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whylogs_container.whylabs.llm_validation.html
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<article role="main">
<section id="whylogs-container-whylabs-llm-validation-package">
<h1>whylogs_container.whylabs.llm_validation package<a class="headerlink" href="#whylogs-container-whylabs-llm-validation-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-whylogs_container.whylabs.llm_validation.actions">
<span id="whylogs-container-whylabs-llm-validation-actions-module"></span><h2>whylogs_container.whylabs.llm_validation.actions module<a class="headerlink" href="#module-whylogs_container.whylabs.llm_validation.actions" title="Permalink to this heading">#</a></h2>
<dl class="py class">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.actions.BlockAction">
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">whylogs_container.whylabs.llm_validation.actions.</span></span><span class="sig-name descname"><span class="pre">BlockAction</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">block_message</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">action_type</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'block'</span></span><span class="p"><span class="pre">]</span></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">'block'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">is_action_block</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.actions.BlockAction" title="Permalink to this definition">#</a></dt>
<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">BaseModel</span></code></p>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.actions.BlockAction.action_type">
<span class="sig-name descname"><span class="pre">action_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'block'</span></span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.actions.BlockAction.action_type" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.actions.BlockAction.block_message">
<span class="sig-name descname"><span class="pre">block_message</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="#whylogs_container.whylabs.llm_validation.actions.BlockAction.block_message" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.actions.BlockAction.is_action_block">
<span class="sig-name descname"><span class="pre">is_action_block</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.actions.BlockAction.is_action_block" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.actions.BlockAction.model_computed_fields">
<span class="sig-name descname"><span class="pre">model_computed_fields</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">ClassVar</span><span class="p"><span class="pre">[</span></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">ComputedFieldInfo</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{}</span></em><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.actions.BlockAction.model_computed_fields" title="Permalink to this definition">#</a></dt>
<dd><p>A dictionary of computed field names and their corresponding <cite>ComputedFieldInfo</cite> objects.</p>
</dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.actions.BlockAction.model_config">
<span class="sig-name descname"><span class="pre">model_config</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">ClassVar</span><span class="p"><span class="pre">[</span></span><span class="pre">ConfigDict</span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{}</span></em><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.actions.BlockAction.model_config" title="Permalink to this definition">#</a></dt>
<dd><p>Configuration for the model, should be a dictionary conforming to [<cite>ConfigDict</cite>][pydantic.config.ConfigDict].</p>
</dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.actions.BlockAction.model_fields">
<span class="sig-name descname"><span class="pre">model_fields</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">ClassVar</span><span class="p"><span class="pre">[</span></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">FieldInfo</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{'action_type':</span> <span class="pre">FieldInfo(annotation=Literal['block'],</span> <span class="pre">required=False,</span> <span class="pre">default='block'),</span> <span class="pre">'block_message':</span> <span class="pre">FieldInfo(annotation=str,</span> <span class="pre">required=True),</span> <span class="pre">'is_action_block':</span> <span class="pre">FieldInfo(annotation=bool,</span> <span class="pre">required=True)}</span></em><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.actions.BlockAction.model_fields" title="Permalink to this definition">#</a></dt>
<dd><p>Metadata about the fields defined on the model,
mapping of field names to [<cite>FieldInfo</cite>][pydantic.fields.FieldInfo].</p>
<p>This replaces <cite>Model.__fields__</cite> from Pydantic V1.</p>
</dd></dl>
</dd></dl>
<dl class="py class">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.actions.PassAction">
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">whylogs_container.whylabs.llm_validation.actions.</span></span><span class="sig-name descname"><span class="pre">PassAction</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">action_type</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'pass'</span></span><span class="p"><span class="pre">]</span></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">'pass'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">is_action_pass</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.actions.PassAction" title="Permalink to this definition">#</a></dt>
<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">BaseModel</span></code></p>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.actions.PassAction.action_type">
<span class="sig-name descname"><span class="pre">action_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'pass'</span></span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.actions.PassAction.action_type" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.actions.PassAction.is_action_pass">
<span class="sig-name descname"><span class="pre">is_action_pass</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.actions.PassAction.is_action_pass" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.actions.PassAction.model_computed_fields">
<span class="sig-name descname"><span class="pre">model_computed_fields</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">ClassVar</span><span class="p"><span class="pre">[</span></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">ComputedFieldInfo</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{}</span></em><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.actions.PassAction.model_computed_fields" title="Permalink to this definition">#</a></dt>
<dd><p>A dictionary of computed field names and their corresponding <cite>ComputedFieldInfo</cite> objects.</p>
</dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.actions.PassAction.model_config">
<span class="sig-name descname"><span class="pre">model_config</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">ClassVar</span><span class="p"><span class="pre">[</span></span><span class="pre">ConfigDict</span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{}</span></em><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.actions.PassAction.model_config" title="Permalink to this definition">#</a></dt>
<dd><p>Configuration for the model, should be a dictionary conforming to [<cite>ConfigDict</cite>][pydantic.config.ConfigDict].</p>
</dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.actions.PassAction.model_fields">
<span class="sig-name descname"><span class="pre">model_fields</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">ClassVar</span><span class="p"><span class="pre">[</span></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">FieldInfo</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{'action_type':</span> <span class="pre">FieldInfo(annotation=Literal['pass'],</span> <span class="pre">required=False,</span> <span class="pre">default='pass'),</span> <span class="pre">'is_action_pass':</span> <span class="pre">FieldInfo(annotation=bool,</span> <span class="pre">required=True)}</span></em><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.actions.PassAction.model_fields" title="Permalink to this definition">#</a></dt>
<dd><p>Metadata about the fields defined on the model,
mapping of field names to [<cite>FieldInfo</cite>][pydantic.fields.FieldInfo].</p>
<p>This replaces <cite>Model.__fields__</cite> from Pydantic V1.</p>
