Cherry pick/fast_safe_open#8458
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Co-authored-by: lugimzzz <[email protected]>
…dle#8204) * opt unified checkpoint save/load speed. * fix bug. * add fast safe open API. * mix file open and mmap. * fix * add test for read fast read tensors. * fix * fix tests. * remove profile log. * fix * fix ci
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