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<!doctype html>
<html lang="en">
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<title>microcore API documentation</title>
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<h2>Contents</h2>
<ul>
<li><a href="#minimalistic-foundation-for-ai-applications">Minimalistic Foundation for AI Applications</a></li>
</ul>
<h2>Submodules</h2>
<ul>
<li><a href="microcore/embedding_db.html">embedding_db</a></li>
<li><a href="microcore/file_storage.html">file_storage</a></li>
<li><a href="microcore/message_types.html">message_types</a></li>
<li><a href="microcore/utils.html">utils</a></li>
<li><a href="microcore/configuration.html">configuration</a></li>
<li><a href="microcore/types.html">types</a></li>
<li><a href="microcore/ui.html">ui</a></li>
</ul>
<h2>API Documentation</h2>
<ul class="memberlist">
<li>
<a class="function" href="#llm">llm</a>
</li>
<li>
<a class="function" href="#allm">allm</a>
</li>
<li>
<a class="function" href="#llm_parallel">llm_parallel</a>
</li>
<li>
<a class="function" href="#tpl">tpl</a>
</li>
<li>
<a class="function" href="#prompt">prompt</a>
</li>
<li>
<a class="function" href="#fmt">fmt</a>
</li>
<li>
<a class="variable" href="#texts">texts</a>
</li>
<li>
<a class="function" href="#configure">configure</a>
</li>
<li>
<a class="function" href="#validate_config">validate_config</a>
</li>
<li>
<a class="variable" href="#storage">storage</a>
</li>
<li>
<a class="function" href="#use_model">use_model</a>
</li>
<li>
<a class="function" href="#use_logging">use_logging</a>
</li>
<li>
<a class="function" href="#env">env</a>
</li>
<li>
<a class="function" href="#config">config</a>
</li>
<li>
<a class="class" href="#Msg">Msg</a>
<ul class="memberlist">
<li>
<a class="function" href="#Msg.__init__">Msg</a>
</li>
<li>
<a class="variable" href="#Msg.dict_factory">dict_factory</a>
</li>
<li>
<a class="variable" href="#Msg.role">role</a>
</li>
<li>
<a class="variable" href="#Msg.content">content</a>
</li>
<li>
<a class="function" href="#Msg.strip">strip</a>
</li>
</ul>
</li>
<li>
<a class="class" href="#UserMsg">UserMsg</a>
<ul class="memberlist">
<li>
<a class="function" href="#UserMsg.__init__">UserMsg</a>
</li>
<li>
<a class="variable" href="#UserMsg.role">role</a>
</li>
</ul>
</li>
<li>
<a class="class" href="#SysMsg">SysMsg</a>
<ul class="memberlist">
<li>
<a class="function" href="#SysMsg.__init__">SysMsg</a>
</li>
<li>
<a class="variable" href="#SysMsg.role">role</a>
</li>
</ul>
</li>
<li>
<a class="class" href="#AssistantMsg">AssistantMsg</a>
<ul class="memberlist">
<li>
<a class="function" href="#AssistantMsg.__init__">AssistantMsg</a>
</li>
<li>
<a class="variable" href="#AssistantMsg.role">role</a>
</li>
</ul>
</li>
<li>
<a class="class" href="#PartialMsg">PartialMsg</a>
<ul class="memberlist">
<li>
<a class="variable" href="#PartialMsg.dict_factory">dict_factory</a>
</li>
<li>
<a class="variable" href="#PartialMsg.placeholder">placeholder</a>
</li>
<li>
<a class="variable" href="#PartialMsg.variants_splitter">variants_splitter</a>
</li>
<li>
<a class="function" href="#PartialMsg.split_prefix_and_suffixes">split_prefix_and_suffixes</a>
</li>
<li>
<a class="function" href="#PartialMsg.prefix_and_suffixes">prefix_and_suffixes</a>
</li>
<li>
<a class="function" href="#PartialMsg.prefix">prefix</a>
</li>
<li>
<a class="function" href="#PartialMsg.suffixes">suffixes</a>
</li>
</ul>
</li>
<li>
<a class="class" href="#ApiType">ApiType</a>
<ul class="memberlist">
<li>
<a class="variable" href="#ApiType.OPEN_AI">OPEN_AI</a>
</li>
<li>
<a class="variable" href="#ApiType.AZURE">AZURE</a>
</li>
<li>
<a class="variable" href="#ApiType.ANYSCALE">ANYSCALE</a>
</li>
<li>
<a class="variable" href="#ApiType.DEEP_INFRA">DEEP_INFRA</a>
</li>
<li>
<a class="variable" href="#ApiType.ANTHROPIC">ANTHROPIC</a>
</li>
<li>
<a class="variable" href="#ApiType.GOOGLE_VERTEX_AI">GOOGLE_VERTEX_AI</a>
</li>
<li>
<a class="variable" href="#ApiType.GOOGLE_AI_STUDIO">GOOGLE_AI_STUDIO</a>
</li>
<li>
<a class="variable" href="#ApiType.FUNCTION">FUNCTION</a>
</li>
<li>
<a class="variable" href="#ApiType.TRANSFORMERS">TRANSFORMERS</a>
</li>
<li>
<a class="variable" href="#ApiType.NONE">NONE</a>
</li>
<li>
<a class="function" href="#ApiType.is_local">is_local</a>
</li>
</ul>
</li>
<li>
<a class="class" href="#BadAIJsonAnswer">BadAIJsonAnswer</a>
<ul class="memberlist">
<li>
<a class="function" href="#BadAIJsonAnswer.__init__">BadAIJsonAnswer</a>
</li>
</ul>
</li>
<li>
<a class="class" href="#BadAIAnswer">BadAIAnswer</a>
<ul class="memberlist">
<li>
<a class="function" href="#BadAIAnswer.__init__">BadAIAnswer</a>
</li>
<li>
<a class="variable" href="#BadAIAnswer.message">message</a>
</li>
<li>
<a class="variable" href="#BadAIAnswer.details">details</a>
</li>
</ul>
</li>
<li>
<a class="class" href="#LLMConfigError">LLMConfigError</a>
<ul class="memberlist">
</ul>
</li>
<li>
<a class="class" href="#LLMResponse">LLMResponse</a>
<ul class="memberlist">
<li>
<a class="function" href="#LLMResponse.parse_json">parse_json</a>
</li>
<li>
<a class="function" href="#LLMResponse.parse_number">parse_number</a>
</li>
<li>
<a class="function" href="#LLMResponse.as_message">as_message</a>
</li>
</ul>
</li>
<li>
<a class="class" href="#PromptWrapper">PromptWrapper</a>
<ul class="memberlist">
<li>
<a class="function" href="#PromptWrapper.__init__">PromptWrapper</a>
</li>
<li>
<a class="function" href="#PromptWrapper.to_llm">to_llm</a>
</li>
<li>
<a class="function" href="#PromptWrapper.to_allm">to_allm</a>
</li>
</ul>
</li>
<li>
<a class="function" href="#parse">parse</a>
</li>
<li>
<a class="class" href="#SearchResult">SearchResult</a>
<ul class="memberlist">
<li>
<a class="function" href="#SearchResult.__init__">SearchResult</a>
</li>
<li>
<a class="variable" href="#SearchResult.id">id</a>
</li>
<li>
<a class="variable" href="#SearchResult.distance">distance</a>
</li>
<li>
<a class="variable" href="#SearchResult.metadata">metadata</a>
</li>
</ul>
</li>
<li>
<a class="class" href="#SearchResults">SearchResults</a>
<ul class="memberlist">
<li>
<a class="function" href="#SearchResults.fit_to_token_size">fit_to_token_size</a>
</li>
</ul>
</li>
<li>
<a class="function" href="#dedent">dedent</a>
</li>
<li>
<a class="class" href="#Config">Config</a>
<ul class="memberlist">
<li>
<a class="function" href="#Config.__init__">Config</a>
</li>
<li>
<a class="variable" href="#Config.USE_LOGGING">USE_LOGGING</a>
</li>
<li>
<a class="variable" href="#Config.PROMPT_TEMPLATES_PATH">PROMPT_TEMPLATES_PATH</a>
</li>
<li>
<a class="variable" href="#Config.STORAGE_PATH">STORAGE_PATH</a>
</li>
<li>
<a class="variable" href="#Config.STORAGE_DEFAULT_FILE_EXT">STORAGE_DEFAULT_FILE_EXT</a>
</li>
<li>
<a class="variable" href="#Config.EMBEDDING_DB_FOLDER">EMBEDDING_DB_FOLDER</a>
</li>
<li>
<a class="variable" href="#Config.EMBEDDING_DB_FUNCTION">EMBEDDING_DB_FUNCTION</a>
</li>
<li>
<a class="variable" href="#Config.EMBEDDING_DB_ALLOW_DUPLICATES">EMBEDDING_DB_ALLOW_DUPLICATES</a>
</li>
<li>
<a class="variable" href="#Config.DEFAULT_ENCODING">DEFAULT_ENCODING</a>
</li>
<li>
<a class="variable" href="#Config.JINJA2_AUTO_ESCAPE">JINJA2_AUTO_ESCAPE</a>
</li>
<li>
<a class="variable" href="#Config.ELEVENLABS_API_KEY">ELEVENLABS_API_KEY</a>
</li>
<li>
<a class="variable" href="#Config.TEXT_TO_SPEECH_PATH">TEXT_TO_SPEECH_PATH</a>
</li>
<li>
<a class="variable" href="#Config.MAX_CONCURRENT_TASKS">MAX_CONCURRENT_TASKS</a>
</li>
</ul>
</li>
<li>
<a class="class" href="#Metrics">Metrics</a>
<ul class="memberlist">
<li>
<a class="variable" href="#Metrics.exec_duration">exec_duration</a>
</li>
<li>
<a class="variable" href="#Metrics.total_gen_duration">total_gen_duration</a>
</li>
<li>
<a class="variable" href="#Metrics.requests_count">requests_count</a>
</li>
<li>
<a class="variable" href="#Metrics.succ_requests_count">succ_requests_count</a>
</li>
<li>
<a class="variable" href="#Metrics.gen_chars_count">gen_chars_count</a>
</li>
<li>
<a class="variable" href="#Metrics.avg_gen_duration">avg_gen_duration</a>
</li>
<li>
<a class="variable" href="#Metrics.gen_chars_speed">gen_chars_speed</a>
</li>
</ul>
</li>
</ul>
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<h1 class="modulename">
microcore </h1>
<div class="docstring"><h1 id="minimalistic-foundation-for-ai-applications">Minimalistic Foundation for AI Applications</h1>
<p><strong>microcore</strong> is a collection of python adapters for Large Language Models
and Semantic Search APIs allowing to
communicate with these services convenient way, make it easily switchable
and separate business logic from implementation details.</p>
</div>
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<div class="pdoc-code codehilite"><pre><span></span><span id="L-1"><a href="#L-1"><span class="linenos"> 1</span></a><span class="sd">"""</span>
</span><span id="L-2"><a href="#L-2"><span class="linenos"> 2</span></a><span class="sd"># Minimalistic Foundation for AI Applications</span>
</span><span id="L-3"><a href="#L-3"><span class="linenos"> 3</span></a>
</span><span id="L-4"><a href="#L-4"><span class="linenos"> 4</span></a><span class="sd">**microcore** is a collection of python adapters for Large Language Models</span>
</span><span id="L-5"><a href="#L-5"><span class="linenos"> 5</span></a><span class="sd">and Semantic Search APIs allowing to</span>
</span><span id="L-6"><a href="#L-6"><span class="linenos"> 6</span></a><span class="sd">communicate with these services convenient way, make it easily switchable</span>
</span><span id="L-7"><a href="#L-7"><span class="linenos"> 7</span></a><span class="sd">and separate business logic from implementation details.</span>
</span><span id="L-8"><a href="#L-8"><span class="linenos"> 8</span></a><span class="sd">"""</span>
</span><span id="L-9"><a href="#L-9"><span class="linenos"> 9</span></a>
</span><span id="L-10"><a href="#L-10"><span class="linenos"> 10</span></a><span class="kn">import</span> <span class="nn">os</span>
</span><span id="L-11"><a href="#L-11"><span class="linenos"> 11</span></a><span class="kn">import</span> <span class="nn">microcore.ui</span> <span class="c1"># noqa</span>
