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<section id="multi-turn">
<span id="arch-multi-turn-guide"></span><h1>Multi-Turn<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $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="#multi-turn"><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>
<p>Developers often <a class="reference external" href="https://www.reddit.com/r/LocalLLaMA/comments/18mqwg6/best_practice_for_rag_with_followup_chat/" rel="nofollow noopener">struggle<svg fill="currentColor" height="1em" stroke="none" viewbox="0 96 960 960" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M188 868q-11-11-11-28t11-28l436-436H400q-17 0-28.5-11.5T360 336q0-17 11.5-28.5T400 296h320q17 0 28.5 11.5T760 336v320q0 17-11.5 28.5T720 696q-17 0-28.5-11.5T680 656V432L244 868q-11 11-28 11t-28-11Z"></path></svg></a> to efficiently 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, it requires developers to
re-write prompts using LLMs with precise prompt engineering techniques. This process is slow, manual, error prone and adds latency and token cost for
common scenarios that can be managed more efficiently.</p>
<p>Arch is highly capable of accurately detecting and processing prompts in multi-turn scenarios so that you can buil fast and accurate agents in minutes.
Below are some cnversational examples that you can build via Arch. Each example is enriched with annotations (via ** [Arch] ** ) that illustrates how Arch
processess conversational messages on your behalf.</p>
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>The following section assumes that you have some knowledge about the core concepts of Arch, such as <a class="reference internal" href="../concepts/tech_overview/prompt.html#arch-overview-prompt-handling"><span class="std std-ref">prompt_targets</span></a>.
If you haven’t familizaried yourself with Arch’s concepts, we recommend you first read the <a class="reference internal" href="../concepts/tech_overview/tech_overview.html#tech-overview"><span class="std std-ref">tech overview</span></a> section firtst.
Additionally, the conversation examples below assume the usage of the following <a class="reference internal" href="#multi-turn-subsection-prompt-target"><span class="std std-ref">arch_config.yaml</span></a> file.</p>
</div>
<section id="example-1-adjusting-retrieval">
<h2>Example 1: Adjusting Retrieval<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $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="#example-1-adjusting-retrieval" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#example-1-adjusting-retrieval'"><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>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span><code><span id="line-1">User: What are the benefits of renewable energy?
</span><span id="line-2">**[Arch]**: Check if there is an available &lt;prompt_target&gt; that can handle this user query.
</span><span id="line-3">**[Arch]**: Found "get_info_for_energy_source" prompt_target in arch_config.yaml. Forward prompt to the endpoint configured in "get_info_for_energy_source"
</span><span id="line-4">...
</span><span id="line-5">Assistant: Renewable energy reduces greenhouse gas emissions, lowers air pollution, and provides sustainable power sources like solar and wind.
</span><span id="line-6">
</span><span id="line-7">User: Include cost considerations in the response.
</span><span id="line-8">**[Arch]**: Follow-up detected. Forward prompt history to the "get_info_for_energy_source" prompt_target and post the following parameters consideration="cost"
</span><span id="line-9">...
</span><span id="line-10">Assistant: Renewable energy reduces greenhouse gas emissions, lowers air pollution, and provides sustainable power sources like solar and wind. While the initial setup costs can be high, long-term savings from reduced fuel expenses and government incentives make it cost-effective.
</span></code></pre></div>
</div>
</section>
<section id="example-2-switching-intent">
<h2>Example 2: Switching Intent<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#example-2-switching-intent" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#example-2-switching-intent'"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h2>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span><code><span id="line-1">User: What are the symptoms of diabetes?
</span><span id="line-2">**[Arch]**: Check if there is an available &lt;prompt_target&gt; that can handle this user query.
</span><span id="line-3">**[Arch]**: Found "diseases_symptoms" prompt_target in arch_config.yaml. Forward disease=diabeteres to "diseases_symptoms" prompt target
</span><span id="line-4">...
</span><span id="line-5">Assistant: Common symptoms include frequent urination, excessive thirst, fatigue, and blurry vision.
</span><span id="line-6">
</span><span id="line-7">User: How is it diagnosed?
</span><span id="line-8">**[Arch]**: New intent detected.
</span><span id="line-9">**[Arch]**: Found "disease_diagnoses" prompt_target in arch_config.yaml. Forward disease=diabeteres to "disease_diagnoses" prompt target
</span><span id="line-10">...
