from .nodes.nodes import * from .nodes.curve_nodes import * from .nodes.batchcrop_nodes import * from .nodes.audioscheduler_nodes import * from .nodes.image_nodes import * from .nodes.intrinsic_lora_nodes import * from .nodes.mask_nodes import * NODE_CONFIG = { #constants "BOOLConstant": {"class": BOOLConstant, "name": "BOOL Constant"}, "INTConstant": {"class": INTConstant, "name": "INT Constant"}, "FloatConstant": {"class": FloatConstant, "name": "Float Constant"}, "StringConstant": {"class": StringConstant, "name": "String Constant"}, "StringConstantMultiline": {"class": StringConstantMultiline, "name": "String Constant Multiline"}, #conditioning "ConditioningMultiCombine": {"class": ConditioningMultiCombine, "name": "Conditioning Multi Combine"}, "ConditioningSetMaskAndCombine": {"class": ConditioningSetMaskAndCombine, "name": "ConditioningSetMaskAndCombine"}, "ConditioningSetMaskAndCombine3": {"class": ConditioningSetMaskAndCombine3, "name": "ConditioningSetMaskAndCombine3"}, "ConditioningSetMaskAndCombine4": {"class": ConditioningSetMaskAndCombine4, "name": "ConditioningSetMaskAndCombine4"}, "ConditioningSetMaskAndCombine5": {"class": ConditioningSetMaskAndCombine5, "name": "ConditioningSetMaskAndCombine5"}, "CondPassThrough": {"class": CondPassThrough}, #masking "DownloadAndLoadCLIPSeg": {"class": DownloadAndLoadCLIPSeg, "name": "(Down)load CLIPSeg"}, "BatchCLIPSeg": {"class": BatchCLIPSeg, "name": "Batch CLIPSeg"}, "ColorToMask": {"class": ColorToMask, "name": "Color To Mask"}, "CreateGradientMask": {"class": CreateGradientMask, "name": "Create Gradient Mask"}, "CreateTextMask": {"class": CreateTextMask, "name": "Create Text Mask"}, "CreateAudioMask": {"class": CreateAudioMask, "name": "Create Audio Mask"}, "CreateFadeMask": {"class": CreateFadeMask, "name": "Create Fade Mask"}, "CreateFadeMaskAdvanced": {"class": CreateFadeMaskAdvanced, "name": "Create Fade Mask Advanced"}, "CreateFluidMask": {"class": CreateFluidMask, "name": "Create Fluid Mask"}, "CreateShapeMask": {"class": CreateShapeMask, "name": "Create Shape Mask"}, "CreateVoronoiMask": {"class": CreateVoronoiMask, "name": "Create Voronoi Mask"}, "CreateMagicMask": {"class": CreateMagicMask, "name": "Create Magic Mask"}, "GetMaskSizeAndCount": {"class": GetMaskSizeAndCount, "name": "Get Mask Size & Count"}, "GrowMaskWithBlur": {"class": GrowMaskWithBlur, "name": "Grow Mask With Blur"}, "MaskBatchMulti": {"class": MaskBatchMulti, "name": "Mask Batch Multi"}, "OffsetMask": {"class": OffsetMask, "name": "Offset Mask"}, "RemapMaskRange": {"class": RemapMaskRange, "name": "Remap Mask Range"}, "ResizeMask": {"class": ResizeMask, "name": "Resize Mask"}, "RoundMask": {"class": RoundMask, "name": "Round Mask"}, #images "AddLabel": {"class": AddLabel, "name": "Add Label"}, "ColorMatch": {"class": ColorMatch, "name": "Color Match"}, "CrossFadeImages": {"class": CrossFadeImages, "name": "Cross Fade Images"}, "CrossFadeImagesMulti": {"class": CrossFadeImagesMulti, "name": "Cross Fade Images Multi"}, "GetImagesFromBatchIndexed": {"class": GetImagesFromBatchIndexed, "name": "Get Images From Batch Indexed"}, "GetImageRangeFromBatch": {"class": GetImageRangeFromBatch, "name": "Get Image or Mask Range From Batch"}, "GetImageSizeAndCount": {"class": GetImageSizeAndCount, "name": "Get Image Size & Count"}, "FastPreview": {"class": FastPreview, "name": "Fast