├── .github └── workflows │ └── publish.yml ├── .gitignore ├── Dockerfile.ds ├── LICENSE ├── README.md ├── README_ja-JP.md ├── README_zh-CN.md ├── __init__.py ├── asset ├── 1.png ├── 2.png ├── 3.png ├── 4.png ├── 5.png ├── 6.png ├── 7.png ├── 8.png ├── ACW.txt ├── CW.txt ├── Pan_Down.txt ├── Pan_Left.txt ├── Pan_Left_Down.txt ├── Pan_Left_Up.txt ├── Pan_Right.txt ├── Pan_Right_Down.txt ├── Pan_Right_Up.txt ├── Pan_Up.txt ├── Zoom_In.txt ├── Zoom_Out.txt ├── inpaint_video.mp4 ├── inpaint_video_mask.mp4 ├── mask.png ├── pose.jpg ├── pose.mp4 ├── ref_1.png ├── ref_2.png └── talk.wav ├── comfyui ├── README.md ├── annotator │ ├── dwpose_utils │ │ ├── __init__.py │ │ ├── onnxdet.py │ │ ├── onnxpose.py │ │ ├── util.py │ │ └── wholebody.py │ ├── nodes.py │ └── zoe │ │ ├── LICENSE │ │ ├── __init__.py │ │ └── zoedepth │ │ ├── models │ │ ├── __init__.py │ │ ├── base_models │ │ │ ├── __init__.py │ │ │ ├── midas.py │ │ │ └── midas_repo │ │ │ │ ├── .gitignore │ │ │ │ ├── Dockerfile │ │ │ │ ├── LICENSE │ │ │ │ ├── README.md │ │ │ │ ├── environment.yaml │ │ │ │ ├── hubconf.py │ │ │ │ ├── input │ │ │ │ └── .placeholder │ │ │ │ ├── midas │ │ │ │ ├── backbones │ │ │ │ │ ├── beit.py │ │ │ │ │ ├── levit.py │ │ │ │ │ ├── next_vit.py │ │ │ │ │ ├── swin.py │ │ │ │ │ ├── swin2.py │ │ │ │ │ ├── swin_common.py │ │ │ │ │ ├── utils.py │ │ │ │ │ └── vit.py │ │ │ │ ├── base_model.py │ │ │ │ ├── blocks.py │ │ │ │ ├── dpt_depth.py │ │ │ │ ├── midas_net.py │ │ │ │ ├── midas_net_custom.py │ │ │ │ ├── model_loader.py │ │ │ │ └── transforms.py │ │ │ │ ├── ros │ │ │ │ ├── LICENSE │ │ │ │ ├── README.md │ │ │ │ ├── additions │ │ │ │ │ ├── do_catkin_make.sh │ │ │ │ │ ├── downloads.sh │ │ │ │ │ ├── install_ros_melodic_ubuntu_17_18.sh │ │ │ │ │ ├── install_ros_noetic_ubuntu_20.sh │ │ │ │ │ └── make_package_cpp.sh │ │ │ │ ├── launch_midas_cpp.sh │ │ │ │ ├── midas_cpp │ │ │ │ │ ├── CMakeLists.txt │ │ │ │ │ ├── launch │ │ │ │ │ │ ├── midas_cpp.launch │ │ │ │ │ │ └── midas_talker_listener.launch │ │ │ │ │ ├── package.xml │ │ │ │ │ ├── scripts │ │ │ │ │ │ ├── listener.py │ │ │ │ │ │ ├── listener_original.py │ │ │ │ │ │ └── talker.py │ │ │ │ │ └── src │ │ │ │ │ │ └── main.cpp │ │ │ │ └── run_talker_listener_test.sh │ │ │ │ ├── run.py │ │ │ │ ├── tf │ │ │ │ ├── README.md │ │ │ │ ├── input │ │ │ │ │ └── .placeholder │ │ │ │ ├── make_onnx_model.py │ │ │ │ ├── run_onnx.py │ │ │ │ ├── run_pb.py │ │ │ │ ├── transforms.py │ │ │ │ └── utils.py │ │ │ │ ├── utils.py │ │ │ │ └── weights │ │ │ │ └── .placeholder │ │ ├── builder.py │ │ ├── depth_model.py │ │ ├── layers │ │ │ ├── attractor.py │ │ │ ├── dist_layers.py │ │ │ ├── localbins_layers.py │ │ │ └── patch_transformer.py │ │ ├── model_io.py │ │ ├── zoedepth │ │ │ ├── __init__.py │ │ │ ├── config_zoedepth.json │ │ │ ├── config_zoedepth_kitti.json │ │ │ └── zoedepth_v1.py │ │ └── zoedepth_nk │ │ │ ├── __init__.py │ │ │ ├── config_zoedepth_nk.json │ │ │ └── zoedepth_nk_v1.py │ │ └── utils │ │ ├── __init__.py │ │ ├── arg_utils.py │ │ ├── config.py │ │ ├── easydict │ │ └── __init__.py │ │ ├── geometry.py │ │ └── misc.py ├── camera_utils.py ├── cogvideox_fun │ ├── nodes.py │ ├── v1.1 │ │ ├── cogvideoxfunv1.1_workflow_i2v.json │ │ ├── cogvideoxfunv1.1_workflow_t2v.json │ │ ├── cogvideoxfunv1.1_workflow_t2v_lora.json │ │ ├── cogvideoxfunv1.1_workflow_v2v.json │ │ └── cogvideoxfunv1.1_workflow_v2v_control.json │ ├── v1.5 │ │ ├── cogvideoxfunv1.5_workflow_i2v.json │ │ ├── cogvideoxfunv1.5_workflow_t2v.json │ │ └── cogvideoxfunv1.5_workflow_v2v.json │ └── v1 │ │ ├── cogvideoxfunv1_workflow_i2v.json │ │ ├── cogvideoxfunv1_workflow_t2v.json │ │ └── cogvideoxfunv1_workflow_v2v.json ├── comfyui_nodes.py ├── comfyui_utils.py ├── qwenimage │ ├── nodes.py │ └── v1 │ │ ├── qwenimage_chunked_loading_workflow_edit.json │ │ ├── qwenimage_chunked_loading_workflow_t2v.json │ │ ├── qwenimage_workflow_edit.json │ │ └── qwenimage_workflow_t2v.json ├── wan2_1 │ ├── nodes.py │ └── v1 │ │ ├── wan2.1_chunked_loading_workflow_i2v.json │ │ ├── wan2.1_chunked_loading_workflow_t2v.json │ │ ├── wan2.1_workflow_i2v.json │ │ └── wan2.1_workflow_t2v.json ├── wan2_1_fun │ ├── nodes.py │ └── v1 │ │ ├── wan2.1_fun_chunked_loading_workflow_control_camera.json │ │ ├── wan2.1_fun_chunked_loading_workflow_i2v.json │ │ ├── wan2.1_fun_chunked_loading_workflow_t2v.json │ │ ├── wan2.1_fun_chunked_loading_workflow_v2v_control.json │ │ ├── wan2.1_fun_chunked_loading_workflow_v2v_control_ref.json │ │ ├── wan2.1_fun_workflow_control_camera.json │ │ ├── wan2.1_fun_workflow_control_trajectory.json │ │ ├── wan2.1_fun_workflow_i2v.json │ │ ├── wan2.1_fun_workflow_i2v_lora.json │ │ ├── wan2.1_fun_workflow_t2v.json │ │ ├── wan2.1_fun_workflow_t2v_lora.json │ │ ├── wan2.1_fun_workflow_v2v_control.json │ │ ├── wan2.1_fun_workflow_v2v_control_canny.json │ │ ├── wan2.1_fun_workflow_v2v_control_depth.json │ │ ├── wan2.1_fun_workflow_v2v_control_depth_ref.json │ │ ├── wan2.1_fun_workflow_v2v_control_pose.json │ │ ├── wan2.1_fun_workflow_v2v_control_pose_ref.json │ │ └── wan2.1_fun_workflow_v2v_control_ref.json ├── wan2_2 │ ├── nodes.py │ └── v1 │ │ ├── wan2.2_chunked_loading_workflow_i2v.json │ │ ├── wan2.2_chunked_loading_workflow_i2v_5b.json │ │ ├── wan2.2_chunked_loading_workflow_t2v.json │ │ ├── wan2.2_chunked_loading_workflow_t2v_5b.json │ │ ├── wan2.2_workflow_i2v.json │ │ ├── wan2.2_workflow_i2v_5b.json │ │ ├── wan2.2_workflow_t2v.json │ │ └── wan2.2_workflow_t2v_5b.json ├── wan2_2_fun │ ├── nodes.py │ └── v1 │ │ ├── wan2.2_fun_chunked_loading_workflow_control_camera.json │ │ ├── wan2.2_fun_chunked_loading_workflow_flf.json │ │ ├── wan2.2_fun_chunked_loading_workflow_i2v.json │ │ ├── wan2.2_fun_chunked_loading_workflow_v2v_control.json │ │ ├── wan2.2_fun_chunked_loading_workflow_v2v_control_pose_ref.json │ │ ├── wan2.2_fun_workflow_control_camera.json │ │ ├── wan2.2_fun_workflow_control_trajectory.json │ │ ├── wan2.2_fun_workflow_flf.json │ │ ├── wan2.2_fun_workflow_i2v.json │ │ ├── wan2.2_fun_workflow_t2v.json │ │ ├── wan2.2_fun_workflow_v2v_control.json │ │ ├── wan2.2_fun_workflow_v2v_control_canny.json │ │ ├── wan2.2_fun_workflow_v2v_control_depth.json │ │ ├── wan2.2_fun_workflow_v2v_control_pose_ref.json │ │ └── wan2.2_fun_workflow_v2v_control_ref.json └── wan2_2_vace_fun │ ├── nodes.py │ └── v1 │ ├── wan2.2_vace_fun_chunked_loading_workflow_i2v.json │ ├── wan2.2_vace_fun_chunked_loading_workflow_subjects.json │ ├── wan2.2_vace_fun_chunked_loading_workflow_subjects_4steps_lora.json │ ├── wan2.2_vace_fun_chunked_loading_workflow_subjects_lora.json │ ├── wan2.2_vace_fun_chunked_loading_workflow_v2v_control.json │ ├── wan2.2_vace_fun_chunked_loading_workflow_v2v_control_ref.json │ ├── wan2.2_vace_fun_workflow_i2v.json │ ├── wan2.2_vace_fun_workflow_subjects.json │ ├── wan2.2_vace_fun_workflow_v2v_control.json │ └── wan2.2_vace_fun_workflow_v2v_control_ref.json ├── config ├── flux2 │ └── flux2_control.yaml ├── wan2.1 │ └── wan_civitai.yaml ├── wan2.2 │ ├── wan_civitai_5b.yaml │ ├── wan_civitai_animate.yaml │ ├── wan_civitai_i2v.yaml │ ├── wan_civitai_s2v.yaml │ └── wan_civitai_t2v.yaml ├── z_image │ └── z_image_control.yaml ├── zero_stage2_config.json ├── zero_stage3_config.json └── zero_stage3_config_cpu_offload.json ├── datasets └── put datasets here.txt ├── examples ├── cogvideox_fun │ ├── app.py │ ├── launch_api.py │ ├── post_infer.py │ ├── post_infer_queue.py │ ├── predict_i2v.py │ ├── predict_t2v.py │ ├── predict_v2v.py │ └── predict_v2v_control.py ├── fantasytalking │ └── predict_s2v.py ├── flux │ └── predict_t2i.py ├── flux2 │ └── predict_t2i.py ├── flux2_fun │ ├── predict_i2i_inpaint.py │ ├── predict_t2i_control.py │ └── predict_t2i_control_ref.py ├── hunyuanvideo │ ├── predict_i2v.py │ └── predict_t2v.py ├── phantom │ └── predict_s2v.py ├── qwenimage │ ├── predict_t2i.py │ ├── predict_t2i_edit.py │ └── predict_t2i_edit_plus.py ├── wan2.1 │ ├── app.py │ ├── launch_api.py │ ├── post_infer.py │ ├── post_infer_queue.py │ ├── post_infer_queue_i2v.py │ ├── predict_i2v.py │ └── predict_t2v.py ├── wan2.1_fun │ ├── app.py │ ├── launch_api.py │ ├── post_infer.py │ ├── post_infer_queue.py │ ├── post_infer_queue_i2v.py │ ├── post_infer_queue_v2v_control.py │ ├── predict_i2v.py │ ├── predict_t2v.py │ ├── predict_v2v_control.py │ ├── predict_v2v_control_camera.py │ └── predict_v2v_control_ref.py ├── wan2.1_vace │ ├── predict_i2v.py │ ├── predict_s2v.py │ └── predict_v2v_control.py ├── wan2.2 │ ├── app.py │ ├── launch_api.py │ ├── post_infer.py │ ├── post_infer_queue.py │ ├── post_infer_queue_i2v.py │ ├── predict_animate.py │ ├── predict_i2v.py │ ├── predict_s2v.py │ ├── predict_t2v.py │ └── predict_ti2v.py ├── wan2.2_fun │ ├── app.py │ ├── launch_api.py │ ├── post_infer.py │ ├── post_infer_queue.py │ ├── post_infer_queue_i2v.py │ ├── post_infer_queue_v2v_control.py │ ├── predict_i2v.py │ ├── predict_i2v_5b.py │ ├── predict_t2v.py │ ├── predict_t2v_5b.py │ ├── predict_v2v_control.py │ ├── predict_v2v_control_5b.py │ ├── predict_v2v_control_camera.py │ ├── predict_v2v_control_camera_5b.py │ ├── predict_v2v_control_ref.py │ └── predict_v2v_control_ref_5b.py ├── wan2.2_vace_fun │ ├── predict_i2v.py │ ├── predict_s2v.py │ ├── predict_v2v_control.py │ ├── predict_v2v_control_ref.py │ └── predict_v2v_mask.py ├── z_image │ └── predict_t2i.py └── z_image_fun │ └── predict_t2i_control.py ├── install.py ├── models └── put models here.txt ├── pyproject.toml ├── reports ├── cogvideox_fun │ ├── report_v1.md │ ├── report_v1_1.md │ ├── report_v1_1_zh-CN.md │ └── report_v1_zh-CN.md └── wan2_1_fun │ ├── report_v1_1.md │ └── report_v1_1_zh-CN.md ├── requirements.txt ├── scripts ├── README_DEMO.md ├── cogvideox_fun │ ├── README_TRAIN.md │ ├── README_TRAIN_CONTROL.md │ ├── README_TRAIN_LORA.md │ ├── README_TRAIN_REWARD.md │ ├── train.py │ ├── train.sh │ ├── train_control.py │ ├── train_control.sh │ ├── train_lora.py │ ├── train_lora.sh │ ├── train_reward_lora.py │ └── train_reward_lora.sh ├── fantasytalking │ ├── README_TRAIN.md │ ├── train.py │ └── train.sh ├── flux │ ├── README_TRAIN.md │ ├── README_TRAIN_LORA.md │ ├── train.py │ ├── train.sh │ ├── train_lora.py │ └── train_lora.sh ├── flux2 │ ├── README_TRAIN.md │ ├── README_TRAIN_LORA.md │ ├── train.py │ ├── train.sh │ ├── train_lora.py │ └── train_lora.sh ├── hunyuanvideo │ ├── README_TRAIN.md │ ├── README_TRAIN_LORA.md │ ├── train.py │ ├── train.sh │ ├── train_lora.py │ └── train_lora.sh ├── qwenimage │ ├── README_TRAIN.md │ ├── README_TRAIN_EDIT.md │ ├── README_TRAIN_LORA.md │ ├── train.py │ ├── train.sh │ ├── train_edit.py │ ├── train_edit.sh │ ├── train_edit_lora.py │ ├── train_edit_lora.sh │ ├── train_lora.py │ └── train_lora.sh ├── wan2.1 │ ├── README_TRAIN.md │ ├── README_TRAIN_DISTILL.md │ ├── README_TRAIN_DISTILL_LORA.md │ ├── README_TRAIN_LORA.md │ ├── train.py │ ├── train.sh │ ├── train_distill.py │ ├── train_distill.sh │ ├── train_distill_lora.py │ ├── train_distill_lora.sh │ ├── train_lora.py │ ├── train_lora.sh │ ├── train_reward_lora.py │ └── train_reward_lora.sh ├── wan2.1_fun │ ├── README_TRAIN.md │ ├── README_TRAIN_CONTROL.md │ ├── README_TRAIN_CONTROL_LORA.md │ ├── README_TRAIN_LORA.md │ ├── README_TRAIN_REWARD.md │ ├── train.py │ ├── train.sh │ ├── train_control.py │ ├── train_control.sh │ ├── train_control_lora.py │ ├── train_control_lora.sh │ ├── train_lora.py │ ├── train_lora.sh │ ├── train_reward_lora.py │ └── train_reward_lora.sh ├── wan2.1_vace │ ├── README_TRAIN.md │ ├── train.py │ └── train.sh ├── wan2.2 │ ├── README_TRAIN.md │ ├── README_TRAIN_ANIMATE.md │ ├── README_TRAIN_DISTILL.md │ ├── README_TRAIN_DISTILL_LORA.md │ ├── README_TRAIN_LORA.md │ ├── README_TRAIN_S2V.md │ ├── train.py │ ├── train.sh │ ├── train_animate.py │ ├── train_animate.sh │ ├── train_animate_lora.py │ ├── train_animate_lora.sh │ ├── train_distill.py │ ├── train_distill.sh │ ├── train_distill_lora.py │ ├── train_distill_lora.sh │ ├── train_lora.py │ ├── train_lora.sh │ ├── train_s2v.py │ ├── train_s2v.sh │ ├── train_s2v_lora.py │ └── train_s2v_lora.sh ├── wan2.2_fun │ ├── README_TRAIN.md │ ├── README_TRAIN_CONTROL.md │ ├── README_TRAIN_CONTROL_LORA.md │ ├── README_TRAIN_LORA.md │ ├── README_TRAIN_REWARD.md │ ├── train.py │ ├── train.sh │ ├── train_control.py │ ├── train_control.sh │ ├── train_control_lora.py │ ├── train_control_lora.sh │ ├── train_lora.py │ ├── train_lora.sh │ ├── train_reward_lora.py │ └── train_reward_lora.sh ├── wan2.2_vace_fun │ ├── README_TRAIN.md │ ├── train.py │ └── train.sh ├── z_image │ ├── README_TRAIN.md │ ├── README_TRAIN_LORA.md │ ├── train.py │ ├── train.sh │ ├── train_lora.py │ └── train_lora.sh ├── z_image_fun │ ├── README_TRAIN.md │ ├── train_control.py │ └── train_control.sh └── zero_to_bf16.py └── videox_fun ├── __init__.py ├── api ├── api.py └── api_multi_nodes.py ├── data ├── __init__.py ├── bucket_sampler.py ├── dataset_image.py ├── dataset_image_video.py ├── dataset_video.py └── utils.py ├── dist ├── __init__.py ├── cogvideox_xfuser.py ├── flux2_xfuser.py ├── flux_xfuser.py ├── fsdp.py ├── fuser.py ├── hunyuanvideo_xfuser.py ├── qwen_xfuser.py ├── wan_xfuser.py └── z_image_xfuser.py ├── models ├── __init__.py ├── attention_utils.py ├── cache_utils.py ├── cogvideox_transformer3d.py ├── cogvideox_vae.py ├── fantasytalking_audio_encoder.py ├── fantasytalking_transformer3d.py ├── flux2_image_processor.py ├── flux2_transformer2d.py ├── flux2_transformer2d_control.py ├── flux2_vae.py ├── flux_transformer2d.py ├── hunyuanvideo_transformer3d.py ├── hunyuanvideo_vae.py ├── qwenimage_transformer2d.py ├── qwenimage_vae.py ├── wan_animate_adapter.py ├── wan_animate_motion_encoder.py ├── wan_audio_encoder.py ├── wan_audio_injector.py ├── wan_camera_adapter.py ├── wan_image_encoder.py ├── wan_text_encoder.py ├── wan_transformer3d.py ├── wan_transformer3d_animate.py ├── wan_transformer3d_s2v.py ├── wan_transformer3d_vace.py ├── wan_vae.py ├── wan_vae3_8.py ├── wan_xlm_roberta.py ├── z_image_transformer2d.py └── z_image_transformer2d_control.py ├── pipeline ├── __init__.py ├── pipeline_cogvideox_fun.py ├── pipeline_cogvideox_fun_control.py ├── pipeline_cogvideox_fun_inpaint.py ├── pipeline_fantasy_talking.py ├── pipeline_flux.py ├── pipeline_flux2.py ├── pipeline_flux2_control.py ├── pipeline_hunyuanvideo.py ├── pipeline_hunyuanvideo_i2v.py ├── pipeline_qwenimage.py ├── pipeline_qwenimage_edit.py ├── pipeline_qwenimage_edit_plus.py ├── pipeline_wan.py ├── pipeline_wan2_2.py ├── pipeline_wan2_2_animate.py ├── pipeline_wan2_2_fun_control.py ├── pipeline_wan2_2_fun_inpaint.py ├── pipeline_wan2_2_s2v.py ├── pipeline_wan2_2_ti2v.py ├── pipeline_wan2_2_vace_fun.py ├── pipeline_wan_fun_control.py ├── pipeline_wan_fun_inpaint.py ├── pipeline_wan_phantom.py ├── pipeline_wan_vace.py ├── pipeline_z_image.py └── pipeline_z_image_control.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 ├── cogvideox_fun_ui.py ├── controller.py ├── ui.py ├── wan2_2_fun_ui.py ├── wan2_2_ui.py ├── wan_fun_ui.py └── wan_ui.py ├── utils ├── __init__.py ├── ac_handle.py ├── cfg_optimization.py ├── discrete_sampler.py ├── fm_solvers.py ├── fm_solvers_unipc.py ├── fp8_optimization.py ├── lora_utils.py └── utils.py └── video_caption ├── README.md ├── README_zh-CN.md ├── beautiful_prompt.py ├── caption_rewrite.py ├── compute_motion_score.py ├── compute_semantic_consistency.py ├── compute_text_score.py ├── compute_video_quality.py ├── cutscene_detect.py ├── datasets ├── beautiful_prompt.jsonl ├── original_prompt.jsonl ├── panda_70m │ ├── aesthetic_score.jsonl │ ├── before_vcut │ │ └── --C66yU3LjM_2.mp4 │ ├── frame_caption.jsonl │ ├── motion_score.jsonl │ ├── text_score.jsonl │ ├── train.jsonl │ └── train │ │ ├── --C66yU3LjM_2-Scene-001.mp4 │ │ ├── --C66yU3LjM_2-Scene-002.mp4 │ │ ├── --C66yU3LjM_2-Scene-003.mp4 │ │ ├── --C66yU3LjM_2-Scene-004.mp4 │ │ └── --C66yU3LjM_2-Scene-005.mp4 └── put preprocess datasets here.txt ├── filter_meta_train.py ├── internvl2_video_recaptioning.py ├── package_patches └── easyocr_detection_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 /.github/workflows/publish.yml: 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