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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">import</span> <span class="nam">json</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t2" href="#t2">2</a></span><span class="t">&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">agent</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="t4" href="#t4">4</a></span><span class="t"><span class="key">from</span> <span class="nam">tinytroupe</span><span class="op">.</span><span class="nam">agent</span><span class="op">.</span><span class="nam">mental_faculty</span> <span class="key">import</span> <span class="nam">TinyMentalFaculty</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t5" href="#t5">5</a></span><span class="t"><span class="key">from</span> <span class="nam">tinytroupe</span><span class="op">.</span><span class="nam">agent</span><span class="op">.</span><span class="nam">grounding</span> <span class="key">import</span> <span class="nam">BaseSemanticGroundingConnector</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t6" href="#t6">6</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="t7" href="#t7">7</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t8" href="#t8">8</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t9" href="#t9">9</a></span><span class="t"><span class="key">from</span> <span class="nam">llama_index</span><span class="op">.</span><span class="nam">core</span> <span class="key">import</span> <span class="nam">Document</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t10" href="#t10">10</a></span><span class="t"><span class="key">from</span> <span class="nam">typing</span> <span class="key">import</span> <span class="nam">Any</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t11" href="#t11">11</a></span><span class="t"><span class="key">import</span> <span class="nam">copy</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t12" href="#t12">12</a></span><span class="t"><span class="key">from</span> <span class="nam">typing</span> <span class="key">import</span> <span class="nam">Union</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t13" href="#t13">13</a></span><span class="t">&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="com">#######################################################################################################################</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="com"># Memory mechanisms </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"><span class="com">#######################################################################################################################</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t17" href="#t17">17</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t18" href="#t18">18</a></span><span class="t"><span class="key">class</span> <span class="nam">TinyMemory</span><span class="op">(</span><span class="nam">TinyMentalFaculty</span><span class="op">)</span><span class="op">:</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="pln"><span class="n"><a id="t20" href="#t20">20</a></span><span class="t"><span class="str"> Base class for different types of memory.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t21" href="#t21">21</a></span><span class="t"><span class="str"> """</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">_preprocess_value_for_storage</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">value</span><span class="op">:</span> <span class="nam">Any</span><span class="op">)</span> <span class="op">-></span> <span class="nam">Any</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t24" href="#t24">24</a></span><span class="t"> <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t25" href="#t25">25</a></span><span class="t"><span class="str"> Preprocesses a value before storing it in memory.</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="com"># by default, we don't preprocess the value</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t28" href="#t28">28</a></span><span class="t"> <span class="key">return</span> <span class="nam">value</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t29" href="#t29">29</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t30" href="#t30">30</a></span><span class="t"> <span class="key">def</span> <span class="nam">_store</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">value</span><span class="op">:</span> <span class="nam">Any</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="t31" href="#t31">31</a></span><span class="t"> <span class="str">"""</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"> Stores a value in memory.</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"> """</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t34" href="#t34">34</a></span><span class="t"> <span class="key">raise</span> <span class="nam">NotImplementedError</span><span class="op">(</span><span class="str">"Subclasses must implement this method."</span><span class="op">)</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">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t36" href="#t36">36</a></span><span class="t"> <span class="key">def</span> <span class="nam">store</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">value</span><span class="op">:</span> <span class="nam">dict</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="t37" href="#t37">37</a></span><span class="t"> <span class="str">"""</span>&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"> Stores a value in memory.</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"> """</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t40" href="#t40">40</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">_store</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">_preprocess_value_for_storage</span><span class="op">(</span><span class="nam">value</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t41" href="#t41">41</a></span><span class="t">&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="key">def</span> <span class="nam">store_all</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">values</span><span class="op">:</span> <span class="nam">list</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="t43" href="#t43">43</a></span><span class="t"> <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t44" href="#t44">44</a></span><span class="t"><span class="str"> Stores a list of values in memory.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t45" href="#t45">45</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="t46" href="#t46">46</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="fst">f"</span><span class="fst">Storing </span><span class="op">{</span><span class="nam">len</span><span class="op">(</span><span class="nam">values</span><span class="op">)</span><span class="op">}</span><span class="fst"> values in memory: </span><span class="op">{</span><span class="nam">values</span><span class="op">}</span><span class="fst">"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t47" href="#t47">47</a></span><span class="t"> <span class="key">for</span> <span class="nam">i</span><span class="op">,</span> <span class="nam">value</span> <span class="key">in</span> <span class="nam">enumerate</span><span class="op">(</span><span class="nam">values</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t48" href="#t48">48</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="fst">f"</span><span class="fst">Storing value #</span><span class="op">{</span><span class="nam">i</span><span class="op">}</span><span class="fst">: </span><span class="op">{</span><span class="nam">value</span><span class="op">}</span><span class="fst">"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t49" href="#t49">49</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">store</span><span class="op">(</span><span class="nam">value</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t50" href="#t50">50</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t51" href="#t51">51</a></span><span class="t"> <span class="key">def</span> <span class="nam">retrieve</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">first_n</span><span class="op">:</span> <span class="nam">int</span><span class="op">,</span> <span class="nam">last_n</span><span class="op">:</span> <span class="nam">int</span><span class="op">,</span> <span class="nam">include_omission_info</span><span class="op">:</span><span class="nam">bool</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">item_type</span><span class="op">:</span><span class="nam">str</span><span class="op">=</span><span class="key">None</span><span class="op">)</span> <span class="op">-></span> <span class="nam">list</span><span class="op">:</span>&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="str">"""</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t53" href="#t53">53</a></span><span class="t"><span class="str"> Retrieves the first n and/or last n values from memory. If n is None, all values are retrieved.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t54" href="#t54">54</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t55" href="#t55">55</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="t56" href="#t56">56</a></span><span class="t"><span class="str"> first_n (int): The number of first values to retrieve.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t57" href="#t57">57</a></span><span class="t"><span class="str"> last_n (int): The number of last values to retrieve.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t58" href="#t58">58</a></span><span class="t"><span class="str"> include_omission_info (bool): Whether to include an information message when some values are omitted.</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"><span class="str"> item_type (str, optional): If provided, only retrieve memories of this type.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t60" href="#t60">60</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t61" href="#t61">61</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="t62" href="#t62">62</a></span><span class="t"><span class="str"> list: The retrieved values.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t63" href="#t63">63</a></span><span class="t"><span class="str"> </span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t64" href="#t64">64</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="t65" href="#t65">65</a></span><span class="t"> <span class="key">raise</span> <span class="nam">NotImplementedError</span><span class="op">(</span><span class="str">"Subclasses must implement this method."</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t66" href="#t66">66</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t67" href="#t67">67</a></span><span class="t"> <span class="key">def</span> <span class="nam">retrieve_recent</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">item_type</span><span class="op">:</span><span class="nam">str</span><span class="op">=</span><span class="key">None</span><span class="op">)</span> <span class="op">-></span> <span class="nam">list</span><span class="op">:</span>&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="str">"""</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t69" href="#t69">69</a></span><span class="t"><span class="str"> Retrieves the n most recent values from memory.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t70" href="#t70">70</a></span><span class="t">&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="str"> Args:</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t72" href="#t72">72</a></span><span class="t"><span class="str"> item_type (str, optional): If provided, only retrieve memories of this type.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t73" href="#t73">73</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="t74" href="#t74">74</a></span><span class="t"> <span class="key">raise</span> <span class="nam">NotImplementedError</span><span class="op">(</span><span class="str">"Subclasses must implement this method."</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t75" href="#t75">75</a></span><span class="t">&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">def</span> <span class="nam">retrieve_all</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">item_type</span><span class="op">:</span><span class="nam">str</span><span class="op">=</span><span class="key">None</span><span class="op">)</span> <span class="op">-></span> <span class="nam">list</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t77" href="#t77">77</a></span><span class="t"> <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t78" href="#t78">78</a></span><span class="t"><span class="str"> Retrieves all values from memory.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t79" href="#t79">79</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t80" href="#t80">80</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="t81" href="#t81">81</a></span><span class="t"><span class="str"> item_type (str, optional): If provided, only retrieve memories of this type.</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"><span class="str"> """</span>&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">raise</span> <span class="nam">NotImplementedError</span><span class="op">(</span><span class="str">"Subclasses must implement this method."</span><span class="op">)</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">&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">def</span> <span class="nam">retrieve_relevant</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">relevance_target</span><span class="op">:</span><span class="nam">str</span><span class="op">,</span> <span class="nam">top_k</span><span class="op">=</span><span class="num">20</span><span class="op">)</span> <span class="op">-></span> <span class="nam">list</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t86" href="#t86">86</a></span><span class="t"> <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t87" href="#t87">87</a></span><span class="t"><span class="str"> Retrieves all values from memory that are relevant to a given target.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t88" href="#t88">88</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="t89" href="#t89">89</a></span><span class="t"> <span class="key">raise</span> <span class="nam">NotImplementedError</span><span class="op">(</span><span class="str">"Subclasses must implement this method."</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t90" href="#t90">90</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t91" href="#t91">91</a></span><span class="t"> <span class="key">def</span> <span class="nam">summarize_relevant_via_full_scan</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">relevance_target</span><span class="op">:</span> <span class="nam">str</span><span class="op">,</span> <span class="nam">batch_size</span><span class="op">:</span> <span class="nam">int</span> <span class="op">=</span> <span class="num">20</span><span class="op">,</span> <span class="nam">item_type</span><span class="op">:</span> <span class="nam">str</span> <span class="op">=</span> <span class="key">None</span><span class="op">)</span> <span class="op">-></span> <span class="nam">str</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t92" href="#t92">92</a></span><span class="t"> <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t93" href="#t93">93</a></span><span class="t"><span class="str"> Performs a full scan of the memory, extracting and accumulating information relevant to a query.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t94" href="#t94">94</a></span><span class="t"><span class="str"> </span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t95" href="#t95">95</a></span><span class="t"><span class="str"> This function processes all memories (or memories of a specific type if provided),</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t96" href="#t96">96</a></span><span class="t"><span class="str"> extracts information relevant to the query from each memory, and accumulates this</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t97" href="#t97">97</a></span><span class="t"><span class="str"> information into a coherent response.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t98" href="#t98">98</a></span><span class="t"><span class="str"> </span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t99" href="#t99">99</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="t100" href="#t100">100</a></span><span class="t"><span class="str"> relevance_target (str): The query specifying what information to extract from memories.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t101" href="#t101">101</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t102" href="#t102">102</a></span><span class="t"><span class="str"> item_type (str, optional): If provided, only process memories of this type.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t103" href="#t103">103</a></span><span class="t"><span class="str"> batch_size (int): The number of memories to process in each extraction step. The larger it is, the faster the scan, but possibly less accurate.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t104" href="#t104">104</a></span><span class="t"><span class="str"> Also, a too large value may lead to prompt length overflows, though current models can handle quite large prompts.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t105" href="#t105">105</a></span><span class="t"><span class="str"> </span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t106" href="#t106">106</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="t107" href="#t107">107</a></span><span class="t"><span class="str"> str: The accumulated information relevant to the query.