quantized-neural-networks topic

List quantized-neural-networks repositories

BitPack

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BitPack is a practical tool to efficiently save ultra-low precision/mixed-precision quantized models.

HAWQ

400
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83
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Quantization library for PyTorch. Support low-precision and mixed-precision quantization, with hardware implementation through TVM.

model-optimization

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A toolkit to optimize ML models for deployment for Keras and TensorFlow, including quantization and pruning.

larq

691
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84
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An Open-Source Library for Training Binarized Neural Networks

qkeras

527
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101
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QKeras: a quantization deep learning library for Tensorflow Keras

caffe-int8-convert-tools

521
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153
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Generate a quantization parameter file for ncnn framework int8 inference

ZeroQ

270
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[CVPR'20] ZeroQ: A Novel Zero Shot Quantization Framework

mobilenet_v1_stm32_cmsis_nn

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Mobilenet v1 trained on Imagenet for STM32 using extended CMSIS-NN with INT-Q quantization support

Pytorch_Quantize_impls

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Some recent Quantizing techniques on PyTorch

quantized-nets

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Contains code for Binary, Ternary, N-bit Quantized and Hybrid CNNs for low precision experiments.