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The Top 23 Deep Learning Quantization Open Source Projects

Open source projects categorized as Deep Learning Quantization
Categories > Machine Learning > Deep Learning
Categories > Machine Learning > Quantization
Faster Whisper ⭐ 8,711
Faster Whisper transcription with CTranslate2
dependent packages 22total releases 12most recent commit 15 days agopypi faster-whisper} Downloads
Qbot ⭐ 4,799
[🔥updating ...] AI 自动量化交易机器人 AI-powered Quantitative Investment Research Platform. 📃 online docs: https://ufund-me.github.io/Qbot ✨ :news: qbot-mini: https://github.com/Charmve/iQuant
most recent commit 5 months ago
Autogptq ⭐ 3,637
An easy-to-use LLMs quantization package with user-friendly apis, based on GPTQ algorithm.
most recent commit 25 days ago
Nlp Architect ⭐ 2,928
A model library for exploring state-of-the-art deep learning topologies and techniques for optimizing Natural Language Processing neural networks
total releases 10most recent commit a year ago
Pocketflow ⭐ 2,553
An Automatic Model Compression (AutoMC) framework for developing smaller and faster AI applications.
most recent commit 3 years ago
Ctranslate2 ⭐ 2,437
Fast inference engine for Transformer models
dependent packages 23total releases 103most recent commit 3 months agopypi ctranslate2} Downloads
Mixtral Offloading ⭐ 1,943
Run Mixtral-8x7B models in Colab or consumer desktops
most recent commit 3 months ago
Vector Quantize Pytorch ⭐ 1,627
Vector Quantization, in Pytorch
dependent packages 25total releases 160most recent commit 3 months agopypi vector-quantize-pytorch} Downloads
Awesome Model Quantization ⭐ 1,449
A list of papers, docs, codes about model quantization. This repo is aimed to provide the info for model quantization research, we are continuously improving the project. Welcome to PR the works (papers, repositories) that are missed by the repo.
most recent commit 4 months ago
Model Optimization ⭐ 1,445
A toolkit to optimize ML models for deployment for Keras and TensorFlow, including quantization and pruning.
dependent packages 27total releases 30most recent commit 4 months agopypi tensorflow-model-optimization} Downloads
Intel Extension For Pytorch ⭐ 1,161
A Python package for extending the official PyTorch that can easily obtain performance on Intel platform
dependent packages 12total releases 13most recent commit 3 months agopypi intel-extension-for-pytorch} Downloads
Training_extensions ⭐ 1,119
Train, Evaluate, Optimize, Deploy Computer Vision Models via OpenVINO™
dependent packages 1total releases 55most recent commit a month agopypi otx} Downloads
Brevitas ⭐ 1,015
Brevitas: neural network quantization in PyTorch
dependent packages 2total releases 13most recent commit 3 months agopypi brevitas} Downloads
Ppq ⭐ 957
PPL Quantization Tool (PPQ) is a powerful offline neural network quantization tool.
most recent commit 10 months ago
Rwkv.cpp ⭐ 956
INT4/INT5/INT8 and FP16 inference on CPU for RWKV language model
most recent commit 5 months ago
Nncf ⭐ 725
Neural Network Compression Framework for enhanced OpenVINO™ inference
dependent packages 6total releases 16most recent commit 3 months agopypi nncf} Downloads
Awesome Emdl ⭐ 713
Embedded and mobile deep learning research resources
most recent commit a year ago
Tinyengine ⭐ 614
[NeurIPS 2020] MCUNet: Tiny Deep Learning on IoT Devices; [NeurIPS 2021] MCUNetV2: Memory-Efficient Patch-based Inference for Tiny Deep Learning; [NeurIPS 2022] MCUNetV3: On-Device Training Under 256KB Memory
most recent commit 7 months ago
Deep Compression Alexnet ⭐ 599
Deep Compression on AlexNet
most recent commit 2 years ago
Deephash ⭐ 537
An Open-Source Package for Deep Learning to Hash (DeepHash)
most recent commit 4 years ago
Qkeras ⭐ 514
QKeras: a quantization deep learning library for Tensorflow Keras
dependent packages 2total releases 1most recent commit 3 months agopypi QKeras} Downloads
Complete Life Cycle Of A Data Science Project ⭐ 499
Complete-Life-Cycle-of-a-Data-Science-Project
most recent commit 4 months ago
Awesome Deep Neural Network Compression ⭐ 475
Summary, Code for Deep Neural Network Quantization
most recent commit 8 months ago
The 10 Most Depended On Deep Learning Quantization Open Source Projects
Model Optimization ⭐ 1,445
A toolkit to optimize ML models for deployment for Keras and TensorFlow, including quantization and pruning.