</dd></dl>
</dd></dl>
<dl class="py function">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.actions.get_action">
<span class="sig-prename descclassname"><span class="pre">whylogs_container.whylabs.llm_validation.actions.</span></span><span class="sig-name descname"><span class="pre">get_action</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">result</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">WorkflowResult</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="whylogs_container.whylabs.container.html#whylogs_container.whylabs.container.config.ConfigInstance" title="whylogs_container.whylabs.container.config.ConfigInstance"><span class="pre">ConfigInstance</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataset_id</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="#whylogs_container.whylabs.llm_validation.actions.PassAction" title="whylogs_container.whylabs.llm_validation.actions.PassAction"><span class="pre">PassAction</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.actions.BlockAction" title="whylogs_container.whylabs.llm_validation.actions.BlockAction"><span class="pre">BlockAction</span></a></span></span><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.actions.get_action" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
</section>
<section id="module-whylogs_container.whylabs.llm_validation.metadata">
<span id="whylogs-container-whylabs-llm-validation-metadata-module"></span><h2>whylogs_container.whylabs.llm_validation.metadata module<a class="headerlink" href="#module-whylogs_container.whylabs.llm_validation.metadata" title="Permalink to this heading">#</a></h2>
<dl class="py class">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.metadata.ConfigurationMetadata">
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">whylogs_container.whylabs.llm_validation.metadata.</span></span><span class="sig-name descname"><span class="pre">ConfigurationMetadata</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config_error</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timestamp</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">message</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="#whylogs_container.whylabs.llm_validation.metadata.ConfigurationMetadata" 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>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.metadata.ConfigurationMetadata.config_error">
<span class="sig-name descname"><span class="pre">config_error</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.metadata.ConfigurationMetadata.config_error" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.metadata.ConfigurationMetadata.message">
<span class="sig-name descname"><span class="pre">message</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="#whylogs_container.whylabs.llm_validation.metadata.ConfigurationMetadata.message" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.metadata.ConfigurationMetadata.timestamp">
<span class="sig-name descname"><span class="pre">timestamp</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="#whylogs_container.whylabs.llm_validation.metadata.ConfigurationMetadata.timestamp" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
</dd></dl>
<dl class="py class">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.metadata.ModuleDefinition">
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">whylogs_container.whylabs.llm_validation.metadata.</span></span><span class="sig-name descname"><span class="pre">ModuleDefinition</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">module</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'toxicity'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'sentiment'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'themes'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'textstat'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'regexes'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'input_output'</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">upper_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">int</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">lower_threshold</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">int</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">include_upper</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</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">config_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</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">metric</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</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><span class="sig-paren">)</span><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.metadata.ModuleDefinition" title="Permalink to this definition">#</a></dt>
<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">BaseModel</span></code></p>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.metadata.ModuleDefinition.config_path">
<span class="sig-name descname"><span class="pre">config_path</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</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="#whylogs_container.whylabs.llm_validation.metadata.ModuleDefinition.config_path" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.metadata.ModuleDefinition.include_upper">
<span class="sig-name descname"><span class="pre">include_upper</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</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="#whylogs_container.whylabs.llm_validation.metadata.ModuleDefinition.include_upper" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.metadata.ModuleDefinition.lower_threshold">
<span class="sig-name descname"><span class="pre">lower_threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">int</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="#whylogs_container.whylabs.llm_validation.metadata.ModuleDefinition.lower_threshold" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.metadata.ModuleDefinition.metric">
<span class="sig-name descname"><span class="pre">metric</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</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="#whylogs_container.whylabs.llm_validation.metadata.ModuleDefinition.metric" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.metadata.ModuleDefinition.model_computed_fields">
<span class="sig-name descname"><span class="pre">model_computed_fields</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">ClassVar</span><span class="p"><span class="pre">[</span></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">ComputedFieldInfo</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{}</span></em><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.metadata.ModuleDefinition.model_computed_fields" title="Permalink to this definition">#</a></dt>
<dd><p>A dictionary of computed field names and their corresponding <cite>ComputedFieldInfo</cite> objects.</p>
</dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.metadata.ModuleDefinition.model_config">
<span class="sig-name descname"><span class="pre">model_config</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">ClassVar</span><span class="p"><span class="pre">[</span></span><span class="pre">ConfigDict</span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{}</span></em><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.metadata.ModuleDefinition.model_config" title="Permalink to this definition">#</a></dt>
<dd><p>Configuration for the model, should be a dictionary conforming to [<cite>ConfigDict</cite>][pydantic.config.ConfigDict].</p>
</dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.metadata.ModuleDefinition.model_fields">
<span class="sig-name descname"><span class="pre">model_fields</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">ClassVar</span><span class="p"><span class="pre">[</span></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">FieldInfo</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{'config_path':</span> <span class="pre">FieldInfo(annotation=Union[str,</span> <span class="pre">NoneType],</span> <span class="pre">required=False),</span> <span class="pre">'include_upper':</span> <span class="pre">FieldInfo(annotation=Union[bool,</span> <span class="pre">NoneType],</span> <span class="pre">required=False),</span> <span class="pre">'lower_threshold':</span> <span class="pre">FieldInfo(annotation=Union[float,</span> <span class="pre">int,</span> <span class="pre">NoneType],</span> <span class="pre">required=False),</span> <span class="pre">'metric':</span> <span class="pre">FieldInfo(annotation=Union[str,</span> <span class="pre">NoneType],</span> <span class="pre">required=False),</span> <span class="pre">'module':</span> <span class="pre">FieldInfo(annotation=Literal['toxicity',</span> <span class="pre">'sentiment',</span> <span class="pre">'themes',</span> <span class="pre">'textstat',</span> <span class="pre">'regexes',</span> <span class="pre">'input_output'],</span> <span class="pre">required=True),</span> <span class="pre">'upper_threshold':</span> <span class="pre">FieldInfo(annotation=Union[float,</span> <span class="pre">int,</span> <span class="pre">NoneType],</span> <span class="pre">required=False)}</span></em><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.metadata.ModuleDefinition.model_fields" title="Permalink to this definition">#</a></dt>