Preview"}, "ImageAndMaskPreview": {"class": ImageAndMaskPreview}, "ImageAddMulti": {"class": ImageAddMulti, "name": "Image Add Multi"}, "ImageBatchMulti": {"class": ImageBatchMulti, "name": "Image Batch Multi"}, "ImageBatchRepeatInterleaving": {"class": ImageBatchRepeatInterleaving}, "ImageBatchTestPattern": {"class": ImageBatchTestPattern, "name": "Image Batch Test Pattern"}, "ImageConcanate": {"class": ImageConcanate, "name": "Image Concatenate"}, "ImageConcatFromBatch": {"class": ImageConcatFromBatch, "name": "Image Concatenate From Batch"}, "ImageConcatMulti": {"class": ImageConcatMulti, "name": "Image Concatenate Multi"}, "ImageCropByMaskAndResize": {"class": ImageCropByMaskAndResize, "name": "Image Crop By Mask And Resize"}, "ImageUncropByMask": {"class": ImageUncropByMask, "name": "Image Uncrop By Mask"}, "ImageGrabPIL": {"class": ImageGrabPIL, "name": "Image Grab PIL"}, "ImageGridComposite2x2": {"class": ImageGridComposite2x2, "name": "Image Grid Composite 2x2"}, "ImageGridComposite3x3": {"class": ImageGridComposite3x3, "name": "Image Grid Composite 3x3"}, "ImageGridtoBatch": {"class": ImageGridtoBatch, "name": "Image Grid To Batch"}, "ImageNormalize_Neg1_To_1": {"class": ImageNormalize_Neg1_To_1, "name": "Image Normalize -1 to 1"}, "ImagePass": {"class": ImagePass}, "ImagePadForOutpaintMasked": {"class": ImagePadForOutpaintMasked, "name": "Image Pad For Outpaint Masked"}, "ImagePadForOutpaintTargetSize": {"class": ImagePadForOutpaintTargetSize, "name": "Image Pad For Outpaint Target Size"}, "ImageResizeKJ": {"class": ImageResizeKJ, "name": "Resize Image"}, "ImageUpscaleWithModelBatched": {"class": ImageUpscaleWithModelBatched, "name": "Image Upscale With Model Batched"}, "InsertImagesToBatchIndexed": {"class": InsertImagesToBatchIndexed, "name": "Insert Images To Batch Indexed"}, "LoadAndResizeImage": {"class": LoadAndResizeImage, "name": "Load & Resize Image"}, "LoadImagesFromFolderKJ": {"class": LoadImagesFromFolderKJ, "name": "Load Images From Folder (KJ)"}, "MergeImageChannels": {"class": MergeImageChannels, "name": "Merge Image Channels"}, "PreviewAnimation": {"class": PreviewAnimation, "name": "Preview Animation"}, "RemapImageRange": {"class": RemapImageRange, "name": "Remap Image Range"}, "ReverseImageBatch": {"class": ReverseImageBatch, "name": "Reverse Image Batch"}, "ReplaceImagesInBatch": {"class": ReplaceImagesInBatch, "name": "Replace Images In Batch"}, "SaveImageWithAlpha": {"class": SaveImageWithAlpha, "name": "Save Image With Alpha"}, "SaveImageKJ": {"class": SaveImageKJ, "name": "Save Image KJ"}, "ShuffleImageBatch": {"class": ShuffleImageBatch, "name": "Shuffle Image Batch"}, "SplitImageChannels": {"class": SplitImageChannels, "name": "Split Image Channels"}, "TransitionImagesMulti": {"class": TransitionImagesMulti, "name": "Transition Images Multi"}, "TransitionImagesInBatch": {"class": TransitionImagesInBatch, "name": "Transition Images In Batch"}, #batch cropping "BatchCropFromMask": {"class": BatchCropFromMask, "name": "Batch Crop From Mask"}, "BatchCropFromMaskAdvanced": {"class": BatchCropFromMaskAdvanced, "name": "Batch Crop From Mask Advanced"}, "FilterZeroMasksAndCorrespondingImages": {"class": FilterZeroMasksAndCorrespondingImages}, "InsertImageBatchByIndexes": {"class": InsertImageBatchByIndexes, "name": "Insert Image Batch By Indexes"}, "BatchUncrop": {"class": BatchUncrop, "name": "Batch Uncrop"}, "BatchUncropAdvanced": {"class": BatchUncropAdvanced, "name": "Batch