larq/larq

An Open-Source Library for Training Binarized Neural Networks

Language: Python - Size: 1020 KB - Last synced: about 19 hours ago - Pushed: 8 days ago - Stars: 691 - Forks: 84

fastmachinelearning/qonnx

QONNX: Arbitrary-Precision Quantized Neural Networks in ONNX

Language: Python - Size: 5.19 MB - Last synced: 10 days ago - Pushed: 10 days ago - Stars: 98 - Forks: 32

tensorflow/model-optimization

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

Language: Python - Size: 2.17 MB - Last synced: 10 days ago - Pushed: 29 days ago - Stars: 1,472 - Forks: 321

htqin/QuantSR

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

Language: Python - Size: 9.75 MB - Last synced: 18 days ago - Pushed: 18 days ago - Stars: 31 - Forks: 2

google/qkeras

QKeras: a quantization deep learning library for Tensorflow Keras

Language: Python - Size: 1.32 MB - Last synced: 17 days ago - Pushed: 28 days ago - Stars: 523 - Forks: 101

hailo-ai/hailo_model_zoo

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

Language: Python - Size: 4.32 MB - Last synced: about 1 month ago - Pushed: about 2 months ago - Stars: 91 - Forks: 28

stracini-git/qnn

Training neural nets with quantized weights on arbitrarily specified bit-depth

Language: Python - Size: 1.2 MB - Last synced: 2 months ago - Pushed: 2 months ago - Stars: 1 - Forks: 1

yashkant/quantized-nets

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

Language: Python - Size: 43.9 KB - Last synced: 18 days ago - Pushed: over 5 years ago - Stars: 23 - Forks: 6

yashkant/enas-quantized-nets

Efficient Neural Architecture Search coupled with Quantized CNNs to search for resource efficient and accurate architectures.

Language: Python - Size: 15 MB - Last synced: 18 days ago - Pushed: over 5 years ago - Stars: 4 - Forks: 1

sefaburakokcu/quantized-yolov5

Low Precision(quantized) Yolov5

Language: Python - Size: 9.38 MB - Last synced: 4 months ago - Pushed: 4 months ago - Stars: 24 - Forks: 5

BUG1989/caffe-int8-convert-tools

Generate a quantization parameter file for ncnn framework int8 inference

Language: Python - Size: 622 KB - Last synced: 3 months ago - Pushed: almost 4 years ago - Stars: 521 - Forks: 151

LISTENAI/linger

a CSK serial based train tools， rely on pytorch

Language: Python - Size: 22.7 MB - Last synced: 5 months ago - Pushed: 5 months ago - Stars: 16 - Forks: 4

Zhen-Dong/HAWQ

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

Language: Python - Size: 691 KB - Last synced: 7 months ago - Pushed: about 1 year ago - Stars: 361 - Forks: 80

amirgholami/ZeroQ

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

Language: Python - Size: 5.47 MB - Last synced: 7 months ago - Pushed: over 3 years ago - Stars: 258 - Forks: 52

EEESlab/CMix-NN

CMix-NN: Mixed Low-Precision CNN Library for Memory-Constrained Edge Devices

Language: C - Size: 166 KB - Last synced: 7 months ago - Pushed: about 4 years ago - Stars: 32 - Forks: 8

tca19/near-lossless-binarization

This repository contains source code to binarize any real-value word embeddings into binary vectors.

Language: C - Size: 165 KB - Last synced: 7 months ago - Pushed: over 3 years ago - Stars: 45 - Forks: 8

cedard234/Grayscale_Verilog_Converter

A python-based utility to convert a grayscale image into verilog code.

Language: Python - Size: 55.7 KB - Last synced: 8 months ago - Pushed: 8 months ago - Stars: 0 - Forks: 0

mrusci/training-mixed-precision-quantized-networks

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

Language: Python - Size: 30.3 KB - Last synced: 7 months ago - Pushed: almost 5 years ago - Stars: 45 - Forks: 12

EEESlab/mobilenet_v1_stm32_cmsis_nn

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

Language: C - Size: 1.56 MB - Last synced: 7 months ago - Pushed: about 4 years ago - Stars: 81 - Forks: 29

YukeWang96/APNN-TC_SC21 Fork of BoyuanFeng/APNN-TC

Artifact for SC21: APNN-TC: Accelerating Arbitrary Precision Neural Networks on Ampere GPU Tensor Cores.