</span><span id="line-11">Assistant: Diabetes is diagnosed through blood tests like fasting blood sugar, A1C, or an oral glucose tolerance test.
</span></code></pre></div>
</div>
</section>
<section id="build-multi-turn-rag-apps">
<h2>Build Multi-Turn RAG Apps<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#build-multi-turn-rag-apps" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#build-multi-turn-rag-apps'"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h2>
<p>The following section describes how you can easilly add support for multi-turn scenarios via Arch. You process and manage multi-turn prompts
just like you manage single-turn ones. Arch handles the conpleixity of detecting the correct intent based on the last user prompt and
the covnersational history, extracts relevant parameters needed by downstream APIs, and dipatches calls to any upstream LLMs to summarize the
response from your APIs.</p>
<section id="step-1-define-arch-config">
<span id="multi-turn-subsection-prompt-target"></span><h3>Step 1: Define Arch Config<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#step-1-define-arch-config" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#step-1-define-arch-config'"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h3>
<div class="literal-block-wrapper docutils container" id="id2">
<div class="code-block-caption"><span class="caption-text">Arch Config</span><a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $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">version</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">v0.1</span>
</span><span id="line-2"><span class="linenos"> 2</span><span class="nt">listener</span><span class="p">:</span>
</span><span id="line-3"><span class="linenos"> 3</span><span class="w"> </span><span class="nt">address</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">127.0.0.1</span>
</span><span id="line-4"><span class="linenos"> 4</span><span class="w"> </span><span class="nt">port</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">8080</span><span class="w"> </span><span class="c1">#If you configure port 443, you'll need to update the listener with tls_certificates</span>
</span><span id="line-5"><span class="linenos"> 5</span><span class="w"> </span><span class="nt">message_format</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">huggingface</span>
</span><span id="line-6"><span class="linenos"> 6</span>
</span><span id="line-7"><span class="linenos"> 7</span><span class="c1"># Centralized way to manage LLMs, manage keys, retry logic, failover and limits in a central way</span>
</span><span id="line-8"><span class="linenos"> 8</span><span class="nt">llm_providers</span><span class="p">:</span>
</span><span id="line-9"><span class="linenos"> 9</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">OpenAI</span>
</span><span id="line-10"><span class="linenos">10</span><span class="w"> </span><span class="nt">provider</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">openai</span>
</span><span id="line-11"><span class="linenos">11</span><span class="w"> </span><span class="nt">access_key</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">$OPENAI_API_KEY</span>
</span><span id="line-12"><span class="linenos">12</span><span class="w"> </span><span class="nt">model</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">gpt-3.5-turbo</span>
</span><span id="line-13"><span class="linenos">13</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">true</span>
</span><span id="line-14"><span class="linenos">14</span>
</span><span id="line-15"><span class="linenos">15</span><span class="c1"># default system prompt used by all prompt targets</span>
</span><span id="line-16"><span class="linenos">16</span><span class="nt">system_prompt</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">|</span>
</span><span id="line-17"><span class="linenos">17</span><span class="w"> </span><span class="no">You are a helpful assistant and can offer information about energy sources. You will get a JSON object with energy_source and consideration fields. Focus on answering using those fields</span>
</span><span id="line-18"><span class="linenos">18</span>
</span><span id="line-19"><span class="linenos">19</span><span class="nt">prompt_targets</span><span class="p">:</span>
</span><span id="line-20"><span class="linenos">20</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_info_for_energy_source</span>
</span><span id="line-21"><span class="linenos">21</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">get information about an energy source</span>
</span><span id="line-22"><span class="linenos">22</span><span class="w"> </span><span class="nt">parameters</span><span class="p">:</span>
</span><span id="line-23"><span class="linenos">23</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">energy_source</span>
</span><span id="line-24"><span class="linenos">24</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">str</span>
</span><span id="line-25"><span class="linenos">25</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 source of energy</span>
