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adilhafeez 2025-01-11 00:39:16 +00:00
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@ -75,7 +75,7 @@
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@ -294,12 +294,12 @@ minutes. For additional details on how to build multi-turn RAG applications plea
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@ -75,7 +75,7 @@
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@ -75,7 +75,7 @@
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<div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
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@ -145,7 +145,7 @@
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@ -222,12 +222,12 @@ how to generate API keys for model serving</p>
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@ -75,7 +75,7 @@
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@ -145,7 +145,7 @@
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@ -401,12 +401,12 @@ This setup allows you to take advantage of Archs advanced traffic management
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@ -75,7 +75,7 @@
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<div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
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@ -145,7 +145,7 @@
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@ -401,12 +401,12 @@ processing request headers and then finalized by the HCM during post-request pro
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@ -75,7 +75,7 @@
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<div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
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@ -159,8 +159,13 @@
Engineered with purpose-built large language models (LLMs), Arch handles all the critical but undifferentiated tasks related to the handling and processing of prompts, including
detecting and rejecting jailbreak attempts, intelligently calling “backend” APIs to fulfill the users request represented in a prompt, routing to and offering disaster recovery
between upstream LLMs, and managing the observability of prompts and LLM interactions in a centralized way.</p>
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<figcaption>
<p><span class="caption-text">High-level network flow of where Arch Gateway sits in your agentic stack. Designed for both ingress and egress prompt traffic.</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></p>
</figcaption>
</figure>
<p><strong>The project was born out of the belief that:</strong></p>
<blockquote>
<div><p><em>Prompts are nuanced and opaque user requests, which require the same capabilities as traditional HTTP requests
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<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Arch Docs v0.1.8</span>
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@ -75,7 +75,7 @@
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<div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
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<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.8</span>
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@ -145,7 +145,7 @@
<div class="w-full min-w-0 mx-auto">
<nav aria-label="breadcrumbs" class="flex items-center mb-4 space-x-1 text-sm text-muted-foreground">
<a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../index.html">
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@ -158,6 +158,13 @@
<p>Welcome to Arch, the intelligent prompt gateway designed to help developers build <strong>fast</strong>, <strong>secure</strong>, and <strong>personalized</strong> generative AI apps at ANY scale.
In this documentation, you will learn how to quickly set up Arch to trigger API calls via prompts, apply prompt guardrails without writing any application-level logic,
simplify the interaction with upstream LLMs, and improve observability all while simplifying your application development process.</p>
<figure class="align-center" id="id2">
<a class="reference internal image-reference" href="../_images/arch_network_diagram_high_level.png"><img alt="../_images/arch_network_diagram_high_level.png" src="../_images/arch_network_diagram_high_level.png" style="width: 100%;"/>
</a>
<figcaption>
<p><span class="caption-text">High-level network flow of where Arch Gateway sits in your agentic stack. Designed for both ingress and egress prompt traffic.</span><a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#id2"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></p>
</figcaption>
</figure>
<section id="get-started">
<h2>Get Started<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#get-started" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#get-started'"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h2>
<p>This section introduces you to Arch and helps you get set up quickly:</p>
@ -322,12 +329,12 @@ simplify the interaction with upstream LLMs, and improve observability all while
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@ -75,7 +75,7 @@
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@ -145,7 +145,7 @@
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<nav aria-label="breadcrumbs" class="flex items-center mb-4 space-x-1 text-sm text-muted-foreground">
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<span class="hidden md:inline">Arch Docs v0.1.8</span>
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@ -171,7 +171,7 @@
</div>
<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><code><span id="line-1"><span class="gp">$ </span>python<span class="w"> </span>-m<span class="w"> </span>venv<span class="w"> </span>venv
</span><span id="line-2"><span class="gp">$ </span><span class="nb">source</span><span class="w"> </span>venv/bin/activate<span class="w"> </span><span class="c1"># On Windows, use: venv\Scripts\activate</span>
</span><span id="line-3"><span class="gp">$ </span>pip<span class="w"> </span>install<span class="w"> </span><span class="nv">archgw</span><span class="o">==</span><span class="m">0</span>.1.7
</span><span id="line-3"><span class="gp">$ </span>pip<span class="w"> </span>install<span class="w"> </span><span class="nv">archgw</span><span class="o">==</span><span class="m">0</span>.1.8
