- 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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- Mar 29, 2019
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Songyi Blair Han authored
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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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Guy Jacob authored
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- Dec 06, 2018
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Neta Zmora authored
- Moved the Language model and struct pruning tutorials from the Wiki to the HTML documentation. Love the ease of Wiki, but GitHub doesn't let Google crawl these pages, and users can't open PRs on Wiki pages. - Updated the pruning algorithms documentation
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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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- Nov 07, 2018
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Neta Zmora authored
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- Sep 03, 2018
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Guy Jacob authored
* Implemented as a Policy * Integrated in image classification sample * Updated docs and README
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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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- Apr 28, 2018
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Neta Zmora authored
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- Apr 24, 2018
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Neta Zmora authored
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Neta Zmora authored
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Neta Zmora authored
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Neta Zmora authored
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