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</button>
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`);
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</script>
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<div id="jb-print-docs-body" class="onlyprint">
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<h1>Model Serving</h1>
|
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<!-- Table of contents -->
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<div id="jb-print-toc">
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<div>
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<h2> Contents </h2>
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</div>
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<nav aria-label="Page">
|
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<ul class="visible nav section-nav flex-column">
|
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<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#local-serving-cpu-moderate">Local Serving (CPU - Moderate)</a></li>
|
|||
|
|
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#local-serving-gpu-fast">Local Serving (GPU- Fast)</a></li>
|
|||
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<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#cloud-serving-gpu-blazing-fast">Cloud Serving (GPU - Blazing Fast)</a></li>
|
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|
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</ul>
|
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</nav>
|
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<div id="searchbox"></div>
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<article class="bd-article">
|
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<section id="model-serving">
|
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<span id="arch-model-serving"></span><h1>Model Serving<a class="headerlink" href="#model-serving" title="Link to this heading">#</a></h1>
|
|||
|
|
<p>Arch is a set of <strong>two</strong> self-contained processes that are designed to run alongside your application
|
|||
|
|
servers (or on a separate host connected via a network). The first process is designated to manage low-level
|
|||
|
|
networking and HTTP related comcerns, and the other process is for <strong>model serving</strong>, which helps Arch make
|
|||
|
|
intelligent decisions about the incoming prompts. The model server is designed to call the purpose-built
|
|||
|
|
<a class="reference internal" href="../../../llms/llms.html#llms-in-arch"><span class="std std-ref">LLMs</span></a> in Arch.</p>
|
|||
|
|
<a class="reference internal image-reference" href="../../../_images/arch-system-architecture.jpg"><img alt="../../../_images/arch-system-architecture.jpg" class="align-center" src="../../../_images/arch-system-architecture.jpg" style="width: 50%;" />
|
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</a>
|
|||
|
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<hr class="docutils" />
|
|||
|
|
<p>Arch’ is designed to be deployed in your cloud VPC, on a on-premises host, and can work on devices that don’t
|
|||
|
|
have a GPU. Note, GPU devices are need for fast and cost-efficient use, so that Arch (model server, specifically)
|
|||
|
|
can process prompts quickly and forward control back to the applicaton host. There are three modes in which Arch
|
|||
|
|
can be configured to run its <strong>model server</strong> subsystem:</p>
|
|||
|
|
<section id="local-serving-cpu-moderate">
|
|||
|
|
<h2>Local Serving (CPU - Moderate)<a class="headerlink" href="#local-serving-cpu-moderate" title="Link to this heading">#</a></h2>
|
|||
|
|
<p>The following bash commands enable you to configure the model server subsystem in Arch to run local on device
|
|||
|
|
and only use CPU devices. This will be the slowest option but can be useful in dev/test scenarios where GPUs
|
|||
|
|
might not be available.</p>
|
|||
|
|
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>archgw<span class="w"> </span>up<span class="w"> </span>--local<span class="w"> </span>-cpu
|
|||
|
|
</pre></div>
|
|||
|
|
</div>
|
|||
|
|
</section>
|
|||
|
|
<section id="local-serving-gpu-fast">
|
|||
|
|
<h2>Local Serving (GPU- Fast)<a class="headerlink" href="#local-serving-gpu-fast" title="Link to this heading">#</a></h2>
|
|||
|
|
<p>The following bash commands enable you to configure the model server subsystem in Arch to run locally on the
|
|||
|
|
machine and utilize the GPU available for fast inference across all model use cases, including function calling
|
|||
|
|
guardails, etc.</p>
|
|||
|
|
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>archgw<span class="w"> </span>up<span class="w"> </span>--local
|
|||
|
|
</pre></div>
|
|||
|
|
</div>
|
|||
|
|
</section>
|
|||
|
|
<section id="cloud-serving-gpu-blazing-fast">
|
|||
|
|
<h2>Cloud Serving (GPU - Blazing Fast)<a class="headerlink" href="#cloud-serving-gpu-blazing-fast" title="Link to this heading">#</a></h2>
|
|||
|
|
<p>The command below instructs Arch to intelligently use GPUs locally for fast intent detection, but default to
|
|||
|
|
cloud serving for function calling and guardails scenarios to dramatically improve the speed and overall performance
|
|||
|
|
of your applications.</p>
|
|||
|
|
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>archgw<span class="w"> </span>up
|
|||
|
|
</pre></div>
|
|||
|
|
</div>
|
|||
|
|
<div class="admonition note">
|
|||
|
|
<p class="admonition-title">Note</p>
|
|||
|
|
<p>Arch’s model serving in the cloud is priced at $0.05M/token (156x cheaper than GPT-4o) with averlage latency
|
|||
|
|
of 200ms (10x faster than GPT-4o). Please refer to our <a class="reference internal" href="../../../getting_started/getting_started.html#getting-started"><span class="std std-ref">getting started guide</span></a> to know
|
|||
|
|
how to generate API keys for model serving</p>
|
|||
|
|
</div>
|
|||
|
|
</section>
|
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</section>
|
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<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#cloud-serving-gpu-blazing-fast">Cloud Serving (GPU - Blazing Fast)</a></li>
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