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465 lines
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<li class="toctree-l1"><a class="reference internal" href="../concepts/llm_provider.html">LLM Provider</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../guides/prompt_guard.html">Prompt Guard</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../guides/function_calling.html">Function Calling</a></li>
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<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../guides/observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
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<li class="toctree-l2"><a class="reference internal" href="../guides/observability/monitoring.html">Monitoring</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../guides/observability/access_logging.html">Access Logging</a></li>
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<p class="caption" role="heading"><span class="caption-text">Build with Arch</span></p>
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<li class="toctree-l1"><a class="reference internal" href="agent.html">Agentic Workflow</a></li>
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<li class="toctree-l1 current"><a class="current reference internal" href="#">RAG Application</a></li>
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<p class="caption" role="heading"><span class="caption-text">Resources</span></p>
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<div class="mr-1">/</div><span aria-current="page" class="font-medium text-foreground overflow-hidden text-ellipsis whitespace-nowrap">RAG Application</span>
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</nav>
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<div id="content" role="main">
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<section id="rag-application">
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<span id="arch-rag-guide"></span><h1>RAG Application<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() => $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#rag-application"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h1>
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<p>The following section describes how Arch can help you build faster, smarter and more accurate
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Retrieval-Augmented Generation (RAG) applications.</p>
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||
<section id="intent-drift-detection">
|
||
<h2>Intent-drift Detection<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() => $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#intent-drift-detection" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#intent-drift-detection'"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h2>
|
||
<p>Developers struggle to handle <code class="docutils literal notranslate"><span class="pre">follow-up</span></code> or <code class="docutils literal notranslate"><span class="pre">clarification</span></code> questions.
|
||
Specifically, when users ask for changes or additions to previous responses their AI applications often generate entirely new responses instead of adjusting previous ones.
|
||
Arch offers <strong>intent-drift</strong> tracking as a feature so that developers can know when the user has shifted away from a previous intent so that they can dramatically improve retrieval accuracy, lower overall token cost and improve the speed of their responses back to users.</p>
|
||
<p>Arch uses its built-in lightweight NLI and embedding models to know if the user has steered away from an active intent.
|
||
Arch’s intent-drift detection mechanism is based on its’ <a class="reference internal" href="../concepts/prompt_target.html#prompt-target"><span class="std std-ref">prompt_targets</span></a> primtive. Arch tries to match an incoming
|
||
prompt to one of the prompt_targets configured in the gateway. Once it detects that the user has moved away from an active
|
||
active intent, Arch adds the <code class="docutils literal notranslate"><span class="pre">x-arch-intent-drift</span></code> headers to the request before sending it your application servers.</p>
|
||
<div class="literal-block-wrapper docutils container" id="id1">
|
||
<div class="code-block-caption"><span class="caption-text">Intent Detection Example</span><a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() => $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#id1"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></div>
|
||
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><code><span id="line-1"><span class="linenos"> 1</span><span class="nd">@app</span><span class="o">.</span><span class="n">route</span><span class="p">(</span><span class="s2">"/process_rag"</span><span class="p">,</span> <span class="n">methods</span><span class="o">=</span><span class="p">[</span><span class="s2">"POST"</span><span class="p">])</span>
|
||
</span><span id="line-2"><span class="linenos"> 2</span><span class="k">def</span> <span class="nf">process_rag</span><span class="p">():</span>
|
||
</span><span id="line-3"><span class="linenos"> 3</span> <span class="c1"># Extract JSON data from the request</span>
|
||
</span><span id="line-4"><span class="linenos"> 4</span> <span class="n">data</span> <span class="o">=</span> <span class="n">request</span><span class="o">.</span><span class="n">get_json</span><span class="p">()</span>
|
||
</span><span id="line-5"><span class="linenos"> 5</span>
|
||
</span><span id="line-6"><span class="linenos"> 6</span> <span class="n">user_id</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">"user_id"</span><span class="p">)</span>
|
||
