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<p class="run"><span class="n"><a id="t1" href="#t1">1</a></span><span class="t"><span class="key">import</span> <span class="nam">time</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="run"><span class="n"><a id="t3" href="#t3">3</a></span><span class="t"><span class="key">from</span> <span class="nam">openai</span><span class="op">.</span><span class="nam">error</span> <span class="key">import</span> <span class="nam">RateLimitError</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t4" href="#t4">4</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t5" href="#t5">5</a></span><span class="t"><span class="key">from</span> <span class="nam">autogpt</span> <span class="key">import</span> <span class="nam">token_counter</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t6" href="#t6">6</a></span><span class="t"><span class="key">from</span> <span class="nam">autogpt</span><span class="op">.</span><span class="nam">config</span> <span class="key">import</span> <span class="nam">Config</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t7" href="#t7">7</a></span><span class="t"><span class="key">from</span> <span class="nam">autogpt</span><span class="op">.</span><span class="nam">llm_utils</span> <span class="key">import</span> <span class="nam">create_chat_completion</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t8" href="#t8">8</a></span><span class="t"><span class="key">from</span> <span class="nam">autogpt</span><span class="op">.</span><span class="nam">logs</span> <span class="key">import</span> <span class="nam">logger</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t9" href="#t9">9</a></span><span class="t"><span class="key">from</span> <span class="nam">autogpt</span><span class="op">.</span><span class="nam">types</span><span class="op">.</span><span class="nam">openai</span> <span class="key">import</span> <span class="nam">Message</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t10" href="#t10">10</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t11" href="#t11">11</a></span><span class="t"><span class="nam">cfg</span> <span class="op">=</span> <span class="nam">Config</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t12" href="#t12">12</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t13" href="#t13">13</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t14" href="#t14">14</a></span><span class="t"><span class="key">def</span> <span class="nam">create_chat_message</span><span class="op">(</span><span class="nam">role</span><span class="op">,</span> <span class="nam">content</span><span class="op">)</span> <span class="op">-></span> <span class="nam">Message</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t15" href="#t15">15</a></span><span class="t"> <span class="str">"""</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="str"> Create a chat message with the given role and content.</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="pln"><span class="n"><a id="t18" href="#t18">18</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="t19" href="#t19">19</a></span><span class="t"><span class="str"> role (str): The role of the message sender, e.g., "system", "user", or "assistant".</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"> content (str): The content of the message.</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">&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t22" href="#t22">22</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="t23" href="#t23">23</a></span><span class="t"><span class="str"> dict: A dictionary containing the role and content of the message.</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="run"><span class="n"><a id="t25" href="#t25">25</a></span><span class="t"> <span class="key">return</span> <span class="op">{</span><span class="str">"role"</span><span class="op">:</span> <span class="nam">role</span><span class="op">,</span> <span class="str">"content"</span><span class="op">:</span> <span class="nam">content</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t26" href="#t26">26</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t27" href="#t27">27</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t28" href="#t28">28</a></span><span class="t"><span class="key">def</span> <span class="nam">generate_context</span><span class="op">(</span><span class="nam">prompt</span><span class="op">,</span> <span class="nam">relevant_memory</span><span class="op">,</span> <span class="nam">full_message_history</span><span class="op">,</span> <span class="nam">model</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t29" href="#t29">29</a></span><span class="t"> <span class="nam">current_context</span> <span class="op">=</span> <span class="op">[</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t30" href="#t30">30</a></span><span class="t"> <span class="nam">create_chat_message</span><span class="op">(</span><span class="str">"system"</span><span class="op">,</span> <span class="nam">prompt</span><span class="op">)</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="nam">create_chat_message</span><span class="op">(</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">"system"</span><span class="op">,</span> <span class="str">f"The current time and date is {time.strftime('%c')}"</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="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t34" href="#t34">34</a></span><span class="t"> <span class="nam">create_chat_message</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"> <span class="str">"system"</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t36" href="#t36">36</a></span><span class="t"> <span class="str">f"This reminds you of these events from your past:\n{relevant_memory}\n\n"</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="op">)</span><span class="op">,</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="op">]</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">&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t40" href="#t40">40</a></span><span class="t"> <span class="com"># Add messages from the full message history until we reach the token limit</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t41" href="#t41">41</a></span><span class="t"> <span class="nam">next_message_to_add_index</span> <span class="op">=</span> <span class="nam">len</span><span class="op">(</span><span class="nam">full_message_history</span><span class="op">)</span> <span class="op">-</span> <span class="num">1</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t42" href="#t42">42</a></span><span class="t"> <span class="nam">insertion_index</span> <span class="op">=</span> <span class="nam">len</span><span class="op">(</span><span class="nam">current_context</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="com"># Count the currently used tokens</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t44" href="#t44">44</a></span><span class="t"> <span class="nam">current_tokens_used</span> <span class="op">=</span> <span class="nam">token_counter</span><span class="op">.