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<div id="documenter"><nav class="docs-sidebar"><div class="docs-package-name"><span class="docs-autofit"><a href="../../">Turing</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><a class="tocitem" href="../">API</a></li><li><span class="tocitem">Submodule APIs</span><ul><li class="is-active"><a class="tocitem" href>Inference</a></li><li><a class="tocitem" href="../Optimisation/">Optimisation</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><a class="is-disabled">Submodule APIs</a></li><li class="is-active"><a href>Inference</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Inference</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/TuringLang/Turing.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/Turing.jl/blob/master/docs/src/api/Inference.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:-Turing.Inference"><a class="docs-heading-anchor" href="#API:-Turing.Inference">API: <code>Turing.Inference</code></a><a id="API:-Turing.Inference-1"></a><a class="docs-heading-anchor-permalink" href="#API:-Turing.Inference" title="Permalink"></a></h1><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="Turing.Inference.CSMC" href="#Turing.Inference.CSMC"><code>Turing.Inference.CSMC</code></a><span class="docstring-category">Type</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">CSMC(...)</code></pre><p>Equivalent to <a href="#Turing.Inference.PG"><code>PG</code></a>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/TuringLang/Turing.jl/blob/2c7c1a27c269856390abd91bb3b045b3d872fe27/src/mcmc/particle_mcmc.jl#L227-L231">source</a></section></article><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="Turing.Inference.ESS" href="#Turing.Inference.ESS"><code>Turing.Inference.ESS</code></a><span class="docstring-category">Type</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">ESS</code></pre><p>Elliptical slice sampling algorithm.</p><p><strong>Examples</strong></p><pre><code class="language-julia-repl hljs">julia&gt; @model function gdemo(x)
m ~ Normal()
x ~ Normal(m, 0.5)
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<div id="documenter"><nav class="docs-sidebar"><div class="docs-package-name"><span class="docs-autofit"><a href="../../">Turing</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><a class="tocitem" href="../">API</a></li><li><span class="tocitem">Submodule APIs</span><ul><li><a class="tocitem" href="../Inference/">Inference</a></li><li class="is-active"><a class="tocitem" href>Optimisation</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><a class="is-disabled">Submodule APIs</a></li><li class="is-active"><a href>Optimisation</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Optimisation</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/TuringLang/Turing.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/Turing.jl/blob/master/docs/src/api/Optimisation.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:-Turing.Optimisation"><a class="docs-heading-anchor" href="#API:-Turing.Optimisation">API: <code>Turing.Optimisation</code></a><a id="API:-Turing.Optimisation-1"></a><a class="docs-heading-anchor-permalink" href="#API:-Turing.Optimisation" title="Permalink"></a></h1><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="SciMLBase.OptimizationProblem-Tuple{LogDensityFunction{V, M, C} where {M&lt;:DynamicPPL.Model, C&lt;:Turing.Optimisation.OptimizationContext, V&lt;:DynamicPPL.VarInfo}, Any, Any}" href="#SciMLBase.OptimizationProblem-Tuple{LogDensityFunction{V, M, C} where {M&lt;:DynamicPPL.Model, C&lt;:Turing.Optimisation.OptimizationContext, V&lt;:DynamicPPL.VarInfo}, Any, Any}"><code>SciMLBase.OptimizationProblem</code></a><span class="docstring-category">Method</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">OptimizationProblem(log_density::OptimLogDensity, adtype, constraints)</code></pre><p>Create an <code>OptimizationProblem</code> for the objective function defined by <code>log_density</code>.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/TuringLang/Turing.jl/blob/2c7c1a27c269856390abd91bb3b045b3d872fe27/src/optimisation/Optimisation.jl#L413-L417">source</a></section></article><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="Turing.Optimisation.MAP" href="#Turing.Optimisation.MAP"><code>Turing.Optimisation.MAP</code></a><span class="docstring-category">Type</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">MAP &lt;: ModeEstimator</code></pre><p>Concrete type for maximum a posteriori estimation. Only used for the Optim.jl interface.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/TuringLang/Turing.jl/blob/2c7c1a27c269856390abd91bb3b045b3d872fe27/src/optimisation/Optimisation.jl#L39-L43">source</a></section></article><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="Turing.Optimisation.MLE" href="#Turing.Optimisation.MLE"><code>Turing.Optimisation.MLE</code></a><span class="docstring-category">Type</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">MLE &lt;: ModeEstimator</code></pre><p>Concrete type for maximum likelihood estimation. Only used for the Optim.jl interface.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/TuringLang/Turing.jl/blob/2c7c1a27c269856390abd91bb3b045b3d872fe27/src/optimisation/Optimisation.jl#L32-L36">source</a></section></article><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="Turing.Optimisation.ModeEstimationConstraints" href="#Turing.Optimisation.ModeEstimationConstraints"><code>Turing.Optimisation.ModeEstimationConstraints</code></a><span class="docstring-category">Type</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">ModeEstimationConstraints</code></pre><p>A struct that holds constraints for mode estimation problems.</p><p>The fields are the same as possible constraints supported by the Optimization.jl: <code>ub</code> and <code>lb</code> specify lower and upper bounds of box constraints. <code>cons</code> is a function that takes the parameters of the model and returns a list of derived quantities, which are then constrained by the lower and upper bounds set by <code>lcons</code> and <code>ucons</code>. We refer to these as generic constraints. Please see the documentation of <a href="https://docs.sciml.ai/Optimization/stable/">Optimization.jl</a> for more details.</p><p>Any of the fields can be <code>nothing</code>, disabling the corresponding constraints.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/TuringLang/Turing.jl/blob/2c7c1a27c269856390abd91bb3b045b3d872fe27/src/optimisation/Optimisation.jl#L341-L354">source</a></section></article><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="Turing.Optimisation.ModeEstimator" href="#Turing.Optimisation.ModeEstimator"><code>Turing.Optimisation.ModeEstimator</code></a><span class="docstring-category">Type</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">ModeEstimator</code></pre><p>An abstract type to mark whether mode estimation is to be done with maximum a posteriori (MAP) or maximum likelihood estimation (MLE). This is only needed for the Optim.jl interface.</p></div><a class="docs-sourcelink" target="_blank" href="https://github.com/TuringLang/Turing.jl/blob/2c7c1a27c269856390abd91bb3b045b3d872fe27/src/optimisation/Optimisation.jl#L24-L29">source</a></section></article><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="Turing.Optimisation.ModeResult" href="#Turing.Optimisation.ModeResult"><code>Turing.Optimisation.ModeResult</code></a><span class="docstring-category">Type</span><span class="is-flex-grow-1 docstring-article-toggle-button" title="Collapse docstring"></span></header><section><div><pre><code class="language-julia hljs">ModeResult{
V&lt;:NamedArrays.NamedArray,
M&lt;:NamedArrays.NamedArray,
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@model function my_model() end
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