Size: 67.6 MB - Last synced: 9 months ago - Pushed: almost 3 years ago - Stars: 1 - Forks: 0

vadimkantorov/fastmlp

[WIP] PyTorch bindings for cublasLt with an example of quantized i8f16 MLP

Size: 1000 Bytes - Last synced: about 2 months ago - Pushed: 9 months ago - Stars: 0 - Forks: 0

alessandrocapotondi/MobileNet_v1_x_cube_ai_4.1.0

Mobilenet v1 (3,160,160, alpha=0.25, and 3,192,192, alpha=0.5) on STM32H7 using X-CUBE-AI v4.1.0

Language: C - Size: 3.52 MB - Last synced: 10 months ago - Pushed: over 4 years ago - Stars: 1 - Forks: 2

harsh306/ml-engg

MACHINE LEARNING AND DEEP LEARNING ENGG SKILLS

Language: Python - Size: 13.7 KB - Last synced: 10 months ago - Pushed: over 3 years ago - Stars: 0 - Forks: 0

akashlevy/RRAM-Stuck-At-NN-Modeling

Modeling stuck-at faults for RRAM inference on popular neural networks after quantization

Language: Python - Size: 40 MB - Last synced: 10 months ago - Pushed: almost 5 years ago - Stars: 3 - Forks: 0

sadjadasadi/quantize-ResNet

Check the effect of quantization on ResNets architecture

Language: MATLAB - Size: 582 KB - Last synced: about 1 year ago - Pushed: about 1 year ago - Stars: 0 - Forks: 0

Zhen-Dong/BitPack

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

Language: Python - Size: 163 KB - Last synced: about 1 year ago - Pushed: over 1 year ago - Stars: 37 - Forks: 8

kartikgupta-at-anu/attack-bnn

Code implementation of our AAAI'22 paper "Improved Gradient-Based Adversarial Attacks for Quantized Networks"

Language: Python - Size: 27.3 KB - Last synced: over 1 year ago - Pushed: about 2 years ago - Stars: 2 - Forks: 2

frankwillard/Graduate-Deep-Neural-Nets-Homework

Homework for Graduate Deep Learning Course

Language: Jupyter Notebook - Size: 9.57 MB - Last synced: about 1 year ago - Pushed: over 1 year ago - Stars: 0 - Forks: 0

BGUCompSci/CNNQuantizationThroughPDEs

Code repository for the paper Quantized Convolutional Neural Networks Through the Lens of Partial Differential Equations

Language: Python - Size: 219 KB - Last synced: about 1 year ago - Pushed: over 1 year ago - Stars: 0 - Forks: 0

megvii-research/megvii-tsinghua-dl-course

Slides with modifications for a course at Tsinghua University.

Size: 20.6 MB - Last synced: about 1 year ago - Pushed: almost 2 years ago - Stars: 48 - Forks: 2

zhaohui-yang/Binary-Neural-Networks

Binary neural networks developed by Huawei Noah's Ark Lab

Language: Python - Size: 11.7 KB - Last synced: over 1 year ago - Pushed: over 3 years ago - Stars: 27 - Forks: 8

anderspkd/SecureQ8

Input scripts for securely evaluating quantized ImageNet models with mp-spdz

Language: Python - Size: 1.14 MB - Last synced: about 1 year ago - Pushed: over 3 years ago - Stars: 15 - Forks: 3

anderspkd/tf_train_quantized

Quantized training using Keras

Language: Python - Size: 3.91 KB - Last synced: about 1 year ago - Pushed: almost 5 years ago - Stars: 2 - Forks: 0

spallanzanimatteo/QuantLab

Language: Shell - Size: 375 KB - Last synced: about 1 year ago - Pushed: almost 4 years ago - Stars: 7 - Forks: 3

Enderdead/Pytorch_Quantize_impls

Some recent Quantizing techniques on PyTorch

Language: Python - Size: 190 KB - Last synced: about 1 year ago - Pushed: over 4 years ago - Stars: 70 - Forks: 11