# Example Code

## Train WideResNet-22-2 with RigL on CIFAR10

    make cifar10.ERK.RigL DENSITY=0.2 SEED=0

Change `DENSITY` incase you want to use a different density (1 - sparsity) level. See `outputs/CIFAR10/RigL_ERK/0.2/` for checkpoints etc.

## Train ResNet-50 with SNFS on CIFAR100

    make cifar100.ERK.SNFS DENSITY=0.2 SEED=0

See `outputs/CIFAR100/SNFS_ERK/0.2` for checkpoints etc.

## Evaluate WideResNet-22-2 with RigL on CIFAR10

Either train WRN-22-2 with RigL as described above, or download checkpoints from here. Place under `outputs/CIFAR10/RigL_ERK/0.2/+specific=cifar10_wrn_22_2_masking,seed=0`.

    make cifar10.ERK.RigL DENSITY=0.2 SEED=0

## Evaluate ResNet-50 with SNFS on CIFAR100

Either train ResNet-50 with SNFS as described above, or download checkpoints from here. Place under `outputs/CIFAR100/SNFS_ERK/0.2/+specific=cifar100_resnet50_masking,seed=0`.

    make cifar10.ERK.RigL DENSITY=0.2 SEED=0