├── .gitignore ├── DiffAugment-biggan-cifar ├── .gitignore ├── BigGAN.py ├── DiffAugment_pytorch.py ├── LICENSE ├── README.md ├── animal_hash.py ├── datasets.py ├── dnnlib │ ├── __init__.py │ ├── submission │ │ ├── __init__.py │ │ ├── internal │ │ │ ├── __init__.py │ │ │ └── local.py │ │ ├── run_context.py │ │ └── submit.py │ ├── tflib │ │ ├── __init__.py │ │ ├── autosummary.py │ │ ├── network.py │ │ ├── optimizer.py │ │ └── tfutil.py │ └── util.py ├── eval.py ├── inception_tf.py ├── layers.py ├── losses.py ├── scripts │ ├── DiffAugment-biggan-cifar10-0.1.sh │ ├── DiffAugment-biggan-cifar10-0.2.sh │ ├── DiffAugment-biggan-cifar10.sh │ ├── DiffAugment-biggan-cifar100-0.1.sh │ ├── DiffAugment-biggan-cifar100-0.2.sh │ ├── DiffAugment-biggan-cifar100.sh │ ├── DiffAugment-cr-biggan-cifar10-0.1.sh │ ├── DiffAugment-cr-biggan-cifar10-0.2.sh │ ├── DiffAugment-cr-biggan-cifar10.sh │ ├── DiffAugment-cr-biggan-cifar100-0.1.sh │ ├── DiffAugment-cr-biggan-cifar100-0.2.sh │ ├── DiffAugment-cr-biggan-cifar100.sh │ ├── biggan-cifar10-0.1.sh │ ├── biggan-cifar10-0.2.sh │ ├── biggan-cifar10.sh │ ├── biggan-cifar100-0.1.sh │ ├── biggan-cifar100-0.2.sh │ ├── biggan-cifar100.sh │ ├── cr-biggan-cifar10-0.1.sh │ ├── cr-biggan-cifar10-0.2.sh │ ├── cr-biggan-cifar10.sh │ ├── cr-biggan-cifar100-0.1.sh │ ├── cr-biggan-cifar100-0.2.sh │ └── cr-biggan-cifar100.sh ├── train.py ├── train_fns.py └── utils.py ├── DiffAugment-biggan-imagenet ├── .gitignore ├── DiffAugment_configs │ ├── DiffAugment-biggan-imagenet128-0.25.gin │ ├── DiffAugment-biggan-imagenet128-0.5.gin │ ├── DiffAugment-biggan-imagenet128.gin │ ├── biggan-imagenet128-0.25.gin │ ├── biggan-imagenet128-0.5.gin │ └── biggan-imagenet128.gin ├── DiffAugment_tf.py ├── LICENSE ├── README.md ├── compare_gan │ ├── __init__.py │ ├── architectures │ │ ├── __init__.py │ │ ├── abstract_arch.py │ │ ├── arch_ops.py │ │ ├── arch_ops_test.py │ │ ├── arch_ops_tpu_test.py │ │ ├── architectures_test.py │ │ ├── dcgan.py │ │ ├── infogan.py │ │ ├── resnet30.py │ │ ├── resnet5.py │ │ ├── resnet_biggan.py │ │ ├── resnet_biggan_deep.py │ │ ├── resnet_biggan_deep_test.py │ │ ├── resnet_biggan_test.py │ │ ├── resnet_cifar.py │ │ ├── resnet_init_test.py │ │ ├── resnet_norm_test.py │ │ ├── resnet_ops.py │ │ ├── resnet_stl.py │ │ └── sndcgan.py │ ├── datasets.py │ ├── datasets_test.py │ ├── eval_gan_lib.py │ ├── eval_gan_lib_test.py │ ├── eval_utils.py │ ├── gans │ │ ├── __init__.py │ │ ├── abstract_gan.py │ │ ├── consts.py │ │ ├── loss_lib.py │ │ ├── modular_gan.py │ │ ├── modular_gan_conditional_test.py │ │ ├── modular_gan_test.py │ │ ├── modular_gan_tpu_test.py │ │ ├── ops.py │ │ ├── penalty_lib.py │ │ ├── s3gan.py │ │ ├── s3gan_test.py │ │ ├── ssgan.py │ │ ├── ssgan_test.py │ │ └── utils.py │ ├── hooks.py │ ├── main.py │ ├── metrics │ │ ├── __init__.py │ │ ├── accuracy.py │ │ ├── eval_task.py │ │ ├── fid_score.py │ │ ├── fid_score_test.py │ │ ├── fractal_dimension.py │ │ ├── fractal_dimension_test.py │ │ ├── gilbo.py │ │ ├── image_similarity.py │ │ ├── inception_score.py │ │ ├── jacobian_conditioning.py │ │ ├── jacobian_conditioning_test.py │ │ ├── kid_score.py │ │ ├── ms_ssim_score.py │ │ ├── ms_ssim_score_test.py │ │ ├── prd_score.py │ │ └── prd_score_test.py │ ├── runner_lib.py │ ├── runner_lib_test.py │ ├── test_utils.py │ ├── tpu │ │ ├── __init__.py │ │ ├── tpu_ops.py │ │ ├── tpu_ops_test.py │ │ ├── tpu_random.py │ │ ├── tpu_random_test.py │ │ └── tpu_summaries.py │ └── utils.py ├── dnnlib │ ├── __init__.py │ ├── submission │ │ ├── __init__.py │ │ ├── internal │ │ │ ├── __init__.py │ │ │ └── local.py │ │ ├── run_context.py │ │ └── submit.py │ ├── tflib │ │ ├── __init__.py │ │ ├── autosummary.py │ │ ├── network.py │ │ ├── optimizer.py │ │ └── tfutil.py │ └── util.py ├── eval.py ├── example_configs │ ├── README.md │ ├── biggan_imagenet128.gin │ ├── dcgan_celeba64.gin │ ├── resnet_cifar10.gin │ ├── resnet_lsun-bedroom128.gin │ └── sndcgan_celebahq128.gin ├── generate.py └── setup.py ├── DiffAugment-stylegan2 ├── .gitignore ├── DiffAugment_tf.py ├── LICENSE.txt ├── README.md ├── dnnlib │ ├── __init__.py │ ├── submission │ │ ├── __init__.py │ │ ├── internal │ │ │ ├── __init__.py │ │ │ └── local.py │ │ ├── run_context.py │ │ └── submit.py │ ├── tflib │ │ ├── __init__.py │ │ ├── autosummary.py │ │ ├── custom_ops.py │ │ ├── network.py │ │ ├── ops │ │ │ ├── __init__.py │ │ │ ├── fused_bias_act.cu │ │ │ ├── fused_bias_act.py │ │ │ ├── upfirdn_2d.cu │ │ │ └── upfirdn_2d.py │ │ ├── optimizer.py │ │ └── tfutil.py │ └── util.py ├── generate_gif.py ├── metrics │ ├── __init__.py │ ├── frechet_inception_distance.py │ ├── inception_score.py │ ├── metric_base.py │ └── metric_defaults.py ├── run_cifar.py ├── run_few_shot.py ├── run_ffhq.py └── training │ ├── __init__.py │ ├── dataset.py │ ├── dataset_tool.py │ ├── loss.py │ ├── misc.py │ ├── networks_stylegan2.py │ └── training_loop.py ├── DiffAugment_pytorch.py ├── DiffAugment_tf.py ├── LICENSE.txt ├── README.md └── imgs ├── 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