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Implementation of Gibbs pruning for neural networks in Keras/Tensorflow

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Gibbs Pruning

Implementation of Gibbs pruning (https://arxiv.org/abs/2006.04981) for Keras/Tensorflow.

Code should work with Tensorflow 1.14, 1.15, and 2.1, but our results were generated with Tensorflow 1.14, so note that other versions may lead to slightly different results.

Usage

Code and full documentation for Gibbs pruning on 2D convolutional layers is in gibbs_pruning.py. example.py gives an example of using Gibbs pruning on ResNet-20 with CIFAR-10. Run python example.py --help to see all options.

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Implementation of Gibbs pruning for neural networks in Keras/Tensorflow

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