---
title: "Discussion on \"Megatron-DeepSpeed 3D Parallelism: Scaling 100B+ LLM Training\" | Hashnode"
description: "Discussion on \"Megatron-DeepSpeed 3D Parallelism: Scaling 100B+ LLM Training\". A production-grade SRE guide to configuring TP, PP, DP, ZeRO optimizations, and NCCL RoCEv2 networks on bare-metal GPU clusters."
url: "https://hashnode.com/posts/megatron-deepspeed-3d-parallelism-guide/6aed987b90a4f09d1085198a"
---

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Discussion

# [Megatron-DeepSpeed 3D Parallelism: Scaling 100B+ LLM Training](https://servermo.hashnode.dev/megatron-deepspeed-3d-parallelism-guide?utm_source=hashnode&utm_medium=feed)

A production-grade SRE guide to configuring TP, PP, DP, ZeRO optimizations, and NCCL RoCEv2 networks on bare-metal GPU clusters.

5d ago · 9 min read · servermo.hashnode.dev  
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-   [#deepspeed](https://hashnode.com/tag/deepspeed)
-   [#megatronlm](https://hashnode.com/tag/megatronlm)
-   [#ai](https://hashnode.com/tag/ai)
-   [#mlops](https://hashnode.com/tag/mlops)
-   [#devops](https://hashnode.com/tag/devops)

## Written by

[Jakson Tate](https://hashnode.com/@jakson-tate)

@jakson-tate

  
[View profile](https://hashnode.com/@jakson-tate)

Server Tech @ ServerMO ⚡ Managing 60K+ Bare Metal & GPU Servers

Hi! 👋 I'm Jakson, Server Technician @ ServerMO. I spend my days deep in the Linux terminal, fixing crazy server crashes, and rescuing enterprise customers from their tech nightmares. We build unthrottled Bare-Metal & AI infrastructures. Let's talk tech!

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