520 Open source projects that are alternatives of or similar to torchprune

[ICLR'21] PyTorch code for our paper "Neural Pruning via Growing Regularization"

Learning both Weights and Connections for Efficient Neural Networks https://arxiv.org/abs/1506.02626

PyTorch*-based Neural Network Compression Framework for enhanced OpenVINO™ inference

Prunable nn layers for pytorch.

PaddleSlim is an open-source library for deep model compression and architecture search.

Unsupervised Machine Learning: Nonnegative Tensor Factorization + k-means clustering

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

[ICML2020] "AutoGAN-Distiller: Searching to Compress Generative Adversarial Networks" by Yonggan Fu, Wuyang Chen, Haotao Wang, Haoran Li, Yingyan Lin, Zhangyang Wang

Pruning and quantization for SSD. Model compression.

Knowledge distillation from Ensembles of Iterative pruning (BMVC 2020)

C++ compressor for multidimensional grid data using the Tucker decomposition

Repository to track the progress in model compression and acceleration

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

FasterAI: A repository for making smaller and faster models with the FastAI library.

Pytorch implementation of our CVPR 2020 (Oral) -- HRank: Filter Pruning using High-Rank Feature Map

Intel® Neural Compressor (formerly known as Intel® Low Precision Optimization Tool), targeting to provide unified APIs for network compression technologies, such as low precision quantization, sparsity, pruning, knowledge distillation, across different deep learning frameworks to pursue optimal inference performance.

Spying on Microcontrollers using Current Sensing and embedded TinyML models

A General Automated Machine Learning framework to simplify the development of End-to-end AutoML toolkits in specific domains.

A PyTorch implementation of the iterative pruning method described in Han et. al. (2015)

levi-db is a fast database engine

A pure Java library for scanning and enumerating RAR archive contents

Compression for Unicode short strings

This repository shows how to train a custom detection model with the TFOD API, optimize it with TFLite, and perform inference with the optimized model.

Automatic DNN compression tool with various model compression and neural architecture search techniques

LZ4-frame library for Python (via C bindings)

A PHP Library to use Google Closure Compiler compress Javascript

Transpose: SIMD Integer+Floating Point Compression Filter

Deduplicating filesystem via Python3, FUSE and SQLite

A Pytorch Implementation of a continuously rate adjustable learned image compression framework.

Ordered Weighted L1 regularization for classification and regression in Python

An android image compression library.

Example of LZ4 compression with optimal parsing using BriefLZ algorithms

A PyTorch implementation of NASBench

Free open-source compressor for apLib with 5-7% better ratios

Fastest Snappy compression library in Node.js

Offline Dictionary-based Compression (Re-Pair, Recursive Pairing)

Speed up your WordPress website. Optimize your JPEG and PNG images automatically with TinyPNG.

A package for AFM image reconstruction and compressed sensing in general

Small fast Lempel-Ziv compression library

Guetzling is a simple script for macOS and Linux written in Bash, to automate (recursively finding files) the compression of jpegs using the Guetzli algorithm.

C++ library to pack and unpack vectors of integers having a small range of values using a technique called Frame of Reference

Roadroller: Flattens Your JavaScript Demo

The SimNets Architecture's Implementation in Caffe

ZStandard Random Access (ZRA) allows random access inside an archive compressed using ZStandard

Collection of Bash and Python scripts I've made that may be generally useful

Collection of custom .NET Remoting channels

Optimal LZ4 compressor, that produces files that decompress faster while keeping the best compression ratio

A curated list of awesome resources combining Transformers with Neural Architecture Search

Fast, high-quality texture compression library for many formats

Snappy compression for Zig

Fast integer compression library in JavaScript

A C++ compression program based on Huffman's lossless compression algorithm and decoder.

Fast, small, in-memory inflate (zlib, deflate and gzip decompression)

Ruby bindings for liblzma, using fiddle

Launched in March 2020 in response to the coronavirus disease 2019 (COVID-19) pandemic, COVID-Net is a global open source, open access initiative dedicated to accelerating advancement in machine learning to aid front-line healthcare workers and clinical institutions around the world fighting the continuing pandemic. Towards this goal, our global…

(CVPR 2021, Oral) Dynamic Slimmable Network

(Not actively maintained, use DRV3-Sharp) Tools for extracting and re-injecting files for Danganronpa V3 for PC.

Lossless data compression in C++

A single-class pure VB6 library for zip with ASM speed

[InterSpeech 2020] "AutoSpeech: Neural Architecture Search for Speaker Recognition" by Shaojin Ding*, Tianlong Chen*, Xinyu Gong, Weiwei Zha, Zhangyang Wang