model-compression topic

List model-compression repositories

condensa

146
Stars
26
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Watchers

Programmable Neural Network Compression

Awesome-Quantization-Papers

315
Stars
35
Forks
Watchers

List of papers related to neural network quantization in recent AI conferences and journals.

BitPack

49
Stars
11
Forks
Watchers

BitPack is a practical tool to efficiently save ultra-low precision/mixed-precision quantized models.

HAWQ

400
Stars
83
Forks
Watchers

Quantization library for PyTorch. Support low-precision and mixed-precision quantization, with hardware implementation through TVM.

pytorch-weights_pruning

183
Stars
35
Forks
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PyTorch Implementation of Weights Pruning

nni

13.8k
Stars
1.8k
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An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.

PocketFlow

2.8k
Stars
499
Forks
Watchers

An Automatic Model Compression (AutoMC) framework for developing smaller and faster AI applications.

model-optimization

1.5k
Stars
321
Forks
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A toolkit to optimize ML models for deployment for Keras and TensorFlow, including quantization and pruning.