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(fsdp2 dev. perf) Add training.compile_blocks: per-block torch.compile before fully_shard - #922

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yushengsu-thu wants to merge 8 commits into
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yushengsu-thu:fsdp2/compile-blocks

static_shapes: tolerate an anchor count above the candidate positions

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