Hugging Face Jobs

Running Workloads on Hugging Face Jobs

Run workloads on Hugging Face Jobs with managed CPUs, GPUs, TPUs, secrets, and Hub persistence.

When to Use

• The request matches the skill description: Run workloads on Hugging Face Jobs with managed CPUs, GPUs, TPUs, secrets, and Hub persistence.
• The task needs the implementation patterns, examples, validation checks, or edge cases listed in the topic map.
• The work would benefit from the complete guidance preserved in references/full-guidance.md.

Core Workflow

1. Confirm the request matches this skill's trigger, scope, and risk profile.
2. Use the topic map to identify the relevant pattern, checklist, or example before writing detailed guidance or code.
3. Load references/full-guidance.md when implementation details, examples, anti-patterns, validation checks, or edge cases are needed.
4. Apply only the relevant guidance instead of loading or repeating the entire reference by default.
5. Verify the result against any validation checks, limitations, security notes, or platform constraints in the reference.

Topic Map

• Overview
• When to Use This Skill
• Key Directives
• Prerequisites Checklist
• ✅ Account & Authentication
• ✅ Token Usage (See Token Usage section for details)
• Token Usage Guide
• Understanding Tokens
• When Tokens Are Required
• How to Provide Tokens to Jobs
• Using Tokens in Scripts
• Token Verification
• Common Token Issues
• Token Security Best Practices
• Complete Token Example
• Quick Start: Two Approaches
• Approach 1: UV Scripts (Recommended)
• Approach 2: Docker-Based Jobs

Reference Map

• references/full-guidance.md preserves the complete original guidance, including examples and detailed edge cases.

Limitations

• Use this skill only when the task clearly matches the scope described above.
• Do not treat the output as a substitute for environment-specific validation, testing, or expert review.
• Stop and ask for clarification if required inputs, permissions, safety boundaries, or success criteria are missing.

Progressive Loading

Keep this SKILL.md as the compact routing and workflow entrypoint. Load the reference file only when the user task requires the deeper implementation material.