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@fscdc fscdc released this 10 Nov 09:45
v1.0.0-reproduction
64f69f3
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Involved Experiments

  1. LeNet5-MNIST
  2. LeNet5-FMNIST
  3. LeNet5-KMNIST
  4. LeNet5-d{6/7/8}-MNIST
  5. LeNet5-w{20/30/40}-MNIST
  6. VGG19-CIFAR100
  7. ResNet56-CIFAR10
  8. ResNet18-ImageNet

Necessities

There some necessities that are needed for reproducing our experiments. Please refer to README for the specific reproduction pipeline.

Pretrained Models

There some experiments that needed pretrained models.

  1. LeNet5-MNIST
  2. LeNet5-FMNIST
  3. LeNet5-KMNIST
  4. LeNet5-d{6/7/8}-MNIST
  5. LeNet5-w{20/30/40}-MNIST
  6. VGG19-CIFAR100
  7. ResNet56-CIFAR10

Combinations

In some experiments, due to the huge number of pruning combinations, we randomly select some combinations. Here we make the stored pruning combinations public for easy reproduction.

  1. LeNet5-MNIST (conv1/2, conv1/3, conv2/3, conv1/2/3)
  2. LeNet5-w{20/30/40}-MNIST
  3. VGG19-CIFAR100
  4. ResNet56-CIFAR10
  5. ResNet18-ImageNet

Reference Logs

We provide our experimental logs for your reference.

Assets 6
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