</span><span id="L-12"><a href="#L-12"><span class="linenos"> 12</span></a><span class="kn">from</span> <span class="nn">.embedding_db</span> <span class="kn">import</span> <span class="n">SearchResult</span><span class="p">,</span> <span class="n">AbstractEmbeddingDB</span><span class="p">,</span> <span class="n">SearchResults</span>
</span><span id="L-13"><a href="#L-13"><span class="linenos"> 13</span></a><span class="kn">from</span> <span class="nn">.file_storage</span> <span class="kn">import</span> <span class="n">storage</span>
</span><span id="L-14"><a href="#L-14"><span class="linenos"> 14</span></a><span class="kn">from</span> <span class="nn">._env</span> <span class="kn">import</span> <span class="n">configure</span><span class="p">,</span> <span class="n">env</span><span class="p">,</span> <span class="n">config</span>
</span><span id="L-15"><a href="#L-15"><span class="linenos"> 15</span></a><span class="kn">from</span> <span class="nn">.logging</span> <span class="kn">import</span> <span class="n">use_logging</span>
</span><span id="L-16"><a href="#L-16"><span class="linenos"> 16</span></a><span class="kn">from</span> <span class="nn">.message_types</span> <span class="kn">import</span> <span class="n">UserMsg</span><span class="p">,</span> <span class="n">AssistantMsg</span><span class="p">,</span> <span class="n">SysMsg</span><span class="p">,</span> <span class="n">Msg</span><span class="p">,</span> <span class="n">PartialMsg</span>
</span><span id="L-17"><a href="#L-17"><span class="linenos"> 17</span></a><span class="kn">from</span> <span class="nn">.configuration</span> <span class="kn">import</span> <span class="n">ApiType</span><span class="p">,</span> <span class="n">LLMConfigError</span><span class="p">,</span> <span class="n">Config</span>
</span><span id="L-18"><a href="#L-18"><span class="linenos"> 18</span></a><span class="kn">from</span> <span class="nn">.types</span> <span class="kn">import</span> <span class="n">BadAIJsonAnswer</span><span class="p">,</span> <span class="n">BadAIAnswer</span>
</span><span id="L-19"><a href="#L-19"><span class="linenos"> 19</span></a><span class="kn">from</span> <span class="nn">.wrappers.prompt_wrapper</span> <span class="kn">import</span> <span class="n">PromptWrapper</span>
</span><span id="L-20"><a href="#L-20"><span class="linenos"> 20</span></a><span class="kn">from</span> <span class="nn">.wrappers.llm_response_wrapper</span> <span class="kn">import</span> <span class="n">LLMResponse</span>
</span><span id="L-21"><a href="#L-21"><span class="linenos"> 21</span></a><span class="kn">from</span> <span class="nn">._llm_functions</span> <span class="kn">import</span> <span class="n">llm</span><span class="p">,</span> <span class="n">allm</span><span class="p">,</span> <span class="n">llm_parallel</span>
</span><span id="L-22"><a href="#L-22"><span class="linenos"> 22</span></a><span class="kn">from</span> <span class="nn">.utils</span> <span class="kn">import</span> <span class="n">parse</span><span class="p">,</span> <span class="n">dedent</span>
</span><span id="L-23"><a href="#L-23"><span class="linenos"> 23</span></a><span class="kn">from</span> <span class="nn">.metrics</span> <span class="kn">import</span> <span class="n">Metrics</span>
</span><span id="L-24"><a href="#L-24"><span class="linenos"> 24</span></a>
</span><span id="L-25"><a href="#L-25"><span class="linenos"> 25</span></a>
</span><span id="L-26"><a href="#L-26"><span class="linenos"> 26</span></a><span class="k">def</span> <span class="nf">tpl</span><span class="p">(</span><span class="n">file</span><span class="p">:</span> <span class="n">os</span><span class="o">.</span><span class="n">PathLike</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">|</span> <span class="nb">str</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="nb">str</span> <span class="o">|</span> <span class="n">PromptWrapper</span><span class="p">:</span>
</span><span id="L-27"><a href="#L-27"><span class="linenos"> 27</span></a><span class="w"> </span><span class="sd">"""Renders a prompt template using the provided parameters."""</span>
</span><span id="L-28"><a href="#L-28"><span class="linenos"> 28</span></a> <span class="k">return</span> <span class="n">PromptWrapper</span><span class="p">(</span><span class="n">env</span><span class="p">()</span><span class="o">.</span><span class="n">tpl_function</span><span class="p">(</span><span class="n">file</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">),</span> <span class="n">kwargs</span><span class="p">)</span>
</span><span id="L-29"><a href="#L-29"><span class="linenos"> 29</span></a>
</span><span id="L-30"><a href="#L-30"><span class="linenos"> 30</span></a>
</span><span id="L-31"><a href="#L-31"><span class="linenos"> 31</span></a><span class="k">def</span> <span class="nf">prompt</span><span class="p">(</span><span class="n">template_str</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">remove_indent</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="nb">str</span> <span class="o">|</span> <span class="n">PromptWrapper</span><span class="p">:</span>
</span><span id="L-32"><a href="#L-32"><span class="linenos"> 32</span></a><span class="w"> </span><span class="sd">"""Renders a prompt template from string using the provided parameters."""</span>
</span><span id="L-33"><a href="#L-33"><span class="linenos"> 33</span></a> <span class="k">if</span> <span class="n">remove_indent</span><span class="p">:</span>
</span><span id="L-34"><a href="#L-34"><span class="linenos"> 34</span></a> <span class="n">template_str</span> <span class="o">=</span> <span class="n">dedent</span><span class="p">(</span><span class="n">template_str</span><span class="p">)</span>
</span><span id="L-35"><a href="#L-35"><span class="linenos"> 35</span></a> <span class="k">return</span> <span class="n">PromptWrapper</span><span class="p">(</span>
</span><span id="L-36"><a href="#L-36"><span class="linenos"> 36</span></a> <span class="n">env</span><span class="p">()</span><span class="o">.</span><span class="n">jinja_env</span><span class="o">.</span><span class="n">from_string</span><span class="p">(</span><span class="n">template_str</span><span class="p">)</span><span class="o">.</span><span class="n">render</span><span class="p">(</span><span class="o">**</span><span class="n">kwargs</span><span class="p">),</span> <span class="n">kwargs</span>
</span><span id="L-37"><a href="#L-37"><span class="linenos"> 37</span></a> <span class="p">)</span>
</span><span id="L-38"><a href="#L-38"><span class="linenos"> 38</span></a>
</span><span id="L-39"><a href="#L-39"><span class="linenos"> 39</span></a>
</span><span id="L-40"><a href="#L-40"><span class="linenos"> 40</span></a><span class="n">fmt</span> <span class="o">=</span> <span class="n">prompt</span>
</span><span id="L-41"><a href="#L-41"><span class="linenos"> 41</span></a>
</span><span id="L-42"><a href="#L-42"><span class="linenos"> 42</span></a>
</span><span id="L-43"><a href="#L-43"><span class="linenos"> 43</span></a><span class="k">def</span> <span class="nf">use_model</span><span class="p">(</span><span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">):</span>
</span><span id="L-44"><a href="#L-44"><span class="linenos"> 44</span></a><span class="w"> </span><span class="sd">"""Switches language model"""</span>
</span><span id="L-45"><a href="#L-45"><span class="linenos"> 45</span></a> <span class="n">config</span><span class="p">()</span><span class="o">.</span><span class="n">MODEL</span> <span class="o">=</span> <span class="n">name</span>
</span><span id="L-46"><a href="#L-46"><span class="linenos"> 46</span></a> <span class="n">config</span><span class="p">()</span><span class="o">.</span><span class="n">LLM_DEFAULT_ARGS</span><span class="p">[</span><span class="s2">"model"</span><span class="p">]</span> <span class="o">=</span> <span class="n">name</span>
</span><span id="L-47"><a href="#L-47"><span class="linenos"> 47</span></a>
</span><span id="L-48"><a href="#L-48"><span class="linenos"> 48</span></a>
</span><span id="L-49"><a href="#L-49"><span class="linenos"> 49</span></a><span class="k">def</span> <span class="nf">validate_config</span><span class="p">():</span>
</span><span id="L-50"><a href="#L-50"><span class="linenos"> 50</span></a><span class="w"> </span><span class="sd">"""</span>
</span><span id="L-51"><a href="#L-51"><span class="linenos"> 51</span></a><span class="sd"> Validates current MicroCore configuration</span>
</span><span id="L-52"><a href="#L-52"><span class="linenos"> 52</span></a>
</span><span id="L-53"><a href="#L-53"><span class="linenos"> 53</span></a><span class="sd"> Raises:</span>
</span><span id="L-54"><a href="#L-54"><span class="linenos"> 54</span></a><span class="sd"> `LLMConfigError` if configuration is invalid</span>
</span><span id="L-55"><a href="#L-55"><span class="linenos"> 55</span></a><span class="sd"> """</span>
</span><span id="L-56"><a href="#L-56"><span class="linenos"> 56</span></a> <span class="n">config</span><span class="p">()</span><span class="o">.</span><span class="n">validate</span><span class="p">()</span>
</span><span id="L-57"><a href="#L-57"><span class="linenos"> 57</span></a>
</span><span id="L-58"><a href="#L-58"><span class="linenos"> 58</span></a>
</span><span id="L-59"><a href="#L-59"><span class="linenos"> 59</span></a><span class="k">class</span> <span class="nc">_EmbeddingDBProxy</span><span class="p">(</span><span class="n">AbstractEmbeddingDB</span><span class="p">):</span>
</span><span id="L-60"><a href="#L-60"><span class="linenos"> 60</span></a> <span class="k">def</span> <span class="nf">get_all</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">collection</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-></span> <span class="nb">list</span><span class="p">[</span><span class="nb">str</span> <span class="o">|</span> <span class="n">SearchResult</span><span class="p">]:</span>