</span></code></pre></div>
</div>
</section>
@ -438,12 +438,12 @@
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<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2024, Katanemo Labs, Inc Last updated: Jan 08, 2025. </p>
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<div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
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<nav aria-label="breadcrumbs" class="flex items-center mb-4 space-x-1 text-sm text-muted-foreground">
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@ -223,27 +223,6 @@ Achieving performance on par with GPT-4, these models set a new benchmark in the
</tbody>
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</section>
<section id="supported-languages">
<h3>Supported Languages<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="#supported-languages" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#supported-languages'"><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>
<table class="docutils align-default" style="width: 100%">
<thead>
<tr class="row-odd"><th class="head"><p><strong>Language</strong></p></th>
<th class="head"><p><strong>Data Type</strong></p></th>
</tr>
</thead>
<tbody>
<tr class="row-even"><td><p>Python</p></td>
<td><p><code class="docutils literal notranslate"><span class="pre">int</span></code>, <code class="docutils literal notranslate"><span class="pre">str</span></code>, <code class="docutils literal notranslate"><span class="pre">float</span></code>, <code class="docutils literal notranslate"><span class="pre">bool</span></code>, <code class="docutils literal notranslate"><span class="pre">list</span></code>, <code class="docutils literal notranslate"><span class="pre">set</span></code>, <code class="docutils literal notranslate"><span class="pre">dict</span></code>, <code class="docutils literal notranslate"><span class="pre">tuple</span></code></p></td>
</tr>
<tr class="row-odd"><td><p>Java</p></td>
<td><p><code class="docutils literal notranslate"><span class="pre">byte</span></code>, <code class="docutils literal notranslate"><span class="pre">short</span></code>, <code class="docutils literal notranslate"><span class="pre">int</span></code>, <code class="docutils literal notranslate"><span class="pre">long</span></code>, <code class="docutils literal notranslate"><span class="pre">float</span></code>, <code class="docutils literal notranslate"><span class="pre">double</span></code>, <code class="docutils literal notranslate"><span class="pre">boolean</span></code>, <code class="docutils literal notranslate"><span class="pre">char</span></code>, <code class="docutils literal notranslate"><span class="pre">Array</span></code>, <code class="docutils literal notranslate"><span class="pre">ArrayList</span></code>, <code class="docutils literal notranslate"><span class="pre">Set</span></code>, <code class="docutils literal notranslate"><span class="pre">HashMap</span></code>, <code class="docutils literal notranslate"><span class="pre">Hashtable</span></code>, <code class="docutils literal notranslate"><span class="pre">Queue</span></code>, <code class="docutils literal notranslate"><span class="pre">Stack</span></code></p></td>
</tr>
<tr class="row-even"><td><p>Javascript</p></td>
<td><p><code class="docutils literal notranslate"><span class="pre">Number</span></code>, <code class="docutils literal notranslate"><span class="pre">Bigint</span></code>, <code class="docutils literal notranslate"><span class="pre">String</span></code>, <code class="docutils literal notranslate"><span class="pre">Boolean</span></code>, <code class="docutils literal notranslate"><span class="pre">Object</span></code>, <code class="docutils literal notranslate"><span class="pre">Array</span></code>, <code class="docutils literal notranslate"><span class="pre">Date</span></code></p></td>
</tr>
</tbody>
</table>
</section>
</section>
<section id="implementing-function-calling">
<h2>Implementing Function Calling<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#implementing-function-calling" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#implementing-function-calling'"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h2>
@ -251,8 +230,6 @@ Achieving performance on par with GPT-4, these models set a new benchmark in the
<section id="step-1-define-the-function">
<h3>Step 1: Define the Function<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#step-1-define-the-function" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#step-1-define-the-function'"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h3>
<p>First, create or identify the backend function you want Arch to call. This could be an API endpoint, a script, or any other executable backend logic.</p>
<div class="literal-block-wrapper docutils container" id="id3">
<div class="code-block-caption"><span class="caption-text">Example Function</span><a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#id3"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></div>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><code><span id="line-1"><span class="kn">import</span> <span class="nn">requests</span>
</span><span id="line-2">
</span><span id="line-3"><span class="k">def</span> <span class="nf">get_weather</span><span class="p">(</span><span class="n">location</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">unit</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">"fahrenheit"</span><span class="p">):</span>
@ -275,14 +252,13 @@ Achieving performance on par with GPT-4, these models set a new benchmark in the
</span><span id="line-20"><span class="nb">print</span><span class="p">(</span><span class="n">weather_info</span><span class="p">)</span>
</span></code></pre></div>
</div>
</div>
</section>
<section id="step-2-configure-prompt-targets">
<h3>Step 2: Configure Prompt Targets<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#step-2-configure-prompt-targets" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#step-2-configure-prompt-targets'"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h3>
<p>Next, map the function to a prompt target, defining the intent and parameters that Arch will extract from the users prompt.
