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<li class="toctree-l1"><a class="reference internal" href="notebooks/01_promptmeteo_usage.html">Promptmeteo Usage - Save and Load Model</a></li>
<li class="toctree-l1"><a class="reference internal" href="notebooks/03_sentiment_analysis.html">Sentiment Analysis</a></li>
<li class="toctree-l1"><a class="reference internal" href="notebooks/04_test_flant5_classification_prompts.html">Flan-t5-Small - Test Classification Prompts</a></li>
<li class="toctree-l1"><a class="reference internal" href="notebooks/05_test_openai_classification_prompts.html">OpenAI - Test Classification Prompts</a></li>
<li class="toctree-l1"><a class="reference internal" href="notebooks/06_test_openai_api-generation.html">OpenAI - Test API Generation</a></li>
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<article role="main">
<section id="promptmeteo-selector-package">
<h1>promptmeteo.selector package<a class="headerlink" href="#promptmeteo-selector-package" title="Permalink to this heading">#</a></h1>
<section id="submodules">
<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this heading">#</a></h2>
</section>
<section id="module-promptmeteo.selector.base">
<span id="promptmeteo-selector-base-module"></span><h2>promptmeteo.selector.base module<a class="headerlink" href="#module-promptmeteo.selector.base" title="Permalink to this heading">#</a></h2>
<dl class="py class">
<dt class="sig sig-object py" id="promptmeteo.selector.base.BaseSelector">
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">promptmeteo.selector.base.</span></span><span class="sig-name descname"><span class="pre">BaseSelector</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">language</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">embeddings</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Embeddings</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">selector_k</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">selector_algorithm</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#promptmeteo.selector.base.BaseSelector" title="Permalink to this definition">#</a></dt>
<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">ABC</span></code></p>
<p>Base Selector Interface</p>
<dl class="py attribute">
<dt class="sig sig-object py" id="promptmeteo.selector.base.BaseSelector.SELECTOR">
<span class="sig-name descname"><span class="pre">SELECTOR</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#promptmeteo.selector.base.BaseSelector.SELECTOR" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="promptmeteo.selector.base.BaseSelector.load_example_selector">
<span class="sig-name descname"><span class="pre">load_example_selector</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">→</span> <span class="sig-return-typehint"><span class="pre">Self</span></span></span><a class="headerlink" href="#promptmeteo.selector.base.BaseSelector.load_example_selector" title="Permalink to this definition">#</a></dt>
<dd><p>Load a vectorstore database from a disk file</p>
</dd></dl>
<dl class="py property">
<dt class="sig sig-object py" id="promptmeteo.selector.base.BaseSelector.template">
<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">template</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><a class="headerlink" href="#promptmeteo.selector.base.BaseSelector.template" title="Permalink to this definition">#</a></dt>
<dd><p>Selector Template</p>
</dd></dl>
<dl class="py property">
<dt class="sig sig-object py" id="promptmeteo.selector.base.BaseSelector.vectorstore">
<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">vectorstore</span></span><a class="headerlink" href="#promptmeteo.selector.base.BaseSelector.vectorstore" title="Permalink to this definition">#</a></dt>
<dd><p>Selector Vectorstore.</p>
</dd></dl>
</dd></dl>
<dl class="py class">
<dt class="sig sig-object py" id="promptmeteo.selector.base.BaseSelectorSupervised">
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">promptmeteo.selector.base.</span></span><span class="sig-name descname"><span class="pre">BaseSelectorSupervised</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">language</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">embeddings</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Embeddings</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">selector_k</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">selector_algorithm</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#promptmeteo.selector.base.BaseSelectorSupervised" title="Permalink to this definition">#</a></dt>