</span><span id="L-61"><a href="#L-61"><span class="linenos"> 61</span></a> <span class="k">return</span> <span class="n">env</span><span class="p">()</span><span class="o">.</span><span class="n">texts</span><span class="o">.</span><span class="n">get_all</span><span class="p">(</span><span class="n">collection</span><span class="p">)</span>
</span><span id="L-62"><a href="#L-62"><span class="linenos"> 62</span></a>
</span><span id="L-63"><a href="#L-63"><span class="linenos"> 63</span></a> <span class="k">def</span> <span class="nf">search</span><span class="p">(</span>
</span><span id="L-64"><a href="#L-64"><span class="linenos"> 64</span></a> <span class="bp">self</span><span class="p">,</span>
</span><span id="L-65"><a href="#L-65"><span class="linenos"> 65</span></a> <span class="n">collection</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
</span><span id="L-66"><a href="#L-66"><span class="linenos"> 66</span></a> <span class="n">query</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="nb">list</span><span class="p">,</span>
</span><span id="L-67"><a href="#L-67"><span class="linenos"> 67</span></a> <span class="n">n_results</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">5</span><span class="p">,</span>
</span><span id="L-68"><a href="#L-68"><span class="linenos"> 68</span></a> <span class="n">where</span><span class="p">:</span> <span class="nb">dict</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="L-69"><a href="#L-69"><span class="linenos"> 69</span></a> <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
</span><span id="L-70"><a href="#L-70"><span class="linenos"> 70</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">SearchResults</span> <span class="o">|</span> <span class="nb">list</span><span class="p">[</span><span class="nb">str</span> <span class="o">|</span> <span class="n">SearchResult</span><span class="p">]:</span>
</span><span id="L-71"><a href="#L-71"><span class="linenos"> 71</span></a> <span class="k">return</span> <span class="n">env</span><span class="p">()</span><span class="o">.</span><span class="n">texts</span><span class="o">.</span><span class="n">search</span><span class="p">(</span><span class="n">collection</span><span class="p">,</span> <span class="n">query</span><span class="p">,</span> <span class="n">n_results</span><span class="p">,</span> <span class="n">where</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
</span><span id="L-72"><a href="#L-72"><span class="linenos"> 72</span></a>
</span><span id="L-73"><a href="#L-73"><span class="linenos"> 73</span></a> <span class="k">def</span> <span class="nf">find</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="n">SearchResults</span> <span class="o">|</span> <span class="nb">list</span><span class="p">[</span><span class="nb">str</span> <span class="o">|</span> <span class="n">SearchResult</span><span class="p">]:</span>
</span><span id="L-74"><a href="#L-74"><span class="linenos"> 74</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">search</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
</span><span id="L-75"><a href="#L-75"><span class="linenos"> 75</span></a>
</span><span id="L-76"><a href="#L-76"><span class="linenos"> 76</span></a> <span class="k">def</span> <span class="nf">find_all</span><span class="p">(</span>
</span><span id="L-77"><a href="#L-77"><span class="linenos"> 77</span></a> <span class="bp">self</span><span class="p">,</span>
</span><span id="L-78"><a href="#L-78"><span class="linenos"> 78</span></a> <span class="n">collection</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
</span><span id="L-79"><a href="#L-79"><span class="linenos"> 79</span></a> <span class="n">query</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="nb">list</span><span class="p">,</span>
</span><span id="L-80"><a href="#L-80"><span class="linenos"> 80</span></a> <span class="n">where</span><span class="p">:</span> <span class="nb">dict</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="L-81"><a href="#L-81"><span class="linenos"> 81</span></a> <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span>
</span><span id="L-82"><a href="#L-82"><span class="linenos"> 82</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">SearchResults</span> <span class="o">|</span> <span class="nb">list</span><span class="p">[</span><span class="nb">str</span> <span class="o">|</span> <span class="n">SearchResult</span><span class="p">]:</span>
</span><span id="L-83"><a href="#L-83"><span class="linenos"> 83</span></a> <span class="k">return</span> <span class="n">env</span><span class="p">()</span><span class="o">.</span><span class="n">texts</span><span class="o">.</span><span class="n">find_all</span><span class="p">(</span><span class="n">collection</span><span class="p">,</span> <span class="n">query</span><span class="p">,</span> <span class="n">where</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
</span><span id="L-84"><a href="#L-84"><span class="linenos"> 84</span></a>
</span><span id="L-85"><a href="#L-85"><span class="linenos"> 85</span></a> <span class="k">def</span> <span class="nf">save_many</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">collection</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">items</span><span class="p">:</span> <span class="nb">list</span><span class="p">[</span><span class="nb">tuple</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">dict</span><span class="p">]</span> <span class="o">|</span> <span class="nb">str</span><span class="p">]):</span>
</span><span id="L-86"><a href="#L-86"><span class="linenos"> 86</span></a> <span class="k">return</span> <span class="n">env</span><span class="p">()</span><span class="o">.</span><span class="n">texts</span><span class="o">.</span><span class="n">save_many</span><span class="p">(</span><span class="n">collection</span><span class="p">,</span> <span class="n">items</span><span class="p">)</span>
</span><span id="L-87"><a href="#L-87"><span class="linenos"> 87</span></a>
</span><span id="L-88"><a href="#L-88"><span class="linenos"> 88</span></a> <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">collection</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">text</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">metadata</span><span class="p">:</span> <span class="nb">dict</span> <span class="o">=</span> <span class="kc">None</span><span class="p">):</span>
</span><span id="L-89"><a href="#L-89"><span class="linenos"> 89</span></a> <span class="k">return</span> <span class="n">env</span><span class="p">()</span><span class="o">.</span><span class="n">texts</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">collection</span><span class="p">,</span> <span class="n">text</span><span class="p">,</span> <span class="n">metadata</span><span class="p">)</span>
</span><span id="L-90"><a href="#L-90"><span class="linenos"> 90</span></a>
</span><span id="L-91"><a href="#L-91"><span class="linenos"> 91</span></a> <span class="k">def</span> <span class="nf">clear</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">collection</span><span class="p">:</span> <span class="nb">str</span><span class="p">):</span>
</span><span id="L-92"><a href="#L-92"><span class="linenos"> 92</span></a> <span class="k">return</span> <span class="n">env</span><span class="p">()</span><span class="o">.</span><span class="n">texts</span><span class="o">.</span><span class="n">clear</span><span class="p">(</span><span class="n">collection</span><span class="p">)</span>
</span><span id="L-93"><a href="#L-93"><span class="linenos"> 93</span></a>
</span><span id="L-94"><a href="#L-94"><span class="linenos"> 94</span></a> <span class="k">def</span> <span class="nf">count</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">collection</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-></span> <span class="nb">int</span><span class="p">:</span>
</span><span id="L-95"><a href="#L-95"><span class="linenos"> 95</span></a> <span class="k">return</span> <span class="n">env</span><span class="p">()</span><span class="o">.</span><span class="n">texts</span><span class="o">.</span><span class="n">count</span><span class="p">(</span><span class="n">collection</span><span class="p">)</span>
</span><span id="L-96"><a href="#L-96"><span class="linenos"> 96</span></a>
</span><span id="L-97"><a href="#L-97"><span class="linenos"> 97</span></a> <span class="k">def</span> <span class="nf">delete</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">collection</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">what</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="nb">list</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">|</span> <span class="nb">dict</span><span class="p">):</span>
</span><span id="L-98"><a href="#L-98"><span class="linenos"> 98</span></a> <span class="k">return</span> <span class="n">env</span><span class="p">()</span><span class="o">.</span><span class="n">texts</span><span class="o">.</span><span class="n">delete</span><span class="p">(</span><span class="n">collection</span><span class="p">,</span> <span class="n">what</span><span class="p">)</span>
</span><span id="L-99"><a href="#L-99"><span class="linenos"> 99</span></a>
</span><span id="L-100"><a href="#L-100"><span class="linenos">100</span></a>
</span><span id="L-101"><a href="#L-101"><span class="linenos">101</span></a><span class="n">texts</span> <span class="o">=</span> <span class="n">_EmbeddingDBProxy</span><span class="p">()</span>
</span><span id="L-102"><a href="#L-102"><span class="linenos">102</span></a><span class="sd">"""Embedding database, see `microcore.embedding_db.AbstractEmbeddingDB`"""</span>
</span><span id="L-103"><a href="#L-103"><span class="linenos">103</span></a>
</span><span id="L-104"><a href="#L-104"><span class="linenos">104</span></a><span class="n">__all__</span> <span class="o">=</span> <span class="p">[</span>
</span><span id="L-105"><a href="#L-105"><span class="linenos">105</span></a> <span class="s2">"llm"</span><span class="p">,</span>
</span><span id="L-106"><a href="#L-106"><span class="linenos">106</span></a> <span class="s2">"allm"</span><span class="p">,</span>
</span><span id="L-107"><a href="#L-107"><span class="linenos">107</span></a> <span class="s2">"llm_parallel"</span><span class="p">,</span>
