├── .ci ├── update_windows │ ├── update.py │ ├── update_comfyui.bat │ └── update_comfyui_stable.bat ├── windows_amd_base_files │ ├── README_VERY_IMPORTANT.txt │ ├── run_amd_gpu.bat │ └── run_amd_gpu_disable_smart_memory.bat ├── windows_nightly_base_files │ └── run_nvidia_gpu_fast.bat └── windows_nvidia_base_files │ ├── README_VERY_IMPORTANT.txt │ ├── advanced │ └── run_nvidia_gpu_disable_api_nodes.bat │ ├── run_cpu.bat │ ├── run_nvidia_gpu.bat │ └── run_nvidia_gpu_fast_fp16_accumulation.bat ├── .gitattributes ├── .github ├── ISSUE_TEMPLATE │ ├── bug-report.yml │ ├── config.yml │ ├── feature-request.yml │ └── user-support.yml ├── PULL_REQUEST_TEMPLATE │ └── api-node.md └── workflows │ ├── api-node-template.yml │ ├── check-line-endings.yml │ ├── pullrequest-ci-run.yml │ ├── release-stable-all.yml │ ├── release-webhook.yml │ ├── ruff.yml │ ├── stable-release.yml │ ├── stale-issues.yml │ ├── test-build.yml │ ├── test-ci.yml │ ├── test-execution.yml │ ├── test-launch.yml │ ├── test-unit.yml │ ├── update-api-stubs.yml │ ├── update-version.yml │ ├── windows_release_dependencies.yml │ ├── windows_release_dependencies_manual.yml │ ├── windows_release_nightly_pytorch.yml │ └── windows_release_package.yml ├── .gitignore ├── CODEOWNERS ├── CONTRIBUTING.md ├── LICENSE ├── QUANTIZATION.md ├── README.md ├── alembic.ini ├── alembic_db ├── README.md ├── env.py └── script.py.mako ├── api_server ├── __init__.py ├── routes │ ├── __init__.py │ └── internal │ │ ├── README.md │ │ ├── __init__.py │ │ └── internal_routes.py ├── services │ ├── __init__.py │ └── terminal_service.py └── utils │ └── file_operations.py ├── app ├── __init__.py ├── app_settings.py ├── custom_node_manager.py ├── database │ ├── db.py │ └── models.py ├── frontend_management.py ├── logger.py ├── model_manager.py ├── subgraph_manager.py └── user_manager.py ├── basic-flux-workflow.json ├── better-flux-workflow.json ├── cache-clean.bat ├── cfz ├── nodes │ ├── CFZ-caching │ │ ├── __init__.py │ │ └── cfz_caching_condition.py │ ├── cfz_cudnn.toggle.py │ ├── cfz_patcher.py │ └── cfz_vae_loader.py └── workflows │ ├── 1step-cudnn-disabler-workflow.json │ ├── CFZ-CONDITIONING-CACHING NODES.json │ ├── Comfyui-Zluda Wan 2.2 5B TI2V Workflow (Kijai Wrapper Based).json │ ├── Comfyui-Zluda Wan 2.2 All-In-One Workflow (Kijai Wrapper Based).json │ ├── Comfyui-Zluda- Qwen-Image-Edit-Workflow.json │ ├── wan-image-to-video.json │ ├── wan-t2v-selfforcing.json │ ├── wan-text-to-video.json │ └── wan2.2-cfz-workflow.json ├── cfz_checkpoint_loader.py ├── cfz_update_utility.bat ├── comfy ├── audio_encoders │ ├── audio_encoders.py │ ├── wav2vec2.py │ └── whisper.py ├── checkpoint_pickle.py ├── cldm │ ├── cldm.py │ ├── control_types.py │ ├── dit_embedder.py │ └── mmdit.py ├── cli_args.py ├── clip_config_bigg.json ├── clip_model.py ├── clip_vision.py ├── clip_vision_config_g.json ├── clip_vision_config_h.json ├── clip_vision_config_vitl.json ├── clip_vision_config_vitl_336.json ├── clip_vision_config_vitl_336_llava.json ├── clip_vision_siglip_384.json ├── clip_vision_siglip_512.json ├── comfy_types │ ├── README.md │ ├── __init__.py │ ├── examples │ │ ├── example_nodes.py │ │ ├── input_options.png │ │ ├── input_types.png │ │ └── required_hint.png │ └── node_typing.py ├── conds.py ├── context_windows.py ├── controlnet.py ├── customzluda │ ├── fa │ │ ├── distributed.py │ │ ├── flash_attn-2.7.4.post1-py3-none-any.whl │ │ └── fwd_prefill.py │ ├── nvcuda.zluda_get_nightly_flag.py │ ├── sa │ │ ├── attn_qk_int8_per_block.py │ │ ├── attn_qk_int8_per_block_causal.py │ │ └── quant_per_block.py │ ├── zluda-default.py │ └── zluda.py ├── diffusers_convert.py ├── diffusers_load.py ├── extra_samplers │ └── uni_pc.py ├── flash_attn_triton_amd │ ├── __init__.py │ ├── __pycache__ │ │ └── placeholder │ ├── bwd_prefill.py │ ├── bwd_ref.py │ ├── fwd_decode.py │ ├── fwd_prefill.py │ ├── fwd_ref.py │ ├── interface_fa.py │ ├── placeholder │ └── utils.py ├── float.py ├── gligen.py ├── hooks.py ├── image_encoders │ ├── dino2.py │ ├── dino2_giant.json │ └── dino2_large.json ├── k_diffusion │ ├── deis.py │ ├── sa_solver.py │ ├── sampling.py │ └── utils.py ├── latent_formats.py ├── ldm │ ├── ace │ │ ├── attention.py │ │ ├── lyric_encoder.py │ │ ├── model.py │ │ └── vae │ │ │ ├── autoencoder_dc.py │ │ │ ├── music_dcae_pipeline.py │ │ │ ├── music_log_mel.py │ │ │ └── music_vocoder.py │ ├── audio │ │ ├── autoencoder.py │ │ ├── dit.py │ │ └── embedders.py │ ├── aura │ │ └── mmdit.py │ ├── cascade │ │ ├── common.py │ │ ├── controlnet.py │ │ ├── stage_a.py │ │ ├── stage_b.py │ │ ├── stage_c.py │ │ └── stage_c_coder.py │ ├── chroma │ │ ├── layers.py │ │ └── model.py │ ├── chroma_radiance │ │ ├── layers.py │ │ └── model.py │ ├── common_dit.py │ ├── cosmos │ │ ├── blocks.py │ │ ├── cosmos_tokenizer │ │ │ ├── layers3d.py │ │ │ ├── patching.py │ │ │ └── utils.py │ │ ├── model.py │ │ ├── position_embedding.py │ │ ├── predict2.py │ │ └── vae.py │ ├── flux │ │ ├── controlnet.py │ │ ├── layers.py │ │ ├── math.py │ │ ├── model.py │ │ └── redux.py │ ├── genmo │ │ ├── joint_model │ │ │ ├── asymm_models_joint.py │ │ │ ├── layers.py │ │ │ ├── rope_mixed.py │ │ │ ├── temporal_rope.py │ │ │ └── utils.py │ │ └── vae │ │ │ └── model.py │ ├── hidream │ │ └── model.py │ ├── hunyuan3d │ │ ├── model.py │ │ └── vae.py │ ├── hunyuan3dv2_1 │ │ └── hunyuandit.py │ ├── hunyuan_video │ │ ├── model.py │ │ ├── upsampler.py │ │ ├── vae.py │ │ └── vae_refiner.py │ ├── hydit │ │ ├── attn_layers.py │ │ ├── controlnet.py │ │ ├── models.py │ │ ├── poolers.py │ │ └── posemb_layers.py │ ├── kandinsky5 │ │ └── model.py │ ├── lightricks │ │ ├── model.py │ │ ├── symmetric_patchifier.py │ │ └── vae │ │ │ ├── causal_conv3d.py │ │ │ ├── causal_video_autoencoder.py │ │ │ ├── conv_nd_factory.py │ │ │ ├── dual_conv3d.py │ │ │ └── pixel_norm.py │ ├── lumina │ │ ├── controlnet.py │ │ └── model.py │ ├── mmaudio │ │ └── vae │ │ │ ├── __init__.py │ │ │ ├── activations.py │ │ │ ├── alias_free_torch.py │ │ │ ├── autoencoder.py │ │ │ ├── bigvgan.py │ │ │ ├── distributions.py │ │ │ ├── vae.py │ │ │ └── vae_modules.py │ ├── models │ │ └── autoencoder.py │ ├── modules │ │ ├── attention.py │ │ ├── diffusionmodules │ │ │ ├── __init__.py │ │ │ ├── mmdit.py │ │ │ ├── model.py │ │ │ ├── openaimodel.py │ │ │ ├── upscaling.py │ │ │ └── util.py │ │ ├── distributions │ │ │ ├── __init__.py │ │ │ └── distributions.py │ │ ├── ema.py │ │ ├── encoders │ │ │ ├── __init__.py │ │ │ └── noise_aug_modules.py │ │ ├── sub_quadratic_attention.py │ │ └── temporal_ae.py │ ├── omnigen │ │ └── omnigen2.py │ ├── pixart │ │ ├── blocks.py │ │ └── pixartms.py │ ├── qwen_image │ │ ├── controlnet.py │ │ └── model.py │ ├── util.py │ └── wan │ │ ├── model.py │ │ ├── model_animate.py │ │ ├── vae.py │ │ └── vae2_2.py ├── lora.py ├── lora_convert.py ├── model_base.py ├── model_detection.py ├── model_management.py ├── model_patcher.py ├── model_sampling.py ├── nested_tensor.py ├── ops.py ├── options.py ├── patcher_extension.py ├── pixel_space_convert.py ├── quant_ops.py ├── rmsnorm.py ├── sample.py ├── sampler_helpers.py ├── samplers.py ├── sd.py ├── sd1_clip.py ├── sd1_clip_config.json ├── sd1_tokenizer │ ├── merges.txt │ ├── special_tokens_map.json │ ├── tokenizer_config.json │ └── vocab.json ├── sdxl_clip.py ├── supported_models.py ├── supported_models_base.py ├── t2i_adapter │ └── adapter.py ├── taesd │ ├── taehv.py │ └── taesd.py ├── text_encoders │ ├── ace.py │ ├── ace_lyrics_tokenizer │ │ └── vocab.json │ ├── ace_text_cleaners.py │ ├── aura_t5.py │ ├── bert.py │ ├── byt5_config_small_glyph.json │ ├── byt5_tokenizer │ │ ├── added_tokens.json │ │ ├── special_tokens_map.json │ │ └── tokenizer_config.json │ ├── cosmos.py │ ├── flux.py │ ├── genmo.py │ ├── hidream.py │ ├── hunyuan_image.py │ ├── hunyuan_video.py │ ├── hydit.py │ ├── hydit_clip.json │ ├── hydit_clip_tokenizer │ │ ├── special_tokens_map.json │ │ ├── tokenizer_config.json │ │ └── vocab.txt │ ├── kandinsky5.py │ ├── llama.py │ ├── llama_tokenizer │ │ ├── tokenizer.json │ │ └── tokenizer_config.json │ ├── long_clipl.py │ ├── lt.py │ ├── lumina2.py │ ├── mt5_config_xl.json │ ├── omnigen2.py │ ├── ovis.py │ ├── pixart_t5.py │ ├── qwen25_tokenizer │ │ ├── merges.txt │ │ ├── tokenizer_config.json │ │ └── vocab.json │ ├── qwen_image.py │ ├── qwen_vl.py │ ├── sa_t5.py │ ├── sd2_clip.py │ ├── sd2_clip_config.json │ ├── sd3_clip.py │ ├── spiece_tokenizer.py │ ├── t5.py │ ├── t5_config_base.json │ ├── t5_config_xxl.json │ ├── t5_old_config_xxl.json │ ├── t5_pile_config_xl.json │ ├── t5_pile_tokenizer │ │ └── tokenizer.model │ ├── t5_tokenizer │ │ ├── special_tokens_map.json │ │ ├── tokenizer.json │ │ └── tokenizer_config.json │ ├── umt5_config_base.json │ ├── umt5_config_xxl.json │ ├── wan.py │ └── z_image.py ├── utils.py ├── weight_adapter │ ├── __init__.py │ ├── base.py │ ├── boft.py │ ├── glora.py │ ├── loha.py │ ├── lokr.py │ ├── lora.py │ └── oft.py └── zluda.py ├── comfy_api ├── feature_flags.py ├── generate_api_stubs.py ├── input │ ├── __init__.py │ ├── basic_types.py │ └── video_types.py ├── input_impl │ ├── __init__.py │ └── video_types.py ├── internal │ ├── __init__.py │ ├── api_registry.py │ ├── async_to_sync.py │ └── singleton.py ├── latest │ ├── __init__.py │ ├── _input │ │ ├── __init__.py │ │ ├── basic_types.py │ │ └── video_types.py │ ├── _input_impl │ │ ├── __init__.py │ │ └── video_types.py │ ├── _io.py │ ├── _io_public.py │ ├── _resources.py │ ├── _ui.py │ ├── _ui_public.py │ ├── _util │ │ ├── __init__.py │ │ ├── geometry_types.py │ │ └── video_types.py │ └── generated │ │ └── ComfyAPISyncStub.pyi ├── torch_helpers │ ├── __init__.py │ └── torch_compile.py ├── util.py ├── util │ ├── __init__.py │ └── video_types.py ├── v0_0_1 │ ├── __init__.py │ └── generated │ │ └── ComfyAPISyncStub.pyi ├── v0_0_2 │ ├── __init__.py │ └── generated │ │ └── ComfyAPISyncStub.pyi └── version_list.py ├── comfy_api_nodes ├── README.md ├── __init__.py ├── apis │ ├── __init__.py │ ├── bfl_api.py │ ├── bytedance_api.py │ ├── gemini_api.py │ ├── kling_api.py │ ├── luma_api.py │ ├── minimax_api.py │ ├── pika_api.py │ ├── pixverse_api.py │ ├── recraft_api.py │ ├── rodin_api.py │ ├── stability_api.py │ ├── topaz_api.py │ ├── tripo_api.py │ └── veo_api.py ├── canary.py ├── mapper_utils.py ├── nodes_bfl.py ├── nodes_bytedance.py ├── nodes_gemini.py ├── nodes_ideogram.py ├── nodes_kling.py ├── nodes_ltxv.py ├── nodes_luma.py ├── nodes_minimax.py ├── nodes_moonvalley.py ├── nodes_openai.py ├── nodes_pika.py ├── nodes_pixverse.py ├── nodes_recraft.py ├── nodes_rodin.py ├── nodes_runway.py ├── nodes_sora.py ├── nodes_stability.py ├── nodes_topaz.py ├── nodes_tripo.py ├── nodes_veo2.py ├── nodes_vidu.py ├── nodes_wan.py ├── redocly-dev.yaml ├── redocly.yaml └── util │ ├── __init__.py │ ├── _helpers.py │ ├── client.py │ ├── common_exceptions.py │ ├── conversions.py │ ├── download_helpers.py │ ├── request_logger.py │ ├── upload_helpers.py │ └── validation_utils.py ├── comfy_config ├── config_parser.py └── types.py ├── comfy_execution ├── caching.py ├── graph.py ├── graph_utils.py ├── progress.py ├── utils.py └── validation.py ├── comfy_extras ├── chainner_models │ └── model_loading.py ├── nodes_ace.py ├── nodes_advanced_samplers.py ├── nodes_align_your_steps.py ├── nodes_apg.py ├── nodes_attention_multiply.py ├── nodes_audio.py ├── nodes_audio_encoder.py ├── nodes_camera_trajectory.py ├── nodes_canny.py ├── nodes_cfg.py ├── nodes_chroma_radiance.py ├── nodes_clip_sdxl.py ├── nodes_compositing.py ├── nodes_cond.py ├── nodes_context_windows.py ├── nodes_controlnet.py ├── nodes_cosmos.py ├── nodes_custom_sampler.py ├── nodes_dataset.py ├── nodes_differential_diffusion.py ├── nodes_easycache.py ├── nodes_edit_model.py ├── nodes_eps.py ├── nodes_flux.py ├── nodes_freelunch.py ├── nodes_fresca.py ├── nodes_gits.py ├── nodes_hidream.py ├── nodes_hooks.py ├── nodes_hunyuan.py ├── nodes_hunyuan3d.py ├── nodes_hypernetwork.py ├── nodes_hypertile.py ├── nodes_images.py ├── nodes_ip2p.py ├── nodes_kandinsky5.py ├── nodes_latent.py ├── nodes_load_3d.py ├── nodes_logic.py ├── nodes_lora_extract.py ├── nodes_lotus.py ├── nodes_lt.py ├── nodes_lumina2.py ├── nodes_mahiro.py ├── nodes_mask.py ├── nodes_mochi.py ├── nodes_model_advanced.py ├── nodes_model_downscale.py ├── nodes_model_merging.py ├── nodes_model_merging_model_specific.py ├── nodes_model_patch.py ├── nodes_morphology.py ├── nodes_nop.py ├── nodes_optimalsteps.py ├── nodes_pag.py ├── nodes_perpneg.py ├── nodes_photomaker.py ├── nodes_pixart.py ├── nodes_post_processing.py ├── nodes_preview_any.py ├── nodes_primitive.py ├── nodes_qwen.py ├── nodes_rebatch.py ├── nodes_rope.py ├── nodes_sag.py ├── nodes_sd3.py ├── nodes_sdupscale.py ├── nodes_slg.py ├── nodes_stable3d.py ├── nodes_stable_cascade.py ├── nodes_string.py ├── nodes_tcfg.py ├── nodes_tomesd.py ├── nodes_torch_compile.py ├── nodes_train.py ├── nodes_upscale_model.py ├── nodes_video.py ├── nodes_video_model.py ├── nodes_wan.py └── nodes_webcam.py ├── comfyui-n.bat ├── comfyui.bat ├── comfyui_version.py ├── cuda_malloc.py ├── custom_nodes ├── example_node.py.example └── websocket_image_save.py ├── execution.py ├── extra_model_paths.yaml.example ├── fixforrx580.bat ├── fixnumpy.bat ├── fluxguide.md ├── folder_paths.py ├── hook_breaker_ac10a0.py ├── input └── example.png ├── install-for-older-amd.bat ├── install-legacy.bat ├── install-n.bat ├── latent_preview.py ├── main.py ├── manager_requirements.txt ├── middleware ├── __init__.py └── cache_middleware.py ├── models ├── audio_encoders │ └── put_audio_encoder_models_here ├── checkpoints │ └── put_checkpoints_here ├── clip │ └── put_clip_or_text_encoder_models_here ├── clip_vision │ └── put_clip_vision_models_here ├── configs │ ├── anything_v3.yaml │ ├── v1-inference.yaml │ ├── v1-inference_clip_skip_2.yaml │ ├── v1-inference_clip_skip_2_fp16.yaml │ ├── v1-inference_fp16.yaml │ ├── v1-inpainting-inference.yaml │ ├── v2-inference-v.yaml │ ├── v2-inference-v_fp32.yaml │ ├── v2-inference.yaml │ ├── v2-inference_fp32.yaml │ └── v2-inpainting-inference.yaml ├── controlnet │ └── put_controlnets_and_t2i_here ├── diffusers │ └── put_diffusers_models_here ├── diffusion_models │ └── put_diffusion_model_files_here ├── embeddings │ └── put_embeddings_or_textual_inversion_concepts_here ├── gligen │ └── put_gligen_models_here ├── hypernetworks │ └── put_hypernetworks_here ├── latent_upscale_models │ └── put_latent_upscale_models_here ├── loras │ └── put_loras_here ├── model_patches │ └── put_model_patches_here ├── photomaker │ └── put_photomaker_models_here ├── style_models │ └── put_t2i_style_model_here ├── text_encoders │ └── put_text_encoder_files_here ├── unet │ └── put_unet_files_here ├── upscale_models │ └── put_esrgan_and_other_upscale_models_here ├── vae │ └── put_vae_here └── vae_approx │ └── put_taesd_encoder_pth_and_taesd_decoder_pth_here ├── new_updater.py ├── node_helpers.py ├── nodes.py ├── output └── _output_images_will_be_put_here ├── patchzluda-n.bat ├── patchzluda.bat ├── patchzluda2.bat ├── protocol.py ├── pyproject.toml ├── pytest.ini ├── requirements.txt ├── script_examples ├── basic_api_example.py ├── websockets_api_example.py └── websockets_api_example_ws_images.py ├── server.py ├── start-tunableop-novram.bat ├── tests-unit ├── README.md ├── app_test │ ├── __init__.py │ ├── custom_node_manager_test.py │ ├── frontend_manager_test.py │ ├── model_manager_test.py │ └── user_manager_system_user_test.py ├── comfy_api_nodes_test │ └── mapper_utils_test.py ├── comfy_api_test │ ├── input_impl_test.py │ └── video_types_test.py ├── comfy_extras_test │ ├── __init__.py │ └── image_stitch_test.py ├── comfy_quant │ ├── test_mixed_precision.py │ └── test_quant_registry.py ├── comfy_test │ └── folder_path_test.py ├── execution_test │ └── validate_node_input_test.py ├── feature_flags_test.py ├── folder_paths_test │ ├── __init__.py │ ├── filter_by_content_types_test.py │ ├── misc_test.py │ └── system_user_test.py ├── prompt_server_test │ ├── __init__.py │ ├── system_user_endpoint_test.py │ └── user_manager_test.py ├── requirements.txt ├── server │ └── utils │ │ └── file_operations_test.py ├── server_test │ └── test_cache_control.py ├── utils │ ├── extra_config_test.py │ └── json_util_test.py └── websocket_feature_flags_test.py ├── tests ├── README.md ├── __init__.py ├── compare │ ├── conftest.py │ └── test_quality.py ├── conftest.py ├── execution │ ├── extra_model_paths.yaml │ ├── test_async_nodes.py │ ├── test_execution.py │ ├── test_progress_isolation.py │ ├── test_public_api.py │ └── testing_nodes │ │ └── testing-pack │ │ ├── __init__.py │ │ ├── api_test_nodes.py │ │ ├── async_test_nodes.py │ │ ├── conditions.py │ │ ├── flow_control.py │ │ ├── specific_tests.py │ │ ├── stubs.py │ │ ├── tools.py │ │ └── util.py └── inference │ ├── __init__.py │ ├── graphs │ └── default_graph_sdxl1_0.json │ └── test_inference.py ├── testzluda.py └── utils ├── __init__.py ├── extra_config.py ├── install_util.py └── json_util.py 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