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TorchAsyncCheckpoint

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CODING · 1 SOURCE · AWS Machine Learning

NVIDIA NVRx adds fault-tolerance to PyTorch FSDP training on Amazon EKS

NVIDIA describes how to integrate its Resiliency Extension (NVRx) with PyTorch FSDP on Amazon EKS to reduce downtime for large multi-node GPU training. The post demonstrates async checkpointing (TorchAsyncCheckpoint), in-process restart, and an in-job restart launcher (ft_launcher), provides H100 2–8 node benchmarks, and publishes reproducible code and a pip-installable nvidia-resiliency-ext package.

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