This handles DeepSpeed's distributed training stack when you're scaling models beyond single GPU limits. You get guidance on ZeRO optimization stages for memory efficiency, pipeline parallelism for splitting models across devices, and mixed precision training with FP16/BF16/FP8. The skill covers DeepNVMe for fast checkpoint I/O to NVMe SSDs using async operations and GPU Direct Storage, plus optimizers like 1-bit Adam for communication reduction. Useful when you're actually implementing multi-GPU training and need to navigate the configuration options or debug memory issues. Generated from Microsoft's official docs, so it tracks their architecture decisions around libaio handles and parallelism patterns.

skills.sh installs
1K
GitHub stars
14.4K
last updated
Aug 21, 2026

Install

$ npx -y skills add orchestra-research/ai-research-skills --skill deepspeed --agent claude-code

Installs into .claude/skills of the current project.

Files

Deepspeed Skill

Comprehensive assistance with deepspeed development, generated from official documentation.

When to Use This Skill

This skill should be triggered when:

  • Working with deepspeed
  • Asking about deepspeed features or APIs
  • Implementing deepspeed solutions
  • Debugging deepspeed code
  • Learning deepspeed best practices

Quick Reference

Common Patterns

Sponsors

Details

Repository
github.com/orchestra-research/ai-research-skills
Categories
DevOps & CI/CD, AI & Agent Building, Data Science & ML, Automation & Workflows, Sales & Marketing
First seen
Jun 3, 2026

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