</span><span id="line-7"><span class="linenos"> 7</span> <span class="k">if</span> <span class="ow">not</span> <span class="n">user_id</span><span class="p">:</span>
|
||
</span><span id="line-8"><span class="linenos"> 8</span> <span class="k">return</span> <span class="n">jsonify</span><span class="p">({</span><span class="s2">"error"</span><span class="p">:</span> <span class="s2">"User ID is required"</span><span class="p">}),</span> <span class="mi">400</span>
|
||
</span><span id="line-9"><span class="linenos"> 9</span>
|
||
</span><span id="line-10"><span class="linenos">10</span> <span class="n">client_messages</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">"messages"</span><span class="p">)</span>
|
||
</span><span id="line-11"><span class="linenos">11</span> <span class="k">if</span> <span class="ow">not</span> <span class="n">client_messages</span> <span class="ow">or</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">client_messages</span><span class="p">,</span> <span class="nb">list</span><span class="p">):</span>
|
||
</span><span id="line-12"><span class="linenos">12</span> <span class="k">return</span> <span class="n">jsonify</span><span class="p">({</span><span class="s2">"error"</span><span class="p">:</span> <span class="s2">"Messages array is required"</span><span class="p">}),</span> <span class="mi">400</span>
|
||
</span><span id="line-13"><span class="linenos">13</span>
|
||
</span><span id="line-14"><mark><span class="linenos">14</span> <span class="c1"># Extract the intent change marker from Arch's headers if present for the current prompt</span>
|
||
</mark></span><span id="line-15"><mark><span class="linenos">15</span> <span class="n">intent_changed_header</span> <span class="o">=</span> <span class="n">request</span><span class="o">.</span><span class="n">headers</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">"x-arch-intent-marker"</span><span class="p">,</span> <span class="s2">""</span><span class="p">)</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span>
|
||
</mark></span><span id="line-16"><mark><span class="linenos">16</span> <span class="k">if</span> <span class="n">intent_changed_header</span> <span class="ow">in</span> <span class="p">[</span><span class="s2">""</span><span class="p">,</span> <span class="s2">"false"</span><span class="p">]:</span>
|
||
</mark></span><span id="line-17"><mark><span class="linenos">17</span> <span class="n">intent_changed</span> <span class="o">=</span> <span class="kc">False</span>
|
||
</mark></span><span id="line-18"><mark><span class="linenos">18</span> <span class="k">elif</span> <span class="n">intent_changed_header</span> <span class="o">==</span> <span class="s2">"true"</span><span class="p">:</span>
|
||
</mark></span><span id="line-19"><mark><span class="linenos">19</span> <span class="n">intent_changed</span> <span class="o">=</span> <span class="kc">True</span>
|
||
</mark></span><span id="line-20"><mark><span class="linenos">20</span> <span class="k">else</span><span class="p">:</span>
|
||
</mark></span><span id="line-21"><mark><span class="linenos">21</span> <span class="c1"># Invalid value provided</span>
|
||
</mark></span><span id="line-22"><mark><span class="linenos">22</span> <span class="k">return</span> <span class="n">jsonify</span><span class="p">(</span>
|
||
</mark></span><span id="line-23"><mark><span class="linenos">23</span> <span class="p">{</span><span class="s2">"error"</span><span class="p">:</span> <span class="s2">"Invalid value for x-arch-prompt-intent-change header"</span><span class="p">}</span>
|
||
</mark></span><span id="line-24"><mark><span class="linenos">24</span> <span class="p">),</span> <span class="mi">400</span>
|
||
</mark></span><span id="line-25"><span class="linenos">25</span>
|
||
</span><span id="line-26"><span class="linenos">26</span> <span class="c1"># Update user conversation based on intent change</span>
|
||
</span><span id="line-27"><span class="linenos">27</span> <span class="n">memory</span> <span class="o">=</span> <span class="n">update_user_conversation</span><span class="p">(</span><span class="n">user_id</span><span class="p">,</span> <span class="n">client_messages</span><span class="p">,</span> <span class="n">intent_changed</span><span class="p">)</span>
|
||
</span><span id="line-28"><span class="linenos">28</span>
|
||
</span><span id="line-29"><span class="linenos">29</span> <span class="c1"># Retrieve messages since last intent change for LLM</span>
|
||
</span><span id="line-30"><span class="linenos">30</span> <span class="n">messages_for_llm</span> <span class="o">=</span> <span class="n">get_messages_since_last_intent</span><span class="p">(</span><span class="n">memory</span><span class="o">.</span><span class="n">chat_memory</span><span class="o">.</span><span class="n">messages</span><span class="p">)</span>
|
||
</span><span id="line-31"><span class="linenos">31</span>
|
||
</span><span id="line-32"><span class="linenos">32</span> <span class="c1"># Forward messages to upstream LLM</span>
|
||
</span><span id="line-33"><span class="linenos">33</span> <span class="n">llm_response</span> <span class="o">=</span> <span class="n">forward_to_llm</span><span class="p">(</span><span class="n">messages_for_llm</span><span class="p">)</span>
|
||
</span><span id="line-34"><span class="linenos">34</span>
|
||
</span><span id="line-35"><span class="linenos">35</span> <span class="c1"># Prepare the messages to return</span>
|
||
</span><span id="line-36"><span class="linenos">36</span> <span class="n">messages_to_return</span> <span class="o">=</span> <span class="p">[]</span>
|
||
