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ColossalAI

A PyTorch-based system for large-scale model parallel training, memory optimization, and heterogeneous acceleration.

Introduction

Overview

ColossalAI unifies tensor, pipeline, sequence and data parallelism with automatic 3-D parallel strategy search, delivering near-linear scaling on multi-GPU clusters while minimizing memory footprint via the Gemini memory manager.

Key Capabilities
  • ZeRO, Gemini & chunk-based memory optimization
  • Hybrid (3-D) parallelism with automatic planner
  • FlashAttention, fused kernels and BF16/FP8 support
  • CLI & Profiler for job orchestration and monitoring
  • Seamless DeepSpeed compatibility

Information

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