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<h1>Agentic (Text-to-Action) Apps</h1>
<!-- Table of contents -->
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<h2> Contents </h2>
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<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#single-function-call">Single Function Call</a><ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#step-1-define-prompt-targets-with-functions">Step 1: Define prompt targets with functions</a></li>
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#step-2-process-request-parameters-in-flask">Step 2: Process request parameters in Flask</a></li>
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<section id="agentic-text-to-action-apps">
<span id="arch-function-calling-agentic-guide"></span><h1>Agentic (Text-to-Action) Apps<a class="headerlink" href="#agentic-text-to-action-apps" title="Link to this heading">#</a></h1>
<p>Arch helps you easily personalize your applications by calling application-specific (API) functions
via user prompts. This involves any predefined functions or APIs you want to expose to users to perform tasks,
gather information, or manipulate data. This capability is generally referred to as <strong>function calling</strong>, where
you have the flexibility to support “agentic” apps tailored to specific use cases - from updating insurance
claims to creating ad campaigns - via prompts.</p>
<p>Arch analyzes prompts, extracts critical information from prompts, engages in lightweight conversation with
the user to gather any missing parameters and makes API calls so that you can focus on writing business logic.
Arch does this via its purpose-built <a class="reference internal" href="../../llms/llms.html#llms-in-arch"><span class="std std-ref">Arch-FC LLM</span></a> - the fastest (200ms p90 - 10x faser than GPT-4o)
and cheapest (100x than GPT-40) function-calling LLM that matches performance with frontier models.
______________________________________________________________________________________________</p>
<a class="reference internal image-reference" href="../../_images/function-calling-network-flow.jpg"><img alt="../../_images/function-calling-network-flow.jpg" class="align-center" src="../../_images/function-calling-network-flow.jpg" style="width: 100%;" />
</a>
<section id="single-function-call">
<h2>Single Function Call<a class="headerlink" href="#single-function-call" title="Link to this heading">#</a></h2>
<p>In the most common scenario, users will request a single action via prompts, and Arch efficiently processes the
request by extracting relevant parameters, validating the input, and calling the designated function or API. Here
is how you would go about enabling this scenario with Arch:</p>
<section id="step-1-define-prompt-targets-with-functions">
<h3>Step 1: Define prompt targets with functions<a class="headerlink" href="#step-1-define-prompt-targets-with-functions" title="Link to this heading">#</a></h3>
<div class="literal-block-wrapper docutils container" id="id1">
<div class="code-block-caption"><span class="caption-text">Define prompt targets that can enable users to engage with API and backened functions of an app</span><a class="headerlink" href="#id1" title="Link to this code">#</a></div>
<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><span class="linenos"> 1</span><span class="nt">version</span><span class="p">:</span><span class="w"> </span><span class="s">&quot;0.1-beta&quot;</span>
<span class="linenos"> 2</span><span class="nt">listen</span><span class="p">:</span>
<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 | 0.0.0.0</span>
<span class="linenos"> 4</span><span class="w"> </span><span class="nt">port_value</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&#39;ll need to update the listener with tls_certificates</span>
<span class="linenos"> 5</span>
<span class="linenos"> 6</span><span class="nt">system_prompts</span><span class="p">:</span>
<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">network_assistant</span>
<span class="linenos"> 8</span><span class="w"> </span><span class="nt">content</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">You are a network assistant that just offers facts about the operational health of the network</span>
<span class="linenos"> 9</span>
<span class="linenos">10</span><span class="nt">llm_providers</span><span class="p">:</span>
<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="s">&quot;OpenAI&quot;</span>
<span class="linenos">12</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">$OPEN_AI_KEY</span>
<span class="linenos">13</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-4o</span>
<span class="linenos">14</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 class="linenos">15</span>
<span class="hll"><span class="linenos">16</span><span class="nt">prompt_targets</span><span class="p">:</span>
</span><span class="hll"><span class="linenos">17</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">reboot_devices</span>
</span><span class="hll"><span class="linenos">18</span><span class="w"> </span><span class="nt">description</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">&gt;</span>
</span><span class="hll"><span class="linenos">19</span><span class="w"> </span><span class="no">This prompt target handles user requests to reboot devices.</span>
</span><span class="hll"><span class="linenos">20</span><span class="w"> </span><span class="no">It ensures that when users request to reboot specific devices or device groups, the system processes the reboot commands accurately.</span>
</span><span class="hll"><span class="linenos">21</span>
