├── .gitignore ├── README.md ├── assets ├── 1.gif ├── 10.gif ├── 11.gif ├── 12.gif ├── 2.gif ├── 3.gif ├── 4.gif ├── 5.gif ├── 6.gif ├── 7.gif ├── 8.gif └── 9.gif ├── requirements.txt ├── run.sh ├── sat ├── arguments.py ├── asset │ └── prompt.txt ├── base_model.py ├── configs │ ├── cogvideox_2b.yaml │ └── inference.yaml ├── demo.py ├── diffusion_video.py ├── dit_video_concat.py ├── run.sh ├── sample_video.py ├── sgm │ ├── __init__.py │ ├── lr_scheduler.py │ ├── models │ │ ├── __init__.py │ │ └── autoencoder.py │ ├── modules │ │ ├── __init__.py │ │ ├── attention.py │ │ ├── autoencoding │ │ │ ├── __init__.py │ │ │ ├── losses │ │ │ │ ├── __init__.py │ │ │ │ ├── discriminator_loss.py │ │ │ │ ├── lpips.py │ │ │ │ └── video_loss.py │ │ │ ├── lpips │ │ │ │ ├── __init__.py │ │ │ │ ├── loss │ │ │ │ │ ├── .gitignore │ │ │ │ │ ├── LICENSE │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── lpips.py │ │ │ │ ├── model │ │ │ │ │ ├── LICENSE │ │ │ │ │ ├── __init__.py │ │ │ │ │ └── model.py │ │ │ │ ├── util.py │ │ │ │ └── vqperceptual.py │ │ │ ├── magvit2_pytorch.py │ │ │ ├── regularizers │ │ │ │ ├── __init__.py │ │ │ │ ├── base.py │ │ │ │ ├── finite_scalar_quantization.py │ │ │ │ ├── lookup_free_quantization.py │ │ │ │ └── quantize.py │ │ │ ├── temporal_ae.py │ │ │ └── vqvae │ │ │ │ ├── movq_dec_3d.py │ │ │ │ ├── movq_dec_3d_dev.py │ │ │ │ ├── movq_enc_3d.py │ │ │ │ ├── movq_modules.py │ │ │ │ ├── quantize.py │ │ │ │ └── vqvae_blocks.py │ │ ├── cp_enc_dec.py │ │ ├── diffusionmodules │ │ │ ├── __init__.py │ │ │ ├── denoiser.py │ │ │ ├── denoiser_scaling.py │ │ │ ├── denoiser_weighting.py │ │ │ ├── discretizer.py │ │ │ ├── guiders.py │ │ │ ├── lora.py │ │ │ ├── loss.py │ │ │ ├── model.py │ │ │ ├── openaimodel.py │ │ │ ├── sampling.py │ │ │ ├── sampling_utils.py │ │ │ ├── sigma_sampling.py │ │ │ ├── util.py │ │ │ └── wrappers.py │ │ ├── distributions │ │ │ ├── __init__.py │ │ │ └── distributions.py │ │ ├── ema.py │ │ ├── encoders │ │ │ ├── __init__.py │ │ │ └── modules.py │ │ └── 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