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t108" href="#t108">108</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="t109" href="#t109">109</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="fst">f"</span><span class="fst">Starting FULL SCAN for relevance target: </span><span class="op">{</span><span class="nam">relevance_target</span><span class="op">}</span><span class="fst">, item type: </span><span class="op">{</span><span class="nam">item_type</span><span class="op">}</span><span class="fst">"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t110" href="#t110">110</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t111" href="#t111">111</a></span><span class="t"> <span class="com"># Retrieve all memories of the specified type</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t112" href="#t112">112</a></span><span class="t"> <span class="nam">memories</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">retrieve_all</span><span class="op">(</span><span class="nam">item_type</span><span class="op">=</span><span class="nam">item_type</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t113" href="#t113">113</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t114" href="#t114">114</a></span><span class="t"> <span class="com"># Initialize accumulation</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t115" href="#t115">115</a></span><span class="t"> <span class="nam">accumulated_info</span> <span class="op">=</span> <span class="str">""</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t116" href="#t116">116</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t117" href="#t117">117</a></span><span class="t"> <span class="com"># Process memories in batches of qty_of_memories_per_extraction</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t118" href="#t118">118</a></span><span class="t"> <span class="key">for</span> <span class="nam">i</span> <span class="key">in</span> <span class="nam">range</span><span class="op">(</span><span class="num">0</span><span class="op">,</span> <span class="nam">len</span><span class="op">(</span><span class="nam">memories</span><span class="op">)</span><span class="op">,</span> <span class="nam">batch_size</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t119" href="#t119">119</a></span><span class="t"> <span class="nam">batch</span> <span class="op">=</span> <span class="nam">memories</span><span class="op">[</span><span class="nam">i</span><span class="op">:</span><span class="nam">i</span> <span class="op">+</span> <span class="nam">batch_size</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t120" href="#t120">120</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="fst">f"</span><span class="fst">Processing memory batch #</span><span class="op">{</span><span class="nam">i</span><span class="op">}</span><span class="fst"> in full scan</span><span class="fst">"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t121" href="#t121">121</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t122" href="#t122">122</a></span><span class="t"> <span class="com"># Concatenate memory texts for the batch</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t123" href="#t123">123</a></span><span class="t"> <span class="nam">batch_text</span> <span class="op">=</span> <span class="str">"# Memories to be processed\n\n"</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t124" href="#t124">124</a></span><span class="t"> <span class="nam">batch_text</span> <span class="op">+=</span> <span class="str">"\n\n "</span><span class="op">.</span><span class="nam">join</span><span class="op">(</span><span class="nam">str</span><span class="op">(</span><span class="nam">memory</span><span class="op">)</span> <span class="key">for</span> <span class="nam">memory</span> <span class="key">in</span> <span class="nam">batch</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t125" href="#t125">125</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t126" href="#t126">126</a></span><span class="t"> <span class="com"># Extract information relevant to the query from the batch</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t127" href="#t127">127</a></span><span class="t"> <span class="nam">extracted_info</span> <span class="op">=</span> <span class="nam">utils</span><span class="op">.</span><span class="nam">semantics</span><span class="op">.</span><span class="nam">extract_information_from_text</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t128" href="#t128">128</a></span><span class="t"> <span class="nam">relevance_target</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t129" href="#t129">129</a></span><span class="t"> <span class="nam">batch_text</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t130" href="#t130">130</a></span><span class="t"> <span class="nam">context</span><span class="op">=</span><span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t131" href="#t131">131</a></span><span class="t"><span class="str"> You are extracting information from the an agent's memory, </span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t132" href="#t132">132</a></span><span class="t"><span class="str"> which might include actions, stimuli, and other types of events. You want to focus on the agent's experience, NOT on the agent's cognition or internal processes.</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t133" href="#t133">133</a></span><span class="t"><span class="str"> </span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t134" href="#t134">134</a></span><span class="t"><span class="str"> Assume that:</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t135" href="#t135">135</a></span><span class="t"><span class="str"> - "actions" refer to behaviors produced by the agent,</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t136" href="#t136">136</a></span><span class="t"><span class="str"> - "stimulus" refer to events or information from the environment or other agents that the agent perceived.</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t137" href="#t137">137</a></span><span class="t"><span class="str"> </span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t138" href="#t138">138</a></span><span class="t"><span class="str"> If you read about "assistant" and "user" roles, you can ignore them, as they refer to the agent's internal implementation mechanisms, not to the agent's experience.</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t139" href="#t139">139</a></span><span class="t"><span class="str"> In any case, anything related to "assistant" is the agent's output, and anything related to "user" is the agent's input. But you never refer to these roles in the report,</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t140" href="#t140">140</a></span><span class="t"><span class="str"> as they are an internal implementation detail of the agent, not part of the agent's experience.</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t141" href="#t141">141</a></span><span class="t"><span class="str"> """</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t142" href="#t142">142</a></span><span class="t"> <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t143" href="#t143">143</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t144" href="#t144">144</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="fst">f"</span><span class="fst">Extracted information from memory batch: </span><span class="op">{</span><span class="nam">extracted_info</span><span class="op">}</span><span class="fst">"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t145" href="#t145">145</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t146" href="#t146">146</a></span><span class="t"> <span class="com"># Skip if no relevant information was found</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t147" href="#t147">147</a></span><span class="t"> <span class="key">if</span> <span class="key">not</span> <span class="nam">extracted_info</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t148" href="#t148">148</a></span><span class="t"> <span class="key">continue</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t149" href="#t149">149</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t150" href="#t150">150</a></span><span class="t"> <span class="com"># Accumulate the extracted information</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t151" href="#t151">151</a></span><span class="t"> <span class="nam">accumulated_info</span> <span class="op">=</span> <span class="nam">utils</span><span class="op">.</span><span class="nam">semantics</span><span class="op">.</span><span class="nam">accumulate_based_on_query</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t152" href="#t152">152</a></span><span class="t"> <span class="nam">query</span><span class="op">=</span><span class="nam">relevance_target</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t153" href="#t153">153</a></span><span class="t"> <span class="nam">new_entry</span><span class="op">=</span><span class="nam">extracted_info</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t154" href="#t154">154</a></span><span class="t"> <span class="nam">current_accumulation</span><span class="op">=</span><span class="nam">accumulated_info</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t155" href="#t155">155</a></span><span class="t"> <span class="nam">context</span><span class="op">=</span><span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t156" href="#t156">156</a></span><span class="t"><span class="str"> You are producing a report based on information from an agent's memory. </span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t157" href="#t157">157</a></span><span class="t"><span class="str"> You will put together all facts and experiences found that are relevant for the query, as a kind of summary of the agent's experience. </span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t158" href="#t158">158</a></span><span class="t"><span class="str"> The report will later be used to guide further agent action. You focus on the agent's experience, NOT on the agent's cognition or internal processes.</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t159" href="#t159">159</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t160" href="#t160">160</a></span><span class="t"><span class="str"> Assume that:</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t161" href="#t161">161</a></span><span class="t"><span class="str"> - "actions" refer to behaviors produced by the agent,</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t162" href="#t162">162</a></span><span class="t"><span class="str"> - "stimulus" refer to events or information from the environment or other agents that the agent perceived.</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t163" href="#t163">163</a></span><span class="t"><span class="str"> - if you read about "assistant" and "user" roles, you can ignore them, as they refer to the agent's internal implementation mechanisms, not to the agent's experience.</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t164" href="#t164">164</a></span><span class="t"><span class="str"> In any case, anything related to "assistant" is the agent's output, and anything related to "user" is the agent's input. But you never refer to these roles in the report,</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t165" href="#t165">165</a></span><span class="t"><span class="str"> as they are an internal implementation detail of the agent, not part of the agent's experience.</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t166" href="#t166">166</a></span><span class="t"><span class="str"> </span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t167" href="#t167">167</a></span><span class="t"><span class="str"> Additional instructions for the accumulation process:</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t168" href="#t168">168</a></span><span class="t"><span class="str"> - If the new entry is redundant with respect to some information in the current accumulation, you update the current accumulation by adding to a special counter right by</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t169" href="#t169">169</a></span><span class="t"><span class="str"> the side of where the redundant information is found, so that the final report can later be used to guide further agent action (i.e., know which elements appeared more often).</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t170" href="#t170">170</a></span><span class="t"><span class="str"> The special counter **must** be formated like this: "[NOTE: this information appeared X times in the memory in different forms]". If the counter was not there originally, you add it. If it was there, you update</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t171" href="#t171">171</a></span><span class="t"><span class="str"> it with the new count.</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t172" href="#t172">172</a></span><span class="t"><span class="str"> * Example (first element was found 3 times, the second element only once, so no counter): </span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t173" href="#t173">173</a></span><span class="t"><span class="str"> "I play with and feed my cat [NOTE: this information appeared 3 times in the memory in different forms]. Cats are proud animals descendant from big feline hunters.". </span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t174" href="#t174">174</a></span><span class="t"><span class="str"> </span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t175" href="#t175">175</a></span><span class="t"><span class="str"> """</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t176" href="#t176">176</a></span><span class="t"> <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t177" href="#t177">177</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="fst">f"</span><span class="fst">Accumulated information so far: </span><span class="op">{</span><span class="nam">accumulated_info</span><span class="op">}</span><span class="fst">"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t178" href="#t178">178</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t179" href="#t179">179</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="fst">f"</span><span class="fst">Total accumulated information after full scan: </span><span class="op">{</span><span class="nam">accumulated_info</span><span class="op">}</span><span class="fst">"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t180" href="#t180">180</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t181" href="#t181">181</a></span><span class="t"> <span class="key">return</span> <span class="nam">accumulated_info</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t182" href="#t182">182</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t183" href="#t183">183</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t184" href="#t184">184</a></span><span class="t"> <span class="com">###################################</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t185" href="#t185">185</a></span><span class="t"> <span class="com"># Auxiliary methods</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t186" href="#t186">186</a></span><span class="t"> <span class="com">###################################</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t187" href="#t187">187</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t188" href="#t188">188</a></span><span class="t"> <span class="key">def</span> <span class="nam">filter_by_item_type</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">memories</span><span class="op">:</span><span class="nam">list</span><span class="op">,</span> <span class="nam">item_type</span><span class="op">:</span><span class="nam">str</span><span class="op">)</span> <span class="op">-></span> <span class="nam">list</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t189" href="#t189">189</a></span><span class="t"> <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t190" href="#t190">190</a></span><span class="t"><span class="str"> Filters a list of memories by item type.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t191" href="#t191">191</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t192" href="#t192">192</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="t193" href="#t193">193</a></span><span class="t"><span class="str"> memories (list): The list of memories to filter.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t194" href="#t194">194</a></span><span class="t"><span class="str"> item_type (str): The item type to filter by.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t195" href="#t195">195</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t196" href="#t196">196</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="t197" href="#t197">197</a></span><span class="t"><span class="str"> list: The filtered list of memories.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t198" href="#t198">198</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="t199" href="#t199">199</a></span><span class="t"> <span class="key">return</span> <span class="op">[</span><span class="nam">memory</span> <span class="key">for</span> <span class="nam">memory</span> <span class="key">in</span> <span class="nam">memories</span> <span class="key">if</span> <span class="nam">memory</span><span class="op">[</span><span class="str">"type"</span><span class="op">]</span> <span class="op">==</span> <span class="nam">item_type</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t200" href="#t200">200</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t201" href="#t201">201</a></span><span class="t"> <span class="key">def</span> <span class="nam">filter_by_item_types</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">memories</span><span class="op">:</span><span class="nam">list</span><span class="op">,</span> <span class="nam">item_types</span><span class="op">:</span><span class="nam">list</span><span class="op">)</span> <span class="op">-></span> <span class="nam">list</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t202" href="#t202">202</a></span><span class="t"> <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t203" href="#t203">203</a></span><span class="t"><span class="str"> Filters a list of memories by multiple item types.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t204" href="#t204">204</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t205" href="#t205">205</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="t206" href="#t206">206</a></span><span class="t"><span class="str"> memories (list): The list of memories to filter.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t207" href="#t207">207</a></span><span class="t"><span class="str"> item_types (list): The list of item types to filter by.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t208" href="#t208">208</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t209" href="#t209">209</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="t210" href="#t210">210</a></span><span class="t"><span class="str"> list: The filtered list of memories containing any of the specified types.