- Apr 01, 2019
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Lev Zlotnik authored
* Bias handling: * Add 'bits_bias' parameter to explicitly specify # of bits for bias, similar to weights and activations. * BREAKING: Remove the now redundant 'quantize_bias' boolean parameter * Custom overrides: * Expand the semantics of the overrides dict to allow overriding of other parameters in addition to bit-widths * Functions registered in the quantizer's 'replacement_factory' can define keyword arguments. Non bit-width entries in the overrides dict will be checked against the function signature and passed * BREAKING: * Changed the name of 'bits_overrides' to simply 'overrides' * Bit-width overrides must now be defined using the full parameter names - 'bits_activations/weights/bias' instead of the short-hands 'acts' and 'wts' which were used so far. * Added/updated relevant tests * Modified all quantization YAMLs under 'examples' to reflect these changes * Updated docs
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- Feb 11, 2019
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Guy Jacob authored
Summary of changes: (1) Post-train quantization based on pre-collected statistics (2) Quantized concat, element-wise addition / multiplication and embeddings (3) Move post-train quantization command line args out of sample code (4) Configure post-train quantization from YAML for more fine-grained control (See PR #136 for more detailed changes descriptions)
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- Dec 11, 2018
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103yiran authored
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- Dec 09, 2018
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103yiran authored
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- Dec 04, 2018
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Guy Jacob authored
* Asymmetric post-training quantization (only symmetric supported so until now) * Quantization aware training for range-based (min-max) symmetric and asymmetric quantization * Per-channel quantization support in both training and post-training * Added tests and examples * Updated documentation
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- Jul 22, 2018
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Gal Novik authored
* Adding PACT quantization method * Move logic modifying the optimizer due to changes the quantizer makes into the Quantizer itself * Updated documentation and tests
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- Jul 01, 2018
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Guy Jacob authored
* Scale of bias and parentheses were wrong
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- Jun 21, 2018
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Guy Jacob authored
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- May 14, 2018
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Guy Jacob authored
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- Apr 30, 2018
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Guy Jacob authored
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