Alibaba Cloud Big Data AI Platform
Alibaba Cloud Big Data AI Platform
Sep 12, 2024 · Artificial Intelligence

How Pai‑Megatron‑Patch Boosts LLM Training with Offloading, FlashAttention‑3, and Communication Overlap

This article introduces Pai‑Megatron‑Patch, a suite of tools built on Nvidia Megatron‑LM that accelerates large language model training through dense and MoE model support, high‑precision HuggingFace↔MCore weight conversion, CPU offloading for optimizers and activations, FlashAttention‑3, and communication‑compute overlapping, and provides detailed experimental results and command‑line usage examples.

CPU offloadingCommunication OverlapDistributed Optimizer
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How Pai‑Megatron‑Patch Boosts LLM Training with Offloading, FlashAttention‑3, and Communication Overlap