├── LICENSE ├── README.md ├── analysis ├── Speedup_Comparisons_LeNet.ipynb └── Speedups_with_GradCompression.ipynb ├── images └── system_overview.jpg ├── src ├── README.md ├── compression.py ├── data │ └── data_prepare.py ├── data_loader_ops │ ├── __init__.py │ └── my_data_loader.py ├── data_parallel_dist │ └── data_parallel_dist.py ├── data_prepare.sh ├── distributed_evaluator.py ├── distributed_functions │ ├── __init__.py │ └── distributed_backward.py ├── distributed_nn.py ├── distributed_worker.py ├── evaluate_pytorch.sh ├── model_ops │ ├── __init__.py │ ├── lenet.py │ ├── resnet.py │ ├── resnet_split.py │ └── vgg.py ├── nn_ops.py ├── optim │ ├── __init__.py │ ├── adam.py │ └── sgd.py ├── output │ └── models │ │ └── README.md ├── run_pytorch.sh ├── single_machine.py ├── sync_replicas_master_nn.py ├── tiny_tuning_parser.py ├── tune.sh └── util.py └── tools ├── README.md ├── conda_install.sh ├── config ├── hosts ├── hosts_address ├── hosts_alias ├── install.sh ├── killall.sh ├── 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