Uncrop Advanced"}, "SplitBboxes": {"class": SplitBboxes, "name": "Split Bboxes"}, "BboxToInt": {"class": BboxToInt, "name": "Bbox To Int"}, "BboxVisualize": {"class": BboxVisualize, "name": "Bbox Visualize"}, #noise "GenerateNoise": {"class": GenerateNoise, "name": "Generate Noise"}, "FlipSigmasAdjusted": {"class": FlipSigmasAdjusted, "name": "Flip Sigmas Adjusted"}, "InjectNoiseToLatent": {"class": InjectNoiseToLatent, "name": "Inject Noise To Latent"}, "CustomSigmas": {"class": CustomSigmas, "name": "Custom Sigmas"}, #utility "WidgetToString": {"class": WidgetToString, "name": "Widget To String"}, "DummyOut": {"class": DummyOut, "name": "Dummy Out"}, "GetLatentsFromBatchIndexed": {"class": GetLatentsFromBatchIndexed, "name": "Get Latents From Batch Indexed"}, "ScaleBatchPromptSchedule": {"class": ScaleBatchPromptSchedule, "name": "Scale Batch Prompt Schedule"}, "CameraPoseVisualizer": {"class": CameraPoseVisualizer, "name": "Camera Pose Visualizer"}, "AppendStringsToList": {"class": AppendStringsToList, "name": "Append Strings To List"}, "JoinStrings": {"class": JoinStrings, "name": "Join Strings"}, "JoinStringMulti": {"class": JoinStringMulti, "name": "Join String Multi"}, "SomethingToString": {"class": SomethingToString, "name": "Something To String"}, "Sleep": {"class": Sleep, "name": "Sleep"}, "VRAM_Debug": {"class": VRAM_Debug, "name": "VRAM Debug"}, "SomethingToString": {"class": SomethingToString, "name": "Something To String"}, "EmptyLatentImagePresets": {"class": EmptyLatentImagePresets, "name": "Empty Latent Image Presets"}, "EmptyLatentImageCustomPresets": {"class": EmptyLatentImageCustomPresets, "name": "Empty Latent Image Custom Presets"}, "ModelPassThrough": {"class": ModelPassThrough, "name": "ModelPass"}, "ModelSaveKJ": {"class": ModelSaveKJ, "name": "Model Save KJ"}, "SetShakkerLabsUnionControlNetType": {"class": SetShakkerLabsUnionControlNetType, "name": "Set Shakker Labs Union ControlNet Type"}, "StyleModelApplyAdvanced": {"class": StyleModelApplyAdvanced, "name": "Style Model Apply Advanced"}, #audioscheduler stuff "NormalizedAmplitudeToMask": {"class": NormalizedAmplitudeToMask}, "NormalizedAmplitudeToFloatList": {"class": NormalizedAmplitudeToFloatList}, "OffsetMaskByNormalizedAmplitude": {"class": OffsetMaskByNormalizedAmplitude}, "ImageTransformByNormalizedAmplitude": {"class": ImageTransformByNormalizedAmplitude}, #curve nodes "SplineEditor": {"class": SplineEditor, "name": "Spline Editor"}, "CreateShapeImageOnPath": {"class": CreateShapeImageOnPath, "name": "Create Shape Image On Path"}, "CreateShapeMaskOnPath": {"class": CreateShapeMaskOnPath, "name": "Create Shape Mask On Path"}, "CreateTextOnPath": {"class": CreateTextOnPath, "name": "Create Text On Path"}, "CreateGradientFromCoords": {"class": CreateGradientFromCoords, "name": "Create Gradient From Coords"}, "GradientToFloat": {"class": GradientToFloat, "name": "Gradient To Float"}, "WeightScheduleExtend": {"class": WeightScheduleExtend, "name": "Weight Schedule Extend"}, "MaskOrImageToWeight": {"class": MaskOrImageToWeight, "name": "Mask Or Image To Weight"}, "WeightScheduleConvert": {"class": WeightScheduleConvert, "name": "Weight Schedule Convert"}, "FloatToMask": {"class": FloatToMask, "name": "Float To Mask"}, "FloatToSigmas": {"class": FloatToSigmas, "name": "Float To Sigmas"}, "SigmasToFloat": {"class": SigmasToFloat, "name": "Sigmas