sparsification

There are 0 repository under sparsification topic.

deepsparse
neuralmagic / deepsparse
Sparsity-aware deep learning inference runtime for CPUs
machinelearning onnx inference computer-vision object-detection pruning quantization pretrained-models nlp cpus sparsification llm-inference performance deepsparse
Language:Python 2867
sparseml
neuralmagic / sparseml
Libraries for applying sparsification recipes to neural networks with a few lines of code, enabling faster and smaller models
automl computer-vision-algorithms deep-learning-algorithms deep-learning-library deep-learning-models image-classification keras nlp object-detection onnx pruning pruning-algorithms pytorch smaller-models sparsification sparsification-recipes sparsity tensorflow transfer-learning
Language:Python 1974
Ma-Lab-Berkeley / CRATE
Code for CRATE (Coding RAte reduction TransformEr).
compression sparsification transformer-architecture white-box-architecture
Language:Python 1025
lucaslie / torchprune
A research library for pytorch-based neural network pruning, compression, and more.
neural-networks filter-pruning weight-pruning coresets deep-learning generalization-ability pytorch machine-learning tensor-decomposition sparsification sparsity compression neural-architecture-search tinyml pruning pruning-algorithms
Language:Shell 160
ivannz / cplxmodule
Complex-valued neural networks for pytorch and Variational Dropout for real and complex layers.
pytorch complex-networks variational-bayes dropout sparsification
Language:Python 128
juliagusak / model-compression-and-acceleration-progress
Repository to track the progress in model compression and acceleration
neural-network compression acceleration tensor-decomposition pruning architecture-search knowledge-distillation sparsification low-rank
102
lorenzMuller / kernelNet_MovieLens
deep-learning movie-recommendation sparsification autoencoder tensorflow
Language:Python 24
georgeretsi / SparsityLoss
(Unstructured) Weight Pruning via Adaptive Sparsity Loss
deep-learning machine-learning pytorch sparsification unstructured-pruning weight-pruning
Language:Python 12
nitarshan / neural-network-pruning-and-sparsification
TensorFlow implementation of weight and unit pruning and sparsification
model-compression neural-networks pruning sparsification tensorflow
Language:Jupyter Notebook 11
mcognetta / LotteryTickets.jl
Sparsify Your Flux Models
flux julia julia-language lottery-ticket-hypothesis machine-learning model-compression sparsification
Language:Julia 9
athglentis / feather
Feather is a module that enables effective sparsification of neural networks during training. This repository accompanies the paper "Feather: An Elegant Solution to Effective DNN Sparsification" (BMVC2023).
cifar100 deep-learning imagenet pruning pytorch resource-efficient sparsification weight-pruning
Language:Python 8
yashkim77 / Neural_Network_Pruning_Sparsification
TensorFlow implementation of weight and unit pruning and sparsification
tensorflow neural-network pruning sparsification model-compression python weight-matrix weight-pruning unit-pruning
Language:Jupyter Notebook 8
owensgroup / sparsify.me
A simple C++14 and CUDA-based header-only library with tools for sparse-machine learning.
deep-neural-networks deeplearning sparse-matrix sparsification sparsifying-transform sparsity
Language:C++ 3
HamidrezaKmK / twice-ramanujan-sparsifiers
An implementation and report of the twice Ramanujan graph sparsifiers.
expanders graphs ramanujan semi-definite-programming sparsification
Language:Jupyter Notebook 2
Natasha-R / Federated-Learning-Sparsification
The communication efficiency of federated learning is improved by sparsifying the parameters uploaded by the clients.
communication-efficiency federated-learning sparsification
Language:Python 1
pvtien96 / NORTON
🌠 Enhanced network compression through tensor decompositions and pruning
model-compression structured-pruning tensor-decomposition hybrid-compression channel-pruning cpd filter-pruning sparsification tinyml tucker-decomposition
1
vi2enne / Neural-Network-Pruning
audio-classification model-compression model-optimization neural-network-pruning pruning sparsification neural-network-compression
Language:Python 1