<dd><p>Metadata about the fields defined on the model,
mapping of field names to [<cite>FieldInfo</cite>][pydantic.fields.FieldInfo].</p>
<p>This replaces <cite>Model.__fields__</cite> from Pydantic V1.</p>
</dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.metadata.ModuleDefinition.module">
<span class="sig-name descname"><span class="pre">module</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'toxicity'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'sentiment'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'themes'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'textstat'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'regexes'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'input_output'</span></span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.metadata.ModuleDefinition.module" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.metadata.ModuleDefinition.upper_threshold">
<span class="sig-name descname"><span class="pre">upper_threshold</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">int</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="#whylogs_container.whylabs.llm_validation.metadata.ModuleDefinition.upper_threshold" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
</dd></dl>
<dl class="py class">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.metadata.ValidationMetadata">
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">whylogs_container.whylabs.llm_validation.metadata.</span></span><span class="sig-name descname"><span class="pre">ValidationMetadata</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">validator_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</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">failed_metric</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</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">value</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">NoneType</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">timestamp</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</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">is_valid</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</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">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.metadata.ValidationMetadata" 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>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.metadata.ValidationMetadata.failed_metric">
<span class="sig-name descname"><span class="pre">failed_metric</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><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="#whylogs_container.whylabs.llm_validation.metadata.ValidationMetadata.failed_metric" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.metadata.ValidationMetadata.is_valid">
<span class="sig-name descname"><span class="pre">is_valid</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.metadata.ValidationMetadata.is_valid" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.metadata.ValidationMetadata.timestamp">
<span class="sig-name descname"><span class="pre">timestamp</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><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="#whylogs_container.whylabs.llm_validation.metadata.ValidationMetadata.timestamp" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.metadata.ValidationMetadata.validator_name">
<span class="sig-name descname"><span class="pre">validator_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><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="#whylogs_container.whylabs.llm_validation.metadata.ValidationMetadata.validator_name" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.metadata.ValidationMetadata.value">
<span class="sig-name descname"><span class="pre">value</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><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="#whylogs_container.whylabs.llm_validation.metadata.ValidationMetadata.value" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
</dd></dl>
<dl class="py class">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.metadata.ValidationReport">
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">whylogs_container.whylabs.llm_validation.metadata.</span></span><span class="sig-name descname"><span class="pre">ValidationReport</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">failures</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><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.metadata.ValidationMetadata" title="whylogs_container.whylabs.llm_validation.metadata.ValidationMetadata"><span class="pre">whylogs_container.whylabs.llm_validation.metadata.ValidationMetadata</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.metadata.ValidationReport" 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>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.metadata.ValidationReport.failures">
<span class="sig-name descname"><span class="pre">failures</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><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.metadata.ValidationMetadata" title="whylogs_container.whylabs.llm_validation.metadata.ValidationMetadata"><span class="pre">ValidationMetadata</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.metadata.ValidationReport.failures" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
</dd></dl>
<dl class="py class">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.metadata.YamlConfig">
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">whylogs_container.whylabs.llm_validation.metadata.</span></span><span class="sig-name descname"><span class="pre">YamlConfig</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">whylabs_dataset_id</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">policy</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">id</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">policy_version</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">schema_version</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">rules</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">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'prompt'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'response'</span></span><span class="p"><span class="pre">]</span></span><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><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.metadata.ModuleDefinition" title="whylogs_container.whylabs.llm_validation.metadata.ModuleDefinition"><span class="pre">ModuleDefinition</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></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">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">profiling</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">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'toxicity'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'sentiment'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'themes'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'textstat'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'regexes'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'input_output'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'all'</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></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">[]</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.metadata.YamlConfig" title="Permalink to this definition">#</a></dt>
<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">BaseModel</span></code></p>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.metadata.YamlConfig.id">
<span class="sig-name descname"><span class="pre">id</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="#whylogs_container.whylabs.llm_validation.metadata.YamlConfig.id" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.metadata.YamlConfig.model_computed_fields">