<dd><p>Bases: <a class="reference internal" href="#promptmeteo.selector.base.BaseSelector" title="promptmeteo.selector.base.BaseSelector"><code class="xref py py-class docutils literal notranslate"><span class="pre">BaseSelector</span></code></a></p>
<dl class="py method">
<dt class="sig sig-object py" id="promptmeteo.selector.base.BaseSelectorSupervised.run">
<span class="sig-name descname"><span class="pre">run</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">sample</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">→</span> <span class="sig-return-typehint"><span class="pre">FewShotPromptTemplate</span></span></span><a class="headerlink" href="#promptmeteo.selector.base.BaseSelectorSupervised.run" title="Permalink to this definition">#</a></dt>
<dd><p>Creates the FewShotPromptTemplate from the samples of the vectorstore.</p>
</dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="promptmeteo.selector.base.BaseSelectorSupervised.train">
<span class="sig-name descname"><span class="pre">train</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">examples</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">annotations</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">→</span> <span class="sig-return-typehint"><span class="pre">Self</span></span></span><a class="headerlink" href="#promptmeteo.selector.base.BaseSelectorSupervised.train" title="Permalink to this definition">#</a></dt>
<dd><p>Creates the vectorstor with the training samples.</p>
</dd></dl>
</dd></dl>
<dl class="py class">
<dt class="sig sig-object py" id="promptmeteo.selector.base.BaseSelectorUnsupervised">
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">promptmeteo.selector.base.</span></span><span class="sig-name descname"><span class="pre">BaseSelectorUnsupervised</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">language</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">embeddings</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Embeddings</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">selector_k</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">selector_algorithm</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#promptmeteo.selector.base.BaseSelectorUnsupervised" title="Permalink to this definition">#</a></dt>
<dd><p>Bases: <a class="reference internal" href="#promptmeteo.selector.base.BaseSelector" title="promptmeteo.selector.base.BaseSelector"><code class="xref py py-class docutils literal notranslate"><span class="pre">BaseSelector</span></code></a></p>
<dl class="py method">
<dt class="sig sig-object py" id="promptmeteo.selector.base.BaseSelectorUnsupervised.run">
<span class="sig-name descname"><span class="pre">run</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">→</span> <span class="sig-return-typehint"><span class="pre">FewShotPromptTemplate</span></span></span><a class="headerlink" href="#promptmeteo.selector.base.BaseSelectorUnsupervised.run" title="Permalink to this definition">#</a></dt>
<dd><p>Creates the FewShotPromptTemplate from the samples of the vectorstore.</p>
</dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="promptmeteo.selector.base.BaseSelectorUnsupervised.train">
<span class="sig-name descname"><span class="pre">train</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">examples</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">annotations</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">→</span> <span class="sig-return-typehint"><span class="pre">Self</span></span></span><a class="headerlink" href="#promptmeteo.selector.base.BaseSelectorUnsupervised.train" title="Permalink to this definition">#</a></dt>
<dd><p>Creates the vectorstore with the training samples.</p>
</dd></dl>
</dd></dl>
<dl class="py class">
<dt class="sig sig-object py" id="promptmeteo.selector.base.SelectorAlgorithms">
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">promptmeteo.selector.base.</span></span><span class="sig-name descname"><span class="pre">SelectorAlgorithms</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">names</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">module</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">qualname</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">start</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">boundary</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#promptmeteo.selector.base.SelectorAlgorithms" title="Permalink to this definition">#</a></dt>
<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">str</span></code>, <code class="xref py py-class docutils literal notranslate"><span class="pre">Enum</span></code></p>
