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Version 0.2.0

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@Jopyth Jopyth released this 19 May 13:30
· 315 commits to main since this release

[0.2.0] - 2022/05/19

Added

  • automatic documentation generation using sphinx
  • more documentation of layers and modules
  • bit-width of quantization functions is now stored
  • new layers:
    • Pact activation function
    • QEmbedding
    • QEmbeddingBag
  • fvbitcore support in the example scripts for flop and model size estimation on operation level

Changed

  • image classification example:
    • script now uses pytorch lightning
    • it includes distributed training capability
    • added wandb metric logging
  • QConv layers can now be pickled
  • Different quantized versions of LeNet available

Fixed

  • a bug where layer input and weight quantization functions could not be set using command line arguments
  • a bug where modules could not be imported in OS that use different path separators than '/'