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QKeras 0.8.0

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@zhuangh zhuangh released this 19 Jun 22:57
· 336 commits to master since this release

Major Features

  • Automatic quantization using QKeras;

  • Stochastic behavior (including stochastic rounding) is disabled during inference;

  • LeakyReLU for quantized_relu;

  • Qtools for estimating effort to perform inference;

    • Qtools will estimate the sizes and types of operations to perform inference, with its data sizes compatible with high-level synthesis datatypes. For example, quantized_bits and quantized_relu bits and int_bits from Qtools will match exactly ac_fixed datatypes (if you rely on QKeras alone, the correct datatype should be ac_fixed<bits, int_bits+is_negative, is_negative>, where is_negative has to be inferred from the other parameters of the quantizer.
  • Other bug fixes and enhancement.

Thanks to our contributors

This release contains contributions from many people at Google and CERN.