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orchestra-research avatar

Training Llms Megatron

orchestra-research/ai-research-skills
673 installs11.5k stars
Summary

This is NVIDIA's Megatron-Core wrapped as a Claude skill for training massive language models at scale. It handles everything from 2B to 462B parameters and claims 47% Model FLOP Utilization on H100s through tensor, pipeline, and data parallelism. You'd reach for this if you're actually training foundation models with multi-GPU setups, not fine-tuning or running inference. The Docker container route is cleaner than pip since it bundles the full NVIDIA PyTorch stack. Fair warning: this is infrastructure for serious compute budgets, not something you spin up for experiments. The skill passes security audits and comes from orchestra-research's AI toolkit, though the original repo is from ovachiever/droid-tings.

Install to Claude Code

npx -y skills add orchestra-research/ai-research-skills --skill training-llms-megatron --agent claude-code

Installs into .claude/skills of the current project.

CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
inference shell
inference shell
create and run specialised agents in minutes
build now →
MCP-ready Email SendingMCP-ready Email Sending
MCP-ready Email Sending
Plug Mailtrap into your AI workflow and let it handle the email.
Connect Mailtrap MCP →
Make your agent a DeFi expert
Make your agent a DeFi expert
Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →
Capacitor - Shared memory for your team’s coding agents.
Capacitor - Shared memory for your team’s coding agents.
Make coding agent sessions - Searchable, Shareable, Vendor-neutral & Scored.
Try For Free →
CodeScene MCP ServerCodeScene MCP Server
CodeScene MCP Server
Your agent targets a perfect 10 Code Health score. Deterministic. Every commit.
Try For Free →
Give your AI the whole web as clean markdownGive your AI the whole web as clean markdown
Give your AI the whole web as clean markdown
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
belt - the only tool your agent needs
belt - the only tool your agent needs
belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
inference shell
inference shell
create and run specialised agents in minutes
build now →
MCP-ready Email SendingMCP-ready Email Sending
MCP-ready Email Sending
Plug Mailtrap into your AI workflow and let it handle the email.
Connect Mailtrap MCP →
Make your agent a DeFi expert
Make your agent a DeFi expert
Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →
Capacitor - Shared memory for your team’s coding agents.
Capacitor - Shared memory for your team’s coding agents.
Make coding agent sessions - Searchable, Shareable, Vendor-neutral & Scored.
Try For Free →
CodeScene MCP ServerCodeScene MCP Server
CodeScene MCP Server
Your agent targets a perfect 10 Code Health score. Deterministic. Every commit.
Try For Free →
Give your AI the whole web as clean markdownGive your AI the whole web as clean markdown
Give your AI the whole web as clean markdown
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
belt - the only tool your agent needs
belt - the only tool your agent needs
belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
Files
SKILL.md

Select a file.

Featured
CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
inference shell
inference shell
create and run specialised agents in minutes
build now →
MCP-ready Email SendingMCP-ready Email Sending
MCP-ready Email Sending
Plug Mailtrap into your AI workflow and let it handle the email.
Connect Mailtrap MCP →
Make your agent a DeFi expert
Make your agent a DeFi expert
Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →
Capacitor - Shared memory for your team’s coding agents.
Capacitor - Shared memory for your team’s coding agents.
Make coding agent sessions - Searchable, Shareable, Vendor-neutral & Scored.
Try For Free →
CodeScene MCP ServerCodeScene MCP Server
CodeScene MCP Server
Your agent targets a perfect 10 Code Health score. Deterministic. Every commit.
Try For Free →
Give your AI the whole web as clean markdownGive your AI the whole web as clean markdown
Give your AI the whole web as clean markdown
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
belt - the only tool your agent needs
belt - the only tool your agent needs
belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
Categories
DevOps & CI/CDAI & Agent BuildingData Science & MLAutomation & WorkflowsSales & Marketing
First SeenJun 3, 2026
View on GitHub

More from orchestra-research/ai-research-skills

All 95 skills →
  • Verl Rl Training673
  • Awq Quantization672
  • Clip672
  • Distributed Llm Pretraining Torchtitan672
  • Pyvene Interventions672
  • Sparse Autoencoder Training672
  • Llamaindex671
  • Nemo Curator671
  • Guidance670
  • Llamaguard670
  • Nemo Guardrails670
  • Pytorch Fsdp2670
  • Gptq669
  • Llama Factory669
  • Model Merging669
  • Simpo Training669
  • Autogpt Agents668
  • Transformer Lens Interpretability668
  • Constitutional Ai667
  • Skypilot Multi Cloud Orchestration667
  • Implementing Llms Litgpt666
  • Mamba Architecture666
  • Miles Rl Training666
  • Model Pruning666

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