Core concept

ZeRO-Offload: offload states to CPU. ZeRO-Infinity: offload to NVMe.

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How it works

DeepSpeed complex config. FSDP native to PyTorch increasingly preferred.

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Trade-offs + gotchas

Historical importance. Still used in Megatron-DeepSpeed for very large models.