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Fix the checkpoint saving issues when zero3 is enabled #139

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Fix the checkpoint saving issues when zero3 is enabled

Fix the checkpoint saving issues when zero3 is enabled #139

Run time

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Job Run time
build (3.8)
2m 50s
build (3.9)
4m 47s
build (3.10)
2m 42s
10m 19s