Fix metric states storing and loading on checkpointing #12236
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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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