Huggingface Accelerate
원문: huggingface-accelerate
Simplest distributed training API. 4 lines to add distributed support to any PyTorch script. Unified API for DeepSpeed/FSDP/Megatron/DDP. Automatic device placement, mixed precision (FP16/BF16/FP8). Interactive config, single launch command. HuggingFace ecosystem standard.
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HuggingFace Accelerate Unified Distributed Training Quick start Accelerate simplifies distributed training to 4 lines of code. Installation : Convert PyTorch script (4 lines): Run (single command): Common workflows Workflow 1: From single GPU to multi GPU Original script : With Accelerate (4 lines added): Configure (interactive): Questions : Which machine? (single/multi GPU/TPU/CPU) How many machines? (1) Mixed precision? (no/fp16/bf16/fp8) DeepSpeed? (no/yes) Launch (works on any setup): Workflow 2: Mixed precision training Enable FP16/BF16 : Workflow 3: DeepSpeed ZeRO integration Enable DeepSpeed ZeRO 2 : Or via config : deepspeed config.json : Launch : Workflow 4: FSDP (Fully Sharded Data…
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