</span><span id="line-37"><span class="linenos">37</span> <span class="k">for</span> <span class="n">message</span> <span class="ow">in</span> <span class="n">memory</span><span class="o">.</span><span class="n">chat_memory</span><span class="o">.</span><span class="n">messages</span><span class="p">:</span>
|
||
</span><span id="line-38"><span class="linenos">38</span> <span class="n">role</span> <span class="o">=</span> <span class="s2">"user"</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">message</span><span class="p">,</span> <span class="n">HumanMessage</span><span class="p">)</span> <span class="k">else</span> <span class="s2">"assistant"</span>
|
||
</span><span id="line-39"><span class="linenos">39</span> <span class="n">content</span> <span class="o">=</span> <span class="n">message</span><span class="o">.</span><span class="n">content</span>
|
||
</span><span id="line-40"><span class="linenos">40</span> <span class="n">metadata</span> <span class="o">=</span> <span class="n">message</span><span class="o">.</span><span class="n">additional_kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">"metadata"</span><span class="p">,</span> <span class="p">{})</span>
|
||
</span><span id="line-41"><span class="linenos">41</span> <span class="n">message_entry</span> <span class="o">=</span> <span class="p">{</span>
|
||
</span><span id="line-42"><span class="linenos">42</span> <span class="s2">"uuid"</span><span class="p">:</span> <span class="n">metadata</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">"uuid"</span><span class="p">),</span>
|
||
</span><span id="line-43"><span class="linenos">43</span> <span class="s2">"timestamp"</span><span class="p">:</span> <span class="n">metadata</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">"timestamp"</span><span class="p">),</span>
|
||
</span><span id="line-44"><span class="linenos">44</span> <span class="s2">"role"</span><span class="p">:</span> <span class="n">role</span><span class="p">,</span>
|
||
</span><span id="line-45"><span class="linenos">45</span> <span class="s2">"content"</span><span class="p">:</span> <span class="n">content</span><span class="p">,</span>
|
||
</span><span id="line-46"><span class="linenos">46</span> <span class="s2">"intent_changed"</span><span class="p">:</span> <span class="n">metadata</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">"intent_changed"</span><span class="p">,</span> <span class="kc">False</span><span class="p">),</span>
|
||
</span><span id="line-47"><span class="linenos">47</span> <span class="p">}</span>
|
||
</span><span id="line-48"><span class="linenos">48</span> <span class="n">messages_to_return</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">message_entry</span><span class="p">)</span>
|
||
</span><span id="line-49"><span class="linenos">49</span>
|
||
</span><span id="line-50"><span class="linenos">50</span> <span class="c1"># Prepare the response</span>
|
||
</span><span id="line-51"><span class="linenos">51</span> <span class="n">response</span> <span class="o">=</span> <span class="p">{</span>
|
||
</span><span id="line-52"><span class="linenos">52</span> <span class="s2">"user_id"</span><span class="p">:</span> <span class="n">user_id</span><span class="p">,</span>
|
||
</span><span id="line-53"><span class="linenos">53</span> <span class="s2">"messages"</span><span class="p">:</span> <span class="n">messages_to_return</span><span class="p">,</span>
|
||
</span><span id="line-54"><span class="linenos">54</span> <span class="s2">"llm_response"</span><span class="p">:</span> <span class="n">llm_response</span><span class="p">,</span>
|
||
</span><span id="line-55"><span class="linenos">55</span> <span class="p">}</span>
|
||
</span><span id="line-56"><span class="linenos">56</span>
|
||
</span><span id="line-57"><span class="linenos">57</span> <span class="k">return</span> <span class="n">jsonify</span><span class="p">(</span><span class="n">response</span><span class="p">),</span> <span class="mi">200</span>
|
||
</span></code></pre></div>
|
||
</div>
|
||
</div>
|
||
<div class="admonition note">
|
||
<p class="admonition-title">Note</p>
|
||
<p>Arch is (mostly) stateless so that it can scale in an embarrassingly parrallel fashion. So, while Arch offers
|
||
intent-drift detetction, you still have to maintain converational state with intent drift as meta-data. The
|
||
following code snippets show how easily you can build and enrich conversational history with Langchain (in python),
|
||
so that you can use the most relevant prompts for your retrieval and for prompting upstream LLMs.</p>
|
||
</div>
|
||
<section id="step-1-define-conversationbuffermemory">
|
||
<h3>Step 1: Define ConversationBufferMemory<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() => $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#step-1-define-conversationbuffermemory" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#step-1-define-conversationbuffermemory'"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h3>
|
||
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><code><span id="line-1"><span class="linenos"> 1</span><span class="kn">from</span> <span class="nn">flask</span> <span class="kn">import</span> <span class="n">Flask</span><span class="p">,</span> <span class="n">request</span><span class="p">,</span> <span class="n">jsonify</span>
|
||
</span><span id="line-2"><span class="linenos"> 2</span><span class="kn">from</span> <span class="nn">datetime</span> <span class="kn">import</span> <span class="n">datetime</span>
|
||
</span><span id="line-3"><span class="linenos"> 3</span><span class="kn">import</span> <span class="nn">uuid</span>
|
||
</span><span id="line-4"><span class="linenos"> 4</span><span class="kn">from</span> <span class="nn">langchain.memory</span> <span class="kn">import</span> <span class="n">ConversationBufferMemory</span>
