├── .gitignore ├── README.md ├── configs ├── dp_promise │ ├── celeba_32 │ │ ├── eps1.0 │ │ │ └── config.yaml │ │ ├── eps10.0 │ │ │ └── config.yaml │ │ └── eps5.0 │ │ │ └── config.yaml │ ├── celeba_64 │ │ ├── eps1.0 │ │ │ └── config.yaml │ │ ├── eps10.0 │ │ │ └── config.yaml │ │ └── eps5.0 │ │ │ └── config.yaml │ ├── cifar10_32 │ │ ├── eps1.0 │ │ │ └── config.yaml │ │ ├── eps10.0 │ │ │ └── config.yaml │ │ └── eps5.0 │ │ │ └── config.yaml │ ├── fmnist_28 │ │ ├── eps0.2 │ │ │ └── config.yaml │ │ ├── eps1.0 │ │ │ └── config.yaml │ │ ├── eps10.0 │ │ │ └── config.yaml │ │ └── epsinf │ │ │ └── config.yaml │ └── mnist_28 │ │ ├── eps0.2 │ │ └── config.yaml │ │ ├── eps1.0 │ │ └── config.yaml │ │ ├── eps10.0 │ │ └── config.yaml │ │ └── epsinf │ │ └── config.yaml └── vanilla │ ├── cifar10_28 │ └── config.yaml │ ├── fmnist_28 │ └── config.yaml │ ├── imagenet_32 │ └── config.yaml │ └── imagenet_64 │ └── config.yaml ├── evaluation ├── compute_dataset_stat.py ├── eval_downstream.py ├── eval_scikit.py ├── eval_vision.py ├── models.py └── utils.py ├── prepare_celeba.py ├── prepare_imagenet.py ├── pretrain.py ├── requirements.txt ├── requirements_eval.txt ├── src ├── data.py ├── ema.py ├── mechanisms.py ├── models.py ├── nn.py ├── runners.py ├── samplers.py ├── schedules.py ├── trainers.py └── utils.py └── train.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deabfc/dp-promise/HEAD/.gitignore -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deabfc/dp-promise/HEAD/README.md -------------------------------------------------------------------------------- /configs/dp_promise/celeba_32/eps1.0/config.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deabfc/dp-promise/HEAD/configs/dp_promise/celeba_32/eps1.0/config.yaml -------------------------------------------------------------------------------- /configs/dp_promise/celeba_32/eps10.0/config.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deabfc/dp-promise/HEAD/configs/dp_promise/celeba_32/eps10.0/config.yaml -------------------------------------------------------------------------------- /configs/dp_promise/celeba_32/eps5.0/config.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deabfc/dp-promise/HEAD/configs/dp_promise/celeba_32/eps5.0/config.yaml -------------------------------------------------------------------------------- /configs/dp_promise/celeba_64/eps1.0/config.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deabfc/dp-promise/HEAD/configs/dp_promise/celeba_64/eps1.0/config.yaml -------------------------------------------------------------------------------- /configs/dp_promise/celeba_64/eps10.0/config.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deabfc/dp-promise/HEAD/configs/dp_promise/celeba_64/eps10.0/config.yaml -------------------------------------------------------------------------------- /configs/dp_promise/celeba_64/eps5.0/config.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deabfc/dp-promise/HEAD/configs/dp_promise/celeba_64/eps5.0/config.yaml -------------------------------------------------------------------------------- /configs/dp_promise/cifar10_32/eps1.0/config.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deabfc/dp-promise/HEAD/configs/dp_promise/cifar10_32/eps1.0/config.yaml -------------------------------------------------------------------------------- /configs/dp_promise/cifar10_32/eps10.0/config.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deabfc/dp-promise/HEAD/configs/dp_promise/cifar10_32/eps10.0/config.yaml -------------------------------------------------------------------------------- /configs/dp_promise/cifar10_32/eps5.0/config.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deabfc/dp-promise/HEAD/configs/dp_promise/cifar10_32/eps5.0/config.yaml -------------------------------------------------------------------------------- /configs/dp_promise/fmnist_28/eps0.2/config.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deabfc/dp-promise/HEAD/configs/dp_promise/fmnist_28/eps0.2/config.yaml -------------------------------------------------------------------------------- /configs/dp_promise/fmnist_28/eps1.0/config.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deabfc/dp-promise/HEAD/configs/dp_promise/fmnist_28/eps1.0/config.yaml -------------------------------------------------------------------------------- /configs/dp_promise/fmnist_28/eps10.0/config.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deabfc/dp-promise/HEAD/configs/dp_promise/fmnist_28/eps10.0/config.yaml -------------------------------------------------------------------------------- /configs/dp_promise/fmnist_28/epsinf/config.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deabfc/dp-promise/HEAD/configs/dp_promise/fmnist_28/epsinf/config.yaml -------------------------------------------------------------------------------- /configs/dp_promise/mnist_28/eps0.2/config.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deabfc/dp-promise/HEAD/configs/dp_promise/mnist_28/eps0.2/config.yaml -------------------------------------------------------------------------------- /configs/dp_promise/mnist_28/eps1.0/config.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deabfc/dp-promise/HEAD/configs/dp_promise/mnist_28/eps1.0/config.yaml -------------------------------------------------------------------------------- /configs/dp_promise/mnist_28/eps10.0/config.