</span><span id="L-108"><a href="#L-108"><span class="linenos">108</span></a> <span class="s2">"tpl"</span><span class="p">,</span>
</span><span id="L-109"><a href="#L-109"><span class="linenos">109</span></a> <span class="s2">"prompt"</span><span class="p">,</span>
</span><span id="L-110"><a href="#L-110"><span class="linenos">110</span></a> <span class="s2">"fmt"</span><span class="p">,</span>
</span><span id="L-111"><a href="#L-111"><span class="linenos">111</span></a> <span class="s2">"texts"</span><span class="p">,</span>
</span><span id="L-112"><a href="#L-112"><span class="linenos">112</span></a> <span class="s2">"configure"</span><span class="p">,</span>
</span><span id="L-113"><a href="#L-113"><span class="linenos">113</span></a> <span class="s2">"validate_config"</span><span class="p">,</span>
</span><span id="L-114"><a href="#L-114"><span class="linenos">114</span></a> <span class="s2">"storage"</span><span class="p">,</span>
</span><span id="L-115"><a href="#L-115"><span class="linenos">115</span></a> <span class="s2">"use_model"</span><span class="p">,</span>
</span><span id="L-116"><a href="#L-116"><span class="linenos">116</span></a> <span class="s2">"use_logging"</span><span class="p">,</span>
</span><span id="L-117"><a href="#L-117"><span class="linenos">117</span></a> <span class="s2">"env"</span><span class="p">,</span>
</span><span id="L-118"><a href="#L-118"><span class="linenos">118</span></a> <span class="s2">"config"</span><span class="p">,</span>
</span><span id="L-119"><a href="#L-119"><span class="linenos">119</span></a> <span class="s2">"Msg"</span><span class="p">,</span>
</span><span id="L-120"><a href="#L-120"><span class="linenos">120</span></a> <span class="s2">"UserMsg"</span><span class="p">,</span>
</span><span id="L-121"><a href="#L-121"><span class="linenos">121</span></a> <span class="s2">"SysMsg"</span><span class="p">,</span>
</span><span id="L-122"><a href="#L-122"><span class="linenos">122</span></a> <span class="s2">"AssistantMsg"</span><span class="p">,</span>
</span><span id="L-123"><a href="#L-123"><span class="linenos">123</span></a> <span class="s2">"PartialMsg"</span><span class="p">,</span>
</span><span id="L-124"><a href="#L-124"><span class="linenos">124</span></a> <span class="s2">"ApiType"</span><span class="p">,</span>
</span><span id="L-125"><a href="#L-125"><span class="linenos">125</span></a> <span class="s2">"BadAIJsonAnswer"</span><span class="p">,</span>
</span><span id="L-126"><a href="#L-126"><span class="linenos">126</span></a> <span class="s2">"BadAIAnswer"</span><span class="p">,</span>
</span><span id="L-127"><a href="#L-127"><span class="linenos">127</span></a> <span class="s2">"LLMConfigError"</span><span class="p">,</span>
</span><span id="L-128"><a href="#L-128"><span class="linenos">128</span></a> <span class="s2">"LLMResponse"</span><span class="p">,</span>
</span><span id="L-129"><a href="#L-129"><span class="linenos">129</span></a> <span class="s2">"PromptWrapper"</span><span class="p">,</span>
</span><span id="L-130"><a href="#L-130"><span class="linenos">130</span></a> <span class="s2">"parse"</span><span class="p">,</span>
</span><span id="L-131"><a href="#L-131"><span class="linenos">131</span></a> <span class="s2">"SearchResult"</span><span class="p">,</span>
</span><span id="L-132"><a href="#L-132"><span class="linenos">132</span></a> <span class="s2">"SearchResults"</span><span class="p">,</span>
</span><span id="L-133"><a href="#L-133"><span class="linenos">133</span></a> <span class="s2">"dedent"</span><span class="p">,</span>
</span><span id="L-134"><a href="#L-134"><span class="linenos">134</span></a> <span class="c1"># submodules</span>
</span><span id="L-135"><a href="#L-135"><span class="linenos">135</span></a> <span class="s2">"embedding_db"</span><span class="p">,</span>
</span><span id="L-136"><a href="#L-136"><span class="linenos">136</span></a> <span class="s2">"file_storage"</span><span class="p">,</span>
</span><span id="L-137"><a href="#L-137"><span class="linenos">137</span></a> <span class="s2">"message_types"</span><span class="p">,</span>
</span><span id="L-138"><a href="#L-138"><span class="linenos">138</span></a> <span class="s2">"utils"</span><span class="p">,</span>
</span><span id="L-139"><a href="#L-139"><span class="linenos">139</span></a> <span class="s2">"configuration"</span><span class="p">,</span>
</span><span id="L-140"><a href="#L-140"><span class="linenos">140</span></a> <span class="s2">"Config"</span><span class="p">,</span>
</span><span id="L-141"><a href="#L-141"><span class="linenos">141</span></a> <span class="s2">"types"</span><span class="p">,</span>
</span><span id="L-142"><a href="#L-142"><span class="linenos">142</span></a> <span class="s2">"ui"</span><span class="p">,</span>
</span><span id="L-143"><a href="#L-143"><span class="linenos">143</span></a> <span class="s2">"Metrics"</span><span class="p">,</span>
</span><span id="L-144"><a href="#L-144"><span class="linenos">144</span></a> <span class="c1"># "wrappers",</span>
</span><span id="L-145"><a href="#L-145"><span class="linenos">145</span></a><span class="p">]</span>
</span><span id="L-146"><a href="#L-146"><span class="linenos">146</span></a>
</span><span id="L-147"><a href="#L-147"><span class="linenos">147</span></a><span class="n">__version__</span> <span class="o">=</span> <span class="s2">"3.10.0"</span>
</span></pre></div>
</section>
<section id="llm">
<input id="llm-view-source" class="view-source-toggle-state" type="checkbox" aria-hidden="true" tabindex="-1">
<div class="attr function">
<span class="def">def</span>
<span class="name">llm</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="n">prompt</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n"><a href="#Msg">Msg</a></span> <span class="o">|</span> <span class="nb">list</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">|</span> <span class="nb">list</span><span class="p">[</span><span class="n"><a href="#Msg">Msg</a></span><span class="p">]</span>,</span><span class="param"> <span class="o">**</span><span class="n">kwargs</span></span><span class="return-annotation">) -> <span class="nb">str</span> <span class="o">|</span> <span class="n"><a href="#LLMResponse">LLMResponse</a></span>:</span></span>
<label class="view-source-button" for="llm-view-source"><span>View Source</span></label>
</div>
<a class="headerlink" href="#llm"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="llm-10"><a href="#llm-10"><span class="linenos">10</span></a><span class="k">def</span> <span class="nf">llm</span><span class="p">(</span><span class="n">prompt</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">Msg</span> <span class="o">|</span> <span class="nb">list</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">|</span> <span class="nb">list</span><span class="p">[</span><span class="n">Msg</span><span class="p">],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="nb">str</span> <span class="o">|</span> <span class="n">LLMResponse</span><span class="p">:</span>
</span><span id="llm-11"><a href="#llm-11"><span class="linenos">11</span></a><span class="w"> </span><span class="sd">"""</span>
</span><span id="llm-12"><a href="#llm-12"><span class="linenos">12</span></a><span class="sd"> Request Large Language Model synchronously</span>
</span><span id="llm-13"><a href="#llm-13"><span class="linenos">13</span></a>
</span><span id="llm-14"><a href="#llm-14"><span class="linenos">14</span></a><span class="sd"> Args:</span>
</span><span id="llm-15"><a href="#llm-15"><span class="linenos">15</span></a><span class="sd"> prompt (str | list[str]): Text to send to LLM</span>
</span><span id="llm-16"><a href="#llm-16"><span class="linenos">16</span></a><span class="sd"> **kwargs (dict): Parameters supported by the LLM API</span>
</span><span id="llm-17"><a href="#llm-17"><span class="linenos">17</span></a>
</span><span id="llm-18"><a href="#llm-18"><span class="linenos">18</span></a><span class="sd"> See parameters supported by the OpenAI:</span>
</span><span id="llm-19"><a href="#llm-19"><span class="linenos">19</span></a>
</span><span id="llm-20"><a href="#llm-20"><span class="linenos">20</span></a><span class="sd"> - https://platform.openai.com/docs/api-reference/completions/create</span>
</span><span id="llm-21"><a href="#llm-21"><span class="linenos">21</span></a><span class="sd"> - https://platform.openai.com/docs/api-reference/chat/create</span>
</span><span id="llm-22"><a href="#llm-22"><span class="linenos">22</span></a>
</span><span id="llm-23"><a href="#llm-23"><span class="linenos">23</span></a><span class="sd"> **Additional parameters:**</span>
</span><span id="llm-24"><a href="#llm-24"><span class="linenos">24</span></a>
</span><span id="llm-25"><a href="#llm-25"><span class="linenos">25</span></a><span class="sd"> - callback: callable - callback function</span>
</span><span id="llm-26"><a href="#llm-26"><span class="linenos">26</span></a><span class="sd"> to be called on each chunk of text,</span>
</span><span id="llm-27"><a href="#llm-27"><span class="linenos">27</span></a><span class="sd"> enables response streaming if supported by the LLM API</span>
</span><span id="llm-28"><a href="#llm-28"><span class="linenos">28</span></a><span class="sd"> - callbacks: list[callable] - collection of callbacks</span>
</span><span id="llm-29"><a href="#llm-29"><span class="linenos">29</span></a><span class="sd"> to be called on each chunk of text,</span>
</span><span id="llm-30"><a href="#llm-30"><span class="linenos">30</span></a><span class="sd"> enables response streaming if supported by the LLM API</span>
</span><span id="llm-31"><a href="#llm-31"><span class="linenos">31</span></a>
</span><span id="llm-32"><a href="#llm-32"><span class="linenos">32</span></a><span class="sd"> Returns:</span>
</span><span id="llm-33"><a href="#llm-33"><span class="linenos">33</span></a>
</span><span id="llm-34"><a href="#llm-34"><span class="linenos">34</span></a><span class="sd"> Text generated by the LLM as string</span>
