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Design Checkpointing for a 10,000-GPU Training Run

Save the 1 TB state of a 70 B model on 10,000 GPUs often enough that a failure costs minutes, without stalling training, and restore fast: one-hour boards for junior, senior and staff, with the theory behind them.

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