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GPT-NEOX

Megatron plus DeepSpeed for large transformer training

Apache-2.0

ABOUT

Training GPT-scale models needs tensor and pipeline parallelism that a plain PyTorch loop does not provide. GPT-NeoX packages Megatron-style parallelism with DeepSpeed so research labs can train and continue pretraining large autoregressive models on multi-GPU clusters.

INTEGRATION GUIDE

1. Pretrain or continue-pretrain a GPT-style model on a GPU cluster 2. Study model-parallel training configs used for GPT-NeoX-20B 3. Fine-tune a large decoder model with DeepSpeed ZeRO and Megatron splits 4. Benchmark multi-GPU training throughput before moving to a custom trainer

TAGS

pythontrainingmegatrondeepspeedgptopen-source