├── .gitignore ├── LICENSE ├── README.md ├── TaylorSeer-DiT.md ├── TaylorSeer-DiT ├── cache_functions │ ├── __init__.py │ ├── attention.py │ ├── cache_cutfresh.py │ ├── cache_init.py │ ├── cal_type.py │ ├── force_init.py │ ├── force_scheduler.py │ ├── fresh_ratio_scheduler.py │ ├── global_force_fresh.py │ ├── score_evaluate.py │ ├── scores.py │ └── update_cache.py ├── diffusion │ ├── __init__.py │ ├── diffusion_utils.py │ ├── gaussian_diffusion.py │ ├── respace.py │ └── timestep_sampler.py ├── download.py ├── environment.yml ├── models.py ├── sample.png ├── sample.py ├── sample_ddp.py ├── taylor_utils │ └── __init__.py └── train.py ├── TaylorSeer-FLUX-Kontext └── src │ ├── cli_control.py │ ├── flux │ ├── __init__.py │ ├── __main__.py │ ├── _version.py │ ├── api.py │ ├── cli.py │ ├── cli_control.py │ ├── cli_fill.py │ ├── cli_redux.py │ ├── ideas │ │ ├── __init__.py │ │ └── cache_denoise.py │ ├── math.py │ ├── model.py │ ├── modules │ │ ├── autoencoder.py │ │ ├── cache_functions │ │ │ ├── __init__.py │ │ │ ├── attention.py │ │ │ ├── cache_cutfresh.py │ │ │ ├── cache_init.py │ │ │ ├── cal_type.py │ │ │ ├── force_init.py │ │ │ ├── force_scheduler.py │ │ │ ├── fresh_ratio_scheduler.py │ │ │ ├── global_force_fresh.py │ │ │ ├── score_evaluate.py │ │ │ ├── scores.py │ │ │ ├── support_set_selection.py │ │ │ ├── token_merge.py │ │ │ └── update_cache.py │ │ ├── conditioner.py │ │ ├── image_embedders.py │ │ ├── layers.py │ │ └── lora.py │ ├── sampling.py │ ├── taylor_utils │ │ └── __init__.py │ └── util.py │ ├── geneval_flux.py │ └── sample.py ├── TaylorSeer-FLUX.md ├── TaylorSeer-FLUX ├── .gitignore ├── LICENSE ├── README.md ├── assets │ ├── cup.png │ ├── cup_mask.png │ ├── dev_grid.jpg │ ├── docs │ │ ├── canny.png │ │ ├── depth.png │ │ ├── inpainting.png │ │ ├── outpainting.png │ │ └── redux.png │ ├── grid.jpg │ ├── robot.webp │ └── schnell_grid.jpg ├── demo_gr.py ├── demo_st.py ├── demo_st_fill.py ├── docs │ ├── fill.md │ ├── image-variation.md │ ├── structural-conditioning.md │ └── text-to-image.md ├── model_cards │ ├── FLUX.1-dev.md │ └── FLUX.1-schnell.md ├── model_licenses │ ├── LICENSE-FLUX1-dev │ └── LICENSE-FLUX1-schnell ├── pyproject.toml ├── setup.py └── src │ ├── cli_control.py │ ├── flux │ ├── __init__.py │ ├── __main__.py │ ├── _version.py │ ├── api.py │ ├── cli.py │ ├── cli_control.py │ ├── cli_fill.py │ ├── cli_redux.py │ ├── ideas │ │ ├── __init__.py │ │ └── cache_denoise.py │ ├── math.py │ ├── model.py │ ├── modules │ │ ├── autoencoder.py │ │ ├── cache_functions │ │ │ ├── __init__.py │ │ │ ├── attention.py │ │ │ ├── cache_cutfresh.py │ │ │ ├── cache_init.py │ │ │ ├── cal_type.py │ │ │ ├── force_init.py │ │ │ ├── force_scheduler.py │ │ │ ├── fresh_ratio_scheduler.py │ │ │ ├── global_force_fresh.py │ │ │ ├── score_evaluate.py │ │ │ ├── scores.py │ │ │ ├── support_set_selection.py │ │ │ ├── token_merge.py │ │ │ └── update_cache.py │ │ ├── conditioner.py │ │ ├── image_embedders.py │ │ ├── layers.py │ │ └── lora.py │ ├── sampling.py │ ├── taylor_utils │ │ └── __init__.py │ └── util.py │ ├── geneval_flux.py │ └── sample.py ├── TaylorSeer-FramePack.md ├── TaylorSeer-FramePack ├── TaylorSeer-FramePack.md └── TaylorSeer-FramePack │ ├── README.md │ ├── config.py │ ├── demo_gradio.py │ ├── diffusers_helper │ ├── bucket_tools.py │ ├── clip_vision.py │ ├── dit_common.py │ ├── gradio │ │ └── progress_bar.py │ ├── hf_login.py │ ├── hunyuan.py │ ├── k_diffusion │ │ ├── uni_pc_fm.py │ │ └── wrapper.py │ ├── memory.py │ ├── models │ │ ├── cache_functions │ │ │ ├── __init__.py │ │ │ ├── cache_init.py │ │ │ └── cal_type.py │ │ ├── hunyuan_video_packed.py │ │ └── taylor_utils │ │ │ └── __init__.py │ ├── pipelines │ │ └── k_diffusion_hunyuan.py │ ├── thread_utils.py │ └── utils.py │ └── requirements.txt ├── TaylorSeer-HiDream-I1-nf4 ├── .python-version ├── README.md ├── hdi1 │ ├── __init__.py │ ├── __main__.py │ ├── models │ │ ├── attention.py │ │ ├── attention_processor.py │ │ ├── cache_functions │ │ │ ├── __init__.py │ │ │ ├── cache_init.py │ │ │ └── cal_type.py │ │ ├── embeddings.py │ │ ├── moe.py │ │ ├── taylor_utils │ │ │ └── __init__.py │ │ └── transformers │ │ │ └── transformer_hidream_image.py │ ├── nf4.py │ ├── pipelines │ │ └── hidream_image │ │ │ ├── pipeline_hidream_image.py │ │ │ └── pipeline_output.py │ ├── schedulers │ │ ├── flash_flow_match.py │ │ └── fm_solvers_unipc.py │ └── web.py ├── pyproject.toml ├── requirements.txt └── uv.lock ├── TaylorSeer-HiDream.md ├── TaylorSeer-HiDream ├── .DS_Store ├── README.md ├── gradio_demo.py ├── hi_diffusers │ ├── .DS_Store │ ├── __init__.py │ ├── models │ │ ├── .DS_Store │ │ ├── attention.py │ │ ├── attention_processor.py │ │ ├── cache_functions │ │ │ ├── .DS_Store │ │ │ ├── __init__.py │ │ │ ├── cache_init.py │ │ │ └── cal_type.py │ │ ├── embeddings.py │ │ ├── moe.py │ │ ├── taylor_utils │ │ │ ├── .DS_Store │ │ │ └── __init__.py │ │ └── transformers │ │ │ ├── .DS_Store │ │ │ └── transformer_hidream_image.py │ ├── pipelines │ │ ├── .DS_Store │ │ └── hidream_image │ │ │ ├── .DS_Store │ │ │ ├── pipeline_hidream_image.py │ │ │ └── pipeline_output.py │ └── schedulers │ │ ├── .DS_Store │ │ ├── flash_flow_match.py │ │ └── fm_solvers_unipc.py ├── inference.py ├── requirements.txt └── sampling.py ├── TaylorSeer-HunyuanVideo.md ├── TaylorSeer-HunyuanVideo ├── LICENSE.txt ├── Notice ├── README.md ├── README_zh.md ├── assets │ ├── 3dvae.png │ ├── PenguinVideoBenchmark.csv │ ├── WECHAT.md │ ├── backbone.png │ ├── hunyuanvideo.pdf │ ├── logo.png │ ├── overall.png │ ├── text_encoder.png │ ├── video_poster.png │ └── wechat.jpg ├── ckpts │ └── README.md ├── eval │ ├── VBench_full_info.json │ ├── remain_prompts.py │ ├── sample_vbench.sh │ └── vbench │ │ ├── VBench_full_info.json │ │ ├── calc_vbench.py │ │ ├── launch.sh │ │ ├── launch_calc.sh │ │ └── tabulate_vbench_scores.py ├── gradio_server.py ├── hyvideo │ ├── __init__.py │ ├── config.py │ ├── constants.py │ ├── diffusion │ │ ├── __init__.py │ │ ├── pipelines │ │ │ ├── __init__.py │ │ │ └── pipeline_hunyuan_video.py │ │ └── schedulers │ │ │ ├── __init__.py │ │ │ └── scheduling_flow_match_discrete.py │ ├── inference.py │ ├── modules │ │ ├── __init__.py │ │ ├── activation_layers.py │ │ ├── attenion.py │ │ ├── cache_functions │ │ │ ├── __init__.py │ │ │ ├── attention.py │ │ │ ├── cache_cutfresh.py │ │ │ ├── cache_init.py │ │ │ ├── cal_type.py │ │ │ ├── force_init.py │ │ │ ├── force_scheduler.py │ │ │ ├── fresh_ratio_scheduler.py │ │ │ ├── global_force_fresh.py │ │ │ ├── score_evaluate.py │ │ │ ├── scores.py │ │ │ ├── support_set_selection.py │ │ │ ├── token_merge.py │ │ │ └── update_cache.py │ │ ├── embed_layers.py │ │ ├── fp8_optimization.py │ │ ├── mlp_layers.py │ │ ├── models.py │ │ ├── modulate_layers.py │ │ ├── norm_layers.py │ │ ├── posemb_layers.py │ │ ├── taylor_utils │ │ │ ├── __init__.py │ │ │ └── convert_flops.py │ │ └── token_refiner.py │ ├── prompt_rewrite.py │ ├── text_encoder │ │ └── __init__.py │ ├── utils │ │ ├── __init__.py │ │ ├── data_utils.py │ │ ├── file_utils.py │ │ ├── helpers.py │ │ └── preprocess_text_encoder_tokenizer_utils.py │ └── vae │ │ ├── __init__.py │ │ ├── autoencoder_kl_causal_3d.py │ │ ├── unet_causal_3d_blocks.py │ │ └── vae.py ├── requirements.txt ├── sample_video.py ├── sample_video_vbench.py ├── scripts │ ├── run_sample_video.sh │ ├── run_sample_video_fp8.sh │ └── run_sample_video_multigpu.sh ├── tests │ └── test_attention.py └── utils │ └── collect_env.py ├── TaylorSeer-Wan2.1.md ├── TaylorSeer-Wan2.1 ├── README.md ├── assets │ ├── comp_effic.png │ ├── data_for_diff_stage.jpg │ ├── i2v_res.png │ ├── logo.png │ ├── t2v_res.jpg │ ├── vben_vs_sota.png │ ├── video_dit_arch.jpg │ └── video_vae_res.jpg ├── examples │ └── i2v_input.JPG ├── generate.py ├── gradio │ ├── i2v_14B_singleGPU.py │ ├── t2i_14B_singleGPU.py │ ├── t2v_1.3B_singleGPU.py │ └── t2v_14B_singleGPU.py ├── requirements.txt ├── sample.py ├── taylorseer_generate.py ├── tests │ ├── README.md │ └── test.sh └── wan │ ├── __init__.py │ ├── configs │ ├── __init__.py │ ├── shared_config.py │ ├── wan_i2v_14B.py │ ├── wan_t2v_14B.py │ └── wan_t2v_1_3B.py │ ├── distributed │ ├── __init__.py │ ├── fsdp.py │ └── xdit_context_parallel.py │ ├── image2video.py │ ├── modules │ ├── __init__.py │ ├── attention.py │ ├── clip.py │ ├── model.py │ ├── t5.py │ ├── tokenizers.py │ ├── vae.py │ └── xlm_roberta.py │ ├── taylorseer │ ├── cache_functions │ │ ├── __init__.py │ │ ├── cache_init.py │ │ ├── cal_type.py │ │ └── force_scheduler.py │ ├── forwards │ │ ├── __init__.py │ │ ├── wan_attention_cache_forward.py │ │ ├── wan_attention_forward.py │ │ ├── wan_attention_forward_cache_step.py │ │ ├── wan_cache_forward.py │ │ ├── wan_forward.py │ │ └── xfusers_wan_forward.py │ ├── generates │ │ ├── __init__.py │ │ ├── wan_i2v_generate.py │ │ └── wan_t2v_generate.py │ └── taylorseer_utils │ │ └── __init__.py │ ├── text2video.py │ └── utils │ ├── __init__.py │ ├── fm_solvers.py │ ├── fm_solvers_unipc.py │ ├── prompt_extend.py │ ├── qwen_vl_utils.py │ └── utils.py 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