</span><span class="nam">count_message_tokens</span><span class="op">(</span><span class="nam">current_context</span><span class="op">,</span> <span class="nam">model</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t45" href="#t45">45</a></span><span class="t"> <span class="key">return</span> <span class="op">(</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t46" href="#t46">46</a></span><span class="t"> <span class="nam">next_message_to_add_index</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t47" href="#t47">47</a></span><span class="t"> <span class="nam">current_tokens_used</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t48" href="#t48">48</a></span><span class="t"> <span class="nam">insertion_index</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t49" href="#t49">49</a></span><span class="t"> <span class="nam">current_context</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"> <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t51" href="#t51">51</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t52" href="#t52">52</a></span><span class="t">&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="com"># TODO: Change debug from hardcode to argument</span>&nbsp;</span><span class="r"></span></p>
<p class="run"><span class="n"><a id="t54" href="#t54">54</a></span><span class="t"><span class="key">def</span> <span class="nam">chat_with_ai</span><span class="op">(</span>&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="nam">agent</span><span class="op">,</span> <span class="nam">prompt</span><span class="op">,</span> <span class="nam">user_input</span><span class="op">,</span> <span class="nam">full_message_history</span><span class="op">,</span> <span class="nam">permanent_memory</span><span class="op">,</span> <span class="nam">token_limit</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="op">)</span><span class="op">:</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">"""Interact with the OpenAI API, sending the prompt, user input, message history,</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"> and permanent memory."""</span>&nbsp;</span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t59" href="#t59">59</a></span><span class="t"> <span class="key">while</span> <span class="key">True</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t60" href="#t60">60</a></span><span class="t"> <span class="key">try</span><span class="op">:</span>&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">"""</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"> Interact with the OpenAI API, sending the prompt, user input,</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"> message history, and permanent memory.</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">&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t65" href="#t65">65</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="t66" href="#t66">66</a></span><span class="t"><span class="str"> prompt (str): The prompt explaining the rules to the AI.</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t67" href="#t67">67</a></span><span class="t"><span class="str"> user_input (str): The input from the user.</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"> full_message_history (list): The list of all messages sent between the</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"> user and the AI.</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"><span class="str"> permanent_memory (Obj): The memory object containing the permanent</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t71" href="#t71">71</a></span><span class="t"><span class="str"> memory.</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"> token_limit (int): The maximum number of tokens allowed in the API call.</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">&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t74" href="#t74">74</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="t75" href="#t75">75</a></span><span class="t"><span class="str"> str: The AI's response.</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t76" href="#t76">76</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="t77" href="#t77">77</a></span><span class="t"> <span class="nam">model</span> <span class="op">=</span> <span class="nam">cfg</span><span class="op">.</span><span class="nam">fast_llm_model</span> <span class="com"># TODO: Change model from hardcode to argument</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="com"># Reserve 1000 tokens for the response</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="mis show_mis"><span class="n"><a id="t80" href="#t80">80</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="str">f"Token limit: {token_limit}"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t81" href="#t81">81</a></span><span class="t"> <span class="nam">send_token_limit</span> <span class="op">=</span> <span class="nam">token_limit</span> <span class="op">-</span> <span class="num">1000</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t82" href="#t82">82</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t83" href="#t83">83</a></span><span class="t"> <span class="nam">relevant_memory</span> <span class="op">=</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"> <span class="str">""</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t85" href="#t85">85</a></span><span class="t"> <span class="key">if</span> <span class="nam">len</span><span class="op">(</span><span class="nam">full_message_history</span><span class="op">)</span> <span class="op">==</span> <span class="num">0</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="key">else</span> <span class="nam">permanent_memory</span><span class="op">.