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t211" href="#t211">211</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="t212" href="#t212">212</a></span><span class="t"> <span class="key">return</span> <span class="op">[</span><span class="nam">memory</span> <span class="key">for</span> <span class="nam">memory</span> <span class="key">in</span> <span class="nam">memories</span> <span class="key">if</span> <span class="nam">memory</span><span class="op">[</span><span class="str">"type"</span><span class="op">]</span> <span class="key">in</span> <span class="nam">item_types</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t213" href="#t213">213</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t214" href="#t214">214</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t215" href="#t215">215</a></span><span class="t"><span class="key">class</span> <span class="nam">EpisodicMemory</span><span class="op">(</span><span class="nam">TinyMemory</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t216" href="#t216">216</a></span><span class="t"> <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t217" href="#t217">217</a></span><span class="t"><span class="str"> Provides episodic memory capabilities to an agent. Cognitively, episodic memory is the ability to remember specific events,</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t218" href="#t218">218</a></span><span class="t"><span class="str"> or episodes, in the past. This class provides a simple implementation of episodic memory, where the agent can store and retrieve</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t219" href="#t219">219</a></span><span class="t"><span class="str"> messages from memory.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t220" href="#t220">220</a></span><span class="t"><span class="str"> </span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t221" href="#t221">221</a></span><span class="t"><span class="str"> Subclasses of this class can be used to provide different memory implementations.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t222" href="#t222">222</a></span><span class="t"><span class="str"> """</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t223" href="#t223">223</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t224" href="#t224">224</a></span><span class="t"> <span class="nam">MEMORY_BLOCK_OMISSION_INFO</span> <span class="op">=</span> <span class="op">{</span><span class="str">'role'</span><span class="op">:</span> <span class="str">'assistant'</span><span class="op">,</span> <span class="str">'content'</span><span class="op">:</span> <span class="str">"Info: there were other messages here, but they were omitted for brevity."</span><span class="op">,</span> <span class="str">'simulation_timestamp'</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="t225" href="#t225">225</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t226" href="#t226">226</a></span><span class="t"> <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t227" href="#t227">227</a></span><span class="t"> <span class="nam">self</span><span class="op">,</span> <span class="nam">fixed_prefix_length</span><span class="op">:</span> <span class="nam">int</span> <span class="op">=</span> <span class="num">20</span><span class="op">,</span> <span class="nam">lookback_length</span><span class="op">:</span> <span class="nam">int</span> <span class="op">=</span> <span class="num">100</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t228" href="#t228">228</a></span><span class="t"> <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="t229" href="#t229">229</a></span><span class="t"> <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t230" href="#t230">230</a></span><span class="t"><span class="str"> Initializes the memory.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t231" href="#t231">231</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t232" href="#t232">232</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="t233" href="#t233">233</a></span><span class="t"><span class="str"> fixed_prefix_length (int): The fixed prefix length. Defaults to 20.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t234" href="#t234">234</a></span><span class="t"><span class="str"> lookback_length (int): The lookback length. Defaults to 100.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t235" href="#t235">235</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="t236" href="#t236">236</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">fixed_prefix_length</span> <span class="op">=</span> <span class="nam">fixed_prefix_length</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t237" href="#t237">237</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">lookback_length</span> <span class="op">=</span> <span class="nam">lookback_length</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t238" href="#t238">238</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t239" href="#t239">239</a></span><span class="t"> <span class="com"># the definitive memory that records all episodic events</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t240" href="#t240">240</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">memory</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="t241" href="#t241">241</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t242" href="#t242">242</a></span><span class="t"> <span class="com"># the current episode buffer, which is used to store messages during an episode</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t243" href="#t243">243</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">episodic_buffer</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="t244" href="#t244">244</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t245" href="#t245">245</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t246" href="#t246">246</a></span><span class="t"> <span class="key">def</span> <span class="nam">commit_episode</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t247" href="#t247">247</a></span><span class="t"> <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t248" href="#t248">248</a></span><span class="t"><span class="str"> Ends the current episode, storing the episodic buffer in memory.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t249" href="#t249">249</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="t250" href="#t250">250</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">memory</span><span class="op">.</span><span class="nam">extend</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">episodic_buffer</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t251" href="#t251">251</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">episodic_buffer</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="t252" href="#t252">252</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t253" href="#t253">253</a></span><span class="t"> <span class="key">def</span> <span class="nam">get_current_episode</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">item_types</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="op">-></span> <span class="nam">list</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t254" href="#t254">254</a></span><span class="t"> <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t255" href="#t255">255</a></span><span class="t"><span class="str"> Returns the current episode buffer, which is used to store messages during an episode.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t256" href="#t256">256</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t257" href="#t257">257</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="t258" href="#t258">258</a></span><span class="t"><span class="str"> item_types (list, optional): If provided, only retrieve memories of these types. Defaults to None, which retrieves all types.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t259" href="#t259">259</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t260" href="#t260">260</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="t261" href="#t261">261</a></span><span class="t"><span class="str"> list: The current episode buffer.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t262" href="#t262">262</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="t263" href="#t263">263</a></span><span class="t"> <span class="nam">result</span> <span class="op">=</span> <span class="nam">copy</span><span class="op">.</span><span class="nam">copy</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">episodic_buffer</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t264" href="#t264">264</a></span><span class="t"> <span class="nam">result</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">filter_by_item_types</span><span class="op">(</span><span class="nam">result</span><span class="op">,</span> <span class="nam">item_types</span><span class="op">)</span> <span class="key">if</span> <span class="nam">item_types</span> <span class="key">is</span> <span class="key">not</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">result</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t265" href="#t265">265</a></span><span class="t"> <span class="key">return</span> <span class="nam">result</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t266" href="#t266">266</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t267" href="#t267">267</a></span><span class="t"> <span class="key">def</span> <span class="nam">count</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span> <span class="op">-></span> <span class="nam">int</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t268" href="#t268">268</a></span><span class="t"> <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t269" href="#t269">269</a></span><span class="t"><span class="str"> Returns the number of values in memory.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t270" href="#t270">270</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="t271" href="#t271">271</a></span><span class="t"> <span class="key">return</span> <span class="nam">len</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">_memory_with_current_buffer</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="t272" href="#t272">272</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t273" href="#t273">273</a></span><span class="t"> <span class="key">def</span> <span class="nam">clear</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">max_prefix_to_clear</span><span class="op">:</span><span class="nam">int</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">max_suffix_to_clear</span><span class="op">:</span><span class="nam">int</span><span class="op">=</span><span class="key">None</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t274" href="#t274">274</a></span><span class="t"> <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t275" href="#t275">275</a></span><span class="t"><span class="str"> Clears the memory, generating a permanent "episodic amnesia". </span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t276" href="#t276">276</a></span><span class="t"><span class="str"> If max_prefix_to_clear is not None, it clears the first n values from memory.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t277" href="#t277">277</a></span><span class="t"><span class="str"> If max_suffix_to_clear is not None, it clears the last n values from memory. If both are None,</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t278" href="#t278">278</a></span><span class="t"><span class="str"> it clears all values from memory.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t279" href="#t279">279</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t280" href="#t280">280</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="t281" href="#t281">281</a></span><span class="t"><span class="str"> max_prefix_to_clear (int): The number of first values to clear.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t282" href="#t282">282</a></span><span class="t"><span class="str"> max_suffix_to_clear (int): The number of last values to clear.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t283" href="#t283">283</a></span><span class="t"><span class="str"> """</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t284" href="#t284">284</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t285" href="#t285">285</a></span><span class="t"> <span class="com"># clears all episodic buffer messages</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t286" href="#t286">286</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">episodic_buffer</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="t287" href="#t287">287</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t288" href="#t288">288</a></span><span class="t"> <span class="com"># then clears the memory according to the parameters</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t289" href="#t289">289</a></span><span class="t"> <span class="key">if</span> <span class="nam">max_prefix_to_clear</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="t290" href="#t290">290</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">memory</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">memory</span><span class="op">[</span><span class="nam">max_prefix_to_clear</span><span class="op">:</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t291" href="#t291">291</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t292" href="#t292">292</a></span><span class="t"> <span class="key">if</span> <span class="nam">max_suffix_to_clear</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="t293" href="#t293">293</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">memory</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">memory</span><span class="op">[</span><span class="op">:</span><span class="op">-</span><span class="nam">max_suffix_to_clear</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t294" href="#t294">294</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t295" href="#t295">295</a></span><span class="t"> <span class="key">if</span> <span class="nam">max_prefix_to_clear</span> <span class="key">is</span> <span class="key">None</span> <span class="key">and</span> <span class="nam">max_suffix_to_clear</span> <span class="key">is</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="t296" href="#t296">296</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">memory</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="t297" href="#t297">297</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t298" href="#t298">298</a></span><span class="t"> <span class="key">def</span> <span class="nam">_memory_with_current_buffer</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span> <span class="op">-></span> <span class="nam">list</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t299" href="#t299">299</a></span><span class="t"> <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t300" href="#t300">300</a></span><span class="t"><span class="str"> Returns the current memory, including the episodic buffer.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t301" href="#t301">301</a></span><span class="t"><span class="str"> This is useful for retrieving the most recent memories, including the current episode.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t302" href="#t302">302</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="t303" href="#t303">303</a></span><span class="t"> <span class="key">return</span> <span class="nam">self</span><span class="op">.</span><span class="nam">memory</span> <span class="op">+</span> <span class="nam">self</span><span class="op">.</span><span class="nam">episodic_buffer</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t304" href="#t304">304</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t305" href="#t305">305</a></span><span class="t"> <span class="com">######################################</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t306" href="#t306">306</a></span><span class="t"> <span class="com"># General memory methods</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t307" href="#t307">307</a></span><span class="t"> <span class="com">######################################</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t308" href="#t308">308</a></span><span class="t"> <span class="key">def</span> <span class="nam">_store</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">value</span><span class="op">:</span> <span class="nam">Any</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="t309" href="#t309">309</a></span><span class="t"> <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t310" href="#t310">310</a></span><span class="t"><span class="str"> Stores a value in memory.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t311" href="#t311">311</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="t312" href="#t312">312</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">episodic_buffer</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="nam">value</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t313" href="#t313">313</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t314" href="#t314">314</a></span><span class="t"> <span class="key">def</span> <span class="nam">retrieve</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">first_n</span><span class="op">:</span> <span class="nam">int</span><span class="op">,</span> <span class="nam">last_n</span><span class="op">:</span> <span class="nam">int</span><span class="op">,</span> <span class="nam">include_omission_info</span><span class="op">:</span><span class="nam">bool</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">item_type</span><span class="op">:</span><span class="nam">str</span><span class="op">=</span><span class="key">None</span><span class="op">)</span> <span class="op">-></span> <span class="nam">list</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t315" href="#t315">315</a></span><span class="t"> <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t316" href="#t316">316</a></span><span class="t"><span class="str"> Retrieves the first n and/or last n values from memory. If n is None, all values are retrieved.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t317" href="#t317">317</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t318" href="#t318">318</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="t319" href="#t319">319</a></span><span class="t"><span class="str"> first_n (int): The number of first values to retrieve.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t320" href="#t320">320</a></span><span class="t"><span class="str"> last_n (int): The number of last values to retrieve.