<p>Enum with the avaialable selector algorithms.</p>
<dl class="py attribute">
<dt class="sig sig-object py" id="promptmeteo.selector.base.SelectorAlgorithms.RELEVANCE">
<span class="sig-name descname"><span class="pre">RELEVANCE</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'relevance'</span></em><a class="headerlink" href="#promptmeteo.selector.base.SelectorAlgorithms.RELEVANCE" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="promptmeteo.selector.base.SelectorAlgorithms.SIMILARITY">
<span class="sig-name descname"><span class="pre">SIMILARITY</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'similarity'</span></em><a class="headerlink" href="#promptmeteo.selector.base.SelectorAlgorithms.SIMILARITY" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="promptmeteo.selector.base.SelectorAlgorithms.SIMILARITY_CLASS_BALANCED">
<span class="sig-name descname"><span class="pre">SIMILARITY_CLASS_BALANCED</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'similarity_class_balanced'</span></em><a class="headerlink" href="#promptmeteo.selector.base.SelectorAlgorithms.SIMILARITY_CLASS_BALANCED" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
</dd></dl>
</section>
<section id="module-promptmeteo.selector.custom_selectors">
<span id="promptmeteo-selector-custom-selectors-module"></span><h2>promptmeteo.selector.custom_selectors module<a class="headerlink" href="#module-promptmeteo.selector.custom_selectors" title="Permalink to this heading">#</a></h2>
<p>Custom selectors</p>
<dl class="py class">
<dt class="sig sig-object py" id="promptmeteo.selector.custom_selectors.BalancedSemanticSamplesSelector">
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">promptmeteo.selector.custom_selectors.</span></span><span class="sig-name descname"><span class="pre">BalancedSemanticSamplesSelector</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vectorstore</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">VectorStore</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">k</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">6</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">example_keys</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_keys</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vectorstore_kwargs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">class_list</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">class_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#promptmeteo.selector.custom_selectors.BalancedSemanticSamplesSelector" title="Permalink to this definition">#</a></dt>
<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">BaseExampleSelector</span></code>, <code class="xref py py-class docutils literal notranslate"><span class="pre">BaseModel</span></code></p>
<p>Example selector that selects examples based on SemanticSimilarity in a balanced way.</p>
<dl class="py class">
<dt class="sig sig-object py" id="promptmeteo.selector.custom_selectors.BalancedSemanticSamplesSelector.Config">
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">Config</span></span><a class="headerlink" href="#promptmeteo.selector.custom_selectors.BalancedSemanticSamplesSelector.Config" title="Permalink to this definition">#</a></dt>
<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
<p>Configuration for this pydantic object.</p>
<dl class="py attribute">
<dt class="sig sig-object py" id="promptmeteo.selector.custom_selectors.BalancedSemanticSamplesSelector.Config.arbitrary_types_allowed">
<span class="sig-name descname"><span class="pre">arbitrary_types_allowed</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#promptmeteo.selector.custom_selectors.BalancedSemanticSamplesSelector.Config.arbitrary_types_allowed" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
</dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="promptmeteo.selector.custom_selectors.BalancedSemanticSamplesSelector.add_example">
<span class="sig-name descname"><span class="pre">add_example</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">example</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">→</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="headerlink" href="#promptmeteo.selector.custom_selectors.BalancedSemanticSamplesSelector.add_example" title="Permalink to this definition">#</a></dt>
<dd><p>Add new example to vectorstore.</p>
</dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="promptmeteo.selector.custom_selectors.BalancedSemanticSamplesSelector.class_key">
