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Search results for quantization aware training

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16 search results found

Micronet ⭐ 2,177

micronet, a model compression and deploy lib. compression: 1、quantization: quantization-aware-training(QAT), High-Bit(>2b)(DoReFa/Quantization and Training of Neural Networks for Efficient Integer-Arithmetic-Only Inference)、Low-Bit(≤2b)/Ternary and Binary(TWN/BNN/XNOR-Net); post-training-quantization(PTQ), 8-bit(tensorrt); 2、 pruning: normal、regular and group convolutional channel pruning; 3、 group convolution structure; 4、batch-normalization fuse for quantization. deploy: tensorrt, fp32/fp16/in

Neural Compressor ⭐ 1,773

SOTA low-bit LLM quantization (INT8/FP8/INT4/FP4/NF4) & sparsity; leading model compression techniques on TensorFlow, PyTorch, and ONNX Runtime

Neural Network Compression Framework for enhanced OpenVINO™ inference

Tinyneuralnetwork ⭐ 681

TinyNeuralNetwork is an efficient and easy-to-use deep learning model compression framework.

Yolov3v4 Modelcompression Multidatasettraining Multibackbone ⭐ 429

YOLO ModelCompression MultidatasetTraining

Sparsebit ⭐ 291

A model compression and acceleration toolbox based on pytorch.

Hls4ml Tutorial ⭐ 253

Tutorial notebooks for hls4ml

Adventures In Tensorflow Lite ⭐ 143

This repository contains notebooks that show the usage of TensorFlow Lite for quantizing deep neural networks.

Torch Model Compression ⭐ 137

针对pytorch模型的自动化模型结构分析和修改工具集，包含自动分析模型结构的模型压缩算法库

Frostnet ⭐ 86

FrostNet: Towards Quantization-Aware Network Architecture Search

Mmdetection ⭐ 81

OpenVINO Training Extensions Object Detection

Train neural networks with joint quantization and pruning on both weights and activations using any pytorch modules

Cnn_on_mcu ⭐ 16

Code for paper: 'Multi-Component Optimization and Efficient Deployment of Neural-Networks on Resource-Constrained IoT Hardware'

Lsqfakequantize Pytorch ⭐ 10

FakeQuantize with Learned Step Size(LSQ+) as Observer in PyTorch

Quantization-aware training with spiking neural networks

Tensorflow_model_quantization ⭐ 8

A tutorial of model quantization using TensorFlow

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1-16 of 16 search results

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