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t321" href="#t321">321</a></span><span class="t"><span class="str"> include_omission_info (bool): Whether to include an information message when some values are omitted.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t322" href="#t322">322</a></span><span class="t"><span class="str"> item_type (str, optional): If provided, only retrieve memories of this type.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t323" href="#t323">323</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t324" href="#t324">324</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="t325" href="#t325">325</a></span><span class="t"><span class="str"> list: The retrieved values.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t326" href="#t326">326</a></span><span class="t"><span class="str"> </span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t327" href="#t327">327</a></span><span class="t"><span class="str"> """</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t328" href="#t328">328</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t329" href="#t329">329</a></span><span class="t"> <span class="nam">omisssion_info</span> <span class="op">=</span> <span class="op">[</span><span class="nam">EpisodicMemory</span><span class="op">.</span><span class="nam">MEMORY_BLOCK_OMISSION_INFO</span><span class="op">]</span> <span class="key">if</span> <span class="nam">include_omission_info</span> <span class="key">else</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t330" href="#t330">330</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t331" href="#t331">331</a></span><span class="t"> <span class="com"># use the other methods in the class to implement</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t332" href="#t332">332</a></span><span class="t"> <span class="key">if</span> <span class="nam">first_n</span> <span class="key">is</span> <span class="key">not</span> <span class="key">None</span> <span class="key">and</span> <span class="nam">last_n</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="t333" href="#t333">333</a></span><span class="t"> <span class="key">return</span> <span class="nam">self</span><span class="op">.</span><span class="nam">retrieve_first</span><span class="op">(</span><span class="nam">first_n</span><span class="op">,</span> <span class="nam">include_omission_info</span><span class="op">=</span><span class="key">False</span><span class="op">,</span> <span class="nam">item_type</span><span class="op">=</span><span class="nam">item_type</span><span class="op">)</span> <span class="op">+</span> <span class="nam">omisssion_info</span> <span class="op">+</span> <span class="nam">self</span><span class="op">.</span><span class="nam">retrieve_last</span><span class="op">(</span><span class="nam">last_n</span><span class="op">,</span> <span class="nam">include_omission_info</span><span class="op">=</span><span class="key">False</span><span class="op">,</span> <span class="nam">item_type</span><span class="op">=</span><span class="nam">item_type</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t334" href="#t334">334</a></span><span class="t"> <span class="key">elif</span> <span class="nam">first_n</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="t335" href="#t335">335</a></span><span class="t"> <span class="key">return</span> <span class="nam">self</span><span class="op">.</span><span class="nam">retrieve_first</span><span class="op">(</span><span class="nam">first_n</span><span class="op">,</span> <span class="nam">include_omission_info</span><span class="op">,</span> <span class="nam">item_type</span><span class="op">=</span><span class="nam">item_type</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t336" href="#t336">336</a></span><span class="t"> <span class="key">elif</span> <span class="nam">last_n</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="t337" href="#t337">337</a></span><span class="t"> <span class="key">return</span> <span class="nam">self</span><span class="op">.</span><span class="nam">retrieve_last</span><span class="op">(</span><span class="nam">last_n</span><span class="op">,</span> <span class="nam">include_omission_info</span><span class="op">,</span> <span class="nam">item_type</span><span class="op">=</span><span class="nam">item_type</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t338" href="#t338">338</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="t339" href="#t339">339</a></span><span class="t"> <span class="key">return</span> <span class="nam">self</span><span class="op">.</span><span class="nam">retrieve_all</span><span class="op">(</span><span class="nam">item_type</span><span class="op">=</span><span class="nam">item_type</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t340" href="#t340">340</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t341" href="#t341">341</a></span><span class="t"> <span class="key">def</span> <span class="nam">retrieve_recent</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">include_omission_info</span><span class="op">:</span><span class="nam">bool</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">item_type</span><span class="op">:</span><span class="nam">str</span><span class="op">=</span><span class="key">None</span><span class="op">)</span> <span class="op">-></span> <span class="nam">list</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t342" href="#t342">342</a></span><span class="t"> <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t343" href="#t343">343</a></span><span class="t"><span class="str"> Retrieves the n most recent values from memory.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t344" href="#t344">344</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t345" href="#t345">345</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="t346" href="#t346">346</a></span><span class="t"><span class="str"> include_omission_info (bool): Whether to include an information message when some values are omitted.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t347" href="#t347">347</a></span><span class="t"><span class="str"> item_type (str, optional): If provided, only retrieve memories of this type.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t348" href="#t348">348</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="t349" href="#t349">349</a></span><span class="t"> <span class="nam">omisssion_info</span> <span class="op">=</span> <span class="op">[</span><span class="nam">EpisodicMemory</span><span class="op">.</span><span class="nam">MEMORY_BLOCK_OMISSION_INFO</span><span class="op">]</span> <span class="key">if</span> <span class="nam">include_omission_info</span> <span class="key">else</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t350" href="#t350">350</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t351" href="#t351">351</a></span><span class="t"> <span class="com"># Filter memories if item_type is provided</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t352" href="#t352">352</a></span><span class="t"> <span class="nam">memories</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_memory_with_current_buffer</span><span class="op">(</span><span class="op">)</span> <span class="key">if</span> <span class="nam">item_type</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">self</span><span class="op">.</span><span class="nam">filter_by_item_type</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">_memory_with_current_buffer</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> <span class="nam">item_type</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t353" href="#t353">353</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t354" href="#t354">354</a></span><span class="t"> <span class="com"># compute fixed prefix</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t355" href="#t355">355</a></span><span class="t"> <span class="nam">fixed_prefix</span> <span class="op">=</span> <span class="nam">memories</span><span class="op">[</span><span class="op">:</span> <span class="nam">self</span><span class="op">.</span><span class="nam">fixed_prefix_length</span><span class="op">]</span> <span class="op">+</span> <span class="nam">omisssion_info</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t356" href="#t356">356</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t357" href="#t357">357</a></span><span class="t"> <span class="com"># how many lookback values remain?</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t358" href="#t358">358</a></span><span class="t"> <span class="nam">remaining_lookback</span> <span class="op">=</span> <span class="nam">min</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t359" href="#t359">359</a></span><span class="t"> <span class="nam">len</span><span class="op">(</span><span class="nam">memories</span><span class="op">)</span> <span class="op">-</span> <span class="nam">len</span><span class="op">(</span><span class="nam">fixed_prefix</span><span class="op">)</span> <span class="op">+</span> <span class="op">(</span><span class="num">1</span> <span class="key">if</span> <span class="nam">include_omission_info</span> <span class="key">else</span> <span class="num">0</span><span class="op">)</span><span class="op">,</span> <span class="nam">self</span><span class="op">.</span><span class="nam">lookback_length</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t360" href="#t360">360</a></span><span class="t"> <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t361" href="#t361">361</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t362" href="#t362">362</a></span><span class="t"> <span class="com"># compute the remaining lookback values and return the concatenation</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t363" href="#t363">363</a></span><span class="t"> <span class="key">if</span> <span class="nam">remaining_lookback</span> <span class="op">&lt;=</span> <span class="num">0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t364" href="#t364">364</a></span><span class="t"> <span class="key">return</span> <span class="nam">fixed_prefix</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t365" href="#t365">365</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="t366" href="#t366">366</a></span><span class="t"> <span class="key">return</span> <span class="nam">fixed_prefix</span> <span class="op">+</span> <span class="nam">memories</span><span class="op">[</span><span class="op">-</span><span class="nam">remaining_lookback</span><span class="op">:</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t367" href="#t367">367</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t368" href="#t368">368</a></span><span class="t"> <span class="key">def</span> <span class="nam">retrieve_all</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">item_type</span><span class="op">:</span><span class="nam">str</span><span class="op">=</span><span class="key">None</span><span class="op">)</span> <span class="op">-></span> <span class="nam">list</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t369" href="#t369">369</a></span><span class="t"> <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t370" href="#t370">370</a></span><span class="t"><span class="str"> Retrieves all values from memory.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t371" href="#t371">371</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t372" href="#t372">372</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="t373" href="#t373">373</a></span><span class="t"><span class="str"> item_type (str, optional): If provided, only retrieve memories of this type.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t374" href="#t374">374</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="t375" href="#t375">375</a></span><span class="t"> <span class="nam">memories</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_memory_with_current_buffer</span><span class="op">(</span><span class="op">)</span> <span class="key">if</span> <span class="nam">item_type</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">self</span><span class="op">.</span><span class="nam">filter_by_item_type</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">_memory_with_current_buffer</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> <span class="nam">item_type</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t376" href="#t376">376</a></span><span class="t"> <span class="key">return</span> <span class="nam">copy</span><span class="op">.</span><span class="nam">copy</span><span class="op">(</span><span class="nam">memories</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t377" href="#t377">377</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t378" href="#t378">378</a></span><span class="t"> <span class="key">def</span> <span class="nam">retrieve_relevant</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">relevance_target</span><span class="op">:</span> <span class="nam">str</span><span class="op">,</span> <span class="nam">top_k</span><span class="op">:</span><span class="nam">int</span><span class="op">)</span> <span class="op">-></span> <span class="nam">list</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t379" href="#t379">379</a></span><span class="t"> <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t380" href="#t380">380</a></span><span class="t"><span class="str"> Retrieves top-k values from memory that are most relevant to a given target.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t381" href="#t381">381</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="t382" href="#t382">382</a></span><span class="t"> <span class="key">raise</span> <span class="nam">NotImplementedError</span><span class="op">(</span><span class="str">"Subclasses must implement this method."</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t383" href="#t383">383</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t384" href="#t384">384</a></span><span class="t"> <span class="key">def</span> <span class="nam">retrieve_first</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">n</span><span class="op">:</span> <span class="nam">int</span><span class="op">,</span> <span class="nam">include_omission_info</span><span class="op">:</span><span class="nam">bool</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">item_type</span><span class="op">:</span><span class="nam">str</span><span class="op">=</span><span class="key">None</span><span class="op">)</span> <span class="op">-></span> <span class="nam">list</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t385" href="#t385">385</a></span><span class="t"> <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t386" href="#t386">386</a></span><span class="t"><span class="str"> Retrieves the first n values from memory.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t387" href="#t387">387</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t388" href="#t388">388</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="t389" href="#t389">389</a></span><span class="t"><span class="str"> n (int): The number of values to retrieve.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t390" href="#t390">390</a></span><span class="t"><span class="str"> include_omission_info (bool): Whether to include an information message when some values are omitted.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t391" href="#t391">391</a></span><span class="t"><span class="str"> item_type (str, optional): If provided, only retrieve memories of this type.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t392" href="#t392">392</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="t393" href="#t393">393</a></span><span class="t"> <span class="nam">omisssion_info</span> <span class="op">=</span> <span class="op">[</span><span class="nam">EpisodicMemory</span><span class="op">.</span><span class="nam">MEMORY_BLOCK_OMISSION_INFO</span><span class="op">]</span> <span class="key">if</span> <span class="nam">include_omission_info</span> <span class="key">else</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t394" href="#t394">394</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t395" href="#t395">395</a></span><span class="t"> <span class="nam">memories</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_memory_with_current_buffer</span><span class="op">(</span><span class="op">)</span> <span class="key">if</span> <span class="nam">item_type</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">self</span><span class="op">.</span><span class="nam">filter_by_item_type</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">_memory_with_current_buffer</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> <span class="nam">item_type</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t396" href="#t396">396</a></span><span class="t"> <span class="key">return</span> <span class="nam">memories</span><span class="op">[</span><span class="op">:</span><span class="nam">n</span><span class="op">]</span> <span class="op">+</span> <span class="nam">omisssion_info</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t397" href="#t397">397</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t398" href="#t398">398</a></span><span class="t"> <span class="key">def</span> <span class="nam">retrieve_last</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">n</span><span class="op">:</span> <span class="nam">int</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">include_omission_info</span><span class="op">:</span><span class="nam">bool</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">item_type</span><span class="op">:</span><span class="nam">str</span><span class="op">=</span><span class="key">None</span><span class="op">)</span> <span class="op">-></span> <span class="nam">list</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t399" href="#t399">399</a></span><span class="t"> <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t400" href="#t400">400</a></span><span class="t"><span class="str"> Retrieves the last n values from memory.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t401" href="#t401">401</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t402" href="#t402">402</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="t403" href="#t403">403</a></span><span class="t"><span class="str"> n (int): The number of values to retrieve, or None to retrieve all values.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t404" href="#t404">404</a></span><span class="t"><span class="str"> include_omission_info (bool): Whether to include an information message when some values are omitted.