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[CheckpointSaver] Optimize the time consumption of CheckpointSaver wh… #756

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JackMoriarty
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…en creating a MonitoredSession.

@lixy9474
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Commit message里面的“Optimize the time consumption” 改成 “Accelerate”, "Speed up"或者“Optimize the performance”是不是更好一点?

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