</span><span id="llm-35"><a href="#llm-35"><span class="linenos">35</span></a><span class="sd"> with all fields returned by API accessible as an attributes.</span>
</span><span id="llm-36"><a href="#llm-36"><span class="linenos">36</span></a>
</span><span id="llm-37"><a href="#llm-37"><span class="linenos">37</span></a><span class="sd"> See fields returned by the OpenAI:</span>
</span><span id="llm-38"><a href="#llm-38"><span class="linenos">38</span></a>
</span><span id="llm-39"><a href="#llm-39"><span class="linenos">39</span></a><span class="sd"> - https://platform.openai.com/docs/api-reference/completions/object</span>
</span><span id="llm-40"><a href="#llm-40"><span class="linenos">40</span></a><span class="sd"> - https://platform.openai.com/docs/api-reference/chat/object</span>
</span><span id="llm-41"><a href="#llm-41"><span class="linenos">41</span></a><span class="sd"> """</span>
</span><span id="llm-42"><a href="#llm-42"><span class="linenos">42</span></a> <span class="p">[</span><span class="n">h</span><span class="p">(</span><span class="n">prompt</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="k">for</span> <span class="n">h</span> <span class="ow">in</span> <span class="n">env</span><span class="p">()</span><span class="o">.</span><span class="n">llm_before_handlers</span><span class="p">]</span>
</span><span id="llm-43"><a href="#llm-43"><span class="linenos">43</span></a> <span class="n">start</span> <span class="o">=</span> <span class="n">datetime</span><span class="o">.</span><span class="n">now</span><span class="p">()</span>
</span><span id="llm-44"><a href="#llm-44"><span class="linenos">44</span></a> <span class="n">response</span> <span class="o">=</span> <span class="n">env</span><span class="p">()</span><span class="o">.</span><span class="n">llm_function</span><span class="p">(</span><span class="n">prompt</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
</span><span id="llm-45"><a href="#llm-45"><span class="linenos">45</span></a> <span class="k">try</span><span class="p">:</span>
</span><span id="llm-46"><a href="#llm-46"><span class="linenos">46</span></a> <span class="n">response</span><span class="o">.</span><span class="n">gen_duration</span> <span class="o">=</span> <span class="p">(</span><span class="n">datetime</span><span class="o">.</span><span class="n">now</span><span class="p">()</span> <span class="o">-</span> <span class="n">start</span><span class="p">)</span><span class="o">.</span><span class="n">total_seconds</span><span class="p">()</span>
</span><span id="llm-47"><a href="#llm-47"><span class="linenos">47</span></a> <span class="k">except</span> <span class="ne">AttributeError</span><span class="p">:</span>
</span><span id="llm-48"><a href="#llm-48"><span class="linenos">48</span></a> <span class="o">...</span>
</span><span id="llm-49"><a href="#llm-49"><span class="linenos">49</span></a> <span class="p">[</span><span class="n">h</span><span class="p">(</span><span class="n">response</span><span class="p">)</span> <span class="k">for</span> <span class="n">h</span> <span class="ow">in</span> <span class="n">env</span><span class="p">()</span><span class="o">.</span><span class="n">llm_after_handlers</span><span class="p">]</span>
</span><span id="llm-50"><a href="#llm-50"><span class="linenos">50</span></a> <span class="k">return</span> <span class="n">response</span>
</span></pre></div>
<div class="docstring"><p>Request Large Language Model synchronously</p>
<h6 id="arguments">Arguments:</h6>
<ul>
<li><strong>prompt (str | list[str]):</strong> Text to send to LLM</li>
<li><p><strong>**kwargs (dict):</strong> Parameters supported by the LLM API</p>
<p>See parameters supported by the OpenAI:</p>
<ul>
<li><a href="https://platform.openai.com/docs/api-reference/completions/create">https://platform.openai.com/docs/api-reference/completions/create</a></li>
<li><a href="https://platform.openai.com/docs/api-reference/chat/create">https://platform.openai.com/docs/api-reference/chat/create</a></li>
</ul>
<p><strong>Additional parameters:</strong></p>
<pre><code>- callback: callable - callback function
to be called on each chunk of text,
enables response streaming if supported by the LLM API
- callbacks: list[callable] - collection of callbacks
to be called on each chunk of text,
enables response streaming if supported by the LLM API
</code></pre></li>
</ul>
<h6 id="returns">Returns:</h6>
<blockquote>
<p>Text generated by the LLM as string
with all fields returned by API accessible as an attributes.</p>
<p>See fields returned by the OpenAI:</p>
<ul>
<li><a href="https://platform.openai.com/docs/api-reference/completions/object">https://platform.openai.com/docs/api-reference/completions/object</a></li>
<li><a href="https://platform.openai.com/docs/api-reference/chat/object">https://platform.openai.com/docs/api-reference/chat/object</a></li>
</ul>
</blockquote>
</div>
</section>
<section id="allm">
<input id="allm-view-source" class="view-source-toggle-state" type="checkbox" aria-hidden="true" tabindex="-1">
<div class="attr function">
<span class="def">async def</span>
<span class="name">allm</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="n">prompt</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n"><a href="#Msg">Msg</a></span> <span class="o">|</span> <span class="nb">list</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">|</span> <span class="nb">list</span><span class="p">[</span><span class="n"><a href="#Msg">Msg</a></span><span class="p">]</span>,</span><span class="param"> <span class="o">**</span><span class="n">kwargs</span></span><span class="return-annotation">) -> <span class="nb">str</span> <span class="o">|</span> <span class="n"><a href="#LLMResponse">LLMResponse</a></span>:</span></span>
<label class="view-source-button" for="allm-view-source"><span>View Source</span></label>
</div>
<a class="headerlink" href="#allm"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="allm-53"><a href="#allm-53"><span class="linenos">53</span></a><span class="k">async</span> <span class="k">def</span> <span class="nf">allm</span><span class="p">(</span>
</span><span id="allm-54"><a href="#allm-54"><span class="linenos">54</span></a> <span class="n">prompt</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">Msg</span> <span class="o">|</span> <span class="nb">list</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">|</span> <span class="nb">list</span><span class="p">[</span><span class="n">Msg</span><span class="p">],</span> <span class="o">**</span><span class="n">kwargs</span>
</span><span id="allm-55"><a href="#allm-55"><span class="linenos">55</span></a><span class="p">)</span> <span class="o">-></span> <span class="nb">str</span> <span class="o">|</span> <span class="n">LLMResponse</span><span class="p">:</span>
</span><span id="allm-56"><a href="#allm-56"><span class="linenos">56</span></a><span class="w"> </span><span class="sd">"""</span>
</span><span id="allm-57"><a href="#allm-57"><span class="linenos">57</span></a><span class="sd"> Request Large Language Model asynchronously</span>
</span><span id="allm-58"><a href="#allm-58"><span class="linenos">58</span></a>
</span><span id="allm-59"><a href="#allm-59"><span class="linenos">59</span></a><span class="sd"> Args:</span>
</span><span id="allm-60"><a href="#allm-60"><span class="linenos">60</span></a><span class="sd"> prompt (str | list[str]): Text to send to LLM</span>
</span><span id="allm-61"><a href="#allm-61"><span class="linenos">61</span></a><span class="sd"> **kwargs (dict): Parameters supported by the LLM API</span>
</span><span id="allm-62"><a href="#allm-62"><span class="linenos">62</span></a>
</span><span id="allm-63"><a href="#allm-63"><span class="linenos">63</span></a><span class="sd"> See parameters supported by the OpenAI:</span>
</span><span id="allm-64"><a href="#allm-64"><span class="linenos">64</span></a>
</span><span id="allm-65"><a href="#allm-65"><span class="linenos">65</span></a><span class="sd"> - https://platform.openai.com/docs/api-reference/completions/create</span>
</span><span id="allm-66"><a href="#allm-66"><span class="linenos">66</span></a><span class="sd"> - https://platform.openai.com/docs/api-reference/chat/create</span>
</span><span id="allm-67"><a href="#allm-67"><span class="linenos">67</span></a>
</span><span id="allm-68"><a href="#allm-68"><span class="linenos">68</span></a><span class="sd"> **Additional parameters:**</span>
</span><span id="allm-69"><a href="#allm-69"><span class="linenos">69</span></a>
</span><span id="allm-70"><a href="#allm-70"><span class="linenos">70</span></a><span class="sd"> - callback: callable - callback function</span>
</span><span id="allm-71"><a href="#allm-71"><span class="linenos">71</span></a><span class="sd"> to be called on each chunk of text,</span>
</span><span id="allm-72"><a href="#allm-72"><span class="linenos">72</span></a><span class="sd"> enables response streaming if supported by the LLM API</span>
</span><span id="allm-73"><a href="#allm-73"><span class="linenos">73</span></a><span class="sd"> - callbacks: list[callable] - collection of callbacks</span>
</span><span id="allm-74"><a href="#allm-74"><span class="linenos">74</span></a><span class="sd"> to be called on each chunk of text,</span>
</span><span id="allm-75"><a href="#allm-75"><span class="linenos">75</span></a><span class="sd"> enables response streaming if supported by the LLM API</span>
</span><span id="allm-76"><a href="#allm-76"><span class="linenos">76</span></a>
</span><span id="allm-77"><a href="#allm-77"><span class="linenos">77</span></a><span class="sd"> Note: async callbacks are supported only for async LLM API calls</span>
</span><span id="allm-78"><a href="#allm-78"><span class="linenos">78</span></a>
</span><span id="allm-79"><a href="#allm-79"><span class="linenos">79</span></a><span class="sd"> Returns:</span>
</span><span id="allm-80"><a href="#allm-80"><span class="linenos">80</span></a>
</span><span id="allm-81"><a href="#allm-81"><span class="linenos">81</span></a><span class="sd"> Text generated by the LLM as string</span>