<span class="sig-name descname"><span class="pre">model_computed_fields</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">ClassVar</span><span class="p"><span class="pre">[</span></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">ComputedFieldInfo</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{}</span></em><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.metadata.YamlConfig.model_computed_fields" title="Permalink to this definition">#</a></dt>
<dd><p>A dictionary of computed field names and their corresponding <cite>ComputedFieldInfo</cite> objects.</p>
</dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.metadata.YamlConfig.model_config">
<span class="sig-name descname"><span class="pre">model_config</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">ClassVar</span><span class="p"><span class="pre">[</span></span><span class="pre">ConfigDict</span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{}</span></em><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.metadata.YamlConfig.model_config" title="Permalink to this definition">#</a></dt>
<dd><p>Configuration for the model, should be a dictionary conforming to [<cite>ConfigDict</cite>][pydantic.config.ConfigDict].</p>
</dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.metadata.YamlConfig.model_fields">
<span class="sig-name descname"><span class="pre">model_fields</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">ClassVar</span><span class="p"><span class="pre">[</span></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">FieldInfo</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{'id':</span> <span class="pre">FieldInfo(annotation=str,</span> <span class="pre">required=True),</span> <span class="pre">'policy':</span> <span class="pre">FieldInfo(annotation=str,</span> <span class="pre">required=True),</span> <span class="pre">'policy_version':</span> <span class="pre">FieldInfo(annotation=str,</span> <span class="pre">required=True),</span> <span class="pre">'profiling':</span> <span class="pre">FieldInfo(annotation=List[Literal['toxicity',</span> <span class="pre">'sentiment',</span> <span class="pre">'themes',</span> <span class="pre">'textstat',</span> <span class="pre">'regexes',</span> <span class="pre">'input_output',</span> <span class="pre">'all']],</span> <span class="pre">required=False,</span> <span class="pre">default=[]),</span> <span class="pre">'rules':</span> <span class="pre">FieldInfo(annotation=Dict[Literal['prompt',</span> <span class="pre">'response'],</span> <span class="pre">List[ModuleDefinition]],</span> <span class="pre">required=False,</span> <span class="pre">default={}),</span> <span class="pre">'schema_version':</span> <span class="pre">FieldInfo(annotation=str,</span> <span class="pre">required=True),</span> <span class="pre">'whylabs_dataset_id':</span> <span class="pre">FieldInfo(annotation=str,</span> <span class="pre">required=True)}</span></em><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.metadata.YamlConfig.model_fields" title="Permalink to this definition">#</a></dt>
<dd><p>Metadata about the fields defined on the model,
mapping of field names to [<cite>FieldInfo</cite>][pydantic.fields.FieldInfo].</p>
<p>This replaces <cite>Model.__fields__</cite> from Pydantic V1.</p>
</dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.metadata.YamlConfig.policy">
<span class="sig-name descname"><span class="pre">policy</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="#whylogs_container.whylabs.llm_validation.metadata.YamlConfig.policy" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.metadata.YamlConfig.policy_version">
<span class="sig-name descname"><span class="pre">policy_version</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="#whylogs_container.whylabs.llm_validation.metadata.YamlConfig.policy_version" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.metadata.YamlConfig.profiling">
<span class="sig-name descname"><span class="pre">profiling</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">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'toxicity'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'sentiment'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'themes'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'textstat'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'regexes'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'input_output'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'all'</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.metadata.YamlConfig.profiling" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.metadata.YamlConfig.rules">
<span class="sig-name descname"><span class="pre">rules</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">Literal</span><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'prompt'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'response'</span></span><span class="p"><span class="pre">]</span></span><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><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.metadata.ModuleDefinition" title="whylogs_container.whylabs.llm_validation.metadata.ModuleDefinition"><span class="pre">ModuleDefinition</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.metadata.YamlConfig.rules" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.metadata.YamlConfig.schema_version">
<span class="sig-name descname"><span class="pre">schema_version</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="#whylogs_container.whylabs.llm_validation.metadata.YamlConfig.schema_version" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.metadata.YamlConfig.whylabs_dataset_id">
<span class="sig-name descname"><span class="pre">whylabs_dataset_id</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="#whylogs_container.whylabs.llm_validation.metadata.YamlConfig.whylabs_dataset_id" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
</dd></dl>
</section>
<section id="module-whylogs_container.whylabs.llm_validation.validator">
<span id="whylogs-container-whylabs-llm-validation-validator-module"></span><h2>whylogs_container.whylabs.llm_validation.validator module<a class="headerlink" href="#module-whylogs_container.whylabs.llm_validation.validator" title="Permalink to this heading">#</a></h2>
<dl class="py class">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.validator.AsyncValidationMessage">
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">whylogs_container.whylabs.llm_validation.validator.</span></span><span class="sig-name descname"><span class="pre">AsyncValidationMessage</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">request:</span> <span class="pre">bytes</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timestamp:</span> <span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">log:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trace:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre"><factory></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">carrier:</span> <span class="pre">Optional[Dict[str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">Any]]</span> <span class="pre">=</span> <span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.validator.AsyncValidationMessage" title="Permalink to this definition">#</a></dt>
<dd><p>Bases: <a class="reference internal" href="#whylogs_container.whylabs.llm_validation.validator.ValidationMessage" title="whylogs_container.whylabs.llm_validation.validator.ValidationMessage"><code class="xref py py-class docutils literal notranslate"><span class="pre">ValidationMessage</span></code></a></p>
</dd></dl>
<dl class="py class">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.validator.QueueLock">
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">whylogs_container.whylabs.llm_validation.validator.</span></span><span class="sig-name descname"><span class="pre">QueueLock</span></span><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.validator.QueueLock" title="Permalink to this definition">#</a></dt>
<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">Thread</span></code></p>
<dl class="py method">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.validator.QueueLock.close">
<span class="sig-name descname"><span class="pre">close</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">None</span></span></span><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.validator.QueueLock.close" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.validator.QueueLock.request">