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t405" href="#t405">405</a></span><span class="t"><span class="str"> item_type (str, optional): If provided, only retrieve memories of this type.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t406" href="#t406">406</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="t407" href="#t407">407</a></span><span class="t"> <span class="nam">omisssion_info</span> <span class="op">=</span> <span class="op">[</span><span class="nam">EpisodicMemory</span><span class="op">.</span><span class="nam">MEMORY_BLOCK_OMISSION_INFO</span><span class="op">]</span> <span class="key">if</span> <span class="nam">include_omission_info</span> <span class="key">else</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t408" href="#t408">408</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t409" href="#t409">409</a></span><span class="t"> <span class="nam">memories</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_memory_with_current_buffer</span><span class="op">(</span><span class="op">)</span> <span class="key">if</span> <span class="nam">item_type</span> <span class="key">is</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">self</span><span class="op">.</span><span class="nam">filter_by_item_type</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">_memory_with_current_buffer</span><span class="op">(</span><span class="op">)</span><span class="op">,</span> <span class="nam">item_type</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t410" href="#t410">410</a></span><span class="t"> <span class="nam">memories</span> <span class="op">=</span> <span class="nam">memories</span><span class="op">[</span><span class="op">-</span><span class="nam">n</span><span class="op">:</span><span class="op">]</span> <span class="key">if</span> <span class="nam">n</span> <span class="key">is</span> <span class="key">not</span> <span class="key">None</span> <span class="key">else</span> <span class="nam">memories</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t411" href="#t411">411</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t412" href="#t412">412</a></span><span class="t"> <span class="key">return</span> <span class="nam">omisssion_info</span> <span class="op">+</span> <span class="nam">memories</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t413" href="#t413">413</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t414" href="#t414">414</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t415" href="#t415">415</a></span><span class="t"><span class="op">@</span><span class="nam">utils</span><span class="op">.</span><span class="nam">post_init</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t416" href="#t416">416</a></span><span class="t"><span class="key">class</span> <span class="nam">SemanticMemory</span><span class="op">(</span><span class="nam">TinyMemory</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t417" href="#t417">417</a></span><span class="t"> <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t418" href="#t418">418</a></span><span class="t"><span class="str"> In Cognitive Psychology, semantic memory is the memory of meanings, understandings, and other concept-based knowledge unrelated to specific </span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t419" href="#t419">419</a></span><span class="t"><span class="str"> experiences. It is not ordered temporally, and it is not about remembering specific events or episodes. This class provides a simple implementation</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t420" href="#t420">420</a></span><span class="t"><span class="str"> of semantic memory, where the agent can store and retrieve semantic information.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t421" href="#t421">421</a></span><span class="t"><span class="str"> """</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t422" href="#t422">422</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t423" href="#t423">423</a></span><span class="t"> <span class="nam">serializable_attributes</span> <span class="op">=</span> <span class="op">[</span><span class="str">"memories"</span><span class="op">,</span> <span class="str">"semantic_grounding_connector"</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t424" href="#t424">424</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t425" href="#t425">425</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">memories</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="op">-></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="t426" href="#t426">426</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">memories</span> <span class="op">=</span> <span class="nam">memories</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t427" href="#t427">427</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t428" href="#t428">428</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">semantic_grounding_connector</span> <span class="op">=</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t429" href="#t429">429</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t430" href="#t430">430</a></span><span class="t"> <span class="com"># @post_init ensures that _post_init is called after the __init__ method</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t431" href="#t431">431</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t432" href="#t432">432</a></span><span class="t"> <span class="key">def</span> <span class="nam">_post_init</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t433" href="#t433">433</a></span><span class="t"> <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t434" href="#t434">434</a></span><span class="t"><span class="str"> This will run after __init__, since the class has the @post_init decorator.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t435" href="#t435">435</a></span><span class="t"><span class="str"> It is convenient to separate some of the initialization processes to make deserialize easier.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t436" href="#t436">436</a></span><span class="t"><span class="str"> """</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t437" href="#t437">437</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t438" href="#t438">438</a></span><span class="t"> <span class="key">if</span> <span class="key">not</span> <span class="nam">hasattr</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="str">'memories'</span><span class="op">)</span> <span class="key">or</span> <span class="nam">self</span><span class="op">.</span><span class="nam">memories</span> <span class="key">is</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="t439" href="#t439">439</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">memories</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="t440" href="#t440">440</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t441" href="#t441">441</a></span><span class="t"> <span class="key">if</span> <span class="key">not</span> <span class="nam">hasattr</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="str">'semantic_grounding_connector'</span><span class="op">)</span> <span class="key">or</span> <span class="nam">self</span><span class="op">.</span><span class="nam">semantic_grounding_connector</span> <span class="key">is</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="t442" href="#t442">442</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">semantic_grounding_connector</span> <span class="op">=</span> <span class="nam">BaseSemanticGroundingConnector</span><span class="op">(</span><span class="str">"Semantic Memory Storage"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t443" href="#t443">443</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t444" href="#t444">444</a></span><span class="t"> <span class="com"># TODO remove?</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t445" href="#t445">445</a></span><span class="t"> <span class="com">#self.semantic_grounding_connector.add_documents(self._build_documents_from(self.memories))</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t446" href="#t446">446</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t447" href="#t447">447</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t448" href="#t448">448</a></span><span class="t"> <span class="key">def</span> <span class="nam">_preprocess_value_for_storage</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">value</span><span class="op">:</span> <span class="nam">dict</span><span class="op">)</span> <span class="op">-></span> <span class="nam">Any</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t449" href="#t449">449</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="fst">f"</span><span class="fst">Preprocessing value for storage: </span><span class="op">{</span><span class="nam">value</span><span class="op">}</span><span class="fst">"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t450" href="#t450">450</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t451" href="#t451">451</a></span><span class="t"> <span class="key">if</span> <span class="nam">isinstance</span><span class="op">(</span><span class="nam">value</span><span class="op">,</span> <span class="nam">dict</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t452" href="#t452">452</a></span><span class="t"> <span class="nam">engram</span> <span class="op">=</span> <span class="op">{</span><span class="str">"role"</span><span class="op">:</span> <span class="str">"assistant"</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t453" href="#t453">453</a></span><span class="t"> <span class="str">"content"</span><span class="op">:</span> <span class="nam">value</span><span class="op">[</span><span class="str">'content'</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="t454" href="#t454">454</a></span><span class="t"> <span class="str">"type"</span><span class="op">:</span> <span class="nam">value</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">"type"</span><span class="op">,</span> <span class="str">"information"</span><span class="op">)</span><span class="op">,</span> <span class="com"># Default to 'information' if type is not specified</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t455" href="#t455">455</a></span><span class="t"> <span class="str">"simulation_timestamp"</span><span class="op">:</span> <span class="nam">value</span><span class="op">.</span><span class="nam">get</span><span class="op">(</span><span class="str">"simulation_timestamp"</span><span class="op">,</span> <span class="key">None</span><span class="op">)</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t456" href="#t456">456</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t457" href="#t457">457</a></span><span class="t"> <span class="com"># Refine the content of the engram is built based on the type of the value to make it more meaningful.</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t458" href="#t458">458</a></span><span class="t"> <span class="key">if</span> <span class="nam">value</span><span class="op">[</span><span class="str">'type'</span><span class="op">]</span> <span class="op">==</span> <span class="str">'action'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t459" href="#t459">459</a></span><span class="t"> <span class="nam">engram</span><span class="op">[</span><span class="str">'content'</span><span class="op">]</span> <span class="op">=</span> <span class="fst">f"</span><span class="fst"># Action performed\n</span><span class="fst">"</span> <span class="op">+</span><span class="xx">\</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t460" href="#t460">460</a></span><span class="t"> <span class="fst">f"</span><span class="fst">I have performed the following action at date and time </span><span class="op">{</span><span class="nam">value</span><span class="op">[</span><span class="str">'simulation_timestamp'</span><span class="op">]</span><span class="op">}</span><span class="fst">:\n\n</span><span class="fst">"</span><span class="op">+</span><span class="xx">\</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t461" href="#t461">461</a></span><span class="t"> <span class="fst">f"</span><span class="fst"> </span><span class="op">{</span><span class="nam">value</span><span class="op">[</span><span class="str">'content'</span><span class="op">]</span><span class="op">}</span><span class="fst">"</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t462" href="#t462">462</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t463" href="#t463">463</a></span><span class="t"> <span class="key">elif</span> <span class="nam">value</span><span class="op">[</span><span class="str">'type'</span><span class="op">]</span> <span class="op">==</span> <span class="str">'stimulus'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t464" href="#t464">464</a></span><span class="t"> <span class="nam">engram</span><span class="op">[</span><span class="str">'content'</span><span class="op">]</span> <span class="op">=</span> <span class="fst">f"</span><span class="fst"># Stimulus\n</span><span class="fst">"</span> <span class="op">+</span><span class="xx">\</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t465" href="#t465">465</a></span><span class="t"> <span class="fst">f"</span><span class="fst">I have received the following stimulus at date and time </span><span class="op">{</span><span class="nam">value</span><span class="op">[</span><span class="str">'simulation_timestamp'</span><span class="op">]</span><span class="op">}</span><span class="fst">:\n\n</span><span class="fst">"</span><span class="op">+</span><span class="xx">\</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t466" href="#t466">466</a></span><span class="t"> <span class="fst">f"</span><span class="fst"> </span><span class="op">{</span><span class="nam">value</span><span class="op">[</span><span class="str">'content'</span><span class="op">]</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="t467" href="#t467">467</a></span><span class="t"> <span class="key">elif</span> <span class="nam">value</span><span class="op">[</span><span class="str">'type'</span><span class="op">]</span> <span class="op">==</span> <span class="str">'feedback'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t468" href="#t468">468</a></span><span class="t"> <span class="nam">engram</span><span class="op">[</span><span class="str">'content'</span><span class="op">]</span> <span class="op">=</span> <span class="fst">f"</span><span class="fst"># Feedback\n</span><span class="fst">"</span> <span class="op">+</span><span class="xx">\</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t469" href="#t469">469</a></span><span class="t"> <span class="fst">f"</span><span class="fst">I have received the following feedback at date and time </span><span class="op">{</span><span class="nam">value</span><span class="op">[</span><span class="str">'simulation_timestamp'</span><span class="op">]</span><span class="op">}</span><span class="fst">:\n\n</span><span class="fst">"</span><span class="op">+</span><span class="xx">\</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t470" href="#t470">470</a></span><span class="t"> <span class="fst">f"</span><span class="fst"> </span><span class="op">{</span><span class="nam">value</span><span class="op">[</span><span class="str">'content'</span><span class="op">]</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="t471" href="#t471">471</a></span><span class="t"> <span class="key">elif</span> <span class="nam">value</span><span class="op">[</span><span class="str">'type'</span><span class="op">]</span> <span class="op">==</span> <span class="str">'consolidated'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t472" href="#t472">472</a></span><span class="t"> <span class="nam">engram</span><span class="op">[</span><span class="str">'content'</span><span class="op">]</span> <span class="op">=</span> <span class="fst">f"</span><span class="fst"># Consolidated Memory\n</span><span class="fst">"</span> <span class="op">+</span><span class="xx">\</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t473" href="#t473">473</a></span><span class="t"> <span class="fst">f"</span><span class="fst">I have consolidated the following memory at date and time </span><span class="op">{</span><span class="nam">value</span><span class="op">[</span><span class="str">'simulation_timestamp'</span><span class="op">]</span><span class="op">}</span><span class="fst">:\n\n</span><span class="fst">"</span><span class="op">+</span><span class="xx">\</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t474" href="#t474">474</a></span><span class="t"> <span class="fst">f"</span><span class="fst"> </span><span class="op">{</span><span class="nam">value</span><span class="op">[</span><span class="str">'content'</span><span class="op">]</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="t475" href="#t475">475</a></span><span class="t"> <span class="key">elif</span> <span class="nam">value</span><span class="op">[</span><span class="str">'type'</span><span class="op">]</span> <span class="op">==</span> <span class="str">'reflection'</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t476" href="#t476">476</a></span><span class="t"> <span class="nam">engram</span><span class="op">[</span><span class="str">'content'</span><span class="op">]</span> <span class="op">=</span> <span class="fst">f"</span><span class="fst"># Reflection\n</span><span class="fst">"</span> <span class="op">+</span><span class="xx">\</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t477" href="#t477">477</a></span><span class="t"> <span class="fst">f"</span><span class="fst">I have reflected on the following memory at date and time </span><span class="op">{</span><span class="nam">value</span><span class="op">[</span><span class="str">'simulation_timestamp'</span><span class="op">]</span><span class="op">}</span><span class="fst">:\n\n</span><span class="fst">"</span><span class="op">+</span><span class="xx">\</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t478" href="#t478">478</a></span><span class="t"> <span class="fst">f"</span><span class="fst"> </span><span class="op">{</span><span class="nam">value</span><span class="op">[</span><span class="str">'content'</span><span class="op">]</span><span class="op">}</span><span class="fst">"</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t479" href="#t479">479</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="t480" href="#t480">480</a></span><span class="t"> <span class="nam">engram</span><span class="op">[</span><span class="str">'content'</span><span class="op">]</span> <span class="op">=</span> <span class="fst">f"</span><span class="fst"># Information\n</span><span class="fst">"</span> <span class="op">+</span><span class="xx">\</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t481" href="#t481">481</a></span><span class="t"> <span class="fst">f"</span><span class="fst">I have obtained following information at date and time </span><span class="op">{</span><span class="nam">value</span><span class="op">[</span><span class="str">'simulation_timestamp'</span><span class="op">]</span><span class="op">}</span><span class="fst">:\n\n</span><span class="fst">"</span><span class="op">+</span><span class="xx">\</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t482" href="#t482">482</a></span><span class="t"> <span class="fst">f"</span><span class="fst"> </span><span class="op">{</span><span class="nam">value</span><span class="op">[</span><span class="str">'content'</span><span class="op">]</span><span class="op">}</span><span class="fst">"</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t483" href="#t483">483</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t484" href="#t484">484</a></span><span class="t"> <span class="com"># else: # Anything else here?