MaxVolAcceleration

For running experiments, please, use experiments.ipynb and comments how to specify configs.

Data structure (tree, only dirs) - example for vgg19 model on cifar10 dataset:

config.data_root (datasets are downloads automatically, don't care) ├── cifar10 ├── cifar100 ├── svhn └── stl10

config.storage_path/pretrained/ └── cifar10 └── vgg19 └──<<!!download_initial_model_to_there!!!>>

config.storage_path/interlayers/ └── cifar10 └── vgg19 └── svd

config.storage_path/compressed/ └── cifar10 └── vgg19 └── finetuned ├── [None, None, None, None, None, None, None, None, None, None, 0.15, 0.15, 0.15, 0.15, 0.15, 0.15] ...........................>>>>................... └── [None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None] config.storage_path/results/ ├── cifar10 │   └── vgg19 │   └── svd_imgs └── images