├── .gitignore ├── LICENSE ├── README.md ├── cleanfid ├── __init__.py ├── downloads_helper.py ├── features.py ├── fid.py ├── inception_pytorch.py ├── leaderboard.py ├── resize.py └── utils.py ├── configs ├── default_celeba_configs.py ├── default_cifar10_configs.py ├── ve │ ├── CELEBA │ │ └── indm.py │ └── CIFAR10 │ │ └── indm.py └── vp │ ├── CELEBA │ ├── indm_fid.py │ └── indm_nll.py │ └── CIFAR10 │ ├── indm_fid.py │ └── indm_nll.py ├── datasets.py ├── evaluation.py ├── figures └── overview.png ├── flow_models ├── __init__.py ├── flow_model.py ├── resflow │ ├── __init__.py │ ├── datasets.py │ ├── layers │ │ ├── __init__.py │ │ ├── act_norm.py │ │ ├── base │ │ │ ├── __init__.py │ │ │ ├── activations.py │ │ │ ├── lipschitz.py │ │ │ ├── mixed_lipschitz.py │ │ │ └── utils.py │ │ ├── container.py │ │ ├── coupling.py │ │ ├── elemwise.py │ │ ├── glow.py │ │ ├── iresblock.py │ │ ├── mask_utils.py │ │ ├── nonlinear_activation.py │ │ ├── normalization.py │ │ └── squeeze.py │ ├── lr_scheduler.py │ ├── optimizers.py │ ├── resflow.py │ ├── resflow_.py │ ├── toy_data.py │ ├── utils.py │ └── visualize_flow.py └── wolf │ ├── __init__.py │ ├── data │ ├── __init__.py │ └── image.py │ ├── flows │ ├── __init__.py │ ├── activation.py │ ├── couplings │ │ ├── __init__.py │ │ ├── blocks.py │ │ ├── coupling.py │ │ └── transform.py │ ├── flow.py │ ├── glow.py │ ├── macow.py │ ├── multiscale_architecture.py │ ├── normalization.py │ ├── permutation.py │ └── resflow │ │ ├── __init__.py │ │ ├── datasets.py │ │ ├── layers │ │ ├── __init__.py │ │ ├── act_norm.py │ │ ├── base │ │ │ ├── __init__.py │ │ │ ├── activations.py │ │ │ ├── lipschitz.py │ │ │ ├── mixed_lipschitz.py │ │ │ └── utils.py │ │ ├── container.py │ │ ├── coupling.py │ │ ├── elemwise.py │ │ ├── glow.py │ │ ├── iresblock.py │ │ ├── mask_utils.py │ │ ├── nonlinear_activation.py │ │ ├── normalization.py │ │ └── squeeze.py │ │ ├── lr_scheduler.py │ │ ├── optimizers.py │ │ ├── resflow_.py │ │ ├── toy_data.py │ │ ├── utils.py │ │ └── visualize_flow.py │ ├── modules │ ├── __init__.py │ ├── dequantization │ │ ├── __init__.py │ │ └── dequantizer.py │ ├── discriminators │ │ ├── __init__.py │ │ ├── categorical.py │ │ ├── discriminator.py │ │ ├── gaussian.py │ │ └── priors │ │ │ ├── __init__.py │ │ │ ├── flow.py │ │ │ └── prior.py │ ├── encoders │ │ ├── __init__.py │ │ ├── encoder.py │ │ ├── global_encoder.py │ │ └── local_encoder.py │ └── generators │ │ ├── __init__.py │ │ └── generator.py │ ├── nnet │ ├── __init__.py │ ├── adaptive_instance_norm.py │ ├── attention.py │ ├── layer_norm.py │ ├── positional_encoding.py │ ├── resnets │ │ ├── __init__.py │ │ ├── resnet.py │ │ ├── resnet_batchnorm.py │ │ ├── resnet_groupnorm.py │ │ └── resnet_weightnorm.py │ ├── shift_conv.py │ └── weight_norm.py │ ├── optim │ ├── __init__.py │ └── lr_scheduler.py │ ├── utils.py │ ├── wolf.py │ └── wolf_configs │ ├── celebA-HQ │ ├── glow │ │ ├── glow-base-uni.json │ │ ├── glow-base-var.json │ │ └── glow-gaussian-uni.json │ └── macow │ │ ├── macow-base-uni.json │ │ ├── macow-base-var.json │ │ └── macow-gaussian-uni.json │ ├── cifar10 │ ├── glow │ │ ├── glow-base-uni.json │ │ ├── glow-base-var.json │ │ ├── glow-cat-uni.json │ │ ├── glow-gaussian-uni.json │ │ ├── glow-gaussian-var.json │ │ ├── resflow-gaussian-uni-squeeze.json │ │ └── resflow-gaussian-uni.json │ └── macow │ │ ├── macow-base-uni.json │ │ ├── macow-base-var.json │ │ ├── macow-cat-uni.json │ │ └── macow-gaussian-uni.json │ ├── imagenet │ └── 64x64 │ │ └── glow │ │ ├── glow-base-uni.json │ │ ├── glow-gaussian-uni.json │ │ └── resflow-gaussian-uni.json │ └── lsun │ └── 128x128 │ └── glow │ ├── glow-base-uni.json │ └── glow-gaussian-uni.json ├── likelihood.py ├── losses.py ├── main.py ├── models ├── __init__.py ├── ddpm.py ├── ema.py ├── layers.py ├── layerspp.py ├── ncsnpp.py ├── ncsnv2.py ├── normalization.py ├── up_or_down_sampling.py ├── utils.py └── vdm.py ├── op ├── __init__.py ├── fused_act.py ├── fused_bias_act.cpp ├── fused_bias_act_kernel.cu ├── upfirdn2d.cpp ├── upfirdn2d.py └── upfirdn2d_kernel.cu ├── requirements.txt ├── run_lib.py ├── sampling.py ├── sampling_lib.py ├── sde_lib.py └── utils.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/byeonghu-na/INDM/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/byeonghu-na/INDM/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/byeonghu-na/INDM/HEAD/README.md -------------------------------------------------------------------------------- /cleanfid/__init__.py: -------------------------------------------------------------------------------- 1 | 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