[checkpoint] Shard saved checkpoint need to be compatible with the naming format of hf checkpoint files

[flybird11111]

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🚨 fixed #3463

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📝 What does this PR do?

fix shard saved checkpoint files to be compatible with hf file naming format

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[FrankLeeeee]

LGTM.