Specify the parameters your function needs and how Arch should interpret these.</p>
<div class="literal-block-wrapper docutils container" id="id4">
<div class="code-block-caption"><span class="caption-text">Prompt Target Example Configuration</span><a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#id4"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></div>
<div class="literal-block-wrapper docutils container" id="id3">
<div class="code-block-caption"><span class="caption-text">Prompt Target Example Configuration</span><a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#id3"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></div>
<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><code><span id="line-1"><span class="nt">prompt_targets</span><span class="p">:</span>
</span><span id="line-2"><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">get_weather</span>
</span><span id="line-3"><span class="w"> </span><span class="nt">description</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Get the current weather for a location</span>
@ -304,62 +280,19 @@ Specify the parameters your function needs and how Arch should interpret these.<
</section>
<section id="step-3-arch-takes-over">
<h3>Step 3: Arch Takes Over<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#step-3-arch-takes-over" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#step-3-arch-takes-over'"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h3>
<p>Once you have defined the functions and configured the prompt targets, Arch takes care of the remaining work.
It will automatically validate parameters validate parameters and ensure that the required parameters (e.g., location) are present in the prompt, and add validation rules if necessary.
Here is ane example validation schema using the <a class="reference external" href="https://json-schema.org/docs" rel="nofollow noopener">jsonschema<svg fill="currentColor" height="1em" stroke="none" viewbox="0 96 960 960" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M188 868q-11-11-11-28t11-28l436-436H400q-17 0-28.5-11.5T360 336q0-17 11.5-28.5T400 296h320q17 0 28.5 11.5T760 336v320q0 17-11.5 28.5T720 696q-17 0-28.5-11.5T680 656V432L244 868q-11 11-28 11t-28-11Z"></path></svg></a> library</p>
<div class="literal-block-wrapper docutils container" id="id5">
<div class="code-block-caption"><span class="caption-text">Example Validation Schema</span><a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&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="#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>
<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>
</span><span id="line-2"><span class="kn">from</span> <span class="nn">jsonschema</span> <span class="kn">import</span> <span class="n">validate</span><span class="p">,</span> <span class="n">ValidationError</span>
</span><span id="line-3">
</span><span id="line-4"><span class="c1"># Define the JSON Schema for parameter validation</span>
</span><span id="line-5"><span class="n">weather_validation_schema</span> <span class="o">=</span> <span class="p">{</span>
</span><span id="line-6"> <span class="s2">"type"</span><span class="p">:</span> <span class="s2">"object"</span><span class="p">,</span>
</span><span id="line-7"> <span class="s2">"properties"</span><span class="p">:</span> <span class="p">{</span>
</span><span id="line-8"> <span class="s2">"location"</span><span class="p">:</span> <span class="p">{</span>
</span><span id="line-9"> <span class="s2">"type"</span><span class="p">:</span> <span class="s2">"string"</span><span class="p">,</span>
</span><span id="line-10"> <span class="s2">"minLength"</span><span class="p">:</span> <span class="mi">1</span><span class="p">,</span>
</span><span id="line-11"> <span class="s2">"description"</span><span class="p">:</span> <span class="s2">"The city and state, e.g. 'San Francisco, New York'"</span>
</span><span id="line-12"> <span class="p">},</span>
</span><span id="line-13"> <span class="s2">"unit"</span><span class="p">:</span> <span class="p">{</span>
</span><span id="line-14"> <span class="s2">"type"</span><span class="p">:</span> <span class="s2">"string"</span><span class="p">,</span>
</span><span id="line-15"> <span class="s2">"enum"</span><span class="p">:</span> <span class="p">[</span><span class="s2">"celsius"</span><span class="p">,</span> <span class="s2">"fahrenheit"</span><span class="p">],</span>
</span><span id="line-16"> <span class="s2">"description"</span><span class="p">:</span> <span class="s2">"The unit of temperature to return"</span>
</span><span id="line-17"> <span class="p">}</span>
</span><span id="line-18"> <span class="p">},</span>
</span><span id="line-19"> <span class="s2">"required"</span><span class="p">:</span> <span class="p">[</span><span class="s2">"location"</span><span class="p">],</span>
</span><span id="line-20"> <span class="s2">"additionalProperties"</span><span class="p">:</span> <span class="kc">False</span>
</span><span id="line-21"><span class="p">}</span>
</span><span id="line-22">
</span><span id="line-23"><span class="k">def</span> <span class="nf">get_weather</span><span class="p">(</span><span class="n">location</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">unit</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">"fahrenheit"</span><span class="p">):</span>
</span><span id="line-24"> <span class="c1"># Create the data object for validation</span>
</span><span id="line-25"> <span class="n">params</span> <span class="o">=</span> <span class="p">{</span>
</span><span id="line-26"> <span class="s2">"location"</span><span class="p">:</span> <span class="n">location</span><span class="p">,</span>
</span><span id="line-27"> <span class="s2">"unit"</span><span class="p">:</span> <span class="n">unit</span>
