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<title>Monitoring | Arch Docs v0.1.5</title>
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</a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
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<div class="hidden mr-4 md:flex">
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<a class="flex items-center mr-6" href="../../index.html">
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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 v0.1.5</span>
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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 v0.1.7</span>
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<path d="M152.587 825.087q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440Zm0-203.587q-19.152 0-32.326-13.174T107.087 576q0-19.152 13.174-32.326t32.326-13.174h320q19.152 0 32.326 13.174T518.087 576q0 19.152-13.174 32.326T472.587 621.5h-320Zm0-203.587q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440ZM708.913 576l112.174 112.174q12.674 12.674 12.674 31.826t-12.674 31.826Q808.413 764.5 789.261 764.5t-31.826-12.674l-144-144Q600 594.391 600 576t13.435-31.826l144-144q12.674-12.674 31.826-12.674t31.826 12.674q12.674 12.674 12.674 31.826t-12.674 31.826L708.913 576Z"></path>
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</header>
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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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<a class="!justify-start text-sm md:!hidden bg-background" href="../../index.html">
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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 v0.1.5</span>
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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>
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</ul>
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<p class="caption" role="heading"><span class="caption-text">Build with Arch</span></p>
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<ul>
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<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/agent.html">Agentic Workflow</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/rag.html">RAG Application</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/agent.html">Agentic Apps</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/rag.html">RAG Apps</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/multi_turn.html">Multi-Turn</a></li>
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</ul>
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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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<div class="w-full min-w-0 mx-auto">
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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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<a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../../index.html">
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<span class="hidden md:inline">Arch Docs v0.1.5</span>
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<span class="hidden md:inline">Arch Docs v0.1.7</span>
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</svg>
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@ -155,10 +156,72 @@
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<div id="content" role="main">
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<section id="monitoring">
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<span id="id1"></span><h1>Monitoring<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="#monitoring"><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>
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<p>Arch offers several monitoring metrics that help you understand three critical aspects of your application:
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latency, token usage, and error rates by an upstream LLM provider. Latency measures the speed at which your
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application is responding to users, which includes metrics like time to first token (TFT), time per output
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token (TOT) metrics, and the total latency as perceived by users.</p>
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<p><a class="reference external" href="https://opentelemetry.io/" rel="nofollow noopener">OpenTelemetry<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> is an open-source observability framework providing APIs
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||||
and instrumentation for generating, collecting, processing, and exporting telemetry data, such as traces,
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||||
metrics, and logs. Its flexible design supports a wide range of backends and seamlessly integrates with
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||||
modern application tools.</p>
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||||
<p>Arch acts a <em>source</em> for several monitoring metrics related to <strong>prompts</strong> and <strong>LLMs</strong> natively integrated
|
||||
via <a class="reference external" href="https://opentelemetry.io/" rel="nofollow noopener">OpenTelemetry<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 help you understand three critical aspects of your application:
|
||||
latency, token usage, and error rates by an upstream LLM provider. Latency measures the speed at which your application
|
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is responding to users, which includes metrics like time to first token (TFT), time per output token (TOT) metrics, and
|
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the total latency as perceived by users. Below are some screenshots how Arch integrates natively with tools like
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||||
<a class="reference external" href="https://grafana.com/grafana/dashboards/" rel="nofollow noopener">Grafana<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> via <a class="reference external" href="https://prometheus.io/" rel="nofollow noopener">Promethus<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></p>
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||||
<section id="metrics-dashboard-via-grafana">
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||||
<h2>Metrics Dashboard (via Grafana)<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() => $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#metrics-dashboard-via-grafana" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#metrics-dashboard-via-grafana'"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h2>
|
||||
<a class="reference internal image-reference" href="../../_images/llm-request-metrics.png"><img alt="../../_images/llm-request-metrics.png" class="align-center" src="../../_images/llm-request-metrics.png" style="width: 100%;"/>
|
||||
</a>
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||||
<a class="reference internal image-reference" href="../../_images/input-token-metrics.png"><img alt="../../_images/input-token-metrics.png" class="align-center" src="../../_images/input-token-metrics.png" style="width: 100%;"/>
|
||||
</a>
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||||
<a class="reference internal image-reference" href="../../_images/output-token-metrics.png"><img alt="../../_images/output-token-metrics.png" class="align-center" src="../../_images/output-token-metrics.png" style="width: 100%;"/>
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</a>
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</section>
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<section id="configure-monitoring">
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<h2>Configure Monitoring<a @click.prevent="window.navigator.clipboard.writeText($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="#configure-monitoring" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#configure-monitoring'"><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>Arch gateway publishes stats endpoint at <a class="reference external" href="http://localhost:19901/stats" rel="nofollow noopener">http://localhost:19901/stats<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>. As noted above, Arch is a source for metrics. To view and manipulate dashbaords, you will
|
||||
need to configiure <a class="reference external" href="https://prometheus.io/" rel="nofollow noopener">Promethus<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> (as a metrics store) and <a class="reference external" href="https://grafana.com/grafana/dashboards/" rel="nofollow noopener">Grafana<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> for dashboards. Below