<span class="sig-name descname"><span class="pre">request</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">work_event</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Event</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">Event</span></span></span><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.validator.QueueLock.request" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.validator.QueueLock.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">None</span></span></span><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.validator.QueueLock.run" title="Permalink to this definition">#</a></dt>
<dd><p>Method representing the thread’s activity.</p>
<p>You may override this method in a subclass. The standard run() method
invokes the callable object passed to the object’s constructor as the
target argument, if any, with sequential and keyword arguments taken
from the args and kwargs arguments, respectively.</p>
</dd></dl>
</dd></dl>
<dl class="py class">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.validator.QueueLockEvents">
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">whylogs_container.whylabs.llm_validation.validator.</span></span><span class="sig-name descname"><span class="pre">QueueLockEvents</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">work_event</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">threading.Event</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">enqueue_event</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">threading.Event</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.validator.QueueLockEvents" 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>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.validator.QueueLockEvents.enqueue_event">
<span class="sig-name descname"><span class="pre">enqueue_event</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Event</span></em><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.validator.QueueLockEvents.enqueue_event" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.validator.QueueLockEvents.work_event">
<span class="sig-name descname"><span class="pre">work_event</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Event</span></em><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.validator.QueueLockEvents.work_event" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
</dd></dl>
<dl class="py class">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.validator.ReturnType">
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">whylogs_container.whylabs.llm_validation.validator.</span></span><span class="sig-name descname"><span class="pre">ReturnType</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">result</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">langkit.core.workflow.WorkflowResult</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">score_result</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">langkit.core.workflow.WorkflowResult</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><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.validator.ReturnType" 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>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.validator.ReturnType.result">
<span class="sig-name descname"><span class="pre">result</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">WorkflowResult</span></em><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.validator.ReturnType.result" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.validator.ReturnType.score_result">
<span class="sig-name descname"><span class="pre">score_result</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">WorkflowResult</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="#whylogs_container.whylabs.llm_validation.validator.ReturnType.score_result" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
</dd></dl>
<dl class="py class">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.validator.SynchronousValidator">
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">whylogs_container.whylabs.llm_validation.validator.</span></span><span class="sig-name descname"><span class="pre">SynchronousValidator</span></span><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.validator.SynchronousValidator" 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>This class is a convenience wrapper that has all of the logic required for synchronously
calling the ValidationActor. There shouldn’t be any real logic in here that does validation,
just calls to actor.send and synchronous utilities.</p>
<dl class="py method">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.validator.SynchronousValidator.close_validator">
<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">close_validator</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">None</span></span></span><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.validator.SynchronousValidator.close_validator" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.validator.SynchronousValidator.evaluate">
<span class="sig-name descname"><span class="pre">evaluate</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">request</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="whylogs_container.whylabs.container.html#whylogs_container.whylabs.container.requests.LLMValidateRequest" title="whylogs_container.whylabs.container.requests.LLMValidateRequest"><span class="pre">LLMValidateRequest</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">active_predicate</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">bool</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">Coroutine</span><span class="p"><span class="pre">[</span></span><span class="pre">None</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">None</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">bool</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">log</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</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">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trace</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</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">True</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="#whylogs_container.whylabs.llm_validation.validator.ReturnType" title="whylogs_container.whylabs.llm_validation.validator.ReturnType"><span class="pre">ReturnType</span></a></span></span><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.validator.SynchronousValidator.evaluate" title="Permalink to this definition">#</a></dt>
<dd><p>Perform validation on the given LLM message and wait for the result.</p>
</dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.validator.SynchronousValidator.start_validator">
<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">start_validator</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">None</span></span></span><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.validator.SynchronousValidator.start_validator" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.validator.SynchronousValidator.warm_caches">
<span class="sig-name descname"><span class="pre">warm_caches</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">None</span></span></span><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.validator.SynchronousValidator.warm_caches" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
</dd></dl>
<dl class="py class">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.validator.ValidationActor">
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">whylogs_container.whylabs.llm_validation.validator.</span></span><span class="sig-name descname"><span class="pre">ValidationActor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config_instance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="whylogs_container.whylabs.container.html#whylogs_container.whylabs.container.config.ConfigInstance" title="whylogs_container.whylabs.container.config.ConfigInstance"><span class="pre">ConfigInstance</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">rolling_logger</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="whylogs_container.whylabs.logger.html#whylogs_container.whylabs.logger.logger.ContainerProcessRollingLogger" title="whylogs_container.whylabs.logger.logger.ContainerProcessRollingLogger"><span class="pre">ContainerProcessRollingLogger</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">event_loop</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">AbstractEventLoop</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.validator.ValidationActor" title="Permalink to this definition">#</a></dt>
