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‎pr-previews/636/404.html‎

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<p>Turing is created by <a href="https://mlg.eng.cam.ac.uk/hong/" target="_blank" rel="noopener">Hong Ge</a>, and maintained by the core <a href="https://turinglang.org/team/" target="_blank" rel="noopener">team</a> of developers and <a href="https://github.com/TuringLang/Turing.jl/graphs/contributors" target="_blank" rel="noopener">contributors</a>.<br>© 2025 The Turing Project Contributors. <a href="https://github.com/TuringLang/Turing.jl/blob/master/LICENCE" target="_blank" rel="noopener">MIT License</a>.</p>
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<p>Turing.jl was created by <a href="https://mlg.eng.cam.ac.uk/hong/" target="_blank" rel="noopener">Hong Ge</a>, and maintained by the core <a href="https://turinglang.org/team/" target="_blank" rel="noopener">team</a> of developers and <a href="https://github.com/TuringLang/Turing.jl/graphs/contributors" target="_blank" rel="noopener">contributors</a>.<br>© 2025 The Turing Project Contributors. <a href="https://github.com/TuringLang/Turing.jl/blob/master/LICENCE" target="_blank" rel="noopener">MIT License</a>.</p>
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‎pr-previews/636/core-functionality/index.html‎

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‎pr-previews/636/developers/compiler/design-overview/index.html‎

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<p>Turing is created by <a href="https://mlg.eng.cam.ac.uk/hong/" target="_blank" rel="noopener">Hong Ge</a>, and maintained by the core <a href="https://turinglang.org/team/" target="_blank" rel="noopener">team</a> of developers and <a href="https://github.com/TuringLang/Turing.jl/graphs/contributors" target="_blank" rel="noopener">contributors</a>.<br>© 2025 The Turing Project Contributors. <a href="https://github.com/TuringLang/Turing.jl/blob/master/LICENCE" target="_blank" rel="noopener">MIT License</a>.</p>
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<p>Turing.jl was created by <a href="https://mlg.eng.cam.ac.uk/hong/" target="_blank" rel="noopener">Hong Ge</a>, and maintained by the core <a href="https://turinglang.org/team/" target="_blank" rel="noopener">team</a> of developers and <a href="https://github.com/TuringLang/Turing.jl/graphs/contributors" target="_blank" rel="noopener">contributors</a>.<br>© 2025 The Turing Project Contributors. <a href="https://github.com/TuringLang/Turing.jl/blob/master/LICENCE" target="_blank" rel="noopener">MIT License</a>.</p>
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‎pr-previews/636/developers/compiler/minituring-compiler/index.html‎

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<p>Turing is created by <a href="https://mlg.eng.cam.ac.uk/hong/" target="_blank" rel="noopener">Hong Ge</a>, and maintained by the core <a href="https://turinglang.org/team/" target="_blank" rel="noopener">team</a> of developers and <a href="https://github.com/TuringLang/Turing.jl/graphs/contributors" target="_blank" rel="noopener">contributors</a>.<br>© 2025 The Turing Project Contributors. <a href="https://github.com/TuringLang/Turing.jl/blob/master/LICENCE" target="_blank" rel="noopener">MIT License</a>.</p>
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<p>Turing.jl was created by <a href="https://mlg.eng.cam.ac.uk/hong/" target="_blank" rel="noopener">Hong Ge</a>, and maintained by the core <a href="https://turinglang.org/team/" target="_blank" rel="noopener">team</a> of developers and <a href="https://github.com/TuringLang/Turing.jl/graphs/contributors" target="_blank" rel="noopener">contributors</a>.<br>© 2025 The Turing Project Contributors. <a href="https://github.com/TuringLang/Turing.jl/blob/master/LICENCE" target="_blank" rel="noopener">MIT License</a>.</p>
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‎pr-previews/636/developers/compiler/minituring-contexts/index.html‎