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are some sample configuration files for both, respectively.</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">Sample prometheus.yaml config file</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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<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><code><span id="line-1"><span class="nt">global</span><span class="p">:</span>
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</span><span id="line-2"><span class="nt">scrape_interval</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">15s</span>
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</span><span id="line-3"><span class="nt">scrape_timeout</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">10s</span>
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</span><span id="line-4"><span class="nt">evaluation_interval</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">15s</span>
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</span><span id="line-5"><span class="nt">alerting</span><span class="p">:</span>
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</span><span id="line-6"><span class="nt">alertmanagers</span><span class="p">:</span>
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</span><span id="line-7"><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">static_configs</span><span class="p">:</span>
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</span><span id="line-8"><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">targets</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">[]</span>
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||||
</span><span id="line-9"><span class="w"> </span><span class="nt">scheme</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">http</span>
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||||
</span><span id="line-10"><span class="w"> </span><span class="nt">timeout</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">10s</span>
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||||
</span><span id="line-11"><span class="w"> </span><span class="nt">api_version</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">v2</span>
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||||
</span><span id="line-12"><span class="nt">scrape_configs</span><span class="p">:</span>
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||||
</span><span id="line-13"><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">job_name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">archgw</span>
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||||
</span><span id="line-14"><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">honor_timestamps</span><span class="p p-Indicator">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">true</span>
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||||
</span><span id="line-15"><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">scrape_interval</span><span class="p p-Indicator">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">15s</span>
|
||||
</span><span id="line-16"><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">scrape_timeout</span><span class="p p-Indicator">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">10s</span>
|
||||
</span><span id="line-17"><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">metrics_path</span><span class="p p-Indicator">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">/stats</span>
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||||
</span><span id="line-18"><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">scheme</span><span class="p p-Indicator">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">http</span>
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</span><span id="line-19"><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">static_configs</span><span class="p p-Indicator">:</span>
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</span><span id="line-20"><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">targets</span><span class="p">:</span>
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||||
</span><span id="line-21"><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">host.docker.internal:19901</span>
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</span><span id="line-22"><span class="w"> </span><span class="nt">params</span><span class="p">:</span>
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||||
</span><span id="line-23"><span class="w"> </span><span class="nt">format</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">[</span><span class="s">"prometheus"</span><span class="p p-Indicator">]</span>
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||||
</span></code></pre></div>
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||||
</div>
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</div>
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<div class="literal-block-wrapper docutils container" id="id6">
|
||||
<div class="code-block-caption"><span class="caption-text">Sample grafana datasource.yaml config file</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="#id6"><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">apiVersion</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">1</span>
|
||||
</span><span id="line-2"><span class="nt">datasources</span><span class="p">:</span>
|
||||
</span><span id="line-3"><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">Prometheus</span>
|
||||
</span><span id="line-4"><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">type</span><span class="p p-Indicator">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">prometheus</span>
|
||||
</span><span id="line-5"><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">url</span><span class="p p-Indicator">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">http://prometheus:9090</span>
|
||||
</span><span id="line-6"><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">isDefault</span><span class="p p-Indicator">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">true</span>
|
||||
</span><span id="line-7"><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">access</span><span class="p p-Indicator">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">proxy</span>
|
||||
</span><span id="line-8"><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">editable</span><span class="p p-Indicator">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">true</span>
|
||||
</span></code></pre></div>
|
||||
</div>
|
||||
</div>
|
||||
</section>
|
||||
</section>
|
||||
</div><div class="flex justify-between items-center pt-6 mt-12 border-t border-border gap-4">
|
||||
<div class="mr-auto">
|
||||
|
|
@ -177,18 +240,25 @@ token (TOT) metrics, and the total latency as perceived by users.</p>
|
|||
</svg>
|
||||
</a>
|
||||
</div>
|
||||
</div></div>
|
||||
</div></div><aside class="hidden text-sm xl:block" id="right-sidebar">
|
||||
<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 === '#metrics-dashboard-via-grafana'" class="reference internal" href="#metrics-dashboard-via-grafana">Metrics Dashboard (via Grafana)</a></li>
|
||||
<li><a :data-current="activeSection === '#configure-monitoring'" class="reference internal" href="#configure-monitoring">Configure Monitoring</a></li>
|
||||
</ul>
|
||||
</div>
|
||||
</aside>
|
||||
</main>
|
||||
</div>
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||||
</div><footer class="py-6 border-t border-border md:py-0">
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|
||||
<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2024, Katanemo Labs, Inc Last updated: Dec 12, 2024. </p>
|
||||
<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2024, Katanemo Labs, Inc Last updated: Dec 20, 2024. </p>
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</div>
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</div>
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</footer>
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</div>
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<script src="../../_static/documentation_options.js?v=10d53aa0"></script>
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<script src="../../_static/documentation_options.js?v=d94a9a28"></script>
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<script src="../../_static/doctools.js?v=9bcbadda"></script>
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