</span><span id="allm-82"><a href="#allm-82"><span class="linenos">82</span></a><span class="sd"> with all fields returned by API accessible as an attributes.</span>
</span><span id="allm-83"><a href="#allm-83"><span class="linenos">83</span></a>
</span><span id="allm-84"><a href="#allm-84"><span class="linenos">84</span></a><span class="sd"> See fields returned by the OpenAI:</span>
</span><span id="allm-85"><a href="#allm-85"><span class="linenos">85</span></a>
</span><span id="allm-86"><a href="#allm-86"><span class="linenos">86</span></a><span class="sd"> - https://platform.openai.com/docs/api-reference/completions/object</span>
</span><span id="allm-87"><a href="#allm-87"><span class="linenos">87</span></a><span class="sd"> - https://platform.openai.com/docs/api-reference/chat/object</span>
</span><span id="allm-88"><a href="#allm-88"><span class="linenos">88</span></a><span class="sd"> """</span>
</span><span id="allm-89"><a href="#allm-89"><span class="linenos">89</span></a> <span class="p">[</span><span class="n">h</span><span class="p">(</span><span class="n">prompt</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="k">for</span> <span class="n">h</span> <span class="ow">in</span> <span class="n">env</span><span class="p">()</span><span class="o">.</span><span class="n">llm_before_handlers</span><span class="p">]</span>
</span><span id="allm-90"><a href="#allm-90"><span class="linenos">90</span></a> <span class="n">start</span> <span class="o">=</span> <span class="n">datetime</span><span class="o">.</span><span class="n">now</span><span class="p">()</span>
</span><span id="allm-91"><a href="#allm-91"><span class="linenos">91</span></a> <span class="n">response</span> <span class="o">=</span> <span class="k">await</span> <span class="n">env</span><span class="p">()</span><span class="o">.</span><span class="n">llm_async_function</span><span class="p">(</span><span class="n">prompt</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
</span><span id="allm-92"><a href="#allm-92"><span class="linenos">92</span></a> <span class="k">try</span><span class="p">:</span>
</span><span id="allm-93"><a href="#allm-93"><span class="linenos">93</span></a> <span class="n">response</span><span class="o">.</span><span class="n">gen_duration</span> <span class="o">=</span> <span class="p">(</span><span class="n">datetime</span><span class="o">.</span><span class="n">now</span><span class="p">()</span> <span class="o">-</span> <span class="n">start</span><span class="p">)</span><span class="o">.</span><span class="n">total_seconds</span><span class="p">()</span>
</span><span id="allm-94"><a href="#allm-94"><span class="linenos">94</span></a> <span class="k">except</span> <span class="ne">AttributeError</span><span class="p">:</span>
</span><span id="allm-95"><a href="#allm-95"><span class="linenos">95</span></a> <span class="o">...</span>
</span><span id="allm-96"><a href="#allm-96"><span class="linenos">96</span></a> <span class="p">[</span><span class="n">h</span><span class="p">(</span><span class="n">response</span><span class="p">)</span> <span class="k">for</span> <span class="n">h</span> <span class="ow">in</span> <span class="n">env</span><span class="p">()</span><span class="o">.</span><span class="n">llm_after_handlers</span><span class="p">]</span>
</span><span id="allm-97"><a href="#allm-97"><span class="linenos">97</span></a> <span class="k">return</span> <span class="n">response</span>
</span></pre></div>
<div class="docstring"><p>Request Large Language Model asynchronously</p>
<h6 id="arguments">Arguments:</h6>
<ul>
<li><strong>prompt (str | list[str]):</strong> Text to send to LLM</li>
<li><p><strong>**kwargs (dict):</strong> Parameters supported by the LLM API</p>
<p>See parameters supported by the OpenAI:</p>
<ul>
<li><a href="https://platform.openai.com/docs/api-reference/completions/create">https://platform.openai.com/docs/api-reference/completions/create</a></li>
<li><a href="https://platform.openai.com/docs/api-reference/chat/create">https://platform.openai.com/docs/api-reference/chat/create</a></li>
</ul>
<p><strong>Additional parameters:</strong></p>
<ul>
<li>callback: callable - callback function
to be called on each chunk of text,
enables response streaming if supported by the LLM API</li>
<li>callbacks: list[callable] - collection of callbacks
to be called on each chunk of text,
enables response streaming if supported by the LLM API</li>
</ul>
<p>Note: async callbacks are supported only for async LLM API calls</p></li>
</ul>
<h6 id="returns">Returns:</h6>
<blockquote>
<p>Text generated by the LLM as string
with all fields returned by API accessible as an attributes.</p>
<p>See fields returned by the OpenAI:</p>
<ul>
<li><a href="https://platform.openai.com/docs/api-reference/completions/object">https://platform.openai.com/docs/api-reference/completions/object</a></li>
<li><a href="https://platform.openai.com/docs/api-reference/chat/object">https://platform.openai.com/docs/api-reference/chat/object</a></li>
</ul>
</blockquote>
</div>
</section>
<section id="llm_parallel">
<input id="llm_parallel-view-source" class="view-source-toggle-state" type="checkbox" aria-hidden="true" tabindex="-1">
<div class="attr function">
<span class="def">async def</span>
<span class="name">llm_parallel</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="n">prompts</span><span class="p">:</span> <span class="nb">list</span>,</span><span class="param"> <span class="n">max_concurrent_tasks</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span>,</span><span class="param"> <span class="o">**</span><span class="n">kwargs</span></span><span class="return-annotation">) -> <span class="nb">list</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">|</span> <span class="nb">list</span><span class="p">[</span><span class="n"><a href="#LLMResponse">LLMResponse</a></span><span class="p">]</span>:</span></span>
<label class="view-source-button" for="llm_parallel-view-source"><span>View Source</span></label>
</div>
<a class="headerlink" href="#llm_parallel"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="llm_parallel-100"><a href="#llm_parallel-100"><span class="linenos">100</span></a><span class="k">async</span> <span class="k">def</span> <span class="nf">llm_parallel</span><span class="p">(</span>
</span><span id="llm_parallel-101"><a href="#llm_parallel-101"><span class="linenos">101</span></a> <span class="n">prompts</span><span class="p">:</span> <span class="nb">list</span><span class="p">,</span> <span class="n">max_concurrent_tasks</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span>
</span><span id="llm_parallel-102"><a href="#llm_parallel-102"><span class="linenos">102</span></a><span class="p">)</span> <span class="o">-></span> <span class="nb">list</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">|</span> <span class="nb">list</span><span class="p">[</span><span class="n">LLMResponse</span><span class="p">]:</span>
</span><span id="llm_parallel-103"><a href="#llm_parallel-103"><span class="linenos">103</span></a> <span class="n">tasks</span> <span class="o">=</span> <span class="p">[</span><span class="n">allm</span><span class="p">(</span><span class="n">prompt</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="k">for</span> <span class="n">prompt</span> <span class="ow">in</span> <span class="n">prompts</span><span class="p">]</span>
</span><span id="llm_parallel-104"><a href="#llm_parallel-104"><span class="linenos">104</span></a>
</span><span id="llm_parallel-105"><a href="#llm_parallel-105"><span class="linenos">105</span></a> <span class="k">if</span> <span class="n">max_concurrent_tasks</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
</span><span id="llm_parallel-106"><a href="#llm_parallel-106"><span class="linenos">106</span></a> <span class="n">max_concurrent_tasks</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">env</span><span class="p">()</span><span class="o">.</span><span class="n">config</span><span class="o">.</span><span class="n">MAX_CONCURRENT_TASKS</span><span class="p">)</span>
</span><span id="llm_parallel-107"><a href="#llm_parallel-107"><span class="linenos">107</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">max_concurrent_tasks</span><span class="p">:</span>
</span><span id="llm_parallel-108"><a href="#llm_parallel-108"><span class="linenos">108</span></a> <span class="n">max_concurrent_tasks</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">tasks</span><span class="p">)</span>
</span><span id="llm_parallel-109"><a href="#llm_parallel-109"><span class="linenos">109</span></a>
</span><span id="llm_parallel-110"><a href="#llm_parallel-110"><span class="linenos">110</span></a> <span class="k">return</span> <span class="k">await</span> <span class="n">run_parallel</span><span class="p">(</span><span class="n">tasks</span><span class="p">,</span> <span class="n">max_concurrent_tasks</span><span class="o">=</span><span class="n">max_concurrent_tasks</span><span class="p">)</span>
</span></pre></div>
</section>
<section id="tpl">
<input id="tpl-view-source" class="view-source-toggle-state" type="checkbox" aria-hidden="true" tabindex="-1">
<div class="attr function">
<span class="def">def</span>
<span class="name">tpl</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="n">file</span><span class="p">:</span> <span class="n">os</span><span class="o">.</span><span class="n">PathLike</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">|</span> <span class="nb">str</span>,</span><span class="param"> <span class="o">**</span><span class="n">kwargs</span></span><span class="return-annotation">) -> <span class="nb">str</span> <span class="o">|</span> <span class="n"><a href="#PromptWrapper">PromptWrapper</a></span>:</span></span>
<label class="view-source-button" for="tpl-view-source"><span>View Source</span></label>
</div>
<a class="headerlink" href="#tpl"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="tpl-27"><a href="#tpl-27"><span class="linenos">27</span></a><span class="k">def</span> <span class="nf">tpl</span><span class="p">(</span><span class="n">file</span><span class="p">:</span> <span class="n">os</span><span class="o">.</span><span class="n">PathLike</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">|</span> <span class="nb">str</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="nb">str</span> <span class="o">|</span> <span class="n">PromptWrapper</span><span class="p">:</span>