</span><span id="line-26"><span class="linenos">26</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-27"><span class="linenos">27</span><span class="w"> </span><span class="nt">enum</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">[</span><span class="nv">renewable</span><span class="p p-Indicator">,</span><span class="w"> </span><span class="nv">fossil</span><span class="p p-Indicator">]</span>
</span><span id="line-28"><span class="linenos">28</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">consideration</span>
</span><span id="line-29"><span class="linenos">29</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">str</span>
</span><span id="line-30"><span class="linenos">30</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 specific type of consideration for an energy source</span>
</span><span id="line-31"><span class="linenos">31</span><span class="w"> </span><span class="nt">enum</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">[</span><span class="nv">cost</span><span class="p p-Indicator">,</span><span class="w"> </span><span class="nv">economic</span><span class="p p-Indicator">,</span><span class="w"> </span><span class="nv">technology</span><span class="p p-Indicator">]</span>
</span><span id="line-32"><span class="linenos">32</span><span class="w"> </span><span class="nt">endpoint</span><span class="p">:</span>
</span><span id="line-33"><span class="linenos">33</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">rag_energy_source_agent</span>
</span><span id="line-34"><span class="linenos">34</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/energy_source_info</span>
</span><span id="line-35"><span class="linenos">35</span><span class="w"> </span><span class="nt">http_method</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">POST</span>
</span></code></pre></div>
</div>
</div>
</section>
<section id="step-2-process-request-in-flask">
<h3>Step 2: Process Request in Flask<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#step-2-process-request-in-flask" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#step-2-process-request-in-flask'"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h3>
<p>Once the prompt targets are configured as above, handle parameters across multi-turn as if its a single-turn request</p>
<div class="literal-block-wrapper docutils container" id="id3">
<div class="code-block-caption"><span class="caption-text">Parameter handling with Flask</span><a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $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">import</span> <span class="nn">os</span>
</span><span id="line-2"><span class="linenos"> 2</span><span class="kn">import</span> <span class="nn">gradio</span> <span class="k">as</span> <span class="nn">gr</span>
</span><span id="line-3"><span class="linenos"> 3</span>
</span><span id="line-4"><span class="linenos"> 4</span><span class="kn">from</span> <span class="nn">fastapi</span> <span class="kn">import</span> <span class="n">FastAPI</span><span class="p">,</span> <span class="n">HTTPException</span>
</span><span id="line-5"><span class="linenos"> 5</span><span class="kn">from</span> <span class="nn">pydantic</span> <span class="kn">import</span> <span class="n">BaseModel</span>
</span><span id="line-6"><span class="linenos"> 6</span><span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Optional</span>
</span><span id="line-7"><span class="linenos"> 7</span><span class="kn">from</span> <span class="nn">openai</span> <span class="kn">import</span> <span class="n">OpenAI</span>
</span><span id="line-8"><span class="linenos"> 8</span><span class="kn">from</span> <span class="nn">common</span> <span class="kn">import</span> <span class="n">create_gradio_app</span>
</span><span id="line-9"><span class="linenos"> 9</span>
</span><span id="line-10"><span class="linenos">10</span><span class="n">app</span> <span class="o">=</span> <span class="n">FastAPI</span><span class="p">()</span>
</span><span id="line-11"><span class="linenos">11</span>
</span><span id="line-12"><span class="linenos">12</span>
</span><span id="line-13"><span class="linenos">13</span><span class="c1"># Define the request model</span>
</span><span id="line-14"><span class="linenos">14</span><span class="k">class</span> <span class="nc">EnergySourceRequest</span><span class="p">(</span><span class="n">BaseModel</span><span class="p">):</span>
</span><span id="line-15"><span class="linenos">15</span> <span class="n">energy_source</span><span class="p">:</span> <span class="nb">str</span>
</span><span id="line-16"><span class="linenos">16</span> <span class="n">consideration</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>
</span><span id="line-17"><span class="linenos">17</span>
</span><span id="line-18"><span class="linenos">18</span>
</span><span id="line-19"><span class="linenos">19</span><span class="k">class</span> <span class="nc">EnergySourceResponse</span><span class="p">(</span><span class="n">BaseModel</span><span class="p">):</span>
</span><span id="line-20"><span class="linenos">20</span> <span class="n">energy_source</span><span class="p">:</span> <span class="nb">str</span>
</span><span id="line-21"><span class="linenos">21</span> <span class="n">consideration</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>
</span><span id="line-22"><span class="linenos">22</span>
</span><span id="line-23"><span class="linenos">23</span>