</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t485" href="#t485">485</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t486" href="#t486">486</a></span><span class="t"> <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t487" href="#t487">487</a></span><span class="t"> <span class="com"># If the value is not a dictionary, we just store it as is, but we still wrap it in an engram</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t488" href="#t488">488</a></span><span class="t"> <span class="nam">engram</span> <span class="op">=</span> <span class="op">{</span><span class="str">"role"</span><span class="op">:</span> <span class="str">"assistant"</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t489" href="#t489">489</a></span><span class="t"> <span class="str">"content"</span><span class="op">:</span> <span class="nam">value</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t490" href="#t490">490</a></span><span class="t"> <span class="str">"type"</span><span class="op">:</span> <span class="str">"information"</span><span class="op">,</span> <span class="com"># Default to 'information' if type is not specified</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis mis2 show_mis"><span class="n"><a id="t491" href="#t491">491</a></span><span class="t"> <span class="str">"simulation_timestamp"</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="t492" href="#t492">492</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t493" href="#t493">493</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="fst">f"</span><span class="fst">Engram created for storage: </span><span class="op">{</span><span class="nam">engram</span><span class="op">}</span><span class="fst">"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t494" href="#t494">494</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t495" href="#t495">495</a></span><span class="t"> <span class="key">return</span> <span class="nam">engram</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t496" href="#t496">496</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t497" href="#t497">497</a></span><span class="t"> <span class="key">def</span> <span class="nam">_store</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">value</span><span class="op">:</span> <span class="nam">Any</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="mis show_mis"><span class="n"><a id="t498" href="#t498">498</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="fst">f"</span><span class="fst">Preparing engram for semantic memory storage, input value: </span><span class="op">{</span><span class="nam">value</span><span class="op">}</span><span class="fst">"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t499" href="#t499">499</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">memories</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="nam">value</span><span class="op">)</span> <span class="com"># Store the value in the local memory list</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t500" href="#t500">500</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t501" href="#t501">501</a></span><span class="t"> <span class="com"># then econduct the value to a Document and store it in the semantic grounding connector</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t502" href="#t502">502</a></span><span class="t"> <span class="com"># This is the actual storage in the semantic memory to allow semantic retrieval</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t503" href="#t503">503</a></span><span class="t"> <span class="nam">engram_doc</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_build_document_from</span><span class="op">(</span><span class="nam">value</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t504" href="#t504">504</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="fst">f"</span><span class="fst">Storing engram in semantic memory: </span><span class="op">{</span><span class="nam">engram_doc</span><span class="op">}</span><span class="fst">"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t505" href="#t505">505</a></span><span class="t"> <span class="nam">self</span><span class="op">.</span><span class="nam">semantic_grounding_connector</span><span class="op">.</span><span class="nam">add_document</span><span class="op">(</span><span class="nam">engram_doc</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t506" href="#t506">506</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t507" href="#t507">507</a></span><span class="t"> <span class="key">def</span> <span class="nam">retrieve_relevant</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">relevance_target</span><span class="op">:</span><span class="nam">str</span><span class="op">,</span> <span class="nam">top_k</span><span class="op">=</span><span class="num">20</span><span class="op">)</span> <span class="op">-></span> <span class="nam">list</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t508" href="#t508">508</a></span><span class="t"> <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t509" href="#t509">509</a></span><span class="t"><span class="str"> Retrieves all values from memory that are relevant to a given target.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t510" href="#t510">510</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="t511" href="#t511">511</a></span><span class="t"> <span class="key">return</span> <span class="nam">self</span><span class="op">.</span><span class="nam">semantic_grounding_connector</span><span class="op">.</span><span class="nam">retrieve_relevant</span><span class="op">(</span><span class="nam">relevance_target</span><span class="op">,</span> <span class="nam">top_k</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t512" href="#t512">512</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t513" href="#t513">513</a></span><span class="t"> <span class="key">def</span> <span class="nam">retrieve_all</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">item_type</span><span class="op">:</span><span class="nam">str</span><span class="op">=</span><span class="key">None</span><span class="op">)</span> <span class="op">-></span> <span class="nam">list</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t514" href="#t514">514</a></span><span class="t"> <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t515" href="#t515">515</a></span><span class="t"><span class="str"> Retrieves all values from memory.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t516" href="#t516">516</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t517" href="#t517">517</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="t518" href="#t518">518</a></span><span class="t"><span class="str"> item_type (str, optional): If provided, only retrieve memories of this type.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t519" href="#t519">519</a></span><span class="t"><span class="str"> """</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t520" href="#t520">520</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t521" href="#t521">521</a></span><span class="t"> <span class="nam">memories</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="t522" href="#t522">522</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t523" href="#t523">523</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="fst">f"</span><span class="fst">Retrieving all documents from semantic memory connector, a total of </span><span class="op">{</span><span class="nam">len</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">semantic_grounding_connector</span><span class="op">.</span><span class="nam">documents</span><span class="op">)</span><span class="op">}</span><span class="fst"> documents.</span><span class="fst">"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t524" href="#t524">524</a></span><span class="t"> <span class="key">for</span> <span class="nam">document</span> <span class="key">in</span> <span class="nam">self</span><span class="op">.</span><span class="nam">semantic_grounding_connector</span><span class="op">.</span><span class="nam">documents</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t525" href="#t525">525</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="fst">f"</span><span class="fst">Retrieving document from semantic memory: </span><span class="op">{</span><span class="nam">document</span><span class="op">}</span><span class="fst">"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t526" href="#t526">526</a></span><span class="t"> <span class="nam">memory_text</span> <span class="op">=</span> <span class="nam">document</span><span class="op">.</span><span class="nam">text</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t527" href="#t527">527</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="fst">f"</span><span class="fst">Document text retrieved: </span><span class="op">{</span><span class="nam">memory_text</span><span class="op">}</span><span class="fst">"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t528" href="#t528">528</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t529" href="#t529">529</a></span><span class="t"> <span class="key">try</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t530" href="#t530">530</a></span><span class="t"> <span class="nam">memory</span> <span class="op">=</span> <span class="nam">json</span><span class="op">.</span><span class="nam">loads</span><span class="op">(</span><span class="nam">memory_text</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t531" href="#t531">531</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="fst">f"</span><span class="fst">Memory retrieved: </span><span class="op">{</span><span class="nam">memory</span><span class="op">}</span><span class="fst">"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t532" href="#t532">532</a></span><span class="t"> <span class="nam">memories</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="nam">memory</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t533" href="#t533">533</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t534" href="#t534">534</a></span><span class="t"> <span class="key">except</span> <span class="nam">json</span><span class="op">.</span><span class="nam">JSONDecodeError</span> <span class="key">as</span> <span class="nam">e</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t535" href="#t535">535</a></span><span class="t"> <span class="nam">logger</span><span class="op">.</span><span class="nam">warning</span><span class="op">(</span><span class="fst">f"</span><span class="fst">Could not decode memory from document text: </span><span class="op">{</span><span class="nam">memory_text</span><span class="op">}</span><span class="fst">. Error: </span><span class="op">{</span><span class="nam">e</span><span class="op">}</span><span class="fst">"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t536" href="#t536">536</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t537" href="#t537">537</a></span><span class="t"> <span class="key">if</span> <span class="nam">item_type</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="t538" href="#t538">538</a></span><span class="t"> <span class="nam">memories</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">filter_by_item_type</span><span class="op">(</span><span class="nam">memories</span><span class="op">,</span> <span class="nam">item_type</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t539" href="#t539">539</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t540" href="#t540">540</a></span><span class="t"> <span class="key">return</span> <span class="nam">memories</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t541" href="#t541">541</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t542" href="#t542">542</a></span><span class="t"> <span class="com">#####################################</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t543" href="#t543">543</a></span><span class="t"> <span class="com"># Auxiliary compatibility methods</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t544" href="#t544">544</a></span><span class="t"> <span class="com">#####################################</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t545" href="#t545">545</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t546" href="#t546">546</a></span><span class="t"> <span class="key">def</span> <span class="nam">_build_document_from</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">memory</span><span class="op">)</span> <span class="op">-></span> <span class="nam">Document</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t547" href="#t547">547</a></span><span class="t"> <span class="com"># TODO: add any metadata as well?</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t548" href="#t548">548</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t549" href="#t549">549</a></span><span class="t"> <span class="com"># make sure we are dealing with a dictionary</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t550" href="#t550">550</a></span><span class="t"> <span class="key">if</span> <span class="key">not</span> <span class="nam">isinstance</span><span class="op">(</span><span class="nam">memory</span><span class="op">,</span> <span class="nam">dict</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t551" href="#t551">551</a></span><span class="t"> <span class="nam">memory</span> <span class="op">=</span> <span class="op">{</span><span class="str">"content"</span><span class="op">:</span> <span class="nam">memory</span><span class="op">,</span> <span class="str">"type"</span><span class="op">:</span> <span class="str">"information"</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t552" href="#t552">552</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t553" href="#t553">553</a></span><span class="t"> <span class="com"># ensures double quotes are used for JSON serialization, and maybe other formatting details</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t554" href="#t554">554</a></span><span class="t"> <span class="nam">memory_txt</span> <span class="op">=</span> <span class="nam">json</span><span class="op">.</span><span class="nam">dumps</span><span class="op">(</span><span class="nam">memory</span><span class="op">,</span> <span class="nam">ensure_ascii</span><span class="op">=</span><span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t555" href="#t555">555</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="fst">f"</span><span class="fst">Building document from memory: </span><span class="op">{</span><span class="nam">memory_txt</span><span class="op">}</span><span class="fst">"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t556" href="#t556">556</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t557" href="#t557">557</a></span><span class="t"> <span class="key">return</span> <span class="nam">Document</span><span class="op">(</span><span class="nam">text</span><span class="op">=</span><span class="nam">memory_txt</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t558" href="#t558">558</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t559" href="#t559">559</a></span><span class="t"> <span class="key">def</span> <span class="nam">_build_documents_from</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">memories</span><span class="op">:</span> <span class="nam">list</span><span class="op">)</span> <span class="op">-></span> <span class="nam">list</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t560" href="#t560">560</a></span><span class="t"> <span class="key">return</span> <span class="op">[</span><span class="nam">self</span><span class="op">.</span><span class="nam">_build_document_from</span><span class="op">(</span><span class="nam">memory</span><span class="op">)</span> <span class="key">for</span> <span class="nam">memory</span> <span class="key">in</span> <span class="nam">memories</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t561" href="#t561">561</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t562" href="#t562">562</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t563" href="#t563">563</a></span><span class="t"><span class="com">###################################################################################################</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t564" href="#t564">564</a></span><span class="t"><span class="com"># Memory consolidation and optimization mechanisms</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t565" href="#t565">565</a></span><span class="t"><span class="com">###################################################################################################</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t566" href="#t566">566</a></span><span class="t"><span class="key">class</span> <span class="nam">MemoryProcessor</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t567" href="#t567">567</a></span><span class="t"> <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t568" href="#t568">568</a></span><span class="t"><span class="str"> Base class for memory consolidation and optimization mechanisms.