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[checkpointio] general sharded optimizer checkpoint #3951

@ver217

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@ver217

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A design of sharded optimizer checkpoint is decribed in #3339.

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Implement general sharded optimizer checkpoint.

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APIrelated to API changesenhancementNew feature or request

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✅ Done

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