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More improvements to FSDP, benchmark against DDP #48

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Run time

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Job	Run time
Lint	1m 5s
Test	1m 35s
Test checkpoint	2m 0s
Test FSDP	1m 58s
Type check	49s
Build	56s
Style	48s
Lint (min Python)	47s
	9m 58s