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Stars

quantization

12 repositories

Generate a quantization parameter file for ncnn framework int8 inference

Python 519 154 Updated Jul 29, 2020

Vector (and Scalar) Quantization, in Pytorch

Python 3,308 267 Updated May 3, 2025

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

Python 279 57 Updated Dec 8, 2023

PyTorch implementation of Data Free Quantization Through Weight Equalization and Bias Correction.

Python 262 47 Updated Oct 3, 2023

AIMET is a library that provides advanced quantization and compression techniques for trained neural network models.

Python 2,330 404 Updated Jun 13, 2025

Official inference framework for 1-bit LLMs

Python 20,057 1,510 Updated Jun 3, 2025

A simple network quantization demo using pytorch from scratch.

Python 532 98 Updated Jun 18, 2023

Neural Network Compression Framework for enhanced OpenVINO™ inference

Python 1,041 259 Updated Jun 13, 2025

A highly parallelized implementation of non-maximum suppression for object detection used for self-driving cars.

C 14 13 Updated Jan 7, 2017
C++ 3 3 Updated Oct 16, 2022

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

Python 2,427 274 Updated Jun 13, 2025

PPL Quantization Tool (PPQ) is a powerful offline neural network quantization tool.

Python 1,695 256 Updated Mar 28, 2024
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