To Float"}, "PlotCoordinates": {"class": PlotCoordinates, "name": "Plot Coordinates"}, "InterpolateCoords": {"class": InterpolateCoords, "name": "Interpolate Coords"}, "PointsEditor": {"class": PointsEditor, "name": "Points Editor"}, #experimental "StabilityAPI_SD3": {"class": StabilityAPI_SD3, "name": "Stability API SD3"}, "SoundReactive": {"class": SoundReactive, "name": "Sound Reactive"}, "StableZero123_BatchSchedule": {"class": StableZero123_BatchSchedule, "name": "Stable Zero123 Batch Schedule"}, "SV3D_BatchSchedule": {"class": SV3D_BatchSchedule, "name": "SV3D Batch Schedule"}, "LoadResAdapterNormalization": {"class": LoadResAdapterNormalization}, "Superprompt": {"class": Superprompt, "name": "Superprompt"}, "GLIGENTextBoxApplyBatchCoords": {"class": GLIGENTextBoxApplyBatchCoords}, "Intrinsic_lora_sampling": {"class": Intrinsic_lora_sampling, "name": "Intrinsic Lora Sampling"}, "CheckpointPerturbWeights": {"class": CheckpointPerturbWeights, "name": "CheckpointPerturbWeights"}, "Screencap_mss": {"class": Screencap_mss, "name": "Screencap mss"}, "WebcamCaptureCV2": {"class": WebcamCaptureCV2, "name": "Webcam Capture CV2"}, "DifferentialDiffusionAdvanced": {"class": DifferentialDiffusionAdvanced, "name": "Differential Diffusion Advanced"}, "FluxBlockLoraLoader": {"class": FluxBlockLoraLoader, "name": "Flux Block Lora Loader"}, "FluxBlockLoraSelect": {"class": FluxBlockLoraSelect, "name": "Flux Block Lora Select"}, "CustomControlNetWeightsFluxFromList": {"class": CustomControlNetWeightsFluxFromList, "name": "Custom ControlNet Weights Flux From List"}, "CheckpointLoaderKJ": {"class": CheckpointLoaderKJ, "name": "CheckpointLoaderKJ"}, "DiffusionModelLoaderKJ": {"class": DiffusionModelLoaderKJ, "name": "Diffusion Model Loader KJ"}, "TorchCompileModelFluxAdvanced": {"class": TorchCompileModelFluxAdvanced, "name": "TorchCompileModelFluxAdvanced"}, "TorchCompileVAE": {"class": TorchCompileVAE, "name": "TorchCompileVAE"}, "TorchCompileControlNet": {"class": TorchCompileControlNet, "name": "TorchCompileControlNet"}, "PatchModelPatcherOrder": {"class": PatchModelPatcherOrder, "name": "Patch Model Patcher Order"}, "TorchCompileLTXModel": {"class": TorchCompileLTXModel, "name": "TorchCompileLTXModel"}, #instance diffusion "CreateInstanceDiffusionTracking": {"class": CreateInstanceDiffusionTracking}, "AppendInstanceDiffusionTracking": {"class": AppendInstanceDiffusionTracking}, "DrawInstanceDiffusionTracking": {"class": DrawInstanceDiffusionTracking}, } def generate_node_mappings(node_config): node_class_mappings = {} node_display_name_mappings = {} for node_name, node_info in node_config.items(): node_class_mappings[node_name] = node_info["class"] node_display_name_mappings[node_name] = node_info.get("name", node_info["class"].__name__) return node_class_mappings, node_display_name_mappings NODE_CLASS_MAPPINGS, NODE_DISPLAY_NAME_MAPPINGS = generate_node_mappings(NODE_CONFIG) __all__ = ["NODE_CLASS_MAPPINGS", "NODE_DISPLAY_NAME_MAPPINGS", "WEB_DIRECTORY"] WEB_DIRECTORY = "./web" from aiohttp import web from server import PromptServer from pathlib import Path if hasattr(PromptServer, "instance"): try: # NOTE: we add an extra static path to avoid comfy mechanism # that loads every script in web. PromptServer.instance.app.add_routes( [web.static("/kjweb_async", (Path(__file__).parent.absolute() / "kjweb_async").as_posix())] ) except: pass