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<li class="toctree-l2"><a class="reference internal" href="../concepts/tech_overview/terminology.html">Terminology</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../concepts/tech_overview/threading_model.html">Threading Model</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../concepts/tech_overview/listener.html">Listener</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../concepts/tech_overview/prompt.html">Prompts</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../concepts/tech_overview/model_serving.html">Model Serving</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../concepts/tech_overview/prompt.html">Prompt</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../concepts/tech_overview/request_lifecycle.html">Request Lifecycle</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../concepts/tech_overview/error_target.html">Error Target</a></li>
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</ul>
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</li>
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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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@ -128,7 +129,6 @@
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<p class="caption" role="heading"><span class="caption-text">Resources</span></p>
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<ul>
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<li class="toctree-l1"><a class="reference internal" href="../resources/configuration_reference.html">Configuration Reference</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../resources/error_target.html">Error Targets</a></li>
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</ul>
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</nav>
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</div>
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@ -248,7 +248,7 @@ Achieving performance on par with GPT-4, these models set a new benchmark in the
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<p>Here’s a step-by-step guide to configuring function calling within your Arch setup:</p>
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<section id="step-1-define-the-function">
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<h3>Step 1: Define the Function<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() => $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#step-1-define-the-function" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#step-1-define-the-function'"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h3>
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<p>Create or identify the backend function you want Arch to call. This could be an API endpoint, a script, or any other executable backend logic.</p>
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<p>First, create or identify the backend function you want Arch to call. This could be an API endpoint, a script, or any other executable backend logic.</p>
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<div class="literal-block-wrapper docutils container" id="id3">
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<div class="code-block-caption"><span class="caption-text">Example Function</span><a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() => $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#id3"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></div>
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<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><code><span id="line-1"><span class="kn">import</span> <span class="nn">requests</span>
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@ -277,9 +277,10 @@ Achieving performance on par with GPT-4, these models set a new benchmark in the
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</section>
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<section id="step-2-configure-prompt-targets">
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<h3>Step 2: Configure Prompt Targets<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() => $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#step-2-configure-prompt-targets" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#step-2-configure-prompt-targets'"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h3>
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<p>Map the function to a prompt target, defining the intent and parameters that Arch will extract from the user’s prompt.</p>
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<p>Next, map the function to a prompt target, defining the intent and parameters that Arch will extract from the user’s prompt.
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Specify the parameters your function needs and how Arch should interpret these.</p>
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<div class="literal-block-wrapper docutils container" id="id4">
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<div class="code-block-caption"><span class="caption-text">Example Config</span><a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() => $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#id4"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></div>
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<div class="code-block-caption"><span class="caption-text">Prompt Target Example Configuration</span><a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() => $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#id4"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></div>
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<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><code><span id="line-1"><span class="nt">prompt_targets</span><span class="p">:</span>
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</span><span id="line-2"><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">get_weather</span>
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</span><span id="line-3"><span class="w"> </span><span class="nt">description</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Get the current weather for a location</span>
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@ -299,9 +300,10 @@ Achieving performance on par with GPT-4, these models set a new benchmark in the
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</div>
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</div>
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</section>
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<section id="step-3-validate-parameters">
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<h3>Step 3: Validate Parameters<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() => $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#step-3-validate-parameters" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#step-3-validate-parameters'"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h3>
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<p>Arch will validate parameters and ensure that the required parameters (e.g., location) are present in the prompt, and add validation rules if necessary.
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<section id="step-3-arch-takes-over">
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<h3>Step 3: Arch Takes Over<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() => $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#step-3-arch-takes-over" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#step-3-arch-takes-over'"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h3>
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<p>Once you have defined the functions and configured the prompt targets, Arch takes care of the remaining work.
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It will automatically validate parameters validate parameters and ensure that the required parameters (e.g., location) are present in the prompt, and add validation rules if necessary.
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Here is ane example validation schema using the <a class="reference external" href="https://json-schema.org/docs" rel="nofollow noopener">jsonschema<svg fill="currentColor" height="1em" stroke="none" viewbox="0 96 960 960" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M188 868q-11-11-11-28t11-28l436-436H400q-17 0-28.5-11.5T360 336q0-17 11.5-28.5T400 296h320q17 0 28.5 11.5T760 336v320q0 17-11.5 28.5T720 696q-17 0-28.5-11.5T680 656V432L244 868q-11 11-28 11t-28-11Z"></path></svg></a> library</p>
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<div class="literal-block-wrapper docutils container" id="id5">
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<div class="code-block-caption"><span class="caption-text">Example Validation Schema</span><a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() => $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#id5"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></div>
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@ -354,11 +356,8 @@ Here is ane example validation schema using the <a class="reference external" hr
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</span></code></pre></div>
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</div>
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</div>
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</section>
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<section id="step-4-execute-and-return-the-response">
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<h3>Step 4: Execute and Return the Response<a @click.prevent="window.navigator.clipboard.writeText($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-4-execute-and-return-the-response" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#step-4-execute-and-return-the-response'"><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>
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<p>Once the function is called, format the response and send it back to Arch-Function.
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Next, Arch-Function provides users with coherent and user-friendly responses.</p>
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<p>Once the functions are called, Arch formats the response and deliver back to users.
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By completing these setup steps, you enable Arch to manage the process from validation to response, ensuring users receive consistent, reliable results.</p>
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</section>
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</section>
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<section id="example-use-cases">
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@ -415,8 +414,7 @@ Next, Arch-Function provides users with coherent and user-friendly responses.</p
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<li><a :data-current="activeSection === '#implementing-function-calling'" class="reference internal" href="#implementing-function-calling">Implementing Function Calling</a><ul>
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<li><a :data-current="activeSection === '#step-1-define-the-function'" class="reference internal" href="#step-1-define-the-function">Step 1: Define the Function</a></li>
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<li><a :data-current="activeSection === '#step-2-configure-prompt-targets'" class="reference internal" href="#step-2-configure-prompt-targets">Step 2: Configure Prompt Targets</a></li>
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<li><a :data-current="activeSection === '#step-3-validate-parameters'" class="reference internal" href="#step-3-validate-parameters">Step 3: Validate Parameters</a></li>
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<li><a :data-current="activeSection === '#step-4-execute-and-return-the-response'" class="reference internal" href="#step-4-execute-and-return-the-response">Step 4: Execute and Return the Response</a></li>
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<li><a :data-current="activeSection === '#step-3-arch-takes-over'" class="reference internal" href="#step-3-arch-takes-over">Step 3: Arch Takes Over</a></li>
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</ul>
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</li>
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<li><a :data-current="activeSection === '#example-use-cases'" class="reference internal" href="#example-use-cases">Example Use Cases</a></li>
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