sparsity topic

List sparsity repositories

SelecSLS-Pytorch

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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 inclu...

model-optimization

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

PaddleSlim

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

training_extensions

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Train, Evaluate, Optimize, Deploy Computer Vision Models via OpenVINO™

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 boos...

sparseml

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Libraries for applying sparsification recipes to neural networks with a few lines of code, enabling faster and smaller models

caffe

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Caffe for Sparse and Low-rank Deep Neural Networks

neural-compressor

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

nncf

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Neural Network Compression Framework for enhanced OpenVINO™ inference