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traveller59 avatar traveller59 commented on July 21, 2024 1

Actually there is a complete tensorflow implementation of this project which shares all code except ./pytorch and contains a faster sparse convnet implementation. I have no plan to release tf code because of two reasons:

  1. tf sparseconv is done in a company.
  2. due to limitations of tensorflow input (it uses c++ multi-thread rather than multiprocessing in pytorch) which isn't compatible with python pre-processing function, the training speed of tensorflow code is very slow (~1.5x-2x slower).

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lucasjinreal avatar lucasjinreal commented on July 21, 2024

@traveller59 So that it actually didn't used in this project? I think pytorch official SparseConvNet should be reliable and fast though

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traveller59 avatar traveller59 commented on July 21, 2024

@jinfagang some opinions are only for tensorflow and aren't used in pytorch code. the official SparseConvNet actually has some performance problems (rule generation, hand-written gemm).

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