</span><span id="line-24"><span class="linenos">24</span><span class="c1"># Post method for device summary</span>
</span><span id="line-25"><span class="linenos">25</span><span class="nd">@app</span><span class="o">.</span><span class="n">post</span><span class="p">(</span><span class="s2">"/agent/energy_source_info"</span><span class="p">)</span>
</span><span id="line-26"><span class="linenos">26</span><span class="k">def</span> <span class="nf">get_workforce</span><span class="p">(</span><span class="n">request</span><span class="p">:</span> <span class="n">EnergySourceRequest</span><span class="p">):</span>
</span><span id="line-27"><span class="linenos">27</span><span class="w"> </span><span class="sd">"""</span>
</span><span id="line-28"><span class="linenos">28</span><span class="sd"> Endpoint to get details about energy source</span>
</span><span id="line-29"><span class="linenos">29</span><span class="sd"> """</span>
</span><span id="line-30"><span class="linenos">30</span> <span class="n">considertion</span> <span class="o">=</span> <span class="s2">"You don't have any specific consideration. Feel free to talk in a more open ended fashion"</span>
</span><span id="line-31"><span class="linenos">31</span>
</span><span id="line-32"><span class="linenos">32</span> <span class="k">if</span> <span class="n">request</span><span class="o">.</span><span class="n">consideration</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
</span><span id="line-33"><span class="linenos">33</span> <span class="n">considertion</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">"Add specific focus on the following consideration when you summarize the content for the energy source: </span><span class="si">{</span><span class="n">request</span><span class="o">.</span><span class="n">consideration</span><span class="si">}</span><span class="s2">"</span>
</span><span id="line-34"><span class="linenos">34</span>
</span><span id="line-35"><span class="linenos">35</span> <span class="n">response</span> <span class="o">=</span> <span class="p">{</span>
</span><span id="line-36"><span class="linenos">36</span> <span class="s2">"energy_source"</span><span class="p">:</span> <span class="n">request</span><span class="o">.</span><span class="n">energy_source</span><span class="p">,</span>
</span><span id="line-37"><span class="linenos">37</span> <span class="s2">"consideration"</span><span class="p">:</span> <span class="n">considertion</span><span class="p">,</span>
</span><span id="line-38"><span class="linenos">38</span> <span class="p">}</span>
</span><span id="line-39"><span class="linenos">39</span> <span class="k">return</span> <span class="n">response</span>
</span></code></pre></div>
</div>
</div>
</section>
<section id="demo-app">
<h3>Demo App<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#demo-app" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#demo-app'"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h3>
<p>For your convenience, we’ve built a <a class="reference external" href="https://github.com/katanemo/archgw/main/demos/multi_turn_rag_agent" rel="nofollow noopener">demo app<svg fill="currentColor" height="1em" stroke="none" viewbox="0 96 960 960" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M188 868q-11-11-11-28t11-28l436-436H400q-17 0-28.5-11.5T360 336q0-17 11.5-28.5T400 296h320q17 0 28.5 11.5T760 336v320q0 17-11.5 28.5T720 696q-17 0-28.5-11.5T680 656V432L244 868q-11 11-28 11t-28-11Z"></path></svg></a>
that you can test and modify locally for multi-turn RAG scenarios.</p>
<figure class="align-center" id="id4">
<a class="reference internal image-reference" href="../_images/mutli-turn-example.png"><img alt="../_images/mutli-turn-example.png" src="../_images/mutli-turn-example.png" style="width: 100%;"/>
</a>
<figcaption>
<p><span class="caption-text">Example multi-turn user conversation showing adjusting retrieval</span><a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $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="#id4"><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></p>
</figcaption>
</figure>
</section>
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RAG Apps
</a>
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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>
<ul>
<li><a :data-current="activeSection === '#example-1-adjusting-retrieval'" class="reference internal" href="#example-1-adjusting-retrieval">Example 1: Adjusting Retrieval</a></li>
<li><a :data-current="activeSection === '#example-2-switching-intent'" class="reference internal" href="#example-2-switching-intent">Example 2: Switching Intent</a></li>
<li><a :data-current="activeSection === '#build-multi-turn-rag-apps'" class="reference internal" href="#build-multi-turn-rag-apps">Build Multi-Turn RAG Apps</a><ul>
<li><a :data-current="activeSection === '#step-1-define-arch-config'" class="reference internal" href="#step-1-define-arch-config">Step 1: Define Arch Config</a></li>
<li><a :data-current="activeSection === '#step-2-process-request-in-flask'" class="reference internal" href="#step-2-process-request-in-flask">Step 2: Process Request in Flask</a></li>
<li><a :data-current="activeSection === '#demo-app'" class="reference internal" href="#demo-app">Demo App</a></li>
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