|
||
</span><span id="line-5"><span class="linenos"> 5</span><span class="kn">from</span> <span class="nn">langchain.schema</span> <span class="kn">import</span> <span class="n">AIMessage</span><span class="p">,</span> <span class="n">HumanMessage</span>
|
||
</span><span id="line-6"><span class="linenos"> 6</span><span class="kn">from</span> <span class="nn">langchain</span> <span class="kn">import</span> <span class="n">OpenAI</span>
|
||
</span><span id="line-7"><span class="linenos"> 7</span>
|
||
</span><span id="line-8"><span class="linenos"> 8</span><span class="n">app</span> <span class="o">=</span> <span class="n">Flask</span><span class="p">(</span><span class="vm">__name__</span><span class="p">)</span>
|
||
</span><span id="line-9"><span class="linenos"> 9</span>
|
||
</span><span id="line-10"><span class="linenos">10</span><span class="c1"># Global dictionary to keep track of user memories</span>
|
||
</span><span id="line-11"><span class="linenos">11</span><span class="n">user_memories</span> <span class="o">=</span> <span class="p">{}</span>
|
||
</span><span id="line-12"><span class="linenos">12</span>
|
||
</span><span id="line-13"><span class="linenos">13</span>
|
||
</span><span id="line-14"><span class="linenos">14</span><span class="k">def</span> <span class="nf">get_user_conversation</span><span class="p">(</span><span class="n">user_id</span><span class="p">):</span>
|
||
</span><span id="line-15"><span class="linenos">15</span><span class="w"> </span><span class="sd">"""</span>
|
||
</span><span id="line-16"><span class="linenos">16</span><span class="sd"> Retrieve the user's conversation memory using LangChain.</span>
|
||
</span><span id="line-17"><span class="linenos">17</span><span class="sd"> If the user does not exist, initialize their conversation memory.</span>
|
||
</span><span id="line-18"><span class="linenos">18</span><span class="sd"> """</span>
|
||
</span><span id="line-19"><span class="linenos">19</span> <span class="k">if</span> <span class="n">user_id</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">user_memories</span><span class="p">:</span>
|
||
</span><span id="line-20"><span class="linenos">20</span> <span class="n">user_memories</span><span class="p">[</span><span class="n">user_id</span><span class="p">]</span> <span class="o">=</span> <span class="n">ConversationBufferMemory</span><span class="p">(</span><span class="n">return_messages</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
|
||
</span><span id="line-21"><span class="linenos">21</span> <span class="k">return</span> <span class="n">user_memories</span><span class="p">[</span><span class="n">user_id</span><span class="p">]</span>
|
||
</span></code></pre></div>
|
||
</div>
|
||
</section>
|
||
<section id="step-2-update-conversationbuffermemory-with-intents">
|
||
<h3>Step 2: Update ConversationBufferMemory with Intents<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() => $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#step-2-update-conversationbuffermemory-with-intents" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#step-2-update-conversationbuffermemory-with-intents'"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h3>
|
||
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><code><span id="line-1"><span class="linenos"> 1</span><span class="k">def</span> <span class="nf">update_user_conversation</span><span class="p">(</span><span class="n">user_id</span><span class="p">,</span> <span class="n">client_messages</span><span class="p">,</span> <span class="n">intent_changed</span><span class="p">):</span>
|
||
</span><span id="line-2"><span class="linenos"> 2</span><span class="w"> </span><span class="sd">"""</span>
|
||
</span><span id="line-3"><span class="linenos"> 3</span><span class="sd"> Update the user's conversation memory with new messages using LangChain.</span>
|
||
</span><span id="line-4"><span class="linenos"> 4</span><span class="sd"> Each message is augmented with a UUID, timestamp, and intent change marker.</span>
|
||
</span><span id="line-5"><span class="linenos"> 5</span><span class="sd"> Only new messages are added to avoid duplication.</span>
|
||
</span><span id="line-6"><span class="linenos"> 6</span><span class="sd"> """</span>
|
||
</span><span id="line-7"><span class="linenos"> 7</span> <span class="n">memory</span> <span class="o">=</span> <span class="n">get_user_conversation</span><span class="p">(</span><span class="n">user_id</span><span class="p">)</span>
|
||
</span><span id="line-8"><span class="linenos"> 8</span> <span class="n">stored_messages</span> <span class="o">=</span> <span class="n">memory</span><span class="o">.</span><span class="n">chat_memory</span><span class="o">.</span><span class="n">messages</span>
|
||
</span><span id="line-9"><span class="linenos"> 9</span>
|
||
</span><span id="line-10"><span class="linenos">10</span> <span class="c1"># Determine the number of stored messages</span>
|
||
</span><span id="line-11"><span class="linenos">11</span> <span class="n">num_stored_messages</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">stored_messages</span><span class="p">)</span>
|
||
</span><span id="line-12"><span class="linenos">12</span> <span class="n">new_messages</span> <span class="o">=</span> <span class="n">client_messages</span><span class="p">[</span><span class="n">num_stored_messages</span><span class="p">:]</span>
|
||
</span><span id="line-13"><span class="linenos">13</span>
|
||
</span><span id="line-14"><span class="linenos">14</span> <span class="c1"># Process each new message</span>
|
||