<span class="sig-name descname"><span class="pre">class_key</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><a class="headerlink" href="#promptmeteo.selector.custom_selectors.BalancedSemanticSamplesSelector.class_key" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="promptmeteo.selector.custom_selectors.BalancedSemanticSamplesSelector.class_list">
<span class="sig-name descname"><span class="pre">class_list</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#promptmeteo.selector.custom_selectors.BalancedSemanticSamplesSelector.class_list" title="Permalink to this definition">#</a></dt>
<dd><p>element of examples metadata which contains the class</p>
</dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="promptmeteo.selector.custom_selectors.BalancedSemanticSamplesSelector.example_keys">
<span class="sig-name descname"><span class="pre">example_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#promptmeteo.selector.custom_selectors.BalancedSemanticSamplesSelector.example_keys" title="Permalink to this definition">#</a></dt>
<dd><p>Optional keys to filter examples to.</p>
</dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="promptmeteo.selector.custom_selectors.BalancedSemanticSamplesSelector.from_examples">
<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_examples</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">examples</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">dict</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">class_list</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">class_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">embeddings</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Embeddings</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">vectorstore_cls</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Type</span><span class="p"><span class="pre">[</span></span><span class="pre">VectorStore</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">k</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">6</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_keys</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">vectorstore_cls_kwargs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Any</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#promptmeteo.selector.custom_selectors.BalancedSemanticSamplesSelector.from_examples" title="Permalink to this definition">#</a></dt>
<dd><p>Create k-shot example selector using example list and embeddings.</p>
<p>Reshuffles examples dynamically based on query similarity.</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>examples</strong> – List of examples to use in the prompt.</p></li>
<li><p><strong>class_list</strong> – list of classes of the classification problem</p></li>
<li><p><strong>class_key</strong> – key which refers to category field in the example dictionary</p></li>
<li><p><strong>embeddings</strong> – An initialized embedding API interface, e.g. OpenAIEmbeddings().</p></li>
<li><p><strong>vectorstore_cls</strong> – A vector store DB interface class, e.g. FAISS.</p></li>
<li><p><strong>input_keys</strong> – If provided, the search is based on the input variables
instead of all variables.</p></li>
<li><p><strong>vectorstore_cls_kwargs</strong> – optional kwargs containing url for vector store</p></li>
</ul>
</dd>
<dt class="field-even">Returns<span class="colon">:</span></dt>
<dd class="field-even"><p>The ExampleSelector instantiated, backed by a vector store.</p>
</dd>
</dl>
</dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="promptmeteo.selector.custom_selectors.BalancedSemanticSamplesSelector.input_keys">
<span class="sig-name descname"><span class="pre">input_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#promptmeteo.selector.custom_selectors.BalancedSemanticSamplesSelector.input_keys" title="Permalink to this definition">#</a></dt>
<dd><p>Optional keys to filter input to. If provided, the search is based on
the input variables instead of all variables.</p>
</dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="promptmeteo.selector.custom_selectors.BalancedSemanticSamplesSelector.k">
<span class="sig-name descname"><span class="pre">k</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span></em><a class="headerlink" href="#promptmeteo.selector.custom_selectors.BalancedSemanticSamplesSelector.k" title="Permalink to this definition">#</a></dt>
<dd><p>Number of examples to select per class.</p>
</dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="promptmeteo.selector.custom_selectors.BalancedSemanticSamplesSelector.select_examples">
