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More improvements to FSDP, benchmark against DDP (#13) #53

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Run time

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Job	Run time
Lint	45s
Test	1m 42s
Test checkpoint	2m 0s
Test FSDP	2m 34s
Type check	46s
Build	1m 5s
Style	54s
Lint (min Python)	49s
	10m 35s