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geffy avatar geffy commented on July 22, 2024

Hi @jerry-rubikloud !
I think that we need to implement 2 components:

  1. BPRSampler. It will generate pairs from source data and put them into batch. Example: for N pairs we will have a batch with N*2 samples (2 * i-th are winners, 2 * i + 1-th are losers)
  2. BRPLoss. It will take expanded batch output ([2*N, 1]), convert it to pairs ([N, 2]) and calculate resulting loss.
    This design seems to be easy for implementation and allows to keep FM core routine unchanged

from tffm.

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