</span><span class="nam">get_relevant</span><span class="op">(</span><span class="nam">str</span><span class="op">(</span><span class="nam">full_message_history</span><span class="op">[</span><span class="op">-</span><span class="num">9</span><span class="op">:</span><span class="op">]</span><span class="op">)</span><span class="op">,</span> <span class="num">10</span><span class="op">)</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="op">)</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">&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="nam">logger</span><span class="op">.</span><span class="nam">debug</span><span class="op">(</span><span class="str">f"Memory Stats: {permanent_memory.get_stats()}"</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="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="nam">next_message_to_add_index</span><span class="op">,</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="nam">current_tokens_used</span><span class="op">,</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="nam">insertion_index</span><span class="op">,</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="nam">current_context</span><span class="op">,</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="op">)</span> <span class="op">=</span> <span class="nam">generate_context</span><span class="op">(</span><span class="nam">prompt</span><span class="op">,</span> <span class="nam">relevant_memory</span><span class="op">,</span> <span class="nam">full_message_history</span><span class="op">,</span> <span class="nam">model</span><span class="op">)</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">&nbsp;</span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t98" href="#t98">98</a></span><span class="t"> <span class="key">while</span> <span class="nam">current_tokens_used</span> <span class="op">></span> <span class="num">2500</span><span class="op">:</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="com"># remove memories until we are under 2500 tokens</span>&nbsp;</span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t100" href="#t100">100</a></span><span class="t"> <span class="nam">relevant_memory</span> <span class="op">=</span> <span class="nam">relevant_memory</span><span class="op">[</span><span class="op">:</span><span class="op">-</span><span class="num">1</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t101" href="#t101">101</a></span><span class="t"> <span class="op">(</span>&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="nam">next_message_to_add_index</span><span class="op">,</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="nam">current_tokens_used</span><span class="op">,</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="nam">insertion_index</span><span class="op">,</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="nam">current_context</span><span class="op">,</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="op">)</span> <span class="op">=</span> <span class="nam">generate_context</span><span class="op">(</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="nam">prompt</span><span class="op">,</span> <span class="nam">relevant_memory</span><span class="op">,</span> <span class="nam">full_message_history</span><span class="op">,</span> <span class="nam">model</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="op">)</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t109" href="#t109">109</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t110" href="#t110">110</a></span><span class="t"> <span class="nam">current_tokens_used</span> <span class="op">+=</span> <span class="nam">token_counter</span><span class="op">.</span><span class="nam">count_message_tokens</span><span class="op">(</span>&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="op">[</span><span class="nam">create_chat_message</span><span class="op">(</span><span class="str">"user"</span><span class="op">,</span> <span class="nam">user_input</span><span class="op">)</span><span class="op">]</span><span class="op">,</span> <span class="nam">model</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t112" href="#t112">112</a></span><span class="t"> <span class="op">)</span> <span class="com"># Account for user input (appended later)</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="mis show_mis"><span class="n"><a id="t114" href="#t114">114</a></span><span class="t"> <span class="key">while</span> <span class="nam">next_message_to_add_index</span> <span class="op">>=</span> <span class="num">0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t115" href="#t115">115</a></span><span class="t"> <span class="com"># print (f"CURRENT TOKENS USED: {current_tokens_used}")</span>&nbsp;</span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t116" href="#t116">116</a></span><span class="t"> <span class="nam">message_to_add</span> <span class="op">=</span> <span class="nam">full_message_history</span><span class="op">[</span><span class="nam">next_message_to_add_index</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t117" href="#t117">117</a></span><span class="t">&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="nam">tokens_to_add</span> <span class="op">=</span> <span class="nam">token_counter</span><span class="op">.</span><span class="nam">count_message_tokens</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t119" href="#t119">119</a></span><span class="t"> <span class="op">[</span><span class="nam">message_to_add</span><span class="op">]</span><span class="op">,</span> <span class="nam">model</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t120" href="#t120">120</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="t121" href="#t121">121</a></span><span class="t"> <span class="key">if</span> <span class="nam">current_tokens_used</span> <span class="op">+</span> <span class="nam">tokens_to_add</span> <span class="op">></span> <span class="nam">send_token_limit</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t122" href="#t122">122</a></span><span class="t"> <span class="key">break</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t123" href="#t123">123</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t124" href="#t124">124</a></span><span class="t"> <span class="com"># Add the most recent message to the start of the current context,</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"> <span class="com"># after the two system prompts.</span>&nbsp;</span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t126" href="#t126">126</a></span><span class="t"> <span class="nam">current_context</span><span class="op">.