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Fix metric states storing and loading on checkpointing #12236

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DuYicong515
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@DuYicong515 DuYicong515 commented Mar 5, 2022

What does this PR do?

Part of #12193

Fix a bug that metric states is synced before storing only when fault_tolerance_training is enabled, while at loading time we assumed it's always synced before stored as we load for rank_0 and reset the others.

Does your PR introduce any breaking changes? If yes, please list them.

N/A

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@ananthsub ananthsub added the checkpointing Related to checkpointing label Mar 5, 2022
@DuYicong515 DuYicong515 force-pushed the bug/metric_checkpointing branch 2 times, most recently from 0e2b576 to 9698e24 Compare March 5, 2022 07:16
@DuYicong515 DuYicong515 force-pushed the bug/metric_checkpointing branch from 9698e24 to 5454d64 Compare March 7, 2022 23:03
@DuYicong515 DuYicong515 marked this pull request as ready for review March 7, 2022 23:21
@DuYicong515 DuYicong515 changed the title Fix metric states storing and loading Fix metric states storing and loading on checkpointing Mar 7, 2022
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DuYicong515 commented Mar 8, 2022

test_deepspeed_multigpu_stage_3_checkpointing is failing if we make metric states a default part of checkpointing by removing the fault_tolerance_training check. The exception was complaining about tensors are on different devices though. I guess deep speed strategy checkpointing does not work with saving/loading metric states yet.

Though metric state syncing before saving should not happening on deepspeed stage 3 checkpointing anyways.

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