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refactorize compute_input_stat #4732

@njzjz

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@njzjz

I feel we should refactorize all the comput_input_stat, as almost all the classes implement the method in exactly the same way.

Shall we consider firstly refactorize the pt backend and then implement the python backend?

Originally posted by @wanghan-iapcm in #4729 (review)

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