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ZeroGPU Gradio demos: rules and patterns v1.0.0

Use this resource to write or fix a Gradio demo on ZeroGPU

New

  • 379 downloads
  • 189 likes
  • 231 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install zerogpu-gradio-demo-rules

With no option, the skill goes to ~/.agents/skills/; add --agent claude-code (or codex, cursor…) to target an agent.

First time: connect the CLI with

npx --yes palatekit@latest login

The agent applies the ZeroGPU rules: the @spaces.GPU decorator, duration and quotas, the CUDA availability model, serialization across processes and build constraints. It avoids patterns that fail in this environment and proposes variants that work.

Mostly picked by

Updated November 2, 2026

Card for the “ZeroGPU Gradio demos: rules and patterns” skill

Details

Works in
Install guides
Generates with
Your agent's model
Licence
Apache-2.0

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What you get

  • SKILL.md: basic pattern, CUDA model and duration tuning
  • references/cuda-and-deps.md: dependencies and build constraints
  • references/concurrency.md: concurrent access and gr.State

Good fit for

  • A Gradio demo raises a PicklingError on ZeroGPU
  • You want to tune compute duration without exhausting the quota

Not for

    Tags

    • ZeroGPU
    • Gradio
    • CUDA
    • quota

    About

    You say

    “My inference function fails on ZeroGPU with a serialization error: fix it.”

    Card for the “ZeroGPU Gradio demos: rules and patterns” skill

    Skill published by huggingface under the Apache-2.0 license, delivered in its original version.

    Show more

    How to use it

    1. Install the skill in your agent's skills folder
    2. Ask your agent to write or fix a Gradio demo on ZeroGPU
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE11.3 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • references/concurrency.md2.6 KB
    • references/cuda-and-deps.md4.8 KB
    • references/how-quota-works.md3.9 KB
    • references/how-zerogpu-works.md4.8 KB
    • SKILL.md18.1 KB

    Origin and licence

    Listed unmodified

    Author
    huggingface
    Source
    github.com/huggingface/skills/tree/fabc634a893f62ad5c2039830397efa35fa62715/skills/huggingface-zerogpu
    Licence
    Apache-2.0

    Notice

    « huggingface-zerogpu » (huggingface, Apache-2.0) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

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