</span><span class="hll"><span class="linenos">22</span><span class="w"> </span><span class="no">**Examples of user prompts:**</span>
</span><span class="hll"><span class="linenos">23</span>
</span><span class="hll"><span class="linenos">24</span><span class="w"> </span><span class="no">- &quot;Please reboot device 12345.&quot;</span>
</span><span class="hll"><span class="linenos">25</span><span class="w"> </span><span class="no">- &quot;Restart all devices in tenant group tenant-XYZ</span>
</span><span class="hll"><span class="linenos">26</span><span class="w"> </span><span class="no">- &quot;I need to reboot devices A, B, and C.&quot;</span>
</span><span class="hll"><span class="linenos">27</span>
</span><span class="hll"><span class="linenos">28</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_reboot</span>
</span><span class="hll"><span class="linenos">29</span><span class="w"> </span><span class="nt">parameters</span><span class="p">:</span>
</span><span class="hll"><span class="linenos">30</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="s">&quot;device_ids&quot;</span>
</span><span class="hll"><span class="linenos">31</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 class="w"> </span><span class="c1"># Options: integer | float | list | dictionary | set</span>
</span><span class="hll"><span class="linenos">32</span><span class="w"> </span><span class="nt">description</span><span class="p">:</span><span class="w"> </span><span class="s">&quot;A</span><span class="nv"> </span><span class="s">list</span><span class="nv"> </span><span class="s">of</span><span class="nv"> </span><span class="s">device</span><span class="nv"> </span><span class="s">identifiers</span><span class="nv"> </span><span class="s">(IDs)</span><span class="nv"> </span><span class="s">to</span><span class="nv"> </span><span class="s">reboot.&quot;</span>
</span><span class="hll"><span class="linenos">33</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 class="hll"><span class="linenos">34</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="s">&quot;device_group&quot;</span>
</span><span class="hll"><span class="linenos">35</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">string</span><span class="w"> </span><span class="c1"># Options: string | integer | float | list | dictionary | set</span>
</span><span class="hll"><span class="linenos">36</span><span class="w"> </span><span class="nt">description</span><span class="p">:</span><span class="w"> </span><span class="s">&quot;The</span><span class="nv"> </span><span class="s">name</span><span class="nv"> </span><span class="s">of</span><span class="nv"> </span><span class="s">the</span><span class="nv"> </span><span class="s">device</span><span class="nv"> </span><span class="s">group</span><span class="nv"> </span><span class="s">to</span><span class="nv"> </span><span class="s">reboot.&quot;</span>
</span><span class="hll"><span class="linenos">37</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 class="linenos">38</span>
<span class="linenos">39</span><span class="nt">prompt_endpoints</span><span class="p">:</span>
<span class="linenos">40</span><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="s">&quot;http://127.0.0.2&quot;</span>
<span class="linenos">41</span><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="s">&quot;http://127.0.0.1&quot;</span>
</pre></div>
</div>
</div>
</section>
<section id="step-2-process-request-parameters-in-flask">
<h3>Step 2: Process request parameters in Flask<a class="headerlink" href="#step-2-process-request-parameters-in-flask" title="Link to this heading">#</a></h3>
<p>Once the prompt targets are configured as above, handling those parameters is</p>
<div class="literal-block-wrapper docutils container" id="id2">
<div class="code-block-caption"><span class="caption-text">Flask API example for parameter extraction via HTTP request parameters</span><a class="headerlink" href="#id2" title="Link to this code">#</a></div>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><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 class="linenos"> 2</span>
<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 class="linenos"> 4</span>
<span class="linenos"> 5</span><span class="nd">@app</span><span class="o">.</span><span class="n">route</span><span class="p">(</span><span class="s1">&#39;/agent/device_summary&#39;</span><span class="p">,</span> <span class="n">methods</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;POST&#39;</span><span class="p">])</span>
<span class="linenos"> 6</span><span class="k">def</span> <span class="nf">get_device_summary</span><span class="p">():</span>
<span class="linenos"> 7</span><span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
<span class="linenos"> 8</span><span class="sd"> Endpoint to retrieve device statistics based on device IDs and an optional time range.</span>
<span class="linenos"> 9</span><span class="sd"> &quot;&quot;&quot;</span>
<span class="linenos">10</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 class="linenos">11</span>
<span class="linenos">12</span> <span class="c1"># Validate &#39;device_ids&#39; parameter</span>
<span class="linenos">13</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="s1">&#39;device_ids&#39;</span><span class="p">)</span>
<span class="linenos">14</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 class="linenos">15</span> <span class="k">return</span> <span class="n">jsonify</span><span class="p">({</span><span class="s1">&#39;error&#39;</span><span class="p">:</span> <span class="s2">&quot;&#39;device_ids&#39; parameter is required and must be a list&quot;</span><span class="p">}),</span> <span class="mi">400</span>
<span class="linenos">16</span>
