🐛 Pytorch Fsdp2
This skill helps you integrate PyTorch FSDP2 into training scripts with correct initialization, sharding, mixed precision, and DTensor-based checkpointing.
npx playbooks add skill orchestra-research/ai-research-skills --skill pytorch-fsdp2
About Pytorch Fsdp2
This skill helps you integrate PyTorch FSDP2 into training scripts with correct initialization, sharding, mixed precision, and DTensor-based checkpointing.
The 19-word prompt provides structured debugging guidance — covering detailed methodology and consistent output formats. Install it in one command.
Use Cases
- Systematically diagnosing production errors and crashes
- Tracing memory leaks and performance bottlenecks
- Debugging async race conditions and concurrency issues
- Root-cause analysis with structured logging
Example Prompts
System Prompt (19 words)
This skill helps you integrate PyTorch FSDP2 into training scripts with correct initialization, sharding, mixed precision, and DTensor-based checkpointing.
Frequently Asked Questions
What is Pytorch Fsdp2?
Pytorch Fsdp2 is a free debugging skill for AI coding agents. This skill helps you integrate PyTorch FSDP2 into training scripts with correct initialization, sharding, mixed precision, and DTensor-based checkpointing.. It provides a specialized system prompt that configures your agent with debugging expertise.
How do I use Pytorch Fsdp2 with Claude Code?
Run npx playbooks add skill orchestra-research/ai-research-skills --skill pytorch-fsdp2 in your terminal to install Pytorch Fsdp2 into your Claude Code session. It works immediately after installation.
Which AI coding agents work with Pytorch Fsdp2?
Pytorch Fsdp2 is compatible with Claude Code, Cursor, GitHub Copilot, Windsurf, OpenClaw, Cline, and any AI agent that supports custom system prompts or .cursorrules files.
Is Pytorch Fsdp2 free to use?
Yes, Pytorch Fsdp2 is completely free and open source. The full source is available on GitHub at https://github.com/orchestra-research/ai-research-skills/tree/main/08-distributed-training/pytorch-fsdp2. You only need a subscription to the AI agent you use it with.