<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">ProcessActor</span></code>[<code class="xref py py-obj docutils literal notranslate"><span class="pre">Union</span></code>[<a class="reference internal" href="#whylogs_container.whylabs.llm_validation.validator.ValidationMessage" title="whylogs_container.whylabs.llm_validation.validator.ValidationMessage"><code class="xref py py-class docutils literal notranslate"><span class="pre">ValidationMessage</span></code></a>, <a class="reference internal" href="#whylogs_container.whylabs.llm_validation.validator.AsyncValidationMessage" title="whylogs_container.whylabs.llm_validation.validator.AsyncValidationMessage"><code class="xref py py-class docutils literal notranslate"><span class="pre">AsyncValidationMessage</span></code></a>], <code class="xref py py-obj docutils literal notranslate"><span class="pre">Optional</span></code>[<a class="reference internal" href="#whylogs_container.whylabs.llm_validation.validator.ReturnType" title="whylogs_container.whylabs.llm_validation.validator.ReturnType"><code class="xref py py-class docutils literal notranslate"><span class="pre">ReturnType</span></code></a>]], <a class="reference internal" href="#whylogs_container.whylabs.llm_validation.validator.SynchronousValidator" title="whylogs_container.whylabs.llm_validation.validator.SynchronousValidator"><code class="xref py py-class docutils literal notranslate"><span class="pre">SynchronousValidator</span></code></a></p>
<dl class="py method">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.validator.ValidationActor.close_validator">
<span class="sig-name descname"><span class="pre">close_validator</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">None</span></span></span><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.validator.ValidationActor.close_validator" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.validator.ValidationActor.process_async_validation_message">
<span class="sig-name descname"><span class="pre">process_async_validation_message</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">messages</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><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.validator.AsyncValidationMessage" title="whylogs_container.whylabs.llm_validation.validator.AsyncValidationMessage"><span class="pre">AsyncValidationMessage</span></a><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">None</span></span></span><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.validator.ValidationActor.process_async_validation_message" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.validator.ValidationActor.process_batch">
<span class="sig-name descname"><span class="pre">process_batch</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">batch</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_type</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">None</span></span></span><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.validator.ValidationActor.process_batch" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.validator.ValidationActor.process_validation_message">
<span class="sig-name descname"><span class="pre">process_validation_message</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">messages</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><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.validator.ValidationMessage" title="whylogs_container.whylabs.llm_validation.validator.ValidationMessage"><span class="pre">ValidationMessage</span></a><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">None</span></span></span><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.validator.ValidationActor.process_validation_message" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.validator.ValidationActor.process_validation_messages">
<span class="sig-name descname"><span class="pre">process_validation_messages</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">messages</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><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.validator.AsyncValidationMessage" title="whylogs_container.whylabs.llm_validation.validator.AsyncValidationMessage"><span class="pre">AsyncValidationMessage</span></a><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">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.validator.ValidationMessage" title="whylogs_container.whylabs.llm_validation.validator.ValidationMessage"><span class="pre">ValidationMessage</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">return_results</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</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">None</span></span></span><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.validator.ValidationActor.process_validation_messages" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.validator.ValidationActor.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">None</span></span></span><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.validator.ValidationActor.run" title="Permalink to this definition">#</a></dt>
<dd><p>Method to be run in sub-process; can be overridden in sub-class</p>
</dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.validator.ValidationActor.start">
<span class="sig-name descname"><span class="pre">start</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">None</span></span></span><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.validator.ValidationActor.start" title="Permalink to this definition">#</a></dt>
<dd><p>The process version of the actor apparently has to be manually started after
it’s created, unlike the thread version which can just be automatically started
from within its init. There must be some post-init setup that needs to be done.</p>
</dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.validator.ValidationActor.start_validator">
<span class="sig-name descname"><span class="pre">start_validator</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">None</span></span></span><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.validator.ValidationActor.start_validator" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
</dd></dl>
<dl class="py class">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.validator.ValidationMessage">
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">whylogs_container.whylabs.llm_validation.validator.</span></span><span class="sig-name descname"><span class="pre">ValidationMessage</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">request:</span> <span class="pre">bytes</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timestamp:</span> <span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">log:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trace:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre"><factory></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">carrier:</span> <span class="pre">Optional[Dict[str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">Any]]</span> <span class="pre">=</span> <span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.validator.ValidationMessage" 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>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.validator.ValidationMessage.carrier">
<span class="sig-name descname"><span class="pre">carrier</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><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="#whylogs_container.whylabs.llm_validation.validator.ValidationMessage.carrier" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.validator.ValidationMessage.id">
<span class="sig-name descname"><span class="pre">id</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="#whylogs_container.whylabs.llm_validation.validator.ValidationMessage.id" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.validator.ValidationMessage.log">
<span class="sig-name descname"><span class="pre">log</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><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="#whylogs_container.whylabs.llm_validation.validator.ValidationMessage.log" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.validator.ValidationMessage.request">
<span class="sig-name descname"><span class="pre">request</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bytes</span></em><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.validator.ValidationMessage.request" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.validator.ValidationMessage.timestamp">
<span class="sig-name descname"><span class="pre">timestamp</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="#whylogs_container.whylabs.llm_validation.validator.ValidationMessage.timestamp" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py method">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.validator.ValidationMessage.to_validation_request">
