Zhen-Dong / HAWQ
Quantization library for PyTorch. Support low-precision and mixed-precision quantization, with hardware implementation through TVM.
☆428Updated last year
Alternatives and similar repositories for HAWQ:
Users that are interested in HAWQ are comparing it to the libraries listed below
- PyTorch implementation for the APoT quantization (ICLR 2020)☆271Updated 3 months ago
- Pytorch implementation of BRECQ, ICLR 2021☆269Updated 3 years ago
- Unofficial implementation of LSQ-Net, a neural network quantization framework☆289Updated 10 months ago
- PyTorch implementation of Data Free Quantization Through Weight Equalization and Bias Correction.☆260Updated last year
- [CVPR'20] ZeroQ: A Novel Zero Shot Quantization Framework☆276Updated last year
- [CVPR 2019, Oral] HAQ: Hardware-Aware Automated Quantization with Mixed Precision☆380Updated 4 years ago
- Quantization of Convolutional Neural networks.☆244Updated 7 months ago
- The PyTorch implementation of Learned Step size Quantization (LSQ) in ICLR2020 (unofficial)☆131Updated 4 years ago
- ☆226Updated 2 years ago
- Model Quantization Benchmark☆793Updated 2 months ago
- Improving Post Training Neural Quantization: Layer-wise Calibration and Integer Programming☆96Updated 3 years ago
- Post-Training Quantization for Vision transformers.☆208Updated 2 years ago
- Neural Network Quantization & Low-Bit Fixed Point Training For Hardware-Friendly Algorithm Design☆160Updated 4 years ago
- [ICLR 2022 Oral] F8Net: Fixed-Point 8-bit Only Multiplication for Network Quantization☆94Updated 2 years ago
- ReActNet: Towards Precise Binary NeuralNetwork with Generalized Activation Functions. In ECCV 2020.☆256Updated 3 years ago
- [ICML'21 Oral] I-BERT: Integer-only BERT Quantization☆241Updated 2 years ago
- A simple network quantization demo using pytorch from scratch.☆521Updated last year
- Nonuniform-to-Uniform Quantization: Towards Accurate Quantization via Generalized Straight-Through Estimation. In CVPR 2022.☆129Updated 2 years ago
- [IJCAI 2022] FQ-ViT: Post-Training Quantization for Fully Quantized Vision Transformer☆327Updated last year
- A pytorch implementation of DoReFa-Net☆134Updated 5 years ago
- [ECCV 2018] AMC: AutoML for Model Compression and Acceleration on Mobile Devices☆440Updated last year
- Low Precision Arithmetic Simulation in PyTorch☆272Updated 10 months ago
- A pytorch implementation of dorefa quantization☆113Updated 5 years ago
- ☆202Updated 3 years ago
- The official PyTorch implementation of the ICLR2022 paper, QDrop: Randomly Dropping Quantization for Extremely Low-bit Post-Training Quan…☆115Updated last year
- [CVPR 2020] APQ: Joint Search for Network Architecture, Pruning and Quantization Policy☆157Updated 4 years ago
- Code for our paper at ECCV 2020: Post-Training Piecewise Linear Quantization for Deep Neural Networks☆68Updated 3 years ago
- Bi-Real Net: Enhancing the Performance of 1-bit CNNs With Improved Representational Capability and Advanced Training Algorithm. In ECCV 2…☆184Updated 3 years ago
- [CVPR 2020] This project is the PyTorch implementation of our accepted CVPR 2020 paper : forward and backward information retention for a…☆179Updated 5 years ago
- PyTorch implementation of "Quantization and Training of Neural Networks for Efficient Integer-Arithmetic-Only Inference"☆55Updated 5 years ago