</span><span id="line-28"> <span class="p">}</span>
</span><span id="line-29">
</span><span id="line-30"> <span class="c1"># Validate parameters using JSON Schema</span>
</span><span id="line-31"> <span class="k">try</span><span class="p">:</span>
</span><span id="line-32"> <span class="n">validate</span><span class="p">(</span><span class="n">instance</span><span class="o">=</span><span class="n">params</span><span class="p">,</span> <span class="n">schema</span><span class="o">=</span><span class="n">weather_validation_schema</span><span class="p">)</span>
</span><span id="line-33"> <span class="k">except</span> <span class="n">ValidationError</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
</span><span id="line-34"> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">"Invalid input: </span><span class="si">{</span><span class="n">e</span><span class="o">.</span><span class="n">message</span><span class="si">}</span><span class="s2">"</span><span class="p">)</span>
</span><span id="line-35">
</span><span id="line-36"> <span class="c1"># Prepare the API request</span>
</span><span id="line-37"> <span class="n">api_server</span> <span class="o">=</span> <span class="s2">"https://api.yourweatherapp.com"</span>
</span><span id="line-38"> <span class="n">endpoint</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">"</span><span class="si">{</span><span class="n">api_server</span><span class="si">}</span><span class="s2">/weather"</span>
</span><span id="line-39">
</span><span id="line-40"> <span class="c1"># Make the API request</span>
</span><span id="line-41"> <span class="n">response</span> <span class="o">=</span> <span class="n">requests</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">endpoint</span><span class="p">,</span> <span class="n">params</span><span class="o">=</span><span class="n">params</span><span class="p">)</span>
</span><span id="line-42"> <span class="k">return</span> <span class="n">response</span><span class="o">.</span><span class="n">json</span><span class="p">()</span>
</span><span id="line-43">
</span><span id="line-44"><span class="c1"># Example usage</span>
</span><span id="line-45"><span class="n">weather_info</span> <span class="o">=</span> <span class="n">get_weather</span><span class="p">(</span><span class="s2">"Seattle, WA"</span><span class="p">,</span> <span class="s2">"celsius"</span><span class="p">)</span>
</span><span id="line-46"><span class="nb">print</span><span class="p">(</span><span class="n">weather_info</span><span class="p">)</span>
</span></code></pre></div>
</div>
</div>
<p>Once the functions are called, Arch formats the response and deliver back to users.
By completing these setup steps, you enable Arch to manage the process from validation to response, ensuring users receive consistent, reliable results.</p>
<p>Once you have defined the functions and configured the prompt targets, Arch Gateway takes care of the remaining work.
It will automatically validate parameters, and ensure that the required parameters (e.g., location) are present in the prompt, and add validation rules if necessary.</p>
<figure class="align-center" id="id4">
<a class="reference internal image-reference" href="../_images/arch_network_diagram_high_level.png"><img alt="../_images/arch_network_diagram_high_level.png" src="../_images/arch_network_diagram_high_level.png" style="width: 100%;"/>
</a>
<figcaption>
<p><span class="caption-text">High-level network flow of where Arch Gateway sits in your agentic stack. Managing incoming and outgoing prompt traffic</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>
<p>Once a downstream function (API) is called, Arch Gateway takes the response and sends it an upstream LLM to complete the request (for summarization, Q/A, text generation tasks).
For more details on how Arch Gateway enables you to centralize usage of LLMs, please read <a class="reference internal" href="../concepts/llm_provider.html#llm-provider"><span class="std std-ref">LLM providers</span></a>.</p>
<p>By completing these steps, you enable Arch to manage the process from validation to response, ensuring users receive consistent, reliable results - and that you are focused
on the stuff that matters most.</p>
</section>
</section>
<section id="example-use-cases">
@ -410,7 +343,6 @@ By completing these setup steps, you enable Arch to manage the process from vali
<li><a :data-current="activeSection === '#function-calling-workflow'" class="reference internal" href="#function-calling-workflow">Function Calling Workflow</a></li>
<li><a :data-current="activeSection === '#arch-function'" class="reference internal" href="#arch-function">Arch-Function</a><ul>
<li><a :data-current="activeSection === '#key-features'" class="reference internal" href="#key-features">Key Features</a></li>
<li><a :data-current="activeSection === '#supported-languages'" class="reference internal" href="#supported-languages">Supported Languages</a></li>
</ul>
</li>
<li><a :data-current="activeSection === '#implementing-function-calling'" class="reference internal" href="#implementing-function-calling">Implementing Function Calling</a><ul>
@ -429,12 +361,12 @@ By completing these setup steps, you enable Arch to manage the process from vali
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@ -75,7 +75,7 @@
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@ -241,12 +241,12 @@ Access logs can be exported to centralized logging systems (e.g., ELK stack or F
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@ -75,7 +75,7 @@
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@ -253,12 +253,12 @@ are some sample configuration files for both, respectively.</p>
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@ -75,7 +75,7 @@
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