Search Results - RepositoryStats

320

1.5k

apache-2.0

119

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

ml keras pruning sparsity tensorflow compression optimization quantization deep-learning machine-learning model-compression quantized-networks quantized-training quantized-neural-networks

Created 2018-10-31

830 commits to master branch, last one about a month ago

larq larq

84

693

apache-2.0

30

An Open-Source Library for Training Binarized Neural Networks

larq keras binder python tensorflow deep-learning machine-learning binarized-neural-networks quantized-neural-networks

Created 2019-03-18

735 commits to main branch, last one about a month ago

qkeras google

102

527

apache-2.0

30

QKeras: a quantization deep learning library for Tensorflow Keras

fpga keras tensorflow accelerator asic-design quantization deep-learning fpga-accelerator machine-learning quantized-networks hardware-acceleration quantized-neural-networks

Created 2019-08-06

432 commits to master branch, last one 3 months ago

HAWQ Zhen-Dong

83

402

mit

15

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

tvm 4-bit 8-bit hessian pytorch tensorcore distillation quantization hardware-aware mixed-precision model-compression efficient-neural-networks quantized-neural-networks

Created 2020-11-24

48 commits to main branch, last one about a year ago

ZeroQ amirgholami

54

272

unknown

17

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

compression quantization efficient-model efficient-neural-networks quantized-neural-networks

Created 2019-11-20

21 commits to master branch, last one 3 years ago

hailo_model_zoo hailo-ai

34

176

mit

15

The Hailo Model Zoo includes pre-trained models and a full building and evaluation environment

hailo hailo8 edge-ai quantization deep-learning ai-accelerators computer-vision quantized-neural-networks

Created 2021-07-13

491 commits to master branch, last one 13 days ago

qonnx fastmachinelearning

35

108

apache-2.0

20

QONNX: Arbitrary-Precision Quantized Neural Networks in ONNX

fpga onnx inference quantization deep-learning machine-learning quantized-neural-networks

Created 2021-07-07

541 commits to main branch, last one about a month ago

megvii-tsinghua-dl-course megvii-research

2

56

unknown

8

Slides with modifications for a course at Tsinghua University.

deep-learning image-signal-processing quantized-neural-networks

Created 2022-05-25

27 commits to main branch, last one about a year ago

BitPack Zhen-Dong

11

49

mit

11

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

memory pytorch quantization mixed-precision model-compression quantized-neural-networks

Created 2021-02-08

19 commits to main branch, last one about a year ago

training-mixed-precision-quantized-networks mrusci

14

46

unknown

2

This repository containts the pytorch scripts to train mixed-precision networks for microcontroller deployment, based on the memory contraints of the target device.

qnn edge-ai pytorch low-power-mcu integer-arithmetic mixed-precision-training quantized-neural-networks

Created 2019-06-12

3 commits to master branch, last one 5 years ago

QuantSR htqin

2

36

apache-2.0

3

[NeurIPS 2023 Spotlight] This project is the official implementation of our accepted NeurIPS 2023 (spotlight) paper QuantSR: Accurate Low-bit Quantization for Efficient Image Super-Resolution.

super-resolution model-quantization quantized-neural-networks

Created 2023-10-19

3 commits to main branch, last one about a month ago