pytorch-fsdp

Fully sharded data-parallel training for large models.

  • Distributed Training
  • PyTorch
  • FSDP
  • Data Parallel
  • Sharding
  • Mixed Precision
  • CPU Offloading
  • FSDP2
  • Large-Scale Training

Declared platforms: linux · macos

Install
npx skills add 'https://github.com/NousResearch/hermes-agent/tree/main/optional-skills/mlops/pytorch-fsdp'
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main · 24fd22bScanned 2026-09-15

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---name: pytorch-fsdpdescription: Fully sharded data-parallel training for large models.version: 1.0.0author: Orchestra Researchlicense: MITdependencies: [torch>=2.0, transformers]platforms: [linux, macos]metadata:  hermes:    tags: [Distributed Training, PyTorch, FSDP, Data Parallel, Sharding, Mixed Precision, CPU Offloading, FSDP2, Large-Scale Training] --- # Pytorch-Fsdp Skill Assistance with pytorch-fsdp development, generated from official documentation. ## When to Use This Skill This skill should be triggered when:- Working with pytorch-fsdp- Asking about pytorch-fsdp features or APIs- Implementing pytorch-fsdp solutions- Debugging pytorch-fsdp code- Learning pytorch-fsdp best practices ## Quick Reference The full common-patterns catalog (~157k chars of runnable FSDP snippets) lives in`references/common-patterns.md` — load it with `read_file` when you need wrapping,sharding-strategy, checkpoint, or mixed-precision examples. Start there rather thanreconstructing FSDP incantations from memory. ## Reference Files This skill includes comprehensive documentation in `references/`: - **other.md** - Other documentation Use `view` to read specific reference files when detailed information is needed. ## Working with This Skill ### For BeginnersStart with the getting_started or tutorials reference files for foundational concepts. ### For Specific FeaturesUse the appropriate category reference file (api, guides, etc.) for detailed information. ### For Code ExamplesThe quick reference section above contains common patterns extracted from the official docs. ## Resources ### references/Organized documentation extracted from official sources. These files contain:- Detailed explanations- Code examples with language annotations- Links to original documentation- Table of contents for quick navigation ### scripts/Add helper scripts here for common automation tasks. ### assets/Add templates, boilerplate, or example projects here. ## Notes - This skill was automatically generated from official documentation- Reference files preserve the structure and examples from source docs- Code examples include language detection for better syntax highlighting- Quick reference patterns are extracted from common usage examples in the docs ## Updating To refresh this skill with updated documentation:1. Re-run the scraper with the same configuration2. The skill will be rebuilt with the latest information   
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