" id="DynamicPPL.@submodel" href="#DynamicPPL.@submodel"><code>DynamicPPL.@submodel</code></a> — <span class="docstring-category">Macro</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">@submodel model

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 <div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href><img src="assets/logo.svg" alt="DynamicPPL logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href>DynamicPPL</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li class="is-active"><a class="tocitem" href>Home</a></li><li><a class="tocitem" href="api/">API</a></li><li><span class="tocitem">Internals</span><ul><li><a class="tocitem" href="internals/varinfo/">Design of <code>VarInfo</code></a></li><li><a class="tocitem" href="internals/transformations/">Transforming variables</a></li></ul></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li class="is-active"><a href>Home</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Home</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/TuringLang/DynamicPPL.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/TuringLang/DynamicPPL.jl/blob/master/docs/src/index.md" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><h1 id="DynamicPPL.jl"><a class="docs-heading-anchor" href="#DynamicPPL.jl">DynamicPPL.jl</a><a id="DynamicPPL.jl-1"></a><a class="docs-heading-anchor-permalink" href="#DynamicPPL.jl" title="Permalink"></a></h1><p>A domain-specific language and backend for probabilistic programming languages, used by <a href="https://github.com/TuringLang/Turing.jl">Turing.jl</a>.</p><script type="module">import mermaid from 'https://cdn.jsdelivr.net/npm/mermaid@10/dist/mermaid.esm.min.mjs';
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     s ~ InverseGamma(2, 3)
     return m ~ Normal(0, √s)

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     metadata::Tmeta
     logp::Base.RefValue{Tlogp}