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speedup data loading for HOP

  • the file to read from are open only 1 time instead of being open at each iteration
  • a bug in some version of numpy make fromfile have a large read ahead which increase a lot IO during the training: replaced by low level reading

On our cluster, we observed speedup between 2 and 5 depending on the machine IO load.

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