</span><span id="line-15"><span class="linenos">15</span> <span class="k">for</span> <span class="n">index</span><span class="p">,</span> <span class="n">message</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">new_messages</span><span class="p">):</span>
|
||
</span><span id="line-16"><span class="linenos">16</span> <span class="n">role</span> <span class="o">=</span> <span class="n">message</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">"role"</span><span class="p">)</span>
|
||
</span><span id="line-17"><span class="linenos">17</span> <span class="n">content</span> <span class="o">=</span> <span class="n">message</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">"content"</span><span class="p">)</span>
|
||
</span><span id="line-18"><span class="linenos">18</span> <span class="n">metadata</span> <span class="o">=</span> <span class="p">{</span>
|
||
</span><span id="line-19"><span class="linenos">19</span> <span class="s2">"uuid"</span><span class="p">:</span> <span class="nb">str</span><span class="p">(</span><span class="n">uuid</span><span class="o">.</span><span class="n">uuid4</span><span class="p">()),</span>
|
||
</span><span id="line-20"><span class="linenos">20</span> <span class="s2">"timestamp"</span><span class="p">:</span> <span class="n">datetime</span><span class="o">.</span><span class="n">utcnow</span><span class="p">()</span><span class="o">.</span><span class="n">isoformat</span><span class="p">(),</span>
|
||
</span><span id="line-21"><span class="linenos">21</span> <span class="s2">"intent_changed"</span><span class="p">:</span> <span class="kc">False</span><span class="p">,</span> <span class="c1"># Default value</span>
|
||
</span><span id="line-22"><span class="linenos">22</span> <span class="p">}</span>
|
||
</span><span id="line-23"><span class="linenos">23</span>
|
||
</span><span id="line-24"><span class="linenos">24</span> <span class="c1"># Mark the intent change on the last message if detected</span>
|
||
</span><span id="line-25"><span class="linenos">25</span> <span class="k">if</span> <span class="n">intent_changed</span> <span class="ow">and</span> <span class="n">index</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="n">new_messages</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">:</span>
|
||
</span><span id="line-26"><span class="linenos">26</span> <span class="n">metadata</span><span class="p">[</span><span class="s2">"intent_changed"</span><span class="p">]</span> <span class="o">=</span> <span class="kc">True</span>
|
||
</span><span id="line-27"><span class="linenos">27</span>
|
||
</span><span id="line-28"><span class="linenos">28</span> <span class="c1"># Create a new message with metadata</span>
|
||
</span><span id="line-29"><span class="linenos">29</span> <span class="k">if</span> <span class="n">role</span> <span class="o">==</span> <span class="s2">"user"</span><span class="p">:</span>
|
||
</span><span id="line-30"><span class="linenos">30</span> <span class="n">memory</span><span class="o">.</span><span class="n">chat_memory</span><span class="o">.</span><span class="n">add_message</span><span class="p">(</span>
|
||
</span><span id="line-31"><span class="linenos">31</span> <span class="n">HumanMessage</span><span class="p">(</span><span class="n">content</span><span class="o">=</span><span class="n">content</span><span class="p">,</span> <span class="n">additional_kwargs</span><span class="o">=</span><span class="p">{</span><span class="s2">"metadata"</span><span class="p">:</span> <span class="n">metadata</span><span class="p">})</span>
|
||
</span><span id="line-32"><span class="linenos">32</span> <span class="p">)</span>
|
||
</span><span id="line-33"><span class="linenos">33</span> <span class="k">elif</span> <span class="n">role</span> <span class="o">==</span> <span class="s2">"assistant"</span><span class="p">:</span>
|
||
</span><span id="line-34"><span class="linenos">34</span> <span class="n">memory</span><span class="o">.</span><span class="n">chat_memory</span><span class="o">.</span><span class="n">add_message</span><span class="p">(</span>
|
||
</span><span id="line-35"><span class="linenos">35</span> <span class="n">AIMessage</span><span class="p">(</span><span class="n">content</span><span class="o">=</span><span class="n">content</span><span class="p">,</span> <span class="n">additional_kwargs</span><span class="o">=</span><span class="p">{</span><span class="s2">"metadata"</span><span class="p">:</span> <span class="n">metadata</span><span class="p">})</span>
|
||
</span><span id="line-36"><span class="linenos">36</span> <span class="p">)</span>
|
||
</span><span id="line-37"><span class="linenos">37</span> <span class="k">else</span><span class="p">:</span>
|
||
</span><span id="line-38"><span class="linenos">38</span> <span class="c1"># Handle other roles if necessary</span>
|
||
</span><span id="line-39"><span class="linenos">39</span> <span class="k">pass</span>
|
||
</span><span id="line-40"><span class="linenos">40</span>
|
||
</span><span id="line-41"><span class="linenos">41</span> <span class="k">return</span> <span class="n">memory</span>
|
||
</span></code></pre></div>
|
||
</div>
|
||
</section>
|
||
<section id="step-3-get-messages-based-on-latest-drift">
|
||
<h3>Step 3: Get Messages based on latest drift<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() => $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#step-3-get-messages-based-on-latest-drift" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#step-3-get-messages-based-on-latest-drift'"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h3>
|
||
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><code><span id="line-1"><span class="linenos"> 1</span><span class="k">def</span> <span class="nf">get_messages_since_last_intent</span><span class="p">(</span><span class="n">messages</span><span class="p">):</span>
