[RLHF] Fix bugs, tested

[YeAnbang]

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[TongLi3701]

Hi @YeAnbang ,

is this branch ready to review? Could you check the CI and make sure they are all passed.

[CZYCW]

only_rank0 is removed in be400a0. You can probably omit this field.