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<p>In the <a href="../../../developers/compiler/minituring-compiler">Mini Turing</a> tutorial we developed a miniature version of the Turing language, to illustrate its core design. A passing mention was made of contexts. In this tutorial we develop that aspect of our mini Turing language further to demonstrate how and why contexts are an important part of Turing’s design.</p>
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Important
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<p>Note: The way Turing actually uses contexts changed somewhat in releases 0.39 and 0.40. The content of this page remains relevant, the principles of how contexts operate remain the same, and concepts like leaf and parent contexts still exist. However, we’ve moved away from using contexts for quite as many things as we used to. Most importantly, whether to accumulate the log joint, log prior, or log likelihood is no longer done using different contexts. Please keep this in mind as you read this page: The principles remain, but the details have changed. We will update this page once the refactoring of internals that is happening around releases like 0.39 and 0.40 is done.</p>
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<section id="mini-turing-expanded-now-with-more-contexts" class="level1">
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<h1>Mini Turing expanded, now with more contexts</h1>
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<p>If you haven’t read <a href="../../../developers/compiler/minituring-compiler">Mini Turing</a> yet, you should do that first. We start by repeating verbatim much of the code from there. Define the type for holding values for variables:</p>
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<p>Turing is created by <a href="https://mlg.eng.cam.ac.uk/hong/" target="_blank" rel="noopener">Hong Ge</a>, and maintained by the core <a href="https://turinglang.org/team/" target="_blank" rel="noopener">team</a> of developers and <a href="https://github.com/TuringLang/Turing.jl/graphs/contributors" target="_blank" rel="noopener">contributors</a>.<br>© 2025 The Turing Project Contributors. <a href="https://github.com/TuringLang/Turing.jl/blob/master/LICENCE" target="_blank" rel="noopener">MIT License</a>.</p>
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<p>Turing.jl was created by <a href="https://mlg.eng.cam.ac.uk/hong/" target="_blank" rel="noopener">Hong Ge</a>, and maintained by the core <a href="https://turinglang.org/team/" target="_blank" rel="noopener">team</a> of developers and <a href="https://github.com/TuringLang/Turing.jl/graphs/contributors" target="_blank" rel="noopener">contributors</a>.<br>© 2025 The Turing Project Contributors. <a href="https://github.com/TuringLang/Turing.jl/blob/master/LICENCE" target="_blank" rel="noopener">MIT License</a>.</p>
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‎pr-previews/636/developers/compiler/model-manual/index.html‎

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<p>Turing is created by <a href="https://mlg.eng.cam.ac.uk/hong/" target="_blank" rel="noopener">Hong Ge</a>, and maintained by the core <a href="https://turinglang.org/team/" target="_blank" rel="noopener">team</a> of developers and <a href="https://github.com/TuringLang/Turing.jl/graphs/contributors" target="_blank" rel="noopener">contributors</a>.<br>© 2025 The Turing Project Contributors. <a href="https://github.com/TuringLang/Turing.jl/blob/master/LICENCE" target="_blank" rel="noopener">MIT License</a>.</p>
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<p>Turing.jl was created by <a href="https://mlg.eng.cam.ac.uk/hong/" target="_blank" rel="noopener">Hong Ge</a>, and maintained by the core <a href="https://turinglang.org/team/" target="_blank" rel="noopener">team</a> of developers and <a href="https://github.com/TuringLang/Turing.jl/graphs/contributors" target="_blank" rel="noopener">contributors</a>.<br>© 2025 The Turing Project Contributors. <a href="https://github.com/TuringLang/Turing.jl/blob/master/LICENCE" target="_blank" rel="noopener">MIT License</a>.</p>
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‎pr-previews/636/developers/contexts/submodel-condition/index.html‎