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deabfc/dp-promise/HEAD/configs/dp_promise/mnist_28/eps10.0/config.yaml -------------------------------------------------------------------------------- /configs/dp_promise/mnist_28/epsinf/config.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deabfc/dp-promise/HEAD/configs/dp_promise/mnist_28/epsinf/config.yaml -------------------------------------------------------------------------------- /configs/vanilla/cifar10_28/config.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deabfc/dp-promise/HEAD/configs/vanilla/cifar10_28/config.yaml -------------------------------------------------------------------------------- /configs/vanilla/fmnist_28/config.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deabfc/dp-promise/HEAD/configs/vanilla/fmnist_28/config.yaml -------------------------------------------------------------------------------- /configs/vanilla/imagenet_32/config.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deabfc/dp-promise/HEAD/configs/vanilla/imagenet_32/config.yaml -------------------------------------------------------------------------------- /configs/vanilla/imagenet_64/config.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deabfc/dp-promise/HEAD/configs/vanilla/imagenet_64/config.yaml -------------------------------------------------------------------------------- /evaluation/compute_dataset_stat.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deabfc/dp-promise/HEAD/evaluation/compute_dataset_stat.py -------------------------------------------------------------------------------- /evaluation/eval_downstream.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deabfc/dp-promise/HEAD/evaluation/eval_downstream.py -------------------------------------------------------------------------------- /evaluation/eval_scikit.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deabfc/dp-promise/HEAD/evaluation/eval_scikit.py -------------------------------------------------------------------------------- /evaluation/eval_vision.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deabfc/dp-promise/HEAD/evaluation/eval_vision.py -------------------------------------------------------------------------------- /evaluation/models.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deabfc/dp-promise/HEAD/evaluation/models.py -------------------------------------------------------------------------------- /evaluation/utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deabfc/dp-promise/HEAD/evaluation/utils.py -------------------------------------------------------------------------------- /prepare_celeba.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deabfc/dp-promise/HEAD/prepare_celeba.py -------------------------------------------------------------------------------- /prepare_imagenet.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deabfc/dp-promise/HEAD/prepare_imagenet.py -------------------------------------------------------------------------------- /pretrain.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deabfc/dp-promise/HEAD/pretrain.py -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deabfc/dp-promise/HEAD/requirements.txt -------------------------------------------------------------------------------- /requirements_eval.txt: -------------------------------------------------------------------------------- 1 | tensorflow-gan==2.1.0 2 | xgboost==1.7.4 3 | scikit-learn==1.3.1 -------------------------------------------------------------------------------- /src/data.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deabfc/dp-promise/HEAD/src/data.py -------------------------------------------------------------------------------- /src/ema.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deabfc/dp-promise/HEAD/src/ema.py -------------------------------------------------------------------------------- /src/mechanisms.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deabfc/dp-promise/HEAD/src/mechanisms.py -------------------------------------------------------------------------------- /src/models.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deabfc/dp-promise/HEAD/src/models.py -------------------------------------------------------------------------------- /src/nn.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deabfc/dp-promise/HEAD/src/nn.py -------------------------------------------------------------------------------- /src/runners.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deabfc/dp-promise/HEAD/src/runners.py -------------------------------------------------------------------------------- /src/samplers.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deabfc/dp-promise/HEAD/src/samplers.py -------------------------------------------------------------------------------- /src/schedules.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deabfc/dp-promise/HEAD/src/schedules.py -------------------------------------------------------------------------------- /src/trainers.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deabfc/dp-promise/HEAD/src/trainers.py -------------------------------------------------------------------------------- /src/utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deabfc/dp-promise/HEAD/src/utils.py -------------------------------------------------------------------------------- /train.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/deabfc/dp-promise/HEAD/train.py --------------------------------------------------------------------------------