|
||
</span><span id="line-2"><span class="linenos"> 2</span><span class="w"> </span><span class="sd">"""</span>
|
||
</span><span id="line-3"><span class="linenos"> 3</span><span class="sd"> Retrieve messages from the last intent change onwards using LangChain.</span>
|
||
</span><span id="line-4"><span class="linenos"> 4</span><span class="sd"> """</span>
|
||
</span><span id="line-5"><span class="linenos"> 5</span> <span class="n">messages_since_intent</span> <span class="o">=</span> <span class="p">[]</span>
|
||
</span><span id="line-6"><span class="linenos"> 6</span> <span class="k">for</span> <span class="n">message</span> <span class="ow">in</span> <span class="nb">reversed</span><span class="p">(</span><span class="n">messages</span><span class="p">):</span>
|
||
</span><span id="line-7"><span class="linenos"> 7</span> <span class="c1"># Insert message at the beginning to maintain correct order</span>
|
||
</span><span id="line-8"><span class="linenos"> 8</span> <span class="n">messages_since_intent</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">message</span><span class="p">)</span>
|
||
</span><span id="line-9"><span class="linenos"> 9</span> <span class="n">metadata</span> <span class="o">=</span> <span class="n">message</span><span class="o">.</span><span class="n">additional_kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">"metadata"</span><span class="p">,</span> <span class="p">{})</span>
|
||
</span><span id="line-10"><span class="linenos">10</span> <span class="c1"># Break if intent_changed is True</span>
|
||
</span><span id="line-11"><span class="linenos">11</span> <span class="k">if</span> <span class="n">metadata</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">"intent_changed"</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span> <span class="o">==</span> <span class="kc">True</span><span class="p">:</span>
|
||
</span><span id="line-12"><span class="linenos">12</span> <span class="k">break</span>
|
||
</span><span id="line-13"><span class="linenos">13</span>
|
||
</span><span id="line-14"><span class="linenos">14</span> <span class="k">return</span> <span class="n">messages_since_intent</span>
|
||
</span></code></pre></div>
|
||
</div>
|
||
<p>You can used the last set of messages that match to an intent to prompt an LLM, use it with an vector-DB for
|
||
improved retrieval, etc. With Arch and a few lines of code, you can improve the retrieval accuracy, lower overall
|
||
token cost and dramatically improve the speed of their responses back to users.</p>
|
||
</section>
|
||
</section>
|
||
<section id="parameter-extraction-for-rag">
|
||
<h2>Parameter Extraction for RAG<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() => $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#parameter-extraction-for-rag" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#parameter-extraction-for-rag'"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h2>
|
||
<p>To build RAG (Retrieval-Augmented Generation) applications, you can configure prompt targets with parameters,
|
||
enabling Arch to retrieve critical information in a structured way for processing. This approach improves the
|
||
retrieval quality and speed of your application. By extracting parameters from the conversation, you can pull
|
||
the appropriate chunks from a vector database or SQL-like data store to enhance accuracy. With Arch, you can
|
||
streamline data retrieval and processing to build more efficient and precise RAG applications.</p>
|
||
<section id="step-1-define-prompt-targets">
|
||
<h3>Step 1: Define Prompt Targets<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() => $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#step-1-define-prompt-targets" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#step-1-define-prompt-targets'"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h3>
|
||
<div class="literal-block-wrapper docutils container" id="id2">
|
||
<div class="code-block-caption"><span class="caption-text">Prompt Targets</span><a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() => $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#id2"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></div>
|
||
<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><code><span id="line-1"><span class="linenos"> 1</span><span class="nt">prompt_targets</span><span class="p">:</span>
|
||
</span><span id="line-2"><span class="linenos"> 2</span><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">get_device_statistics</span>
|
||
</span><span id="line-3"><span class="linenos"> 3</span><span class="w"> </span><span class="nt">description</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Retrieve and present the relevant data based on the specified devices and time range</span>
|
||
</span><span id="line-4"><span class="linenos"> 4</span>
|
||
</span><span id="line-5"><span class="linenos"> 5</span><span class="w"> </span><span class="nt">path</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">/agent/device_summary</span>
|
||
</span><span id="line-6"><span class="linenos"> 6</span><span class="w"> </span><span class="nt">parameters</span><span class="p">:</span>
|
||
</span><span id="line-7"><span class="linenos"> 7</span><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">device_ids</span>
|
||
</span><span id="line-8"><span class="linenos"> 8</span><span class="w"> </span><span class="nt">type</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">list</span>
|
||
</span><span id="line-9"><span class="linenos"> 9</span><span class="w"> </span><span class="nt">description</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">A list of device identifiers (IDs) to reboot.</span>
