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 <p class="mis show_mis"><span class="n"><a id="t1" href="#t1">1</a></span><span class="t"><span class="key">from</span> <span class="nam">tinytroupe</span><span class="op">.</span><span class="nam">enrichment</span> <span class="key">import</span> <span class="nam">logger</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t2" href="#t2">2</a></span><span class="t"><span class="key">from</span> <span class="nam">tinytroupe</span><span class="op">.</span><span class="nam">utils</span> <span class="key">import</span> <span class="nam">JsonSerializableRegistry</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t3" href="#t3">3</a></span><span class="t"><span class="key">from</span> <span class="nam">tinytroupe</span><span class="op">.</span><span class="nam">utils</span><span class="op">.</span><span class="nam">llm</span> <span class="key">import</span> <span class="nam">LLMChat</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t4" href="#t4">4</a></span><span class="t"><span class="key">import</span> <span class="nam">tinytroupe</span><span class="op">.</span><span class="nam">utils</span> <span class="key">as</span> <span class="nam">utils</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t5" href="#t5">5</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t6" href="#t6">6</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t7" href="#t7">7</a></span><span class="t"><span class="key">class</span> <span class="nam">TinyStyler</span><span class="op">(</span><span class="nam">JsonSerializableRegistry</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t8" href="#t8">8</a></span><span class="t"> <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t9" href="#t9">9</a></span><span class="t"><span class="str"> A class for applying a specified writing or speaking style to content while preserving</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t10" href="#t10">10</a></span><span class="t"><span class="str"> the original information.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t11" href="#t11">11</a></span><span class="t"><span class="str"> """</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t12" href="#t12">12</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t13" href="#t13">13</a></span><span class="t"> <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">use_past_results_in_context</span><span class="op">=</span><span class="key">False</span><span class="op">)</span> <span class="op">-></span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t14" href="#t14">14</a></span><span class="t"> <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t15" href="#t15">15</a></span><span class="t"><span class="str"> Initialize the TinyStyler.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t16" href="#t16">16</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t17" href="#t17">17</a></span><span class="t"><span class="str"> Args:</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t18" href="#t18">18</a></span><span class="t"><span class="str"> use_past_results_in_context (bool): Whether to use past styling results in the context.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t19" href="#t19">19</a></span><span class="t"><span class="str"> """</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t20" href="#t20">20</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">use_past_results_in_context</span> <span class="op">=</span> <span class="nam">use_past_results_in_context</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t21" href="#t21">21</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">context_cache</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t22" href="#t22">22</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t23" href="#t23">23</a></span><span class="t"> <span class="key">def</span> <span class="nam">apply_style</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">content</span><span class="op">:</span> <span class="nam">str</span><span class="op">,</span> <span class="nam">style</span><span class="op">:</span> <span class="nam">str</span><span class="op">,</span> <span class="nam">content_type</span><span class="op">:</span> <span class="nam">str</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t24" href="#t24">24</a></span><span class="t"> <span class="nam">context_info</span><span class="op">:</span> <span class="nam">str</span> <span class="op">=</span> <span class="str">""</span><span class="op">,</span> <span class="nam">context_cache</span><span class="op">:</span> <span class="nam">list</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span> <span class="nam">verbose</span><span class="op">:</span> <span class="nam">bool</span> <span class="op">=</span> <span class="key">False</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t25" href="#t25">25</a></span><span class="t"> <span class="nam">temperature</span><span class="op">:</span> <span class="nam">float</span> <span class="op">=</span> <span class="num">0.7</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t26" href="#t26">26</a></span><span class="t"> <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t27" href="#t27">27</a></span><span class="t"><span class="str"> Apply a specified style to the content while preserving all the original information.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t28" href="#t28">28</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t29" href="#t29">29</a></span><span class="t"><span class="str"> Args:</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t30" href="#t30">30</a></span><span class="t"><span class="str"> content (str): The content to style.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t31" href="#t31">31</a></span><span class="t"><span class="str"> style (str): The style to apply (e.g., "professional", "casual", "technical", etc.).</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t32" href="#t32">32</a></span><span class="t"><span class="str"> content_type (str, optional): The type of content (e.g., "email", "report", "conversation").</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t33" href="#t33">33</a></span><span class="t"><span class="str"> context_info (str, optional): Additional context information.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t34" href="#t34">34</a></span><span class="t"><span class="str"> context_cache (list, optional): Previous styling results to use as context.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t35" href="#t35">35</a></span><span class="t"><span class="str"> verbose (bool, optional): Whether to print debug information.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t36" href="#t36">36</a></span><span class="t"><span class="str"> temperature (float, optional): The temperature to use for the LLM generation.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t37" href="#t37">37</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t38" href="#t38">38</a></span><span class="t"><span class="str"> Returns:</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t39" href="#t39">39</a></span><span class="t"><span class="str"> str: The styled content.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t40" href="#t40">40</a></span><span class="t"><span class="str"> """</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t41" href="#t41">41</a></span><span class="t"> <span class="key">if</span> <span class="nam">context_cache</span> <span class="key">is</span> <span class="key">None</span> <span class="key">and</span> <span class="nam">self</span><span class="op">.