</span><span id="tpl-28"><a href="#tpl-28"><span class="linenos">28</span></a><span class="w"> </span><span class="sd">"""Renders a prompt template using the provided parameters."""</span>
</span><span id="tpl-29"><a href="#tpl-29"><span class="linenos">29</span></a> <span class="k">return</span> <span class="n">PromptWrapper</span><span class="p">(</span><span class="n">env</span><span class="p">()</span><span class="o">.</span><span class="n">tpl_function</span><span class="p">(</span><span class="n">file</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">),</span> <span class="n">kwargs</span><span class="p">)</span>
</span></pre></div>
<div class="docstring"><p>Renders a prompt template using the provided parameters.</p>
</div>
</section>
<section id="prompt">
<input id="prompt-view-source" class="view-source-toggle-state" type="checkbox" aria-hidden="true" tabindex="-1">
<div class="attr function">
<span class="def">def</span>
<span class="name">prompt</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="n">template_str</span><span class="p">:</span> <span class="nb">str</span>,</span><span class="param"> <span class="n">remove_indent</span><span class="o">=</span><span class="kc">True</span>,</span><span class="param"> <span class="o">**</span><span class="n">kwargs</span></span><span class="return-annotation">) -> <span class="nb">str</span> <span class="o">|</span> <span class="n"><a href="#PromptWrapper">PromptWrapper</a></span>:</span></span>
<label class="view-source-button" for="prompt-view-source"><span>View Source</span></label>
</div>
<a class="headerlink" href="#prompt"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="prompt-32"><a href="#prompt-32"><span class="linenos">32</span></a><span class="k">def</span> <span class="nf">prompt</span><span class="p">(</span><span class="n">template_str</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">remove_indent</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="nb">str</span> <span class="o">|</span> <span class="n">PromptWrapper</span><span class="p">:</span>
</span><span id="prompt-33"><a href="#prompt-33"><span class="linenos">33</span></a><span class="w"> </span><span class="sd">"""Renders a prompt template from string using the provided parameters."""</span>
</span><span id="prompt-34"><a href="#prompt-34"><span class="linenos">34</span></a> <span class="k">if</span> <span class="n">remove_indent</span><span class="p">:</span>
</span><span id="prompt-35"><a href="#prompt-35"><span class="linenos">35</span></a> <span class="n">template_str</span> <span class="o">=</span> <span class="n">dedent</span><span class="p">(</span><span class="n">template_str</span><span class="p">)</span>
</span><span id="prompt-36"><a href="#prompt-36"><span class="linenos">36</span></a> <span class="k">return</span> <span class="n">PromptWrapper</span><span class="p">(</span>
</span><span id="prompt-37"><a href="#prompt-37"><span class="linenos">37</span></a> <span class="n">env</span><span class="p">()</span><span class="o">.</span><span class="n">jinja_env</span><span class="o">.</span><span class="n">from_string</span><span class="p">(</span><span class="n">template_str</span><span class="p">)</span><span class="o">.</span><span class="n">render</span><span class="p">(</span><span class="o">**</span><span class="n">kwargs</span><span class="p">),</span> <span class="n">kwargs</span>
</span><span id="prompt-38"><a href="#prompt-38"><span class="linenos">38</span></a> <span class="p">)</span>
</span></pre></div>
<div class="docstring"><p>Renders a prompt template from string using the provided parameters.</p>
</div>
</section>
<section id="fmt">
<input id="fmt-view-source" class="view-source-toggle-state" type="checkbox" aria-hidden="true" tabindex="-1">
<div class="attr function">
<span class="def">def</span>
<span class="name">fmt</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="n">template_str</span><span class="p">:</span> <span class="nb">str</span>,</span><span class="param"> <span class="n">remove_indent</span><span class="o">=</span><span class="kc">True</span>,</span><span class="param"> <span class="o">**</span><span class="n">kwargs</span></span><span class="return-annotation">) -> <span class="nb">str</span> <span class="o">|</span> <span class="n"><a href="#PromptWrapper">PromptWrapper</a></span>:</span></span>
<label class="view-source-button" for="fmt-view-source"><span>View Source</span></label>
</div>
<a class="headerlink" href="#fmt"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="fmt-32"><a href="#fmt-32"><span class="linenos">32</span></a><span class="k">def</span> <span class="nf">prompt</span><span class="p">(</span><span class="n">template_str</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">remove_indent</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="nb">str</span> <span class="o">|</span> <span class="n">PromptWrapper</span><span class="p">:</span>
</span><span id="fmt-33"><a href="#fmt-33"><span class="linenos">33</span></a><span class="w"> </span><span class="sd">"""Renders a prompt template from string using the provided parameters."""</span>
</span><span id="fmt-34"><a href="#fmt-34"><span class="linenos">34</span></a> <span class="k">if</span> <span class="n">remove_indent</span><span class="p">:</span>
</span><span id="fmt-35"><a href="#fmt-35"><span class="linenos">35</span></a> <span class="n">template_str</span> <span class="o">=</span> <span class="n">dedent</span><span class="p">(</span><span class="n">template_str</span><span class="p">)</span>
</span><span id="fmt-36"><a href="#fmt-36"><span class="linenos">36</span></a> <span class="k">return</span> <span class="n">PromptWrapper</span><span class="p">(</span>
</span><span id="fmt-37"><a href="#fmt-37"><span class="linenos">37</span></a> <span class="n">env</span><span class="p">()</span><span class="o">.</span><span class="n">jinja_env</span><span class="o">.</span><span class="n">from_string</span><span class="p">(</span><span class="n">template_str</span><span class="p">)</span><span class="o">.</span><span class="n">render</span><span class="p">(</span><span class="o">**</span><span class="n">kwargs</span><span class="p">),</span> <span class="n">kwargs</span>
</span><span id="fmt-38"><a href="#fmt-38"><span class="linenos">38</span></a> <span class="p">)</span>
</span></pre></div>
<div class="docstring"><p>Renders a prompt template from string using the provided parameters.</p>
</div>
</section>
<section id="texts">
<div class="attr variable">
<span class="name">texts</span> =
<span class="default_value">_EmbeddingDBProxy()</span>
</div>
<a class="headerlink" href="#texts"></a>
<div class="docstring"><p>Embedding database, see <code><a href="microcore/embedding_db.html#AbstractEmbeddingDB">microcore.embedding_db.AbstractEmbeddingDB</a></code></p>
</div>
</section>
<section id="configure">
<input id="configure-view-source" class="view-source-toggle-state" type="checkbox" aria-hidden="true" tabindex="-1">
<div class="attr function">
<span class="def">def</span>
<span class="name">configure</span><span class="signature pdoc-code condensed">(<span class="param"><span class="n">cfg</span><span class="p">:</span> <span class="n"><a href="#Config">Config</a></span> <span class="o">|</span> <span class="nb">dict</span> <span class="o">|</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span>, </span><span class="param"><span class="o">**</span><span class="n">kwargs</span></span><span class="return-annotation">):</span></span>
<label class="view-source-button" for="configure-view-source"><span>View Source</span></label>
</div>
<a class="headerlink" href="#configure"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="configure-154"><a href="#configure-154"><span class="linenos">154</span></a> <span class="k">def</span> <span class="nf">_config_builder_wrapper</span><span class="p">(</span><span class="n">cfg</span><span class="p">:</span> <span class="n">Config</span> <span class="o">|</span> <span class="nb">dict</span> <span class="o">|</span> <span class="nb">str</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
</span><span id="configure-155"><a href="#configure-155"><span class="linenos">155</span></a><span class="w"> </span><span class="sd">"""</span>
</span><span id="configure-156"><a href="#configure-156"><span class="linenos">156</span></a><span class="sd"> - Convert configuration keys to uppercase</span>
</span><span id="configure-157"><a href="#configure-157"><span class="linenos">157</span></a><span class="sd"> - Add LLM_ prefix to keys if necessary</span>
</span><span id="configure-158"><a href="#configure-158"><span class="linenos">158</span></a><span class="sd"> - Allow to configure from Config instance or dictionary</span>
</span><span id="configure-159"><a href="#configure-159"><span class="linenos">159</span></a><span class="sd"> """</span>
</span><span id="configure-160"><a href="#configure-160"><span class="linenos">160</span></a> <span class="k">if</span> <span class="n">cfg</span><span class="p">:</span>
</span><span id="configure-161"><a href="#configure-161"><span class="linenos">161</span></a> <span class="k">assert</span> <span class="ow">not</span> <span class="n">kwargs</span><span class="p">,</span> <span class="s2">"Cannot pass both cfg and kwargs"</span>
</span><span id="configure-162"><a href="#configure-162"><span class="linenos">162</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">cfg</span><span class="p">,</span> <span class="nb">dict</span><span class="p">):</span>
</span><span id="configure-163"><a href="#configure-163"><span class="linenos">163</span></a> <span class="k">return</span> <span class="n">_config_builder_wrapper</span><span class="p">(</span><span class="o">**</span><span class="n">cfg</span><span class="p">)</span>