</span><span class="nam">insert</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t127" href="#t127">127</a></span><span class="t"> <span class="nam">insertion_index</span><span class="op">,</span> <span class="nam">full_message_history</span><span class="op">[</span><span class="nam">next_message_to_add_index</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t128" href="#t128">128</a></span><span class="t"> <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t129" href="#t129">129</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t130" href="#t130">130</a></span><span class="t"> <span class="com"># Count the currently used tokens</span>&nbsp;</span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t131" href="#t131">131</a></span><span class="t"> <span class="nam">current_tokens_used</span> <span class="op">+=</span> <span class="nam">tokens_to_add</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t132" href="#t132">132</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t133" href="#t133">133</a></span><span class="t"> <span class="com"># Move to the next most recent message in the full message history</span>&nbsp;</span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t134" href="#t134">134</a></span><span class="t"> <span class="nam">next_message_to_add_index</span> <span class="op">-=</span> <span class="num">1</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t135" href="#t135">135</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t136" href="#t136">136</a></span><span class="t"> <span class="com"># Append user input, the length of this is accounted for above</span>&nbsp;</span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t137" href="#t137">137</a></span><span class="t"> <span class="nam">current_context</span><span class="op">.</span><span class="nam">extend</span><span class="op">(</span><span class="op">[</span><span class="nam">create_chat_message</span><span class="op">(</span><span class="str">"user"</span><span class="op">,</span> <span class="nam">user_input</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="t138" href="#t138">138</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t139" href="#t139">139</a></span><span class="t"> <span class="nam">plugin_count</span> <span class="op">=</span> <span class="nam">len</span><span class="op">(</span><span class="nam">cfg</span><span class="op">.</span><span class="nam">plugins</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t140" href="#t140">140</a></span><span class="t"> <span class="key">for</span> <span class="nam">i</span><span class="op">,</span> <span class="nam">plugin</span> <span class="key">in</span> <span class="nam">enumerate</span><span class="op">(</span><span class="nam">cfg</span><span class="op">.</span><span class="nam">plugins</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="t141" href="#t141">141</a></span><span class="t"> <span class="key">if</span> <span class="key">not</span> <span class="nam">plugin</span><span class="op">.</span><span class="nam">can_handle_on_planning</span><span class="op">(</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="t142" href="#t142">142</a></span><span class="t"> <span class="key">continue</span>&nbsp;</span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t143" href="#t143">143</a></span><span class="t"> <span class="nam">plugin_response</span> <span class="op">=</span> <span class="nam">plugin</span><span class="op">.</span><span class="nam">on_planning</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t144" href="#t144">144</a></span><span class="t"> <span class="nam">agent</span><span class="op">.</span><span class="nam">prompt_generator</span><span class="op">,</span> <span class="nam">current_context</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"> <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t146" href="#t146">146</a></span><span class="t"> <span class="key">if</span> <span class="key">not</span> <span class="nam">plugin_response</span> <span class="key">or</span> <span class="nam">plugin_response</span> <span class="op">==</span> <span class="str">""</span><span class="op">:</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">continue</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="nam">tokens_to_add</span> <span class="op">=</span> <span class="nam">token_counter</span><span class="op">.</span><span class="nam">count_message_tokens</span><span class="op">(</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"> <span class="op">[</span><span class="nam">create_chat_message</span><span class="op">(</span><span class="str">"system"</span><span class="op">,</span> <span class="nam">plugin_response</span><span class="op">)</span><span class="op">]</span><span class="op">,</span> <span class="nam">model</span>&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="op">)</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="key">if</span> <span class="nam">current_tokens_used</span> <span class="op">+</span> <span class="nam">tokens_to_add</span> <span class="op">></span> <span class="nam">send_token_limit</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t152" href="#t152">152</a></span><span class="t"> <span class="key">if</span> <span class="nam">cfg</span><span class="op">.</span><span class="nam">debug_mode</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t153" href="#t153">153</a></span><span class="t"> <span class="nam">print</span><span class="op">(</span><span class="str">"Plugin response too long, skipping:"</span><span class="op">,</span> <span class="nam">plugin_response</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t154" href="#t154">154</a></span><span class="t"> <span class="nam">print</span><span class="op">(</span><span class="str">"Plugins remaining at stop:"</span><span class="op">,</span> <span class="nam">plugin_count</span> <span class="op">-</span> <span class="nam">i</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t155" href="#t155">155</a></span><span class="t"> <span class="key">break</span>&nbsp;</span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t156" href="#t156">156</a></span><span class="t"> <span class="nam">current_context</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="nam">create_chat_message</span><span class="op">(</span><span class="str">"system"</span><span class="op">,</span> <span class="nam">plugin_response</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t157" href="#t157">157</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t158" href="#t158">158</a></span><span class="t"> <span class="com"># Calculate remaining tokens</span>&nbsp;</span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t159" href="#t159">159</a></span><span class="t"> <span class="nam">tokens_remaining</span> <span class="op">=</span> <span class="nam">token_limit</span> <span class="op">-</span> <span class="nam">current_tokens_used</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t160" href="#t160">160</a></span><span class="t"> <span class="com"># assert tokens_remaining >= 0, "Tokens remaining is negative.