<span class="sig-name descname"><span class="pre">select_examples</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_variables</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">→</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">dict</span><span class="p"><span class="pre">]</span></span></span></span><a class="headerlink" href="#promptmeteo.selector.custom_selectors.BalancedSemanticSamplesSelector.select_examples" title="Permalink to this definition">#</a></dt>
<dd><p>Select which examples to use based on semantic similarity.</p>
</dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="promptmeteo.selector.custom_selectors.BalancedSemanticSamplesSelector.vectorstore">
<span class="sig-name descname"><span class="pre">vectorstore</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">VectorStore</span></em><a class="headerlink" href="#promptmeteo.selector.custom_selectors.BalancedSemanticSamplesSelector.vectorstore" title="Permalink to this definition">#</a></dt>
<dd><p>Vectorstore</p>
</dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="promptmeteo.selector.custom_selectors.BalancedSemanticSamplesSelector.vectorstore_kwargs">
<span class="sig-name descname"><span class="pre">vectorstore_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#promptmeteo.selector.custom_selectors.BalancedSemanticSamplesSelector.vectorstore_kwargs" title="Permalink to this definition">#</a></dt>
<dd><p>Extra arguments passed to similarity_search function of the vectorstore.</p>
</dd></dl>
</dd></dl>
<dl class="py function">
<dt class="sig sig-object py" id="promptmeteo.selector.custom_selectors.sorted_values">
<span class="sig-prename descclassname"><span class="pre">promptmeteo.selector.custom_selectors.</span></span><span class="sig-name descname"><span class="pre">sorted_values</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">values</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">→</span> <span class="sig-return-typehint"><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span></span></span><a class="headerlink" href="#promptmeteo.selector.custom_selectors.sorted_values" title="Permalink to this definition">#</a></dt>
<dd><p>Return a list of values in dict sorted by key.</p>
</dd></dl>
</section>
<section id="module-promptmeteo.selector">
<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-promptmeteo.selector" title="Permalink to this heading">#</a></h2>
<dl class="py class">
<dt class="sig sig-object py" id="promptmeteo.selector.SelectorFactory">
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">promptmeteo.selector.</span></span><span class="sig-name descname"><span class="pre">SelectorFactory</span></span><a class="headerlink" href="#promptmeteo.selector.SelectorFactory" title="Permalink to this definition">#</a></dt>
<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
<p>Factory of Selectors</p>
<dl class="py method">
<dt class="sig sig-object py" id="promptmeteo.selector.SelectorFactory.factory_method">
<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">factory_method</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">language</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">embeddings</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Embeddings</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">selector_k</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">selector_type</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">selector_algorithm</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">→</span> <span class="sig-return-typehint"><a class="reference internal" href="#promptmeteo.selector.base.BaseSelector" title="promptmeteo.selector.base.BaseSelector"><span class="pre">BaseSelector</span></a></span></span><a class="headerlink" href="#promptmeteo.selector.SelectorFactory.factory_method" title="Permalink to this definition">#</a></dt>
<dd><p>Returns and instance of a BaseSelector object depending on the
<cite>selector_algorithm</cite>.</p>
</dd></dl>
</dd></dl>
<dl class="py class">
<dt class="sig sig-object py" id="promptmeteo.selector.SelectorTypes">
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">promptmeteo.selector.</span></span><span class="sig-name descname"><span class="pre">SelectorTypes</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">names</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">module</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">qualname</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">start</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">boundary</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#promptmeteo.selector.SelectorTypes" title="Permalink to this definition">#</a></dt>
