FSDP optimizations, documentation additions #17

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Run time

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Job	Run time
Lint	55s
Test	1m 35s
Test checkpoint	2m 45s
Test FSDP	2m 17s
Type check	55s
Build	1m 18s
Style	48s
Lint (min Python)	43s
	11m 16s