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optional-skills/mlops/pytorch-fsdp/SKILL.md

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+---
+name: pytorch-fsdp
+description: Fully sharded data-parallel training for large models.
+version: 1.0.0
+author: Orchestra Research
+license: MIT
+dependencies: [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 than
+reconstructing 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 Beginners
+Start with the getting_started or tutorials reference files for foundational concepts.
+
+### For Specific Features
+Use the appropriate category reference file (api, guides, etc.) for detailed information.
+
+### For Code Examples
+The 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 configuration
+2. The skill will be rebuilt with the latest information
+
+