</span><span class="nam">use_past_results_in_context</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t42" href="#t42">42</a></span><span class="t"> <span class="nam">context_cache</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">context_cache</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t43" href="#t43">43</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t44" href="#t44">44</a></span><span class="t"> <span class="nam">rendering_configs</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t45" href="#t45">45</a></span><span class="t"> <span class="str">"content"</span><span class="op">:</span> <span class="nam">content</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t46" href="#t46">46</a></span><span class="t"> <span class="str">"style"</span><span class="op">:</span> <span class="nam">style</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t47" href="#t47">47</a></span><span class="t"> <span class="str">"content_type"</span><span class="op">:</span> <span class="nam">content_type</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t48" href="#t48">48</a></span><span class="t"> <span class="str">"context_info"</span><span class="op">:</span> <span class="nam">context_info</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t49" href="#t49">49</a></span><span class="t"> <span class="str">"context_cache"</span><span class="op">:</span> <span class="nam">context_cache</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t50" href="#t50">50</a></span><span class="t"> <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t51" href="#t51">51</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t52" href="#t52">52</a></span><span class="t"> <span class="com"># Initialize the LLMChat with appropriate templates</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t53" href="#t53">53</a></span><span class="t"> <span class="nam">chat</span> <span class="op">=</span> <span class="nam">LLMChat</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t54" href="#t54">54</a></span><span class="t"> <span class="nam">system_template_name</span><span class="op">=</span><span class="str">"styler.system.mustache"</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t55" href="#t55">55</a></span><span class="t"> <span class="nam">user_template_name</span><span class="op">=</span><span class="str">"styler.user.mustache"</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t56" href="#t56">56</a></span><span class="t"> <span class="nam">base_module_folder</span><span class="op">=</span><span class="str">"enrichment"</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t57" href="#t57">57</a></span><span class="t"> <span class="nam">temperature</span><span class="op">=</span><span class="nam">temperature</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t58" href="#t58">58</a></span><span class="t"> <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t59" href="#t59">59</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t60" href="#t60">60</a></span><span class="t"> <span class="com"># Call the model and get the response</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t61" href="#t61">61</a></span><span class="t"> <span class="nam">result</span> <span class="op">=</span> <span class="nam">chat</span><span class="op">.</span><span class="nam">call</span><span class="op">(</span><span class="op">**</span><span class="nam">rendering_configs</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t62" href="#t62">62</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t63" href="#t63">63</a></span><span class="t"> <span class="nam">debug_msg</span> <span class="op">=</span> <span class="fst">f"</span><span class="fst">Styling result: </span><span class="op">{</span><span class="nam">result</span><span class="op">}</span><span class="fst">"</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t64" href="#t64">64</a></span><span class="t"> <span class="nam">logger</span><span class="op">.</span><span class="nam">debug</span><span class="op">(</span><span class="nam">debug_msg</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t65" href="#t65">65</a></span><span class="t"> <span class="key">if</span> <span class="nam">verbose</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t66" href="#t66">66</a></span><span class="t"> <span class="nam">print</span><span class="op">(</span><span class="nam">debug_msg</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t67" href="#t67">67</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t68" href="#t68">68</a></span><span class="t"> <span class="com"># Extract the styled content from code blocks if present</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t69" href="#t69">69</a></span><span class="t"> <span class="key">if</span> <span class="nam">result</span> <span class="key">is</span> <span class="key">not</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t70" href="#t70">70</a></span><span class="t"> <span class="nam">styled_content</span> <span class="op">=</span> <span class="nam">utils</span><span class="op">.</span><span class="nam">extract_code_block</span><span class="op">(</span><span class="nam">result</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t71" href="#t71">71</a></span><span class="t"> <span class="com"># If no code block was found, use the raw result</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t72" href="#t72">72</a></span><span class="t"> <span class="key">if</span> <span class="key">not</span> <span class="nam">styled_content</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t73" href="#t73">73</a></span><span class="t"> <span class="nam">styled_content</span> <span class="op">=</span> <span class="nam">result</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t74" href="#t74">74</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t75" href="#t75">75</a></span><span class="t"> <span class="com"># Add to context cache if enabled</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t76" href="#t76">76</a></span><span class="t"> <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">use_past_results_in_context</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t77" href="#t77">77</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">context_cache</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="op">{</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t78" href="#t78">78</a></span><span class="t"> <span class="str">"original"</span><span class="op">:</span> <span class="nam">content</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t79" href="#t79">79</a></span><span class="t"> <span class="str">"style"</span><span class="op">:</span> <span class="nam">style</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t80" href="#t80">80</a></span><span class="t"> <span class="str">"styled"</span><span class="op">:</span> <span class="nam">styled_content</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t81" href="#t81">81</a></span><span class="t"> <span class="op">}</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t82" href="#t82">82</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t83" href="#t83">83</a></span><span class="t"> <span class="key">return</span> <span class="nam">styled_content</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t84" href="#t84">84</a></span><span class="t"> <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t85" href="#t85">85</a></span><span class="t"> <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
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