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The Top 23 Sparsity Open Source Projects

Open source projects categorized as Sparsity
Categories > Sparsity
Sparseml ⭐ 1,910
Libraries for applying sparsification recipes to neural networks with a few lines of code, enabling faster and smaller models
dependent packages 5total releases 37most recent commit 3 months agopypi sparseml} Downloads
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
dependent packages 15total releases 26most recent commit 3 months agopypi neural-compressor} Downloads
Paddleslim ⭐ 1,486
PaddleSlim is an open-source library for deep model compression and architecture search.
dependent packages 4total releases 22most recent commit 4 months agopypi paddleslim} Downloads
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
Nncf ⭐ 725
Neural Network Compression Framework for enhanced OpenVINO™ inference
dependent packages 6total releases 16most recent commit 3 months agopypi nncf} Downloads
Network Slimming ⭐ 499
Network Slimming (Pytorch) (ICCV 2017)
most recent commit 4 years ago
Caffe ⭐ 323
Caffe for Sparse and Low-rank Deep Neural Networks
most recent commit 4 years ago
Smsr ⭐ 237
[CVPR 2021] Exploring Sparsity in Image Super-Resolution for Efficient Inference
most recent commit 3 years ago
Sporco ⭐ 237
Sparse Optimisation Research Code
dependent packages 2total releases 18most recent commit 6 months agopypi sporco} Downloads
Skimcaffe ⭐ 233
Caffe for Sparse Convolutional Neural Network
most recent commit a year ago
H2o ⭐ 209
[NeurIPS'23] H2O: Heavy-Hitter Oracle for Efficient Generative Inference of Large Language Models.
most recent commit 4 months ago
Sparse Structured Attention ⭐ 190
Sparse and structured neural attention mechanisms
most recent commit 4 years ago
Sparse Evolutionary Artificial Neural Networks ⭐ 187
Always sparse. Never dense. But never say never. A Sparse Training repository for the Adaptive Sparse Connectivity concept and its algorithmic instantiation, i.e. Sparse Evolutionary Training, to boost Deep Learning scalability on various aspects (e.g. memory and computational time efficiency, representation and generalization power).
most recent commit 3 years ago
Deep Compression ⭐ 173
Learning both Weights and Connections for Efficient Neural Networks https://arxiv.org/abs/1506.02626
most recent commit 2 years ago
Selecsls Pytorch ⭐ 165
Reference ImageNet implementation of SelecSLS CNN architecture proposed in the SIGGRAPH 2020 paper "XNect: Real-time Multi-Person 3D Motion Capture with a Single RGB Camera". The repository also includes code for pruning the model based on implicit sparsity emerging from adaptive gradient descent methods, as detailed in the CVPR 2019 paper "On implicit filter level sparsity in Convolutional Neural Networks".
most recent commit 4 years ago
Torchprune ⭐ 130
A research library for pytorch-based neural network pruning, compression, and more.
most recent commit a year ago
Mmdetection ⭐ 81
OpenVINO Training Extensions Object Detection
total releases 3most recent commit 2 years ago
Neural Speed ⭐ 77
An innovation library for efficient LLM inference via low-bit quantization and sparsity
most recent commit 4 months ago
Iss Rnns ⭐ 62
Sparse Recurrent Neural Networks -- Pruning Connections and Hidden Sizes (TensorFlow)
most recent commit 4 years ago
Str ⭐ 57
Soft Threshold Weight Reparameterization for Learnable Sparsity
most recent commit 3 years ago
Upop ⭐ 54
[ICML 2023] UPop: Unified and Progressive Pruning for Compressing Vision-Language Transformers.
most recent commit 6 months ago
In Time Over Parameterization ⭐ 42
[ICML 2021] "Do We Actually Need Dense Over-Parameterization? In-Time Over-Parameterization in Sparse Training" by Shiwei Liu, Lu Yin, Decebal Constantin Mocanu, Mykola Pechenizkiy
most recent commit 6 months ago
Ntfk.jl ⭐ 33
Unsupervised Machine Learning: Nonnegative Tensor Factorization + k-means clustering
most recent commit 2 years ago
The 6 Most Depended On Sparsity 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
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
Sparseml ⭐ 1,910
Libraries for applying sparsification recipes to neural networks with a few lines of code, enabling faster and smaller models
dependent packages 5total releases 37latest release December 04, 2023most recent commit 3 months agopypi sparseml} Downloads
Paddleslim ⭐ 1,486
PaddleSlim is an open-source library for deep model compression and architecture search.
dependent packages 4total releases 22latest release December 29, 2022most recent commit 4 months agopypi paddleslim} Downloads
Sporco ⭐ 237
Sparse Optimisation Research Code
dependent packages 2total releases 18latest release February 18, 2022most recent commit 6 months agopypi sporco} Downloads
The 10 Latest Releases In Sparsity Open Source Projects
Sparseml ⭐ 1,910
Libraries for applying sparsification recipes to neural networks with a few lines of code, enabling faster and smaller models
dependent packages 5total releases 37latest release December 04, 2023most recent commit 3 months agopypi sparseml} Downloads
Sconce ⭐ 14
Model Compression Made Easy
total releases 31latest release November 20, 2023most recent commit 4 months ago
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
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
Paddleslim ⭐ 1,486
PaddleSlim is an open-source library for deep model compression and architecture search.
dependent packages 4total releases 22latest release December 29, 2022most recent commit 4 months agopypi paddleslim} Downloads
Mmdetection ⭐ 81
OpenVINO Training Extensions Object Detection
total releases 3latest release December 09, 2022most recent commit 2 years ago
Sporco ⭐ 237
Sparse Optimisation Research Code
dependent packages 2total releases 18latest release February 18, 2022most recent commit 6 months agopypi sporco} Downloads
Randomly ⭐ 33
A Library for Denoising Single-Cell Data with Random Matrix Theory
total releases 1latest release October 31, 2018most recent commit 9 months ago
Magni ⭐ 28
A package for AFM image reconstruction and compressed sensing in general
total releases 9latest release March 01, 2017most recent commit 5 years ago
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