<span class="sig-name descname"><span class="pre">to_validation_request</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"><a class="reference internal" href="whylogs_container.whylabs.container.html#whylogs_container.whylabs.container.requests.LLMValidateRequest" title="whylogs_container.whylabs.container.requests.LLMValidateRequest"><span class="pre">LLMValidateRequest</span></a></span></span><a class="headerlink" href="#whylogs_container.whylabs.llm_validation.validator.ValidationMessage.to_validation_request" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt class="sig sig-object py" id="whylogs_container.whylabs.llm_validation.validator.ValidationMessage.trace">
<span class="sig-name descname"><span class="pre">trace</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span></em><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="#whylogs_container.whylabs.llm_validation.validator.ValidationMessage.trace" title="Permalink to this definition">#</a></dt>
<dd></dd></dl>
</dd></dl>
</section>
<section id="module-whylogs_container.whylabs.llm_validation">
<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-whylogs_container.whylabs.llm_validation" title="Permalink to this heading">#</a></h2>
</section>
</section>
</article>
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<ul>
<li><a class="reference internal" href="#">whylogs_container.whylabs.llm_validation package</a><ul>
<li><a class="reference internal" href="#submodules">Submodules</a></li>
<li><a class="reference internal" href="#module-whylogs_container.whylabs.llm_validation.actions">whylogs_container.whylabs.llm_validation.actions module</a><ul>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.actions.BlockAction"><code class="docutils literal notranslate"><span class="pre">BlockAction</span></code></a><ul>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.actions.BlockAction.action_type"><code class="docutils literal notranslate"><span class="pre">BlockAction.action_type</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.actions.BlockAction.block_message"><code class="docutils literal notranslate"><span class="pre">BlockAction.block_message</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.actions.BlockAction.is_action_block"><code class="docutils literal notranslate"><span class="pre">BlockAction.is_action_block</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.actions.BlockAction.model_computed_fields"><code class="docutils literal notranslate"><span class="pre">BlockAction.model_computed_fields</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.actions.BlockAction.model_config"><code class="docutils literal notranslate"><span class="pre">BlockAction.model_config</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.actions.BlockAction.model_fields"><code class="docutils literal notranslate"><span class="pre">BlockAction.model_fields</span></code></a></li>
</ul>
</li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.actions.PassAction"><code class="docutils literal notranslate"><span class="pre">PassAction</span></code></a><ul>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.actions.PassAction.action_type"><code class="docutils literal notranslate"><span class="pre">PassAction.action_type</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.actions.PassAction.is_action_pass"><code class="docutils literal notranslate"><span class="pre">PassAction.is_action_pass</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.actions.PassAction.model_computed_fields"><code class="docutils literal notranslate"><span class="pre">PassAction.model_computed_fields</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.actions.PassAction.model_config"><code class="docutils literal notranslate"><span class="pre">PassAction.model_config</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.actions.PassAction.model_fields"><code class="docutils literal notranslate"><span class="pre">PassAction.model_fields</span></code></a></li>
</ul>
</li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.actions.get_action"><code class="docutils literal notranslate"><span class="pre">get_action()</span></code></a></li>
</ul>
</li>
<li><a class="reference internal" href="#module-whylogs_container.whylabs.llm_validation.metadata">whylogs_container.whylabs.llm_validation.metadata module</a><ul>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.metadata.ConfigurationMetadata"><code class="docutils literal notranslate"><span class="pre">ConfigurationMetadata</span></code></a><ul>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.metadata.ConfigurationMetadata.config_error"><code class="docutils literal notranslate"><span class="pre">ConfigurationMetadata.config_error</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.metadata.ConfigurationMetadata.message"><code class="docutils literal notranslate"><span class="pre">ConfigurationMetadata.message</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.metadata.ConfigurationMetadata.timestamp"><code class="docutils literal notranslate"><span class="pre">ConfigurationMetadata.timestamp</span></code></a></li>
</ul>
</li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.metadata.ModuleDefinition"><code class="docutils literal notranslate"><span class="pre">ModuleDefinition</span></code></a><ul>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.metadata.ModuleDefinition.config_path"><code class="docutils literal notranslate"><span class="pre">ModuleDefinition.config_path</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.metadata.ModuleDefinition.include_upper"><code class="docutils literal notranslate"><span class="pre">ModuleDefinition.include_upper</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.metadata.ModuleDefinition.lower_threshold"><code class="docutils literal notranslate"><span class="pre">ModuleDefinition.lower_threshold</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.metadata.ModuleDefinition.metric"><code class="docutils literal notranslate"><span class="pre">ModuleDefinition.metric</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.metadata.ModuleDefinition.model_computed_fields"><code class="docutils literal notranslate"><span class="pre">ModuleDefinition.model_computed_fields</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.metadata.ModuleDefinition.model_config"><code class="docutils literal notranslate"><span class="pre">ModuleDefinition.model_config</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.metadata.ModuleDefinition.model_fields"><code class="docutils literal notranslate"><span class="pre">ModuleDefinition.model_fields</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.metadata.ModuleDefinition.module"><code class="docutils literal notranslate"><span class="pre">ModuleDefinition.module</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.metadata.ModuleDefinition.upper_threshold"><code class="docutils literal notranslate"><span class="pre">ModuleDefinition.upper_threshold</span></code></a></li>
</ul>
</li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.metadata.ValidationMetadata"><code class="docutils literal notranslate"><span class="pre">ValidationMetadata</span></code></a><ul>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.metadata.ValidationMetadata.failed_metric"><code class="docutils literal notranslate"><span class="pre">ValidationMetadata.failed_metric</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.metadata.ValidationMetadata.is_valid"><code class="docutils literal notranslate"><span class="pre">ValidationMetadata.is_valid</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.metadata.ValidationMetadata.timestamp"><code class="docutils literal notranslate"><span class="pre">ValidationMetadata.timestamp</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.metadata.ValidationMetadata.validator_name"><code class="docutils literal notranslate"><span class="pre">ValidationMetadata.validator_name</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.metadata.ValidationMetadata.value"><code class="docutils literal notranslate"><span class="pre">ValidationMetadata.value</span></code></a></li>
</ul>
</li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.metadata.ValidationReport"><code class="docutils literal notranslate"><span class="pre">ValidationReport</span></code></a><ul>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.metadata.ValidationReport.failures"><code class="docutils literal notranslate"><span class="pre">ValidationReport.failures</span></code></a></li>