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inner context: ConditionContext(Dict(a.x =&gt; 1.0), DynamicPPL.PrefixContext{AbstractPPL.VarName{:a, typeof(identity)}, DynamicPPL.DefaultContext}(a, DynamicPPL.DefaultContext()))</code></pre>
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<p>For the <em>inner</em> conditioning case (point (3)), the outer model is not run with any special context. The inner model will itself contain a <code>ConditionContext</code> will contain a <code>VarName</code> that is not prefixed. When we run the model, this <code>ConditionContext</code> should be then nested <em>inside</em> a <code>PrefixContext</code> to form the final evaluation context. Again, we can run the model to see this in action:</p>
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inner context: DynamicPPL.PrefixContext{AbstractPPL.VarName{:a, typeof(identity)}, DynamicPPL.ConditionContext{Dict{AbstractPPL.VarName{:x, typeof(identity)}, Float64}, DynamicPPL.DefaultContext}}(a, ConditionContext(Dict(x =&gt; 1.0), DynamicPPL.DefaultContext()))</code></pre>
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<p>Putting all of the information so far together, what it means is that if we have these two inner contexts (taken from above):</p>
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<p>Turing is created by <a href="https://mlg.eng.cam.ac.uk/hong/" target="_blank" rel="noopener">Hong Ge</a>, and maintained by the core <a href="https://turinglang.org/team/" target="_blank" rel="noopener">team</a> of developers and <a href="https://github.com/TuringLang/Turing.jl/graphs/contributors" target="_blank" rel="noopener">contributors</a>.<br>© 2025 The Turing Project Contributors. <a href="https://github.com/TuringLang/Turing.jl/blob/master/LICENCE" target="_blank" rel="noopener">MIT License</a>.</p>
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<p>Turing.jl was created by <a href="https://mlg.eng.cam.ac.uk/hong/" target="_blank" rel="noopener">Hong Ge</a>, and maintained by the core <a href="https://turinglang.org/team/" target="_blank" rel="noopener">team</a> of developers and <a href="https://github.com/TuringLang/Turing.jl/graphs/contributors" target="_blank" rel="noopener">contributors</a>.<br>© 2025 The Turing Project Contributors. <a href="https://github.com/TuringLang/Turing.jl/blob/master/LICENCE" target="_blank" rel="noopener">MIT License</a>.</p>
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<p>Turing is created by <a href="https://mlg.eng.cam.ac.uk/hong/" target="_blank" rel="noopener">Hong Ge</a>, and maintained by the core <a href="https://turinglang.org/team/" target="_blank" rel="noopener">team</a> of developers and <a href="https://github.com/TuringLang/Turing.jl/graphs/contributors" target="_blank" rel="noopener">contributors</a>.<br>© 2025 The Turing Project Contributors. <a href="https://github.com/TuringLang/Turing.jl/blob/master/LICENCE" target="_blank" rel="noopener">MIT License</a>.</p>
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<p>Turing.jl was created by <a href="https://mlg.eng.cam.ac.uk/hong/" target="_blank" rel="noopener">Hong Ge</a>, and maintained by the core <a href="https://turinglang.org/team/" target="_blank" rel="noopener">team</a> of developers and <a href="https://github.com/TuringLang/Turing.jl/graphs/contributors" target="_blank" rel="noopener">contributors</a>.<br>© 2025 The Turing Project Contributors. <a href="https://github.com/TuringLang/Turing.jl/blob/master/LICENCE" target="_blank" rel="noopener">MIT License</a>.</p>
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‎pr-previews/636/developers/inference/abstractmcmc-interface/index.html‎

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<p>Turing is created by <a href="https://mlg.eng.cam.ac.uk/hong/" target="_blank" rel="noopener">Hong Ge</a>, and maintained by the core <a href="https://turinglang.org/team/" target="_blank" rel="noopener">team</a> of developers and <a href="https://github.com/TuringLang/Turing.jl/graphs/contributors" target="_blank" rel="noopener">contributors</a>.<br>© 2025 The Turing Project Contributors. <a href="https://github.com/TuringLang/Turing.jl/blob/master/LICENCE" target="_blank" rel="noopener">MIT License</a>.</p>
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<p>Turing.jl was created by <a href="https://mlg.eng.cam.ac.uk/hong/" target="_blank" rel="noopener">Hong Ge</a>, and maintained by the core <a href="https://turinglang.org/team/" target="_blank" rel="noopener">team</a> of developers and <a href="https://github.com/TuringLang/Turing.jl/graphs/contributors" target="_blank" rel="noopener">contributors</a>.<br>© 2025 The Turing Project Contributors. <a href="https://github.com/TuringLang/Turing.jl/blob/master/LICENCE" target="_blank" rel="noopener">MIT License</a>.</p>
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‎pr-previews/636/developers/inference/abstractmcmc-turing/index.html‎

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<p>Turing is created by <a href="https://mlg.eng.cam.ac.uk/hong/" target="_blank" rel="noopener">Hong Ge</a>, and maintained by the core <a href="https://turinglang.org/team/" target="_blank" rel="noopener">team</a> of developers and <a href="https://github.com/TuringLang/Turing.jl/graphs/contributors" target="_blank" rel="noopener">contributors</a>.<br>© 2025 The Turing Project Contributors. <a href="https://github.com/TuringLang/Turing.jl/blob/master/LICENCE" target="_blank" rel="noopener">MIT License</a>.</p>
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<p>Turing.jl was created by <a href="https://mlg.eng.cam.ac.uk/hong/" target="_blank" rel="noopener">Hong Ge</a>, and maintained by the core <a href="https://turinglang.org/team/" target="_blank" rel="noopener">team</a> of developers and <a href="https://github.com/TuringLang/Turing.jl/graphs/contributors" target="_blank" rel="noopener">contributors</a>.<br>© 2025 The Turing Project Contributors. <a href="https://github.com/TuringLang/Turing.jl/blob/master/LICENCE" target="_blank" rel="noopener">MIT License</a>.</p>
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