dependent packages 27total releases 30latest release May 26, 2023most recent commit 4 months agopypi tensorflow-model-optimization} Downloads
Vector Quantize Pytorch ⭐ 1,627
Vector Quantization, in Pytorch
dependent packages 25total releases 160latest release December 06, 2023most recent commit 3 months agopypi vector-quantize-pytorch} Downloads
Ctranslate2 ⭐ 2,437
Fast inference engine for Transformer models
dependent packages 23total releases 103latest release December 05, 2023most recent commit 3 months agopypi ctranslate2} Downloads
Faster Whisper ⭐ 8,711
Faster Whisper transcription with CTranslate2
dependent packages 22total releases 12latest release November 26, 2023most recent commit 15 days agopypi faster-whisper} Downloads
Intel Extension For Pytorch ⭐ 1,161
A Python package for extending the official PyTorch that can easily obtain performance on Intel platform
dependent packages 12total releases 13latest release October 19, 2023most recent commit 3 months agopypi intel-extension-for-pytorch} Downloads
Nncf ⭐ 725
Neural Network Compression Framework for enhanced OpenVINO™ inference
dependent packages 6total releases 16latest release November 16, 2023most recent commit 3 months agopypi nncf} Downloads
Qkeras ⭐ 514
QKeras: a quantization deep learning library for Tensorflow Keras
dependent packages 2total releases 1latest release July 07, 2021most recent commit 3 months agopypi QKeras} Downloads
Brevitas ⭐ 1,015
Brevitas: neural network quantization in PyTorch
dependent packages 2total releases 13latest release December 08, 2023most recent commit 3 months agopypi brevitas} Downloads
Discrete Key Value Bottleneck Pytorch ⭐ 81
Implementation of Discrete Key / Value Bottleneck, in Pytorch
dependent packages 1total releases 10latest release January 17, 2023most recent commit 10 months agopypi discrete-key-value-bottleneck-pytorch} Downloads
The 10 Latest Releases In Deep Learning Quantization Open Source Projects
Brevitas ⭐ 1,015
Brevitas: neural network quantization in PyTorch
dependent packages 2total releases 13latest release December 08, 2023most recent commit 3 months agopypi brevitas} Downloads
Vector Quantize Pytorch ⭐ 1,627
Vector Quantization, in Pytorch
dependent packages 25total releases 160latest release December 06, 2023most recent commit 3 months agopypi vector-quantize-pytorch} Downloads
Ctranslate2 ⭐ 2,437
Fast inference engine for Transformer models
dependent packages 23total releases 103latest release December 05, 2023most recent commit 3 months agopypi ctranslate2} Downloads
Faster Whisper ⭐ 8,711
Faster Whisper transcription with CTranslate2
dependent packages 22total releases 12latest release November 26, 2023most recent commit 15 days agopypi faster-whisper} Downloads
Nncf ⭐ 725
Neural Network Compression Framework for enhanced OpenVINO™ inference
dependent packages 6total releases 16latest release November 16, 2023most recent commit 3 months agopypi nncf} Downloads
Training_extensions ⭐ 1,119
Train, Evaluate, Optimize, Deploy Computer Vision Models via OpenVINO™
dependent packages 1total releases 55latest release October 31, 2023most recent commit a month agopypi otx} Downloads
Intel Extension For Pytorch ⭐ 1,161
A Python package for extending the official PyTorch that can easily obtain performance on Intel platform
dependent packages 12total releases 13latest release October 19, 2023most recent commit 3 months agopypi intel-extension-for-pytorch} Downloads
Qonnx ⭐ 81
QONNX: Arbitrary-Precision Quantized Neural Networks in ONNX
total releases 4latest release July 28, 2023most recent commit 5 months ago
Model Optimization ⭐ 1,445
A toolkit to optimize ML models for deployment for Keras and TensorFlow, including quantization and pruning.
dependent packages 27total releases 30latest release May 26, 2023most recent commit 4 months agopypi tensorflow-model-optimization} Downloads
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