|
||
</span><span id="line-10"><span class="linenos">10</span><span class="w"> </span><span class="nt">required</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">true</span>
|
||
</span><span id="line-11"><span class="linenos">11</span><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">time_range</span>
|
||
</span><span id="line-12"><span class="linenos">12</span><span class="w"> </span><span class="nt">type</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">int</span>
|
||
</span><span id="line-13"><span class="linenos">13</span><span class="w"> </span><span class="nt">description</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">The number of days in the past over which to retrieve device statistics</span>
|
||
</span><span id="line-14"><span class="linenos">14</span><span class="w"> </span><span class="nt">required</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">false</span>
|
||
</span><span id="line-15"><span class="linenos">15</span><span class="w"> </span><span class="nt">default</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">7</span>
|
||
</span></code></pre></div>
|
||
</div>
|
||
</div>
|
||
</section>
|
||
<section id="step-2-process-request-parameters-in-flask">
|
||
<h3>Step 2: Process Request Parameters in Flask<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() => $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#step-2-process-request-parameters-in-flask" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#step-2-process-request-parameters-in-flask'"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h3>
|
||
<p>Once the prompt targets are configured as above, handling those parameters is</p>
|
||
<div class="literal-block-wrapper docutils container" id="id3">
|
||
<div class="code-block-caption"><span class="caption-text">Parameter handling with Flask</span><a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() => $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#id3"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></div>
|
||
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><code><span id="line-1"><span class="linenos"> 1</span><span class="kn">from</span> <span class="nn">flask</span> <span class="kn">import</span> <span class="n">Flask</span><span class="p">,</span> <span class="n">request</span><span class="p">,</span> <span class="n">jsonify</span>
|
||
</span><span id="line-2"><span class="linenos"> 2</span>
|
||
</span><span id="line-3"><span class="linenos"> 3</span><span class="n">app</span> <span class="o">=</span> <span class="n">Flask</span><span class="p">(</span><span class="vm">__name__</span><span class="p">)</span>
|
||
</span><span id="line-4"><span class="linenos"> 4</span>
|
||
</span><span id="line-5"><span class="linenos"> 5</span>
|
||
</span><span id="line-6"><span class="linenos"> 6</span><span class="nd">@app</span><span class="o">.</span><span class="n">route</span><span class="p">(</span><span class="s2">"/agent/device_summary"</span><span class="p">,</span> <span class="n">methods</span><span class="o">=</span><span class="p">[</span><span class="s2">"POST"</span><span class="p">])</span>
|
||
</span><span id="line-7"><span class="linenos"> 7</span><span class="k">def</span> <span class="nf">get_device_summary</span><span class="p">():</span>
|
||
</span><span id="line-8"><span class="linenos"> 8</span><span class="w"> </span><span class="sd">"""</span>
|
||
</span><span id="line-9"><span class="linenos"> 9</span><span class="sd"> Endpoint to retrieve device statistics based on device IDs and an optional time range.</span>
|
||
</span><span id="line-10"><span class="linenos">10</span><span class="sd"> """</span>
|
||
</span><span id="line-11"><span class="linenos">11</span> <span class="n">data</span> <span class="o">=</span> <span class="n">request</span><span class="o">.</span><span class="n">get_json</span><span class="p">()</span>
|
||
</span><span id="line-12"><span class="linenos">12</span>
|
||
</span><span id="line-13"><span class="linenos">13</span> <span class="c1"># Validate 'device_ids' parameter</span>
|
||
</span><span id="line-14"><span class="linenos">14</span> <span class="n">device_ids</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">"device_ids"</span><span class="p">)</span>
|
||
</span><span id="line-15"><span class="linenos">15</span> <span class="k">if</span> <span class="ow">not</span> <span class="n">device_ids</span> <span class="ow">or</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">device_ids</span><span class="p">,</span> <span class="nb">list</span><span class="p">):</span>
|
||
</span><span id="line-16"><span class="linenos">16</span> <span class="k">return</span> <span class="n">jsonify</span><span class="p">(</span>
|
||
</span><span id="line-17"><span class="linenos">17</span> <span class="p">{</span><span class="s2">"error"</span><span class="p">:</span> <span class="s2">"'device_ids' parameter is required and must be a list"</span><span class="p">}</span>
|
||
</span><span id="line-18"><span class="linenos">18</span> <span class="p">),</span> <span class="mi">400</span>
|
||
</span><span id="line-19"><span class="linenos">19</span>
|
||
</span><span id="line-20"><span class="linenos">20</span> <span class="c1"># Validate 'time_range' parameter (optional, defaults to 7)</span>
|
||
</span><span id="line-21"><span class="linenos">21</span> <span class="n">time_range</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">"time_range"</span><span class="p">,</span> <span class="mi">7</span><span class="p">)</span>
|
||
</span><span id="line-22"><span class="linenos">22</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">time_range</span><span class="p">,</span> <span class="nb">int</span><span class="p">):</span>
