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    <title>Exceeded on ErrorVault — Developer Error Code Dictionary</title>
    <link>https://errorvault.dev/tags/exceeded/</link>
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      <title>Fix clw-gpu-limit-exceeded: GPU Resource Quota Exceeded in OpenClaw</title>
      <link>https://errorvault.dev/openclaw/openclaw-clw-gpu-limit-exceeded-gpu-quota-exceeded/</link>
      <pubDate>Fri, 07 Aug 2026 22:20:04 +0800</pubDate>
      <guid>https://errorvault.dev/openclaw/openclaw-clw-gpu-limit-exceeded-gpu-quota-exceeded/</guid>
      <description>&lt;h2 id=&#34;1-symptoms&#34;&gt;1. Symptoms&lt;/h2&gt;&#xA;&lt;p&gt;The &lt;code&gt;clw-gpu-limit-exceeded&lt;/code&gt; error manifests when a workload attempts to utilize more GPU compute resources than are available within your OpenClaw account quota. This error typically surfaces during job submission, container deployment, or when scaling GPU-accelerated workloads.&lt;/p&gt;&#xA;&lt;h3 id=&#34;shell-output-indicators&#34;&gt;Shell Output Indicators&lt;/h3&gt;&#xA;&lt;p&gt;When attempting to launch a GPU-accelerated workload, you may encounter output similar to the following:&lt;/p&gt;&#xA;&lt;div class=&#34;highlight&#34;&gt;&lt;pre tabindex=&#34;0&#34; style=&#34;color:#f8f8f2;background-color:#282a36;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;&#34;&gt;&lt;code class=&#34;language-fallback&#34; data-lang=&#34;fallback&#34;&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;$ clw job submit --gpus 4 --image tensorflow:latest --command &amp;#34;python train.py&amp;#34;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;Error: clw-gpu-limit-exceeded&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;Message: Requested 4 GPUs but only 2 available in quota. Current usage: 2/2 GPUs allocated.&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;Quota Details:&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;  - Total GPU quota: 2&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;  - Currently in use: 2&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;  - Requested: 4&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;  - Available: 0&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;Suggestion: Reduce GPU request, wait for running jobs to complete, or request a quota increase via the OpenClaw console.&#xA;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;h3 id=&#34;additional-symptoms&#34;&gt;Additional Symptoms&lt;/h3&gt;&#xA;&lt;p&gt;Beyond the command-line output, you may observe the following indicators that suggest a GPU limit issue:&lt;/p&gt;</description>
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