├── LICENSE ├── README.md ├── asserts └── teaser.jpg ├── configs ├── examples │ ├── constant_motion │ │ ├── head6.sh │ │ ├── head7.sh │ │ ├── kong.sh │ │ ├── monkey.sh │ │ ├── woman2.sh │ │ └── woman5.sh │ ├── multi_region │ │ ├── lawn2.sh │ │ └── woman.sh │ └── single_region │ │ ├── desert.sh │ │ ├── dog.sh │ │ ├── football.sh │ │ ├── forest.sh │ │ ├── head5.sh │ │ ├── lawn.sh │ │ ├── lizard.sh │ │ ├── road.sh │ │ ├── sea.sh │ │ ├── sea2.sh │ │ ├── sky.sh │ │ └── woman4.sh └── inference │ └── config_test.yaml ├── ctrl_model ├── diffusion_ctrl.py └── svd_ctrl.py ├── main └── inference │ ├── sample_constant_motion.py │ ├── sample_multi_region.py │ └── sample_single_region.py ├── requirements.txt ├── sgm ├── __init__.py ├── inference │ ├── api.py │ └── helpers.py ├── lr_scheduler.py ├── models │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-310.pyc │ │ ├── __init__.cpython-39.pyc │ │ ├── autoencoder.cpython-310.pyc │ │ ├── autoencoder.cpython-39.pyc │ │ ├── diffusion.cpython-310.pyc │ │ ├── diffusion.cpython-39.pyc │ │ └── diffusion_my.cpython-310.pyc │ ├── autoencoder.py │ └── diffusion.py ├── modules │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-310.pyc │ │ ├── __init__.cpython-39.pyc │ │ ├── attention.cpython-310.pyc │ │ ├── attention.cpython-39.pyc │ │ ├── ema.cpython-310.pyc │ │ ├── ema.cpython-39.pyc │ │ ├── video_attention.cpython-310.pyc │ │ ├── video_attention.cpython-39.pyc │ │ ├── video_attention_enh_self.cpython-310.pyc │ │ └── video_attention_enh_self.cpython-39.pyc │ ├── attention.py │ ├── autoencoding │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ ├── __init__.cpython-39.pyc │ │ │ ├── temporal_ae.cpython-310.pyc │ │ │ └── temporal_ae.cpython-39.pyc │ │ ├── losses │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-310.pyc │ │ │ │ ├── discriminator_loss.cpython-310.pyc │ │ │ │ └── lpips.cpython-310.pyc │ │ │ ├── discriminator_loss.py │ │ │ └── lpips.py │ │ ├── lpips │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-310.pyc │ │ │ │ ├── util.cpython-310.pyc │ │ │ │ └── vqperceptual.cpython-310.pyc │ │ │ ├── loss │ │ │ │ ├── .gitignore │ │ │ │ ├── LICENSE │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-310.pyc │ │ │ │ │ └── lpips.cpython-310.pyc │ │ │ │ └── lpips.py │ │ │ ├── model │ │ │ │ ├── LICENSE │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-310.pyc │ │ │ │ │ └── model.cpython-310.pyc │ │ │ │ └── model.py │ │ │ ├── util.py │ │ │ └── vqperceptual.py │ │ ├── regularizers │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-310.pyc │ │ │ │ ├── __init__.cpython-39.pyc │ │ │ │ ├── base.cpython-310.pyc │ │ │ │ └── base.cpython-39.pyc │ │ │ ├── base.py │ │ │ └── quantize.py │ │ └── temporal_ae.py │ ├── diffusionmodules │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ ├── __init__.cpython-39.pyc │ │ │ ├── denoiser.cpython-310.pyc │ │ │ ├── denoiser.cpython-39.pyc │ │ │ ├── denoiser_scaling.cpython-310.pyc │ │ │ ├── denoiser_scaling.cpython-39.pyc │ │ │ ├── discretizer.cpython-310.pyc │ │ │ ├── discretizer.cpython-39.pyc │ │ │ ├── guiders.cpython-310.pyc │ │ │ ├── guiders.cpython-39.pyc │ │ │ ├── loss.cpython-310.pyc │ │ │ ├── loss_my.cpython-310.pyc │ │ │ ├── loss_my_ctrl_w_first_frame.cpython-310.pyc │ │ │ ├── loss_my_enh_first_frame.cpython-310.pyc │ │ │ ├── loss_my_flow.cpython-310.pyc │ │ │ ├── loss_weighting.cpython-310.pyc │ │ │ ├── model.cpython-310.pyc │ │ │ ├── model.cpython-39.pyc │ │ │ ├── openaimodel.cpython-310.pyc │ │ │ ├── openaimodel.cpython-39.pyc │ │ │ ├── sampling.cpython-310.pyc │ │ │ ├── sampling.cpython-39.pyc │ │ │ ├── sampling_utils.cpython-310.pyc │ │ │ ├── sampling_utils.cpython-39.pyc │ │ │ ├── sigma_sampling.cpython-310.pyc │ │ │ ├── util.cpython-310.pyc │ │ │ ├── util.cpython-39.pyc │ │ │ ├── video_model.cpython-310.pyc │ │ │ ├── video_model.cpython-39.pyc │ │ │ ├── video_model_enh_self.cpython-310.pyc │ │ │ ├── video_model_enh_self_decoder.cpython-310.pyc │ │ │ ├── wrappers.cpython-310.pyc │ │ │ └── wrappers.cpython-39.pyc │ │ ├── denoiser.py │ │ ├── denoiser_scaling.py │ │ ├── denoiser_weighting.py │ │ ├── discretizer.py │ │ ├── guiders.py │ │ ├── model.py │ │ ├── openaimodel.py │ │ ├── sampling.py │ │ ├── sampling_utils.py │ │ ├── sigma_sampling.py │ │ ├── util.py │ │ ├── video_model.py │ │ └── wrappers.py │ ├── distributions │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ ├── __init__.cpython-39.pyc │ │ │ ├── distributions.cpython-310.pyc │ │ │ └── distributions.cpython-39.pyc │ │ └── distributions.py │ ├── ema.py │ ├── encoders │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-310.pyc │ │ │ ├── __init__.cpython-39.pyc │ │ │ ├── modules.cpython-310.pyc │ │ │ └── modules.cpython-39.pyc │ │ └── modules.py │ └── video_attention.py └── util.py └── utils ├── save_video.py ├── tools.py └── 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