|
||
</span><span id="line-23"><span class="linenos">23</span> <span class="k">return</span> <span class="n">jsonify</span><span class="p">({</span><span class="s2">"error"</span><span class="p">:</span> <span class="s2">"'time_range' must be an integer"</span><span class="p">}),</span> <span class="mi">400</span>
|
||
</span><span id="line-24"><span class="linenos">24</span>
|
||
</span><span id="line-25"><span class="linenos">25</span> <span class="c1"># Simulate retrieving statistics for the given device IDs and time range</span>
|
||
</span><span id="line-26"><span class="linenos">26</span> <span class="c1"># In a real application, you would query your database or external service here</span>
|
||
</span><span id="line-27"><span class="linenos">27</span> <span class="n">statistics</span> <span class="o">=</span> <span class="p">[]</span>
|
||
</span><span id="line-28"><span class="linenos">28</span> <span class="k">for</span> <span class="n">device_id</span> <span class="ow">in</span> <span class="n">device_ids</span><span class="p">:</span>
|
||
</span><span id="line-29"><span class="linenos">29</span> <span class="c1"># Placeholder for actual data retrieval</span>
|
||
</span><span id="line-30"><span class="linenos">30</span> <span class="n">stats</span> <span class="o">=</span> <span class="p">{</span>
|
||
</span><span id="line-31"><span class="linenos">31</span> <span class="s2">"device_id"</span><span class="p">:</span> <span class="n">device_id</span><span class="p">,</span>
|
||
</span><span id="line-32"><span class="linenos">32</span> <span class="s2">"time_range"</span><span class="p">:</span> <span class="sa">f</span><span class="s2">"Last </span><span class="si">{</span><span class="n">time_range</span><span class="si">}</span><span class="s2"> days"</span><span class="p">,</span>
|
||
</span><span id="line-33"><span class="linenos">33</span> <span class="s2">"data"</span><span class="p">:</span> <span class="sa">f</span><span class="s2">"Statistics data for device </span><span class="si">{</span><span class="n">device_id</span><span class="si">}</span><span class="s2"> over the last </span><span class="si">{</span><span class="n">time_range</span><span class="si">}</span><span class="s2"> days."</span><span class="p">,</span>
|
||
</span><span id="line-34"><span class="linenos">34</span> <span class="p">}</span>
|
||
</span><span id="line-35"><span class="linenos">35</span> <span class="n">statistics</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">stats</span><span class="p">)</span>
|
||
</span><span id="line-36"><span class="linenos">36</span>
|
||
</span><span id="line-37"><span class="linenos">37</span> <span class="n">response</span> <span class="o">=</span> <span class="p">{</span><span class="s2">"statistics"</span><span class="p">:</span> <span class="n">statistics</span><span class="p">}</span>
|
||
</span><span id="line-38"><span class="linenos">38</span>
|
||
</span><span id="line-39"><span class="linenos">39</span> <span class="k">return</span> <span class="n">jsonify</span><span class="p">(</span><span class="n">response</span><span class="p">),</span> <span class="mi">200</span>
|
||
</span><span id="line-40"><span class="linenos">40</span>
|
||
</span><span id="line-41"><span class="linenos">41</span>
|
||
</span><span id="line-42"><span class="linenos">42</span><span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">"__main__"</span><span class="p">:</span>
|
||
</span><span id="line-43"><span class="linenos">43</span> <span class="n">app</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">debug</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
|
||
</span></code></pre></div>
|
||
</div>
|
||
</div>
|
||
</section>
|
||
</section>
|
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</section>
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Agentic Workflow
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Configuration Reference
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<div class="sticky top-16 -mt-10 max-h-[calc(100vh-5rem)] overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
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<ul>
|
||
<li><a :data-current="activeSection === '#intent-drift-detection'" class="reference internal" href="#intent-drift-detection">Intent-drift Detection</a><ul>
|
||
<li><a :data-current="activeSection === '#step-1-define-conversationbuffermemory'" class="reference internal" href="#step-1-define-conversationbuffermemory">Step 1: Define ConversationBufferMemory</a></li>
|
||
<li><a :data-current="activeSection === '#step-2-update-conversationbuffermemory-with-intents'" class="reference internal" href="#step-2-update-conversationbuffermemory-with-intents">Step 2: Update ConversationBufferMemory with Intents</a></li>
|
||
<li><a :data-current="activeSection === '#step-3-get-messages-based-on-latest-drift'" class="reference internal" href="#step-3-get-messages-based-on-latest-drift">Step 3: Get Messages based on latest drift</a></li>
|
||
</ul>
|
||
</li>
|
||
<li><a :data-current="activeSection === '#parameter-extraction-for-rag'" class="reference internal" href="#parameter-extraction-for-rag">Parameter Extraction for RAG</a><ul>
|
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<li><a :data-current="activeSection === '#step-1-define-prompt-targets'" class="reference internal" href="#step-1-define-prompt-targets">Step 1: Define Prompt Targets</a></li>
|
||
<li><a :data-current="activeSection === '#step-2-process-request-parameters-in-flask'" class="reference internal" href="#step-2-process-request-parameters-in-flask">Step 2: Process Request Parameters in Flask</a></li>
|
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