</ul>
</li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.metadata.YamlConfig"><code class="docutils literal notranslate"><span class="pre">YamlConfig</span></code></a><ul>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.metadata.YamlConfig.id"><code class="docutils literal notranslate"><span class="pre">YamlConfig.id</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.metadata.YamlConfig.model_computed_fields"><code class="docutils literal notranslate"><span class="pre">YamlConfig.model_computed_fields</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.metadata.YamlConfig.model_config"><code class="docutils literal notranslate"><span class="pre">YamlConfig.model_config</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.metadata.YamlConfig.model_fields"><code class="docutils literal notranslate"><span class="pre">YamlConfig.model_fields</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.metadata.YamlConfig.policy"><code class="docutils literal notranslate"><span class="pre">YamlConfig.policy</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.metadata.YamlConfig.policy_version"><code class="docutils literal notranslate"><span class="pre">YamlConfig.policy_version</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.metadata.YamlConfig.profiling"><code class="docutils literal notranslate"><span class="pre">YamlConfig.profiling</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.metadata.YamlConfig.rules"><code class="docutils literal notranslate"><span class="pre">YamlConfig.rules</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.metadata.YamlConfig.schema_version"><code class="docutils literal notranslate"><span class="pre">YamlConfig.schema_version</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.metadata.YamlConfig.whylabs_dataset_id"><code class="docutils literal notranslate"><span class="pre">YamlConfig.whylabs_dataset_id</span></code></a></li>
</ul>
</li>
</ul>
</li>
<li><a class="reference internal" href="#module-whylogs_container.whylabs.llm_validation.validator">whylogs_container.whylabs.llm_validation.validator module</a><ul>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.validator.AsyncValidationMessage"><code class="docutils literal notranslate"><span class="pre">AsyncValidationMessage</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.validator.QueueLock"><code class="docutils literal notranslate"><span class="pre">QueueLock</span></code></a><ul>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.validator.QueueLock.close"><code class="docutils literal notranslate"><span class="pre">QueueLock.close()</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.validator.QueueLock.request"><code class="docutils literal notranslate"><span class="pre">QueueLock.request()</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.validator.QueueLock.run"><code class="docutils literal notranslate"><span class="pre">QueueLock.run()</span></code></a></li>
</ul>
</li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.validator.QueueLockEvents"><code class="docutils literal notranslate"><span class="pre">QueueLockEvents</span></code></a><ul>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.validator.QueueLockEvents.enqueue_event"><code class="docutils literal notranslate"><span class="pre">QueueLockEvents.enqueue_event</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.validator.QueueLockEvents.work_event"><code class="docutils literal notranslate"><span class="pre">QueueLockEvents.work_event</span></code></a></li>
</ul>
</li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.validator.ReturnType"><code class="docutils literal notranslate"><span class="pre">ReturnType</span></code></a><ul>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.validator.ReturnType.result"><code class="docutils literal notranslate"><span class="pre">ReturnType.result</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.validator.ReturnType.score_result"><code class="docutils literal notranslate"><span class="pre">ReturnType.score_result</span></code></a></li>
</ul>
</li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.validator.SynchronousValidator"><code class="docutils literal notranslate"><span class="pre">SynchronousValidator</span></code></a><ul>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.validator.SynchronousValidator.close_validator"><code class="docutils literal notranslate"><span class="pre">SynchronousValidator.close_validator()</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.validator.SynchronousValidator.evaluate"><code class="docutils literal notranslate"><span class="pre">SynchronousValidator.evaluate()</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.validator.SynchronousValidator.start_validator"><code class="docutils literal notranslate"><span class="pre">SynchronousValidator.start_validator()</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.validator.SynchronousValidator.warm_caches"><code class="docutils literal notranslate"><span class="pre">SynchronousValidator.warm_caches()</span></code></a></li>
</ul>
</li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.validator.ValidationActor"><code class="docutils literal notranslate"><span class="pre">ValidationActor</span></code></a><ul>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.validator.ValidationActor.close_validator"><code class="docutils literal notranslate"><span class="pre">ValidationActor.close_validator()</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.validator.ValidationActor.process_async_validation_message"><code class="docutils literal notranslate"><span class="pre">ValidationActor.process_async_validation_message()</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.validator.ValidationActor.process_batch"><code class="docutils literal notranslate"><span class="pre">ValidationActor.process_batch()</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.validator.ValidationActor.process_validation_message"><code class="docutils literal notranslate"><span class="pre">ValidationActor.process_validation_message()</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.validator.ValidationActor.process_validation_messages"><code class="docutils literal notranslate"><span class="pre">ValidationActor.process_validation_messages()</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.validator.ValidationActor.run"><code class="docutils literal notranslate"><span class="pre">ValidationActor.run()</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.validator.ValidationActor.start"><code class="docutils literal notranslate"><span class="pre">ValidationActor.start()</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.validator.ValidationActor.start_validator"><code class="docutils literal notranslate"><span class="pre">ValidationActor.start_validator()</span></code></a></li>
</ul>
</li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.validator.ValidationMessage"><code class="docutils literal notranslate"><span class="pre">ValidationMessage</span></code></a><ul>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.validator.ValidationMessage.carrier"><code class="docutils literal notranslate"><span class="pre">ValidationMessage.carrier</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.validator.ValidationMessage.id"><code class="docutils literal notranslate"><span class="pre">ValidationMessage.id</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.validator.ValidationMessage.log"><code class="docutils literal notranslate"><span class="pre">ValidationMessage.log</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.validator.ValidationMessage.request"><code class="docutils literal notranslate"><span class="pre">ValidationMessage.request</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.validator.ValidationMessage.timestamp"><code class="docutils literal notranslate"><span class="pre">ValidationMessage.timestamp</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.validator.ValidationMessage.to_validation_request"><code class="docutils literal notranslate"><span class="pre">ValidationMessage.to_validation_request()</span></code></a></li>
<li><a class="reference internal" href="#whylogs_container.whylabs.llm_validation.validator.ValidationMessage.trace"><code class="docutils literal notranslate"><span class="pre">ValidationMessage.trace</span></code></a></li>
</ul>
</li>
</ul>
</li>
<li><a class="reference internal" href="#module-whylogs_container.whylabs.llm_validation">Module contents</a></li>
</ul>
</li>
</ul>
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