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<li class="toctree-l2"><a class="reference internal" href="#InferenceWorkflow.BayesianSampler.UltranestSampler"><code class="docutils literal notranslate"><span class="pre">UltranestSampler()</span></code></a></li> | ||
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<section id="bayesian-inference-smapler-setup-module"> | ||
<span id="bayesian-sampler"></span><h1>Bayesian Inference smapler setup module<a class="headerlink" href="#bayesian-inference-smapler-setup-module" title="Link to this heading"></a></h1> | ||
<p>Functions to start run Bayesian inference by calling UltraNest package</p> | ||
<dl class="py function" id="module-InferenceWorkflow.BayesianSampler"> | ||
<dt class="sig sig-object py" id="InferenceWorkflow.BayesianSampler.UltranestSampler"> | ||
<span class="sig-prename descclassname"><span class="pre">InferenceWorkflow.BayesianSampler.</span></span><span class="sig-name descname"><span class="pre">UltranestSampler</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">parameters</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">likelihood</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prior</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">step</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">live_points</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_calls</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/InferenceWorkflow/BayesianSampler.html#UltranestSampler"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#InferenceWorkflow.BayesianSampler.UltranestSampler" title="Link to this definition"></a></dt> | ||
<dd><p>UltraNest based nested sampler by given likelihood prior, and parameters.</p> | ||
<dl class="field-list simple"> | ||
<dt class="field-odd">Parameters<span class="colon">:</span></dt> | ||
<dd class="field-odd"><ul class="simple"> | ||
<li><p><strong>parameters</strong> (<em>array</em>) – parameters array that want to be constrained.</p></li> | ||
<li><p><strong>likelihood</strong> (<em>array</em>) – theta as input. likelihood function defined by user.</p></li> | ||
<li><p><strong>prior</strong> (<em>array</em>) – cube as input, prior function defined by user. please check our test_inference.ipynb</p></li> | ||
<li><p><strong>prior.</strong> (<em>to check how to define likelihood and</em>)</p></li> | ||
<li><p><strong>step</strong> (<em>int</em>) – as a step sampler, define this inference want to devided to how many steps.</p></li> | ||
<li><p><strong>live_points</strong> (<em>int</em>) – define how many live points will be used to explore the whole</p></li> | ||
<li><p><strong>space.</strong> (<em>parameters</em>)</p></li> | ||
<li><p><strong>max_ncalls</strong> (<em>int</em>) – define after how many steps the sampler will stop work.</p></li> | ||
</ul> | ||
</dd> | ||
<dt class="field-even">Returns<span class="colon">:</span></dt> | ||
<dd class="field-even"><p>equal weighted samples of whole posteior parameter space, | ||
this run will generate a dirctory as ‘output’, please check the run# folder, and the | ||
chain dirctory, there is a ‘equal_weighted_samples’ file, that is same with flat_samples here. | ||
It will be easier to check if you are using clusters to do this inference.</p> | ||
</dd> | ||
<dt class="field-odd">Return type<span class="colon">:</span></dt> | ||
<dd class="field-odd"><p>flat_samples (array)</p> | ||
</dd> | ||
</dl> | ||
</dd></dl> | ||
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||
<dl class="py function"> | ||
<dt class="sig sig-object py" id="InferenceWorkflow.BayesianSampler.UltranestSamplerResume"> | ||
<span class="sig-prename descclassname"><span class="pre">InferenceWorkflow.BayesianSampler.</span></span><span class="sig-name descname"><span class="pre">UltranestSamplerResume</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">parameters</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">likelihood</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prior</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nsteps</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">live_points</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_calls</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/InferenceWorkflow/BayesianSampler.html#UltranestSamplerResume"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#InferenceWorkflow.BayesianSampler.UltranestSamplerResume" title="Link to this definition"></a></dt> | ||
<dd><p>UltraNest based nested sampler by given likelihood prior, and parameters. (resume true verion | ||
could restart you run from your previous stopped results)</p> | ||
<dl class="field-list simple"> | ||
<dt class="field-odd">Parameters<span class="colon">:</span></dt> | ||
<dd class="field-odd"><ul class="simple"> | ||
<li><p><strong>parameters</strong> (<em>array</em>) – parameters array that want to be constrained.</p></li> | ||
<li><p><strong>likelihood</strong> (<em>array</em>) – theta as input. likelihood function defined by user.</p></li> | ||
<li><p><strong>prior</strong> (<em>array</em>) – cube as input, prior function defined by user. please check our test_inference.ipynb</p></li> | ||
<li><p><strong>prior.</strong> (<em>to check how to define likelihood and</em>)</p></li> | ||
<li><p><strong>step</strong> (<em>int</em>) – as a step sampler, define this inference want to devided to how many steps.</p></li> | ||
<li><p><strong>live_points</strong> (<em>int</em>) – define how many live points will be used to explore the whole</p></li> | ||
<li><p><strong>space.</strong> (<em>parameters</em>)</p></li> | ||
<li><p><strong>max_ncalls</strong> (<em>int</em>) – define after how many steps the sampler will stop work.</p></li> | ||
</ul> | ||
</dd> | ||
<dt class="field-even">Returns<span class="colon">:</span></dt> | ||
<dd class="field-even"><p>equal weighted samples of whole posteior parameter space, | ||
this run will generate a dirctory as ‘output’, please check the run# folder, and the | ||
chain dirctory, there is a ‘equal_weighted_samples’ file, that is same with flat_samples here. | ||
It will be easier to check if you are using clusters to do this inference.</p> | ||
</dd> | ||
<dt class="field-odd">Return type<span class="colon">:</span></dt> | ||
<dd class="field-odd"><p>flat_samples (array)</p> | ||
</dd> | ||
</dl> | ||
</dd></dl> | ||
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<span id="corner-plot-module"></span><h1>Postprocessing module: Cornerplot<a class="headerlink" href="#postprocessing-module-cornerplot" title="Link to this heading"></a></h1> | ||
<p>Function to plot overlapping corner plots with input as two or three 2d posterior arrays</p> | ||
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