QKeras 0.8.0
Major Features
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Automatic quantization using QKeras;
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Stochastic behavior (including stochastic rounding) is disabled during inference;
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LeakyReLU for quantized_relu;
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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.
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Other bug fixes and enhancement.
Thanks to our contributors
This release contains contributions from many people at Google and CERN.