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t569" href="#t569">569</a></span><span class="t"><span class="str"> """</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t570" href="#t570">570</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t571" href="#t571">571</a></span><span class="t"> <span class="key">def</span> <span class="nam">process</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">memories</span><span class="op">:</span> <span class="nam">list</span><span class="op">,</span> <span class="nam">timestamp</span><span class="op">:</span> <span class="nam">str</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">context</span><span class="op">:</span><span class="nam">Union</span><span class="op">[</span><span class="nam">str</span><span class="op">,</span> <span class="nam">list</span><span class="op">,</span> <span class="nam">dict</span><span class="op">]</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span> <span class="nam">persona</span><span class="op">:</span><span class="nam">Union</span><span class="op">[</span><span class="nam">str</span><span class="op">,</span> <span class="nam">dict</span><span class="op">]</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span> <span class="nam">sequential</span><span class="op">:</span> <span class="nam">bool</span> <span class="op">=</span> <span class="key">True</span><span class="op">)</span> <span class="op">-></span> <span class="nam">list</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t572" href="#t572">572</a></span><span class="t"> <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t573" href="#t573">573</a></span><span class="t"><span class="str"> Transforms the given memories. Transformation can be anything from consolidation to optimization, depending on the implementation.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t574" href="#t574">574</a></span><span class="t"><span class="str"> </span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t575" href="#t575">575</a></span><span class="t"><span class="str"> Each memory is a dictionary of the form:</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t576" href="#t576">576</a></span><span class="t"><span class="str"> {</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t577" href="#t577">577</a></span><span class="t"><span class="str"> 'role': role, </span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t578" href="#t578">578</a></span><span class="t"><span class="str"> 'content': content, </span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t579" href="#t579">579</a></span><span class="t"><span class="str"> 'type': 'action'/'stimulus'/'feedback', </span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t580" href="#t580">580</a></span><span class="t"><span class="str"> 'simulation_timestamp': timestamp</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t581" href="#t581">581</a></span><span class="t"><span class="str"> }</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t582" href="#t582">582</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t583" href="#t583">583</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="t584" href="#t584">584</a></span><span class="t"><span class="str"> memories (list): The list of memories to consolidate.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t585" href="#t585">585</a></span><span class="t"><span class="str"> sequential (bool): Whether the provided memories are to be interpreted sequentially (e.g., episodes in sequence) or not (e.g., abstract facts).</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t586" href="#t586">586</a></span><span class="t"><span class="str"> </span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t587" href="#t587">587</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="t588" href="#t588">588</a></span><span class="t"><span class="str"> list: A list with the consolidated memories, following the same format as the input memories, but different in content.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t589" href="#t589">589</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="t590" href="#t590">590</a></span><span class="t"> <span class="key">raise</span> <span class="nam">NotImplementedError</span><span class="op">(</span><span class="str">"Subclasses must implement this method."</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t591" href="#t591">591</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t592" href="#t592">592</a></span><span class="t"><span class="key">class</span> <span class="nam">EpisodicConsolidator</span><span class="op">(</span><span class="nam">MemoryProcessor</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t593" href="#t593">593</a></span><span class="t"> <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t594" href="#t594">594</a></span><span class="t"><span class="str"> Consolidates episodic memories into a more abstract representation, such as a summary or an abstract fact.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t595" href="#t595">595</a></span><span class="t"><span class="str"> """</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t596" href="#t596">596</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t597" href="#t597">597</a></span><span class="t"> <span class="key">def</span> <span class="nam">process</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">memories</span><span class="op">:</span> <span class="nam">list</span><span class="op">,</span> <span class="nam">timestamp</span><span class="op">:</span> <span class="nam">str</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">context</span><span class="op">:</span><span class="nam">Union</span><span class="op">[</span><span class="nam">str</span><span class="op">,</span> <span class="nam">list</span><span class="op">,</span> <span class="nam">dict</span><span class="op">]</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span> <span class="nam">persona</span><span class="op">:</span><span class="nam">Union</span><span class="op">[</span><span class="nam">str</span><span class="op">,</span> <span class="nam">dict</span><span class="op">]</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span> <span class="nam">sequential</span><span class="op">:</span> <span class="nam">bool</span> <span class="op">=</span> <span class="key">True</span><span class="op">)</span> <span class="op">-></span> <span class="nam">list</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t598" href="#t598">598</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="fst">f"</span><span class="fst">STARTING MEMORY CONSOLIDATION: </span><span class="op">{</span><span class="nam">len</span><span class="op">(</span><span class="nam">memories</span><span class="op">)</span><span class="op">}</span><span class="fst"> memories to consolidate</span><span class="fst">"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t599" href="#t599">599</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t600" href="#t600">600</a></span><span class="t"> <span class="nam">enriched_context</span> <span class="op">=</span> <span class="fst">f"</span><span class="fst">CURRENT COGNITIVE CONTEXT OF THE AGENT: </span><span class="op">{</span><span class="nam">context</span><span class="op">}</span><span class="fst">"</span> <span class="key">if</span> <span class="nam">context</span> <span class="key">else</span> <span class="str">"No specific context provided for consolidation."</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t601" href="#t601">601</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t602" href="#t602">602</a></span><span class="t"> <span class="nam">result</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_consolidate</span><span class="op">(</span><span class="nam">memories</span><span class="op">,</span> <span class="nam">timestamp</span><span class="op">,</span> <span class="nam">enriched_context</span><span class="op">,</span> <span class="nam">persona</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t603" href="#t603">603</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="fst">f"</span><span class="fst">Consolidated </span><span class="op">{</span><span class="nam">len</span><span class="op">(</span><span class="nam">memories</span><span class="op">)</span><span class="op">}</span><span class="fst"> memories into: </span><span class="op">{</span><span class="nam">result</span><span class="op">}</span><span class="fst">"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t604" href="#t604">604</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t605" href="#t605">605</a></span><span class="t"> <span class="key">return</span> <span class="nam">result</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t606" href="#t606">606</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t607" href="#t607">607</a></span><span class="t"> <span class="op">@</span><span class="nam">utils</span><span class="op">.</span><span class="nam">llm</span><span class="op">(</span><span class="nam">enable_json_output_format</span><span class="op">=</span><span class="key">True</span><span class="op">,</span> <span class="nam">enable_justification_step</span><span class="op">=</span><span class="key">False</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t608" href="#t608">608</a></span><span class="t"> <span class="key">def</span> <span class="nam">_consolidate</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">memories</span><span class="op">:</span> <span class="nam">list</span><span class="op">,</span> <span class="nam">timestamp</span><span class="op">:</span> <span class="nam">str</span><span class="op">,</span> <span class="nam">context</span><span class="op">:</span><span class="nam">str</span><span class="op">,</span> <span class="nam">persona</span><span class="op">:</span><span class="nam">str</span><span class="op">)</span> <span class="op">-></span> <span class="nam">dict</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc show_exc"><span class="n"><a id="t609" href="#t609">609</a></span><span class="t"> <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t610" href="#t610">610</a></span><span class="t"><span class="str"> Given a list of input episodic memories, this method consolidates them into more organized structured representations, which however preserve all information and important details. </span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t611" href="#t611">611</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t612" href="#t612">612</a></span><span class="t"><span class="str"> For this process, you assume:</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t613" href="#t613">613</a></span><span class="t"><span class="str"> - This consolidation is being carried out by an agent, so the memories are from the agent's perspective. "Actions" refer to behaviors produced by the agent,</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t614" href="#t614">614</a></span><span class="t"><span class="str"> while "stimulus" refer to events or information from the environment or other agents that the agent has perceived.</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t615" href="#t615">615</a></span><span class="t"><span class="str"> * Thus, in the consoldation you write "I have done X" or "I have perceived Y", not "the agent has done X" or "the agent has perceived Y".</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t616" href="#t616">616</a></span><span class="t"><span class="str"> - The purpose of consolidation is to restructure and organize the most relevant information from the episodic memories, so that any facts learned therein can be used in future reasoning processes.</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t617" href="#t617">617</a></span><span class="t"><span class="str"> * If a `context` is provided, you can use it to guide the consolidation process, making sure that the memories are consolidated in the most useful way under the given context.</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t618" href="#t618">618</a></span><span class="t"><span class="str"> For example, if the agent is looking for a specific type of information, you can focus the consolidation on that type of information, preserving more details about it</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t619" href="#t619">619</a></span><span class="t"><span class="str"> than you would otherwise.</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t620" href="#t620">620</a></span><span class="t"><span class="str"> * If a `persona` is provided, you can use it to guide the consolidation process, making sure that the memories are consolidated in a way that is consistent with the persona.</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t621" href="#t621">621</a></span><span class="t"><span class="str"> For example, if the persona is that of a cat lover, you can focus the consolidation on the agent's experiences with cats, preserving more details about them than you would otherwise.</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t622" href="#t622">622</a></span><span class="t"><span class="str"> - If the memory contians a `content` field, that's where the relevant information is found. Otherwise, consider the whole memory as relevant information.</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t623" href="#t623">623</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t624" href="#t624">624</a></span><span class="t"><span class="str"> The consolidation process follows these rules:</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t625" href="#t625">625</a></span><span class="t"><span class="str"> - Each consolidated memory groups together all similar entries: so actions are grouped together, stimuli go together, facts are grouped together, impressions are grouped together, </span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t626" href="#t626">626</a></span><span class="t"><span class="str"> learned processes are grouped together, and ad-hoc elements go together too. Noise, minor details and irrelevant elements are discarded. </span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t627" href="#t627">627</a></span><span class="t"><span class="str"> In all, you will produce at most the following consolidated entries (you can avoid some if appropriate, but not add more):</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t628" href="#t628">628</a></span><span class="t"><span class="str"> * Actions: all actions are grouped together, giving an account of what the agent has done.</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t629" href="#t629">629</a></span><span class="t"><span class="str"> * Stimuli: all stimuli are grouped together, giving an account of what the agent has perceived.</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t630" href="#t630">630</a></span><span class="t"><span class="str"> * Facts: facts are extracted from the actions and stimuli, and then grouped together in a single entry, consolidating learning of objective facts.</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t631" href="#t631">631</a></span><span class="t"><span class="str"> * Impressions: impressions, feelings, or other subjective experiences are also extracted, and then grouped together in a single entry, consolidating subjective experiences.</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t632" href="#t632">632</a></span><span class="t"><span class="str"> * Procedural: learned processes (e.g., how to do certain things) are also extracted, formatted in an algorithmic way (i.e., pseudo-code that is self-explanatory), and then grouped together in a </span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t633" href="#t633">633</a></span><span class="t"><span class="str"> single entry, consolidating learned processes.</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t634" href="#t634">634</a></span><span class="t"><span class="str"> * Ad-Hoc: important elements that do not correspond to these options are also grouped together in an ad-hoc single entry, consolidating other types of information.</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t635" href="#t635">635</a></span><span class="t"><span class="str"> - Each consolidated memory is a comprehensive report of the relevant information from the input memories, preserving all details. The consolidation merely reorganizes the information,</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t636" href="#t636">636</a></span><span class="t"><span class="str"> but does not remove any relevant information. The consolidated memories are not summaries, but rather a more organized and structured representation of the information in the input memories.