<span class="linenos">17</span> <span class="c1"># Validate &#39;time_range&#39; parameter (optional, defaults to 7)</span>
<span class="linenos">18</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="s1">&#39;time_range&#39;</span><span class="p">,</span> <span class="mi">7</span><span class="p">)</span>
<span class="linenos">19</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 class="linenos">20</span> <span class="k">return</span> <span class="n">jsonify</span><span class="p">({</span><span class="s1">&#39;error&#39;</span><span class="p">:</span> <span class="s2">&quot;&#39;time_range&#39; must be an integer&quot;</span><span class="p">}),</span> <span class="mi">400</span>
<span class="linenos">21</span>
<span class="linenos">22</span> <span class="c1"># Simulate retrieving statistics for the given device IDs and time range</span>
<span class="linenos">23</span> <span class="c1"># In a real application, you would query your database or external service here</span>
<span class="linenos">24</span> <span class="n">statistics</span> <span class="o">=</span> <span class="p">[]</span>
<span class="linenos">25</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 class="linenos">26</span> <span class="c1"># Placeholder for actual data retrieval</span>
<span class="linenos">27</span> <span class="n">stats</span> <span class="o">=</span> <span class="p">{</span>
<span class="linenos">28</span> <span class="s1">&#39;device_id&#39;</span><span class="p">:</span> <span class="n">device_id</span><span class="p">,</span>
<span class="linenos">29</span> <span class="s1">&#39;time_range&#39;</span><span class="p">:</span> <span class="sa">f</span><span class="s1">&#39;Last </span><span class="si">{</span><span class="n">time_range</span><span class="si">}</span><span class="s1"> days&#39;</span><span class="p">,</span>
<span class="linenos">30</span> <span class="s1">&#39;data&#39;</span><span class="p">:</span> <span class="sa">f</span><span class="s1">&#39;Statistics data for device </span><span class="si">{</span><span class="n">device_id</span><span class="si">}</span><span class="s1"> over the last </span><span class="si">{</span><span class="n">time_range</span><span class="si">}</span><span class="s1"> days.&#39;</span>
<span class="linenos">31</span> <span class="p">}</span>
<span class="linenos">32</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 class="linenos">33</span>
<span class="linenos">34</span> <span class="n">response</span> <span class="o">=</span> <span class="p">{</span>
<span class="linenos">35</span> <span class="s1">&#39;statistics&#39;</span><span class="p">:</span> <span class="n">statistics</span>
<span class="linenos">36</span> <span class="p">}</span>
<span class="linenos">37</span>
<span class="linenos">38</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 class="linenos">39</span>
<span class="linenos">40</span><span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">&#39;__main__&#39;</span><span class="p">:</span>
<span class="linenos">41</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>
</pre></div>
</div>
</div>
</section>
</section>
<section id="parallel-multiple-function-calling">
<h2>Parallel/ Multiple Function Calling<a class="headerlink" href="#parallel-multiple-function-calling" title="Link to this heading">#</a></h2>
<p>In more complex use cases, users may request multiple actions or need multiple APIs/functions to be called
simultaneously or sequentially. With Arch, you can handle these scenarios efficiently using parallel or multiple
function calling. This allows your application to engage in a broader range of interactions, such as updating
different datasets, triggering events across systems, or collecting results from multiple services in one prompt.</p>
<p>Arch-FC1B is built to manage these parallel tasks efficiently, ensuring low latency and high throughput, even
when multiple functions are invoked. It provides two mechanisms to handle these cases:</p>
<section id="step-1-define-multiple-function-targets">
<h3>Step 1: Define Multiple Function Targets<a class="headerlink" href="#step-1-define-multiple-function-targets" title="Link to this heading">#</a></h3>
<p>When enabling multiple function calling, define the prompt targets in a way that supports multiple functions or
API calls based on the user’s prompt. These targets can be triggered in parallel or sequentially, depending on
the user’s intent.</p>
<p>Example of Multiple Prompt Targets in YAML:</p>
<div class="literal-block-wrapper docutils container" id="id3">
<div class="code-block-caption"><span class="caption-text">Define prompt targets that can enable users to engage with API and backened functions of an app</span><a class="headerlink" href="#id3" title="Link to this code">#</a></div>
<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><span class="linenos"> 1</span><span class="nt">version</span><span class="p">:</span><span class="w"> </span><span class="s">&quot;0.1-beta&quot;</span>
<span class="linenos"> 2</span><span class="nt">listen</span><span class="p">:</span>
<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 | 0.0.0.0</span>
<span class="linenos"> 4</span><span class="w"> </span><span class="nt">port_value</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&#39;ll need to update the listener with tls_certificates</span>
<span class="linenos"> 5</span>
<span class="linenos"> 6</span><span class="nt">system_prompts</span><span class="p">:</span>
<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">network_assistant</span>
<span class="linenos"> 8</span><span class="w"> </span><span class="nt">content</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">You are a network assistant that just offers facts about the operational health of the network</span>
