├── .gitignore ├── .vscode └── launch.json ├── LICENSE ├── README.md ├── assets ├── audios │ └── Jay-我听人说，鼓起勇气说再见，就会被奖励新的开始，但其实我觉得，在一切变好之前.MP3 ├── fonts │ └── Inkfree.ttf ├── imgs │ ├── 1girl.jpg │ ├── AI_Pioneers.jpg │ ├── BlackCatDetective.jpg │ ├── StoryDiffusion │ │ ├── Robert │ │ │ └── images.jpeg │ │ ├── lecun │ │ │ └── yann-lecun2.png │ │ ├── logo.png │ │ ├── pad_images.png │ │ ├── taylor │ │ │ └── 1-1.png │ │ └── twoperson │ │ │ ├── 1.jpeg │ │ │ └── 2.png │ ├── animation_girl.png │ ├── boy │ │ ├── one.png │ │ └── two.png │ ├── cat_hamburger.png │ ├── children-alpha.png │ ├── edit.png │ ├── entity.png │ ├── gas_station.png │ ├── lighthouse.png │ ├── rose.jpg │ ├── same_pose.png │ ├── skeletal.png │ ├── skeletal2img.png │ ├── suv.png │ ├── t2i_woman_with_book.png │ ├── vase.jpg │ └── xp.jpg └── vids │ ├── dance_demo.mp4 │ ├── dog.mp4 │ ├── low_fps_demo.mp4 │ ├── onepiece_demo.mp4 │ ├── suv1.mp4 │ └── suv2.mp4 ├── models └── lora │ └── add lora to here.txt ├── prompts.json ├── requirements.txt ├── run_cogvideo.py ├── run_cogvideofun.py ├── run_deepseek_r1.py ├── run_flow_edit.py ├── run_flux.py ├── run_glm.py ├── run_hidream.py ├── run_hyvideo.py ├── run_kokoro_82m.py ├── run_ltxvideo.py ├── run_mimic_motion.py ├── run_mmaudio.py ├── run_mochi.py ├── run_omnigen.py ├── run_phi.py ├── run_qwen_omni.py ├── run_realesrgan.py ├── run_rife.py ├── run_rmbg.py ├── run_story_diffusion.py ├── run_suno_bark.py ├── run_wan_video.py ├── src ├── CogVideoFunManager.py ├── CogVideoManager.py ├── DeepSeekManager.py ├── FlowEdit │ ├── FLUX_exp.yaml │ ├── FlowEdit_utils.py │ ├── SD3_exp.yaml │ └── edits.yaml ├── FluxManager.py ├── GlmManager.py ├── HiDreamManager.py ├── HunyuanVideoManager.py ├── LTXvideoManager.py ├── MMAudioManager.py ├── MimicManager.py ├── MochiManager.py ├── OmniGen │ ├── __init__.py │ ├── model.py │ ├── pipeline.py │ ├── processor.py │ ├── scheduler.py │ ├── train_helper │ │ ├── __init__.py │ │ ├── data.py │ │ └── loss.py │ ├── transformer.py │ └── utils.py ├── OmnigenManager.py ├── PhiManager.py ├── PromptManager.py ├── RIFE │ ├── IFNet.py │ ├── IFNet_2R.py │ ├── IFNet_m.py │ ├── RIFE.py │ ├── laplacian.py │ ├── loss.py │ ├── pytorch_msssim │ │ └── __init__.py │ ├── refine.py │ ├── refine_2R.py │ ├── train_log │ │ ├── IFNet_HDv3.py │ │ ├── RIFE_HDv3.py │ │ └── flownet.pkl │ └── warplayer.py ├── RIFEManager.py ├── RMBGManager.py ├── RealESRGANManager.py ├── StoryDiffusion │ ├── __init__.py │ ├── gradio_utils.py │ ├── load_models_utils.py │ ├── model.py │ ├── models.yaml │ ├── pipeline.py │ ├── style_template.py │ └── utils.py ├── VideoCutManager.py ├── WanVideoManager.py ├── cogvideoxfun │ ├── __init__.py │ ├── api │ │ ├── api.py │ │ └── post_infer.py │ ├── data │ │ ├── bucket_sampler.py │ │ ├── dataset_image.py │ │ ├── dataset_image_video.py │ │ └── dataset_video.py │ ├── models │ │ ├── autoencoder_magvit.py │ │ └── transformer3d.py │ ├── pipeline │ │ ├── pipeline_cogvideox.py │ │ ├── pipeline_cogvideox_control.py │ │ └── pipeline_cogvideox_inpaint.py │ ├── reward │ │ ├── MPS │ │ │ ├── README.md │ │ │ └── trainer │ │ │ │ └── models │ │ │ │ ├── base_model.py │ │ │ │ ├── clip_model.py │ │ │ │ └── cross_modeling.py │ │ ├── aesthetic_predictor_v2_5 │ │ │ ├── __init__.py │ │ │ └── siglip_v2_5.py │ │ ├── improved_aesthetic_predictor.py │ │ └── reward_fn.py │ ├── ui │ │ └── ui.py │ ├── utils │ │ ├── __init__.py │ │ ├── discrete_sampler.py │ │ ├── lora_utils.py │ │ └── utils.py │ └── video_caption │ │ ├── beautiful_prompt.py │ │ ├── caption_rewrite.py │ │ ├── compute_motion_score.py │ │ ├── compute_text_score.py │ │ ├── compute_video_quality.py │ │ ├── cutscene_detect.py │ │ ├── filter_meta_train.py │ │ ├── package_patches │ │ ├── easyocr_detection_patched.py │ │ └── vila_siglip_encoder_patched.py │ │ ├── prompt │ │ ├── beautiful_prompt.txt │ │ └── rewrite.txt │ │ ├── requirements.txt │ │ ├── scripts │ │ ├── stage_1_video_splitting.sh │ │ ├── stage_2_video_filtering.sh │ │ └── stage_3_video_recaptioning.sh │ │ ├── utils │ │ ├── filter.py │ │ ├── gather_jsonl.py │ │ ├── get_meta_file.py │ │ ├── image_evaluator.py │ │ ├── logger.py │ │ ├── longclip │ │ │ ├── README.md │ │ │ ├── __init__.py │ │ │ ├── bpe_simple_vocab_16e6.txt.gz │ │ │ ├── longclip.py │ │ │ ├── model_longclip.py │ │ │ └── simple_tokenizer.py │ │ ├── siglip_v2_5.py │ │ ├── viclip │ │ │ ├── README.md │ │ │ ├── __init__.py │ │ │ ├── bpe_simple_vocab_16e6.txt.gz │ │ │ ├── simple_tokenizer.py │ │ │ ├── viclip.py │ │ │ ├── viclip_text.py │ │ │ └── viclip_vision.py │ │ ├── video_dataset.py │ │ ├── video_evaluator.py │ │ └── video_utils.py │ │ ├── video_splitting.py │ │ └── vila_video_recaptioning.py ├── genmo │ ├── lib │ │ ├── attn_imports.py │ │ ├── progress.py │ │ └── utils.py │ └── mochi_preview │ │ ├── __init__.py │ │ ├── dit │ │ └── joint_model │ │ │ ├── __init__.py │ │ │ ├── asymm_models_joint.py │ │ │ ├── context_parallel.py │ │ │ ├── layers.py │ │ │ ├── lora.py │ │ │ ├── mod_rmsnorm.py │ │ │ ├── residual_tanh_gated_rmsnorm.py │ │ │ ├── rope_mixed.py │ │ │ ├── temporal_rope.py │ │ │ └── utils.py │ │ ├── pipelines.py │ │ └── vae │ │ ├── __init__.py │ │ ├── cp_conv.py │ │ ├── latent_dist.py │ │ ├── models.py │ │ └── vae_stats.py ├── ltx_video │ ├── __init__.py │ ├── models │ │ ├── __init__.py │ │ ├── autoencoders │ │ │ ├── __init__.py │ │ │ ├── causal_conv3d.py │ │ │ ├── causal_video_autoencoder.py │ │ │ ├── conv_nd_factory.py │ │ │ ├── dual_conv3d.py │ │ │ ├── pixel_norm.py │ │ │ ├── vae.py │ │ │ ├── vae_encode.py │ │ │ └── video_autoencoder.py │ │ └── transformers │ │ │ ├── __init__.py │ │ │ ├── attention.py │ │ │ ├── embeddings.py │ │ │ ├── symmetric_patchifier.py │ │ │ └── transformer3d.py │ ├── pipelines │ │ ├── __init__.py │ │ └── pipeline_ltx_video.py │ ├── schedulers │ │ ├── __init__.py │ │ └── rf.py │ └── utils │ │ ├── __init__.py │ │ ├── conditioning_method.py │ │ ├── diffusers_config_mapping.py │ │ ├── skip_layer_strategy.py │ │ └── torch_utils.py ├── mimicmotion │ ├── __init__.py │ ├── constants.py │ ├── dwpose │ │ ├── .gitignore │ │ ├── __init__.py │ │ ├── dwpose_detector.py │ │ ├── onnxdet.py │ │ ├── onnxpose.py │ │ ├── preprocess.py │ │ ├── util.py │ │ └── wholebody.py │ ├── modules │ │ ├── __init__.py │ │ ├── attention.py │ │ ├── pose_net.py │ │ └── unet.py │ ├── pipelines │ │ └── pipeline_mimicmotion.py │ └── utils │ │ ├── __init__.py │ │ ├── geglu_patch.py │ │ ├── loader.py │ │ └── utils.py ├── mmaudio │ ├── __init__.py │ ├── data │ │ ├── __init__.py │ │ └── av_utils.py │ ├── eval_utils.py │ ├── ext │ │ ├── __init__.py │ │ ├── autoencoder │ │ │ ├── __init__.py │ │ │ ├── autoencoder.py │ │ │ ├── edm2_utils.py │ │ │ ├── vae.py │ │ │ └── vae_modules.py │ │ ├── bigvgan │ │ │ ├── LICENSE │ │ │ ├── __init__.py │ │ │ ├── activations.py │ │ │ ├── alias_free_torch │ │ │ │ ├── __init__.py │ │ │ │ ├── act.py │ │ │ │ ├── filter.py │ │ │ │ └── resample.py │ │ │ ├── bigvgan.py │ │ │ ├── bigvgan_vocoder.yml │ │ │ ├── env.py │ │ │ ├── incl_licenses │ │ │ │ ├── LICENSE_1 │ │ │ │ ├── LICENSE_2 │ │ │ │ ├── LICENSE_3 │ │ │ │ ├── LICENSE_4 │ │ │ │ └── LICENSE_5 │ │ │ ├── models.py │ │ │ └── utils.py │ │ ├── bigvgan_v2 │ │ │ ├── LICENSE │ │ │ ├── __init__.py │ │ │ ├── activations.py │ │ │ ├── alias_free_activation │ │ │ │ ├── cuda │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── activation1d.py │ │ │ │ │ ├── anti_alias_activation.cpp │ │ │ │ │ ├── anti_alias_activation_cuda.cu │ │ │ │ │ ├── compat.h │ │ │ │ │ ├── load.py │ │ │ │ │ └── type_shim.h │ │ │ │ └── torch │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── act.py │ │ │ │ │ ├── filter.py │ │ │ │ │ └── resample.py │ │ │ ├── bigvgan.py │ │ │ ├── env.py │ │ │ ├── incl_licenses │ │ │ │ ├── LICENSE_1 │ │ │ │ ├── LICENSE_2 │ │ │ │ ├── LICENSE_3 │ │ │ │ ├── LICENSE_4 │ │ │ │ ├── LICENSE_5 │ │ │ │ ├── LICENSE_6 │ │ │ │ ├── LICENSE_7 │ │ │ │ └── LICENSE_8 │ │ │ └── utils.py │ │ ├── mel_converter.py │ │ ├── rotary_embeddings.py │ │ ├── stft_converter.py │ │ ├── stft_converter_mel.py │ │ └── synchformer │ │ │ ├── LICENSE │ │ │ ├── __init__.py │ │ │ ├── divided_224_16x4.yaml │ │ │ ├── motionformer.py │ │ │ ├── synchformer.py │ │ │ ├── utils.py │ │ │ ├── video_model_builder.py │ │ │ └── vit_helper.py │ ├── model │ │ ├── __init__.py │ │ ├── embeddings.py │ │ ├── flow_matching.py │ │ ├── low_level.py │ │ ├── networks.py │ │ ├── sequence_config.py │ │ ├── transformer_layers.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── distributions.py │ │ │ ├── features_utils.py │ │ │ ├── parameter_groups.py │ │ │ └── sample_utils.py │ └── utils │ │ ├── __init__.py │ │ ├── dist_utils.py │ │ └── download_utils.py └── realesrgan │ ├── __init__.py │ ├── archs │ ├── __init__.py │ ├── discriminator_arch.py │ └── srvgg_arch.py │ ├── data │ ├── __init__.py │ ├── realesrgan_dataset.py │ └── realesrgan_paired_dataset.py │ ├── models │ ├── __init__.py │ ├── realesrgan_model.py │ └── realesrnet_model.py │ ├── train.py │ └── utils.py └── utils ├── __init__.py └── helper.py /.gitignore: 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