</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t637" href="#t637">637</a></span><span class="t"><span class="str"> </span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t638" href="#t638">638</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t639" href="#t639">639</a></span><span class="t"><span class="str"> Each input memory is a dictionary of the form:</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t640" href="#t640">640</a></span><span class="t"><span class="str"> ```</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t641" href="#t641">641</a></span><span class="t"><span class="str"> {</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t642" href="#t642">642</a></span><span class="t"><span class="str"> "role": role, </span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t643" href="#t643">643</a></span><span class="t"><span class="str"> "content": content, </span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t644" href="#t644">644</a></span><span class="t"><span class="str"> "type": "action"/"stimulus"/"feedback"/"reflection", </span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t645" href="#t645">645</a></span><span class="t"><span class="str"> "simulation_timestamp": timestamp</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t646" href="#t646">646</a></span><span class="t"><span class="str"> }</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t647" href="#t647">647</a></span><span class="t"><span class="str"> ``` </span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t648" href="#t648">648</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t649" href="#t649">649</a></span><span class="t"><span class="str"> Each consolidated output memory is a dictionary of the form:</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t650" href="#t650">650</a></span><span class="t"><span class="str"> ```</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t651" href="#t651">651</a></span><span class="t"><span class="str"> {</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t652" href="#t652">652</a></span><span class="t"><span class="str"> "content": content, </span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t653" href="#t653">653</a></span><span class="t"><span class="str"> "type": "consolidated", </span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t654" href="#t654">654</a></span><span class="t"><span class="str"> "simulation_timestamp": timestamp of the consolidation</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t655" href="#t655">655</a></span><span class="t"><span class="str"> } </span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t656" href="#t656">656</a></span><span class="t"><span class="str"> ```</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t657" href="#t657">657</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t658" href="#t658">658</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t659" href="#t659">659</a></span><span class="t"><span class="str"> So the final value outputed **must** be a JSON composed of a list of dictionaries, each representing a consolidated memory, **always** with the following structure:</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t660" href="#t660">660</a></span><span class="t"><span class="str"> ```</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t661" href="#t661">661</a></span><span class="t"><span class="str"> {"consolidation":</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t662" href="#t662">662</a></span><span class="t"><span class="str"> [</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t663" href="#t663">663</a></span><span class="t"><span class="str"> {</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t664" href="#t664">664</a></span><span class="t"><span class="str"> "content": content_1, </span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t665" href="#t665">665</a></span><span class="t"><span class="str"> "type": "consolidated", </span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t666" href="#t666">666</a></span><span class="t"><span class="str"> "simulation_timestamp": timestamp of the consolidation</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t667" href="#t667">667</a></span><span class="t"><span class="str"> },</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t668" href="#t668">668</a></span><span class="t"><span class="str"> {</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t669" href="#t669">669</a></span><span class="t"><span class="str"> "content": content_2, </span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t670" href="#t670">670</a></span><span class="t"><span class="str"> "type": "consolidated", </span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t671" href="#t671">671</a></span><span class="t"><span class="str"> "simulation_timestamp": timestamp of the consolidation</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t672" href="#t672">672</a></span><span class="t"><span class="str"> },</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t673" href="#t673">673</a></span><span class="t"><span class="str"> ...</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t674" href="#t674">674</a></span><span class="t"><span class="str"> ]</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t675" href="#t675">675</a></span><span class="t"><span class="str"> }</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t676" href="#t676">676</a></span><span class="t"><span class="str"> ```</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t677" href="#t677">677</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t678" href="#t678">678</a></span><span class="t"><span class="str"> Note:</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t679" href="#t679">679</a></span><span class="t"><span class="str"> - because the output is a JSON, you must use double quotes for the keys and string values.</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t680" href="#t680">680</a></span><span class="t"><span class="str"> ## Example (simplified)</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t681" href="#t681">681</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t682" href="#t682">682</a></span><span class="t"><span class="str"> Here's a simplified example. Suppose the following memory contents are provided as input (simplifying here as just a bullet list of contents):</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t683" href="#t683">683</a></span><span class="t"><span class="str"> - stimulus: "I have seen a cat, walking beautifully in the street"</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t684" href="#t684">684</a></span><span class="t"><span class="str"> - stimulus: "I have seen a dog, barking loudly at a passerby, looking very aggressive"</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t685" href="#t685">685</a></span><span class="t"><span class="str"> - action: "I have petted the cat, run around with him (or her?), saying a thousand times how cute it is, and how much I seem to like cats"</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t686" href="#t686">686</a></span><span class="t"><span class="str"> - action: "I just realized that I like cats more than dogs. For example, look at this one, it is so cute, so civilized, so noble, so elegant, an inspiring animal! I had never noted this before! "</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t687" href="#t687">687</a></span><span class="t"><span class="str"> - stimulus: "The cat is meowing very loudly, it seems to be hungry"</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t688" href="#t688">688</a></span><span class="t"><span class="str"> - stimulus: "Somehow a big capivara has appeared in the room, it is looking at me with curiosity"</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t689" href="#t689">689</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t690" href="#t690">690</a></span><span class="t"><span class="str"> Then, this would be a possible CORRECT output of the consolidation process (again, simplified, showing only contents in bullet list format):</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t691" href="#t691">691</a></span><span class="t"><span class="str"> - consolidated actions: "I have petted the cat, run around with it, and expressed my admiration for cats."</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t692" href="#t692">692</a></span><span class="t"><span class="str"> - consolidated stimuli: "I have seen a beautiful but hungry cat, a loud and agressive-looking dog, and - surprisingly - a capivara"</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t693" href="#t693">693</a></span><span class="t"><span class="str"> - consolidated impressions: "I felt great admiration for the cat, they look like such noble and elegant animals."</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t694" href="#t694">694</a></span><span class="t"><span class="str"> - consolidated facts: "I like cats more than dogs because they are cute and noble creatures."</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t695" href="#t695">695</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t696" href="#t696">696</a></span><span class="t"><span class="str"> These are correct because they focus on the agent's experience. In contrast, this would be an INCORRECT output of the consolidation process:</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t697" href="#t697">697</a></span><span class="t"><span class="str"> - consolidated actions: "the user sent messages about a cat, a dog and a capivara, and about playing with the cat."</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t698" href="#t698">698</a></span><span class="t"><span class="str"> - consolidated facts: "the assistant has received various messages at different times, and has performed actions in response to them."</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t699" href="#t699">699</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t700" href="#t700">700</a></span><span class="t"><span class="str"> These are incorrect because they focus on the agent's cognition and internal implementation mechanisms, not on the agent's experience.</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t701" href="#t701">701</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t702" href="#t702">702</a></span><span class="t"><span class="str"> Args:</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t703" href="#t703">703</a></span><span class="t"><span class="str"> memories (list): The list of memories to consolidate.</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t704" href="#t704">704</a></span><span class="t"><span class="str"> timestamp (str): The timestamp of the consolidation, which will be used in the consolidated memories instead of any original timestamp.</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t705" href="#t705">705</a></span><span class="t"><span class="str"> context (str, optional): Additional context to guide the consolidation process. This can be used to provide specific instructions or constraints for the consolidation.</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t706" href="#t706">706</a></span><span class="t"><span class="str"> persona (str, optional): The persona of the agent, which can be used to guide the consolidation process. This can be used to provide specific instructions or constraints for the consolidation.</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t707" href="#t707">707</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t708" href="#t708">708</a></span><span class="t"><span class="str"> Returns:</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t709" href="#t709">709</a></span><span class="t"><span class="str"> dict: A dictionary with a single key "consolidation", whose value is a list of consolidated memories, each represented as a dictionary with the structure described above.</span>&nbsp;</span><span class="r"></span></p>
 <p class="exc exc2 show_exc"><span class="n"><a id="t710" href="#t710">710</a></span><span class="t"><span class="str"> """</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t711" href="#t711">711</a></span><span class="t"> <span class="com"># llm annotation will handle the implementation</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t712" href="#t712">712</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t713" href="#t713">713</a></span><span class="t"><span class="com"># TODO work in progress below </span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t714" href="#t714">714</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t715" href="#t715">715</a></span><span class="t"><span class="key">class</span> <span class="nam">ReflectionConsolidator</span><span class="op">(</span><span class="nam">MemoryProcessor</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t716" href="#t716">716</a></span><span class="t"> <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t717" href="#t717">717</a></span><span class="t"><span class="str"> Memory reflection mechanism.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t718" href="#t718">718</a></span><span class="t"><span class="str"> """</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t719" href="#t719">719</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t720" href="#t720">720</a></span><span class="t"> <span class="key">def</span> <span class="nam">process</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">memories</span><span class="op">:</span> <span class="nam">list</span><span class="op">,</span> <span class="nam">timestamp</span><span class="op">:</span> <span class="nam">str</span><span class="op">=</span><span class="key">None</span><span class="op">,</span> <span class="nam">context</span><span class="op">:</span><span class="nam">Union</span><span class="op">[</span><span class="nam">str</span><span class="op">,</span> <span class="nam">list</span><span class="op">,</span> <span class="nam">dict</span><span class="op">]</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span> <span class="nam">persona</span><span class="op">:</span><span class="nam">Union</span><span class="op">[</span><span class="nam">str</span><span class="op">,</span> <span class="nam">dict</span><span class="op">]</span> <span class="op">=</span> <span class="key">None</span><span class="op">,</span> <span class="nam">sequential</span><span class="op">:</span> <span class="nam">bool</span> <span class="op">=</span> <span class="key">True</span><span class="op">)</span> <span class="op">-></span> <span class="nam">list</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t721" href="#t721">721</a></span><span class="t"> <span class="key">return</span> <span class="nam">self</span><span class="op">.</span><span class="nam">_reflect</span><span class="op">(</span><span class="nam">memories</span><span class="op">,</span> <span class="nam">timestamp</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t722" href="#t722">722</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t723" href="#t723">723</a></span><span class="t"> <span class="key">def</span> <span class="nam">_reflect</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">memories</span><span class="op">:</span> <span class="nam">list</span><span class="op">,</span> <span class="nam">timestamp</span><span class="op">:</span> <span class="nam">str</span><span class="op">)</span> <span class="op">-></span> <span class="nam">list</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t724" href="#t724">724</a></span><span class="t"> <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t725" href="#t725">725</a></span><span class="t"><span class="str"> Given a list of input episodic memories, this method reflects on them and produces a more abstract representation, such as a summary or an abstract fact.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t726" href="#t726">726</a></span><span class="t"><span class="str"> The reflection process follows these rules:</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t727" href="#t727">727</a></span><span class="t"><span class="str"> - Objective facts or knowledge that are present in the set of memories are grouped together, abstracted (if necessary) and summarized. The aim is to</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t728" href="#t728">728</a></span><span class="t"><span class="str"> produce a semantic memory.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t729" href="#t729">729</a></span><span class="t"><span class="str"> - Impressions, feelings, or other subjective experiences are summarized into a more abstract representation, such as a summary or an abstract subjective fact.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t730" href="#t730">730</a></span><span class="t"><span class="str"> - Timestamps in the consolidated memories refer to the moment of the reflection, not to the source events that produced the original episodic memories.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t731" href="#t731">731</a></span><span class="t"><span class="str"> - No episodic memory is generated, all memories are consolidated as more abstract semantic memories.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t732" href="#t732">732</a></span><span class="t"><span class="str"> - In general, the reflection process aims to reduce the number of memories while preserving the most relevant information and removing redundant or less relevant information.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t733" href="#t733">733</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="t734" href="#t734">734</a></span><span class="t"> <span class="key">pass</span> <span class="com"># TODO</span>&nbsp;</span><span class="r"></span></p>
 <p class="mis show_mis"><span class="n"><a id="t735" href="#t735">735</a></span><span class="t"> <span class="key">def</span> <span class="nam">_reflect</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">memories</span><span class="op">:</span> <span class="nam">list</span><span class="op">,</span> <span class="nam">timestamp</span><span class="op">:</span> <span class="nam">str</span><span class="op">)</span> <span class="op">-></span> <span class="nam">list</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t736" href="#t736">736</a></span><span class="t"> <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t737" href="#t737">737</a></span><span class="t"><span class="str"> Given a list of input episodic memories, this method reflects on them and produces a more abstract representation, such as a summary or an abstract fact.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t738" href="#t738">738</a></span><span class="t"><span class="str"> The reflection process follows these rules:</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t739" href="#t739">739</a></span><span class="t"><span class="str"> - Objective facts or knowledge that are present in the set of memories are grouped together, abstracted (if necessary) and summarized. The aim is to</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t740" href="#t740">740</a></span><span class="t"><span class="str"> produce a semantic memory.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t741" href="#t741">741</a></span><span class="t"><span class="str"> - Impressions, feelings, or other subjective experiences are summarized into a more abstract representation, such as a summary or an abstract subjective fact.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t742" href="#t742">742</a></span><span class="t"><span class="str"> - Timestamps in the consolidated memories refer to the moment of the reflection, not to the source events that produced the original episodic memories.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t743" href="#t743">743</a></span><span class="t"><span class="str"> - No episodic memory is generated, all memories are consolidated as more abstract semantic memories.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t744" href="#t744">744</a></span><span class="t"><span class="str"> - In general, the reflection process aims to reduce the number of memories while preserving the most relevant information and removing redundant or less relevant information.</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t745" href="#t745">745</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="t746" href="#t746">746</a></span><span class="t"> <span class="key">pass</span> <span class="com"># TODO</span>&nbsp;</span><span class="r"></span></p>
 <p class="pln"><span class="n"><a id="t747" href="#t747">747</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
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