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Distributed training with PyTorch FSDP v1.0.0

Use this resource to set up distributed training with PyTorch FSDP

New

  • 347 downloads
  • 189 likes
  • 180 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install pytorch-fsdp-training

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 helps configure PyTorch FSDP to shard model parameters across several GPUs, with mixed precision, CPU offloading and FSDP2. It relies on reference files built from the official documentation.

Mostly picked by

Updated November 2, 2026

Card for the “Distributed training with PyTorch FSDP” skill

Details

Works in
Install guides
Generates with
Your agent's model
Licence
MIT

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What you get

  • SKILL.md: common patterns and FSDP usage
  • references/index.md: index of the reference documentation
  • references/other.md: additional reference pages

Good fit for

  • Your model no longer fits in the memory of a single GPU
  • You want to cut training memory with mixed precision

Not for

    Tags

    • pytorch
    • fsdp
    • distributed training

    About

    You say

    “Configure FSDP to train this model on four GPUs with mixed precision and CPU offloading.”

    Card for the “Distributed training with PyTorch FSDP” skill

    Skill published by Orchestra Research under the MIT 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 set up distributed training with PyTorch FSDP
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE1.2 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • references/index.md0.1 KB
    • references/other.md333.4 KB
    • SKILL.md156.5 KB

    Origin and licence

    Listed unmodified

    Author
    Orchestra Research
    Source
    github.com/ovachiever/droid-tings/tree/7acd12a7547ded8f801615e69c3b881a584ce323/skills/pytorch-fsdp
    Licence
    MIT

    Notice

    « pytorch-fsdp » (Orchestra Research, MIT) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

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