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<title>hf-jobs - Run Workloads on Hugging Face Jobs</title>
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<h1>Agent Skill : hf-jobs</h1>
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<p><strong>Run any workload on Hugging Face Jobs.</strong></p>
<p>Use this skill when you want to run GPU/CPU workloads (batch inference, synthetic data generation, dataset stats, experiments) on Hugging Face Jobs, with correct token handling and result persistence back to the Hub.</p>
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<p><strong>Skill Name:</strong> hf-jobs</p>
<p><strong>Main Documentation:</strong> <a href="jobs/SKILL.md">jobs/SKILL.md</a></p>
<p><strong>Scripts Directory:</strong> <code>jobs/scripts/</code></p>
<p><strong>References Directory:</strong> <code>jobs/references/</code></p>
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<h2>Overview</h2>
<p>This skill focuses on running real workloads via Hugging Face Jobs. It includes ready-to-run UV scripts and guides for authentication (HF tokens), secrets vs env vars, timeouts, hardware selection, and pushing results to the Hub.</p>
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<h2>Core Documentation</h2>
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<a href="jobs/SKILL.md">SKILL.md</a>
<div class="file-path">jobs/SKILL.md</div>
<div class="file-description">Complete skill documentation (how to submit jobs, tokens/secrets, timeouts, persistence, and how to use the bundled scripts)</div>
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<h2>References</h2>
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<li>
<a href="jobs/references/token_usage.md">token_usage.md</a>
<div class="file-path">jobs/references/token_usage.md</div>
<div class="file-description">Token best practices: secrets vs env, permissions, common errors (401/403), and secure patterns</div>
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<li>
<a href="jobs/references/hub_saving.md">hub_saving.md</a>
<div class="file-path">jobs/references/hub_saving.md</div>
<div class="file-description">How to persist results: push datasets/models/files to the Hub (ephemeral job filesystem)</div>
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<li>
<a href="jobs/references/hardware_guide.md">hardware_guide.md</a>
<div class="file-path">jobs/references/hardware_guide.md</div>
<div class="file-description">Flavor selection guidance for CPU/GPU/TPU workloads</div>
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<li>
<a href="jobs/references/troubleshooting.md">troubleshooting.md</a>
<div class="file-path">jobs/references/troubleshooting.md</div>
<div class="file-description">Common failure modes (timeouts, missing deps, OOM, auth) and fixes</div>
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<h2>Scripts</h2>
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<a href="jobs/scripts/generate-responses.py">generate-responses.py</a>
<div class="file-path">jobs/scripts/generate-responses.py</div>
<div class="file-description">vLLM batch generation: load prompts/messages from a dataset, generate responses, push dataset + card to Hub</div>
</li>
<li>
<a href="jobs/scripts/cot-self-instruct.py">cot-self-instruct.py</a>
<div class="file-path">jobs/scripts/cot-self-instruct.py</div>
<div class="file-description">CoT Self-Instruct synthetic data generation (reasoning/instruction) + optional filtering, pushes dataset + card</div>
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<a href="jobs/scripts/finepdfs-stats.py">finepdfs-stats.py</a>
<div class="file-path">jobs/scripts/finepdfs-stats.py</div>
<div class="file-description">Polars streaming stats over Hub parquet (finepdfs-edu); optional upload of computed stats to a dataset repo</div>
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