<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">str</span></code>, <code class="xref py py-class docutils literal notranslate"><span class="pre">Enum</span></code></p>
<p>Enum with the avaialable selector types.</p>
<dl class="py attribute">
<dt class="sig sig-object py" id="promptmeteo.selector.SelectorTypes.SUPERVISED">
<span class="sig-name descname"><span class="pre">SUPERVISED</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'supervised'</span></em><a class="headerlink" href="#promptmeteo.selector.SelectorTypes.SUPERVISED" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="promptmeteo.selector.SelectorTypes.UNSUPERVISED">
<span class="sig-name descname"><span class="pre">UNSUPERVISED</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'unsupervised'</span></em><a class="headerlink" href="#promptmeteo.selector.SelectorTypes.UNSUPERVISED" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
</dd></dl>
</section>
</section>
</article>
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<ul>
<li><a class="reference internal" href="#">promptmeteo.selector package</a><ul>
<li><a class="reference internal" href="#submodules">Submodules</a></li>
<li><a class="reference internal" href="#module-promptmeteo.selector.base">promptmeteo.selector.base module</a><ul>
<li><a class="reference internal" href="#promptmeteo.selector.base.BaseSelector"><code class="docutils literal notranslate"><span class="pre">BaseSelector</span></code></a><ul>
<li><a class="reference internal" href="#promptmeteo.selector.base.BaseSelector.SELECTOR"><code class="docutils literal notranslate"><span class="pre">BaseSelector.SELECTOR</span></code></a></li>
<li><a class="reference internal" href="#promptmeteo.selector.base.BaseSelector.load_example_selector"><code class="docutils literal notranslate"><span class="pre">BaseSelector.load_example_selector()</span></code></a></li>
<li><a class="reference internal" href="#promptmeteo.selector.base.BaseSelector.template"><code class="docutils literal notranslate"><span class="pre">BaseSelector.template</span></code></a></li>
<li><a class="reference internal" href="#promptmeteo.selector.base.BaseSelector.vectorstore"><code class="docutils literal notranslate"><span class="pre">BaseSelector.vectorstore</span></code></a></li>
</ul>
</li>
<li><a class="reference internal" href="#promptmeteo.selector.base.BaseSelectorSupervised"><code class="docutils literal notranslate"><span class="pre">BaseSelectorSupervised</span></code></a><ul>
<li><a class="reference internal" href="#promptmeteo.selector.base.BaseSelectorSupervised.run"><code class="docutils literal notranslate"><span class="pre">BaseSelectorSupervised.run()</span></code></a></li>
<li><a class="reference internal" href="#promptmeteo.selector.base.BaseSelectorSupervised.train"><code class="docutils literal notranslate"><span class="pre">BaseSelectorSupervised.train()</span></code></a></li>
</ul>
</li>
<li><a class="reference internal" href="#promptmeteo.selector.base.BaseSelectorUnsupervised"><code class="docutils literal notranslate"><span class="pre">BaseSelectorUnsupervised</span></code></a><ul>
<li><a class="reference internal" href="#promptmeteo.selector.base.BaseSelectorUnsupervised.run"><code class="docutils literal notranslate"><span class="pre">BaseSelectorUnsupervised.run()</span></code></a></li>
<li><a class="reference internal" href="#promptmeteo.selector.base.BaseSelectorUnsupervised.train"><code class="docutils literal notranslate"><span class="pre">BaseSelectorUnsupervised.train()</span></code></a></li>
</ul>
</li>
<li><a class="reference internal" href="#promptmeteo.selector.base.SelectorAlgorithms"><code class="docutils literal notranslate"><span class="pre">SelectorAlgorithms</span></code></a><ul>
<li><a class="reference internal" href="#promptmeteo.selector.base.SelectorAlgorithms.RELEVANCE"><code class="docutils literal notranslate"><span class="pre">SelectorAlgorithms.RELEVANCE</span></code></a></li>
<li><a class="reference internal" href="#promptmeteo.selector.base.SelectorAlgorithms.SIMILARITY"><code class="docutils literal notranslate"><span class="pre">SelectorAlgorithms.SIMILARITY</span></code></a></li>
<li><a class="reference internal" href="#promptmeteo.selector.base.SelectorAlgorithms.SIMILARITY_CLASS_BALANCED"><code class="docutils literal notranslate"><span class="pre">SelectorAlgorithms.SIMILARITY_CLASS_BALANCED</span></code></a></li>
</ul>
</li>
</ul>
</li>
<li><a class="reference internal" href="#module-promptmeteo.selector.custom_selectors">promptmeteo.selector.custom_selectors module</a><ul>