</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t161" href="#t161">161</a></span><span class="t"> <span class="com"># This should never happen, please submit a bug report at</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t162" href="#t162">162</a></span><span class="t"> <span class="com"># https://www.github.com/Torantulino/Auto-GPT"</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t163" href="#t163">163</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t164" href="#t164">164</a></span><span class="t"> <span class="com"># Debug print the current context</span>&nbsp;</span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t165" href="#t165">165</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="str">f"Token limit: {token_limit}"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t166" href="#t166">166</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="str">f"Send Token Count: {current_tokens_used}"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t167" href="#t167">167</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="str">f"Tokens remaining for response: {tokens_remaining}"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t168" href="#t168">168</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="str">"------------ CONTEXT SENT TO AI ---------------"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t169" href="#t169">169</a></span><span class="t"> <span class="key">for</span> <span class="nam">message</span> <span class="key">in</span> <span class="nam">current_context</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t170" href="#t170">170</a></span><span class="t"> <span class="com"># Skip printing the prompt</span>&nbsp;</span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t171" href="#t171">171</a></span><span class="t"> <span class="key">if</span> <span class="nam">message</span><span class="op">[</span><span class="str">"role"</span><span class="op">]</span> <span class="op">==</span> <span class="str">"system"</span> <span class="key">and</span> <span class="nam">message</span><span class="op">[</span><span class="str">"content"</span><span class="op">]</span> <span class="op">==</span> <span class="nam">prompt</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t172" href="#t172">172</a></span><span class="t"> <span class="key">continue</span>&nbsp;</span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t173" href="#t173">173</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="str">f"{message['role'].capitalize()}: {message['content']}"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t174" href="#t174">174</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="str">""</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t175" href="#t175">175</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="str">"----------- END OF CONTEXT ----------------"</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t176" href="#t176">176</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t177" href="#t177">177</a></span><span class="t"> <span class="com"># TODO: use a model defined elsewhere, so that model can contain</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"> <span class="com"># temperature and other settings we care about</span>&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">assistant_reply</span> <span class="op">=</span> <span class="nam">create_chat_completion</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"> <span class="nam">model</span><span class="op">=</span><span class="nam">model</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t181" href="#t181">181</a></span><span class="t"> <span class="nam">messages</span><span class="op">=</span><span class="nam">current_context</span><span class="op">,</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"> <span class="nam">max_tokens</span><span class="op">=</span><span class="nam">tokens_remaining</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t183" href="#t183">183</a></span><span class="t"> <span class="op">)</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t184" href="#t184">184</a></span><span class="t">&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"># Update full message history</span>&nbsp;</span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t186" href="#t186">186</a></span><span class="t"> <span class="nam">full_message_history</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="nam">create_chat_message</span><span class="op">(</span><span class="str">"user"</span><span class="op">,</span> <span class="nam">user_input</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="t187" href="#t187">187</a></span><span class="t"> <span class="nam">full_message_history</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
<p class="pln"><span class="n"><a id="t188" href="#t188">188</a></span><span class="t"> <span class="nam">create_chat_message</span><span class="op">(</span><span class="str">"assistant"</span><span class="op">,</span> <span class="nam">assistant_reply</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="op">)</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">&nbsp;</span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t191" href="#t191">191</a></span><span class="t"> <span class="key">return</span> <span class="nam">assistant_reply</span>&nbsp;</span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t192" href="#t192">192</a></span><span class="t"> <span class="key">except</span> <span class="nam">RateLimitError</span><span class="op">:</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="com"># TODO: When we switch to langchain, this is built in</span>&nbsp;</span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t194" href="#t194">194</a></span><span class="t"> <span class="nam">print</span><span class="op">(</span><span class="str">"Error: "</span><span class="op">,</span> <span class="str">"API Rate Limit Reached. Waiting 10 seconds..."</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
<p class="mis show_mis"><span class="n"><a id="t195" href="#t195">195</a></span><span class="t"> <span class="nam">time</span><span class="op">.</span><span class="nam">sleep</span><span class="op">(</span><span class="num">10</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
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