</span><span id="configure-164"><a href="#configure-164"><span class="linenos">164</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">cfg</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
</span><span id="configure-165"><a href="#configure-165"><span class="linenos">165</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">isfile</span><span class="p">(</span><span class="n">cfg</span><span class="p">):</span>
</span><span id="configure-166"><a href="#configure-166"><span class="linenos">166</span></a> <span class="k">raise</span> <span class="n">LLMConfigError</span><span class="p">(</span><span class="sa">f</span><span class="s2">"Configuration file not found: </span><span class="si">{</span><span class="n">cfg</span><span class="si">}</span><span class="s2">"</span><span class="p">)</span>
</span><span id="configure-167"><a href="#configure-167"><span class="linenos">167</span></a> <span class="k">return</span> <span class="n">_config_builder_wrapper</span><span class="p">(</span><span class="n">Config</span><span class="p">(</span><span class="n">USE_DOT_ENV</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">DOT_ENV_FILE</span><span class="o">=</span><span class="n">cfg</span><span class="p">))</span>
</span><span id="configure-168"><a href="#configure-168"><span class="linenos">168</span></a> <span class="n">kwargs</span> <span class="o">=</span> <span class="p">{</span><span class="nb">str</span><span class="p">(</span><span class="n">k</span><span class="p">)</span><span class="o">.</span><span class="n">upper</span><span class="p">():</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
</span><span id="configure-169"><a href="#configure-169"><span class="linenos">169</span></a> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">list</span><span class="p">(</span><span class="n">kwargs</span><span class="o">.</span><span class="n">keys</span><span class="p">()):</span>
</span><span id="configure-170"><a href="#configure-170"><span class="linenos">170</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="nb">hasattr</span><span class="p">(</span><span class="n">Config</span><span class="p">,</span> <span class="n">k</span><span class="p">)</span> <span class="ow">and</span> <span class="p">(</span>
</span><span id="configure-171"><a href="#configure-171"><span class="linenos">171</span></a> <span class="nb">hasattr</span><span class="p">(</span><span class="n">Config</span><span class="p">,</span> <span class="n">key</span> <span class="o">:=</span> <span class="sa">f</span><span class="s2">"LLM_</span><span class="si">{</span><span class="n">k</span><span class="si">}</span><span class="s2">"</span><span class="p">)</span> <span class="ow">or</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">_fields</span>
</span><span id="configure-172"><a href="#configure-172"><span class="linenos">172</span></a> <span class="p">):</span>
</span><span id="configure-173"><a href="#configure-173"><span class="linenos">173</span></a> <span class="n">kwargs</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="n">k</span><span class="p">)</span>
</span><span id="configure-174"><a href="#configure-174"><span class="linenos">174</span></a> <span class="k">return</span> <span class="n">_Configure</span><span class="p">(</span><span class="o">**</span><span class="p">(</span><span class="n">cfg</span> <span class="ow">and</span> <span class="n">asdict</span><span class="p">(</span><span class="n">cfg</span><span class="p">)</span> <span class="ow">or</span> <span class="n">kwargs</span><span class="p">))</span>
</span></pre></div>
<div class="docstring"><ul>
<li>Convert configuration keys to uppercase</li>
<li>Add LLM_ prefix to keys if necessary</li>
<li>Allow to configure from Config instance or dictionary</li>
</ul>
</div>
</section>
<section id="validate_config">
<input id="validate_config-view-source" class="view-source-toggle-state" type="checkbox" aria-hidden="true" tabindex="-1">
<div class="attr function">
<span class="def">def</span>
<span class="name">validate_config</span><span class="signature pdoc-code condensed">(<span class="return-annotation">):</span></span>
<label class="view-source-button" for="validate_config-view-source"><span>View Source</span></label>
</div>
<a class="headerlink" href="#validate_config"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="validate_config-50"><a href="#validate_config-50"><span class="linenos">50</span></a><span class="k">def</span> <span class="nf">validate_config</span><span class="p">():</span>
</span><span id="validate_config-51"><a href="#validate_config-51"><span class="linenos">51</span></a><span class="w"> </span><span class="sd">"""</span>
</span><span id="validate_config-52"><a href="#validate_config-52"><span class="linenos">52</span></a><span class="sd"> Validates current MicroCore configuration</span>
</span><span id="validate_config-53"><a href="#validate_config-53"><span class="linenos">53</span></a>
</span><span id="validate_config-54"><a href="#validate_config-54"><span class="linenos">54</span></a><span class="sd"> Raises:</span>
</span><span id="validate_config-55"><a href="#validate_config-55"><span class="linenos">55</span></a><span class="sd"> `LLMConfigError` if configuration is invalid</span>
</span><span id="validate_config-56"><a href="#validate_config-56"><span class="linenos">56</span></a><span class="sd"> """</span>
</span><span id="validate_config-57"><a href="#validate_config-57"><span class="linenos">57</span></a> <span class="n">config</span><span class="p">()</span><span class="o">.</span><span class="n">validate</span><span class="p">()</span>
</span></pre></div>
<div class="docstring"><p>Validates current MicroCore configuration</p>
<h6 id="raises">Raises:</h6>
<ul>
<li><code><a href="#LLMConfigError">LLMConfigError</a></code> if configuration is invalid</li>
</ul>
</div>
</section>
<section id="storage">
<div class="attr variable">
<span class="name">storage</span> =
<span class="default_value"><<a href="microcore/file_storage.html#Storage">microcore.file_storage.Storage</a> object></span>
</div>
<a class="headerlink" href="#storage"></a>
</section>
<section id="use_model">
<input id="use_model-view-source" class="view-source-toggle-state" type="checkbox" aria-hidden="true" tabindex="-1">
<div class="attr function">
<span class="def">def</span>
<span class="name">use_model</span><span class="signature pdoc-code condensed">(<span class="param"><span class="n">name</span><span class="p">:</span> <span class="nb">str</span></span><span class="return-annotation">):</span></span>
<label class="view-source-button" for="use_model-view-source"><span>View Source</span></label>
</div>
<a class="headerlink" href="#use_model"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="use_model-44"><a href="#use_model-44"><span class="linenos">44</span></a><span class="k">def</span> <span class="nf">use_model</span><span class="p">(</span><span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">):</span>
</span><span id="use_model-45"><a href="#use_model-45"><span class="linenos">45</span></a><span class="w"> </span><span class="sd">"""Switches language model"""</span>
</span><span id="use_model-46"><a href="#use_model-46"><span class="linenos">46</span></a> <span class="n">config</span><span class="p">()</span><span class="o">.</span><span class="n">MODEL</span> <span class="o">=</span> <span class="n">name</span>
</span><span id="use_model-47"><a href="#use_model-47"><span class="linenos">47</span></a> <span class="n">config</span><span class="p">()</span><span class="o">.</span><span class="n">LLM_DEFAULT_ARGS</span><span class="p">[</span><span class="s2">"model"</span><span class="p">]</span> <span class="o">=</span> <span class="n">name</span>
</span></pre></div>
<div class="docstring"><p>Switches language model</p>
</div>
</section>
<section id="use_logging">
<input id="use_logging-view-source" class="view-source-toggle-state" type="checkbox" aria-hidden="true" tabindex="-1">
<div class="attr function">
<span class="def">def</span>
<span class="name">use_logging</span><span class="signature pdoc-code condensed">(<span class="return-annotation">):</span></span>
<label class="view-source-button" for="use_logging-view-source"><span>View Source</span></label>
</div>
<a class="headerlink" href="#use_logging"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="use_logging-65"><a href="#use_logging-65"><span class="linenos">65</span></a><span class="k">def</span> <span class="nf">use_logging</span><span class="p">():</span>
</span><span id="use_logging-66"><a href="#use_logging-66"><span class="linenos">66</span></a><span class="w"> </span><span class="sd">"""Turns on logging of LLM requests and responses to console."""</span>
</span><span id="use_logging-67"><a href="#use_logging-67"><span class="linenos">67</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">is_notebook</span><span class="p">():</span>
</span><span id="use_logging-68"><a href="#use_logging-68"><span class="linenos">68</span></a> <span class="n">init</span><span class="p">(</span><span class="n">autoreset</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
</span><span id="use_logging-69"><a href="#use_logging-69"><span class="linenos">69</span></a> <span class="k">if</span> <span class="n">_log_request</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">env</span><span class="p">()</span><span class="o">.</span><span class="n">llm_before_handlers</span><span class="p">:</span>
</span><span id="use_logging-70"><a href="#use_logging-70"><span class="linenos">70</span></a> <span class="n">env</span><span class="p">()</span><span class="o">.</span><span class="n">llm_before_handlers</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">_log_request</span><span class="p">)</span>
</span><span id="use_logging-71"><a href="#use_logging-71"><span class="linenos">71</span></a> <span class="k">if</span> <span class="n">_log_response</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">env</span><span class="p">()</span><span class="o">.</span><span class="n">llm_after_handlers</span><span class="p">:</span>