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Ledzy avatar Ledzy commented on July 22, 2024

I managed to solve this issue by

  • remove the previous gradient synchronization hooks
  • reset the bookkeeping of ds optimizer
  • setup the fp16 groups and partition it
  • register necessary hooks for synchronizing gradients
  • create fp32 flat partition, initialize ipg buffer and grad partition buffer
  • invalidate the trace cache, since the module processing order has been changed

after switching the trainable parameters each time. This solution is more time-efficient compared to rerun deepspeed.initialize each time. Interested readers may refer to this repo, where i implement the main logics in _switch_trainable_params_zero3.

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loadams avatar loadams commented on July 22, 2024

Thanks for adding your solution @Ledzy

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