#!/bin/bash set -e CWD=${PWD} echo "" echo "===========================Testing: pruning and speedup===========================" cd ${CWD}/../examples/model_compress echo "testing slim pruning and speedup..." python3 model_prune_torch.py --pruner_name slim --pretrain_epochs 1 --prune_epochs 1 python3 model_speedup.py --example_name slim --model_checkpoint ./checkpoints/pruned_vgg19_cifar10_slim.pth \ --masks_file ./checkpoints/mask_vgg19_cifar10_slim.pth echo "testing l1 pruning and speedup..." python3 model_prune_torch.py --pruner_name l1 --pretrain_epochs 1 --prune_epochs 1 python3 model_speedup.py --example_name l1filter --model_checkpoint ./checkpoints/pruned_vgg16_cifar10_l1.pth \ --masks_file ./checkpoints/mask_vgg16_cifar10_l1.pth echo "testing apoz pruning and speedup..." python3 model_prune_torch.py --pruner_name apoz --pretrain_epochs 1 --prune_epochs 1 python3 model_speedup.py --example_name apoz --model_checkpoint ./checkpoints/pruned_vgg16_cifar10_apoz.pth \ --masks_file ./checkpoints/mask_vgg16_cifar10_apoz.pth for name in level fpgm mean_activation do echo "testing $name pruning..." python3 model_prune_torch.py --pruner_name $name --pretrain_epochs 1 --prune_epochs 1 done #echo "testing lottery ticket pruning..." #python3 lottery_torch_mnist_fc.py echo "" echo "===========================Testing: quantizers===========================" # to be enabled #echo "testing QAT quantizer..." #python3 QAT_torch_quantizer.py #echo "testing DoReFa quantizer..." #python3 DoReFaQuantizer_torch_mnist.py #echo "testing BNN quantizer..." #python3 BNN_quantizer_cifar10.py rm -rf ./checkpoints/*