<span class="linenos"> 9</span>
<span class="linenos">10</span><span class="nt">llm_providers</span><span class="p">:</span>
<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="s">&quot;OpenAI&quot;</span>
<span class="linenos">12</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">$OPEN_AI_KEY</span>
<span class="linenos">13</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-4o</span>
<span class="linenos">14</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 class="linenos">15</span>
<span class="hll"><span class="linenos">16</span><span class="nt">prompt_targets</span><span class="p">:</span>
</span><span class="hll"><span class="linenos">17</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">reboot_devices</span>
</span><span class="hll"><span class="linenos">18</span><span class="w"> </span><span class="nt">description</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">&gt;</span>
</span><span class="hll"><span class="linenos">19</span><span class="w"> </span><span class="no">This prompt target handles user requests to reboot devices.</span>
</span><span class="hll"><span class="linenos">20</span><span class="w"> </span><span class="no">It ensures that when users request to reboot specific devices or device groups, the system processes the reboot commands accurately.</span>
</span><span class="hll"><span class="linenos">21</span>
</span><span class="hll"><span class="linenos">22</span><span class="w"> </span><span class="no">**Examples of user prompts:**</span>
</span><span class="hll"><span class="linenos">23</span>
</span><span class="hll"><span class="linenos">24</span><span class="w"> </span><span class="no">- &quot;Please reboot device 12345.&quot;</span>
</span><span class="hll"><span class="linenos">25</span><span class="w"> </span><span class="no">- &quot;Restart all devices in tenant group tenant-XYZ</span>
</span><span class="hll"><span class="linenos">26</span><span class="w"> </span><span class="no">- &quot;I need to reboot devices A, B, and C.&quot;</span>
</span><span class="hll"><span class="linenos">27</span>
</span><span class="hll"><span class="linenos">28</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_reboot</span>
</span><span class="hll"><span class="linenos">29</span><span class="w"> </span><span class="nt">parameters</span><span class="p">:</span>
</span><span class="hll"><span class="linenos">30</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="s">&quot;device_ids&quot;</span>
</span><span class="hll"><span class="linenos">31</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 class="w"> </span><span class="c1"># Options: integer | float | list | dictionary | set</span>
</span><span class="hll"><span class="linenos">32</span><span class="w"> </span><span class="nt">description</span><span class="p">:</span><span class="w"> </span><span class="s">&quot;A</span><span class="nv"> </span><span class="s">list</span><span class="nv"> </span><span class="s">of</span><span class="nv"> </span><span class="s">device</span><span class="nv"> </span><span class="s">identifiers</span><span class="nv"> </span><span class="s">(IDs)</span><span class="nv"> </span><span class="s">to</span><span class="nv"> </span><span class="s">reboot.&quot;</span>
</span><span class="hll"><span class="linenos">33</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 class="hll"><span class="linenos">34</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="s">&quot;device_group&quot;</span>
</span><span class="hll"><span class="linenos">35</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">string</span><span class="w"> </span><span class="c1"># Options: string | integer | float | list | dictionary | set</span>
</span><span class="hll"><span class="linenos">36</span><span class="w"> </span><span class="nt">description</span><span class="p">:</span><span class="w"> </span><span class="s">&quot;The</span><span class="nv"> </span><span class="s">name</span><span class="nv"> </span><span class="s">of</span><span class="nv"> </span><span class="s">the</span><span class="nv"> </span><span class="s">device</span><span class="nv"> </span><span class="s">group</span><span class="nv"> </span><span class="s">to</span><span class="nv"> </span><span class="s">reboot.&quot;</span>
</span><span class="hll"><span class="linenos">37</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 class="linenos">38</span>
<span class="linenos">39</span><span class="nt">prompt_endpoints</span><span class="p">:</span>
<span class="linenos">40</span><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="s">&quot;http://127.0.0.2&quot;</span>
<span class="linenos">41</span><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="s">&quot;http://127.0.0.1&quot;</span>
</pre></div>
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<i class="fa-solid fa-list"></i> Contents
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<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#single-function-call">Single Function Call</a><ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#step-1-define-prompt-targets-with-functions">Step 1: Define prompt targets with functions</a></li>
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#step-2-process-request-parameters-in-flask">Step 2: Process request parameters in Flask</a></li>
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<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#parallel-multiple-function-calling">Parallel/ Multiple Function Calling</a><ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#step-1-define-multiple-function-targets">Step 1: Define Multiple Function Targets</a></li>
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