<li><a class="reference internal" href="#promptmeteo.selector.custom_selectors.BalancedSemanticSamplesSelector"><code class="docutils literal notranslate"><span class="pre">BalancedSemanticSamplesSelector</span></code></a><ul>
<li><a class="reference internal" href="#promptmeteo.selector.custom_selectors.BalancedSemanticSamplesSelector.Config"><code class="docutils literal notranslate"><span class="pre">BalancedSemanticSamplesSelector.Config</span></code></a><ul>
<li><a class="reference internal" href="#promptmeteo.selector.custom_selectors.BalancedSemanticSamplesSelector.Config.arbitrary_types_allowed"><code class="docutils literal notranslate"><span class="pre">BalancedSemanticSamplesSelector.Config.arbitrary_types_allowed</span></code></a></li>
</ul>
</li>
<li><a class="reference internal" href="#promptmeteo.selector.custom_selectors.BalancedSemanticSamplesSelector.add_example"><code class="docutils literal notranslate"><span class="pre">BalancedSemanticSamplesSelector.add_example()</span></code></a></li>
<li><a class="reference internal" href="#promptmeteo.selector.custom_selectors.BalancedSemanticSamplesSelector.class_key"><code class="docutils literal notranslate"><span class="pre">BalancedSemanticSamplesSelector.class_key</span></code></a></li>
<li><a class="reference internal" href="#promptmeteo.selector.custom_selectors.BalancedSemanticSamplesSelector.class_list"><code class="docutils literal notranslate"><span class="pre">BalancedSemanticSamplesSelector.class_list</span></code></a></li>
<li><a class="reference internal" href="#promptmeteo.selector.custom_selectors.BalancedSemanticSamplesSelector.example_keys"><code class="docutils literal notranslate"><span class="pre">BalancedSemanticSamplesSelector.example_keys</span></code></a></li>
<li><a class="reference internal" href="#promptmeteo.selector.custom_selectors.BalancedSemanticSamplesSelector.from_examples"><code class="docutils literal notranslate"><span class="pre">BalancedSemanticSamplesSelector.from_examples()</span></code></a></li>
<li><a class="reference internal" href="#promptmeteo.selector.custom_selectors.BalancedSemanticSamplesSelector.input_keys"><code class="docutils literal notranslate"><span class="pre">BalancedSemanticSamplesSelector.input_keys</span></code></a></li>
<li><a class="reference internal" href="#promptmeteo.selector.custom_selectors.BalancedSemanticSamplesSelector.k"><code class="docutils literal notranslate"><span class="pre">BalancedSemanticSamplesSelector.k</span></code></a></li>
<li><a class="reference internal" href="#promptmeteo.selector.custom_selectors.BalancedSemanticSamplesSelector.select_examples"><code class="docutils literal notranslate"><span class="pre">BalancedSemanticSamplesSelector.select_examples()</span></code></a></li>
<li><a class="reference internal" href="#promptmeteo.selector.custom_selectors.BalancedSemanticSamplesSelector.vectorstore"><code class="docutils literal notranslate"><span class="pre">BalancedSemanticSamplesSelector.vectorstore</span></code></a></li>
<li><a class="reference internal" href="#promptmeteo.selector.custom_selectors.BalancedSemanticSamplesSelector.vectorstore_kwargs"><code class="docutils literal notranslate"><span class="pre">BalancedSemanticSamplesSelector.vectorstore_kwargs</span></code></a></li>
</ul>
</li>
<li><a class="reference internal" href="#promptmeteo.selector.custom_selectors.sorted_values"><code class="docutils literal notranslate"><span class="pre">sorted_values()</span></code></a></li>
</ul>
</li>
<li><a class="reference internal" href="#module-promptmeteo.selector">Module contents</a><ul>
<li><a class="reference internal" href="#promptmeteo.selector.SelectorFactory"><code class="docutils literal notranslate"><span class="pre">SelectorFactory</span></code></a><ul>
<li><a class="reference internal" href="#promptmeteo.selector.SelectorFactory.factory_method"><code class="docutils literal notranslate"><span class="pre">SelectorFactory.factory_method()</span></code></a></li>
</ul>
</li>
<li><a class="reference internal" href="#promptmeteo.selector.SelectorTypes"><code class="docutils literal notranslate"><span class="pre">SelectorTypes</span></code></a><ul>
<li><a class="reference internal" href="#promptmeteo.selector.SelectorTypes.SUPERVISED"><code class="docutils literal notranslate"><span class="pre">SelectorTypes.SUPERVISED</span></code></a></li>
<li><a class="reference internal" href="#promptmeteo.selector.SelectorTypes.UNSUPERVISED"><code class="docutils literal notranslate"><span class="pre">SelectorTypes.UNSUPERVISED</span></code></a></li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
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