from .nodes.nodes import ( BOOLConstant, INTConstant, FloatConstant, StringConstant, StringConstantMultiline, ScaleBatchPromptSchedule, GetLatentsFromBatchIndexed, ConditioningMultiCombine, AppendStringsToList, JoinStrings, JoinStringMulti, CondPassThrough, ModelPassThrough, ConditioningSetMaskAndCombine, ConditioningSetMaskAndCombine3, ConditioningSetMaskAndCombine4, ConditioningSetMaskAndCombine5, VRAM_Debug, SomethingToString, Sleep, EmptyLatentImagePresets, EmptyLatentImageCustomPresets, WidgetToString, DummyOut, FlipSigmasAdjusted, CustomSigmas, StringToFloatList, InjectNoiseToLatent, SoundReactive, GenerateNoise, StableZero123_BatchSchedule, SV3D_BatchSchedule, Superprompt, CameraPoseVisualizer, CheckpointPerturbWeights, DifferentialDiffusionAdvanced, FluxBlockLoraSelect, HunyuanVideoBlockLoraSelect, Wan21BlockLoraSelect, LTX2BlockLoraSelect, DiTBlockLoraLoader, CustomControlNetWeightsFluxFromList, SetShakkerLabsUnionControlNetType, ModelSaveKJ, StyleModelApplyAdvanced, AudioConcatenate, LeapfusionHunyuanI2V, ImageNoiseAugmentation, VAELoaderKJ, ScheduledCFGGuidance, ApplyRifleXRoPE_WanVideo, ApplyRifleXRoPE_HunuyanVideo, TimerNodeKJ, HunyuanVideoEncodeKeyframesToCond, LazySwitchKJ, LatentInpaintTTM, SimpleCalculatorKJ, GetTrackRange, AddNoiseToTrackPath, VAEDecodeLoopKJ, WanImageToVideoSVIPro, DeprecatedCompileNodeKJ, VisualizeSigmasKJ, PreviewLatentNoiseMask, PlaySoundKJ, ) from .nodes.curve_nodes import ( PlotCoordinates, SplineEditor, CreateShapeMaskOnPath, CreateShapeImageOnPath, CreateTextOnPath, CreateGradientFromCoords, GradientToFloat, MaskOrImageToWeight, WeightScheduleConvert, FloatToMask, WeightScheduleExtend, FloatToSigmas, SigmasToFloat, GLIGENTextBoxApplyBatchCoords, CreateInstanceDiffusionTracking, AppendInstanceDiffusionTracking, InterpolateCoords, DrawInstanceDiffusionTracking, PointsEditor, CutAndDragOnPath, ) from .nodes.batchcrop_nodes import ( BatchCropFromMask, BatchUncrop, BatchCropFromMaskAdvanced, FilterZeroMasksAndCorrespondingImages, InsertImageBatchByIndexes, BatchUncropAdvanced, SplitBboxes, BboxToInt, BboxVisualize, ) from .nodes.audioscheduler_nodes import ( NormalizedAmplitudeToMask, NormalizedAmplitudeToFloatList, OffsetMaskByNormalizedAmplitude, ImageTransformByNormalizedAmplitude, ) from .nodes.image_nodes import ( ImagePass, ColorMatch, ColorMatchV2, SaveImageWithAlpha, ImageConcanate, ImageConcatFromBatch, ImageGridComposite2x2, ImageGridComposite3x3, ImageBatchTestPattern, ImageGrabPIL, Screencap_mss, ScreencapStream, WebcamCaptureCV2, AddLabel, GetImageSizeAndCount, GetLatentSizeAndCount, ImageBatchRepeatInterleaving, ImageUpscaleWithModelBatched, ImageNormalize_Neg1_To_1, RemapImageRange, SplitImageChannels, MergeImageChannels, ImagePadForOutpaintMasked, ImagePadForOutpaintTargetSize, ImagePrepForICLora, ImageAndMaskPreview, CrossFadeImages, CrossFadeImagesMulti, TransitionImagesMulti, TransitionImagesInBatch, ImageBatchJoinWithTransition, ShuffleImageBatch, GetImageRangeFromBatch, RandomImageFromBatch, ImageBatchExtendWithOverlap, GetLatentRangeFromBatch, InsertLatentToIndex, ImageBatchFilter, GetImagesFromBatchIndexed, InsertImagesToBatchIndexed, PadImageBatchInterleaved, ReplaceImagesInBatch, ReverseImageBatch, ImageBatchMulti, ImageTensorList, ImageAddMulti, ImageConcatMulti, PreviewAnimation, ImageResizeKJ, ImageResizeKJv2, LoadAndResizeImage, LoadImagesFromFolderKJ, ImageGridtoBatch, SaveImageKJ, SaveStringKJ, FastPreview, FastPreviewBatch, ImageCropByMaskAndResize, ImageCropByMask, ImageUncropByMask, ImageCropByMaskBatch, ImagePadKJ, LoadVideosFromFolder, EncodeVideoComponents, DecodeAndSaveVideo, PreviewImageOrMask, ) from .nodes.mask_nodes import ( BatchCLIPSeg, DownloadAndLoadCLIPSeg, CreateTextMask, ColorToMask, CreateFluidMask, CreateAudioMask, CreateGradientMask, CreateFadeMask, CreateFadeMaskAdvanced, CreateMagicMask, CreateShapeMask, CreateVoronoiMask, GetMaskSizeAndCount, GrowMaskWithBlur, MaskBatchMulti, OffsetMask, RoundMask, ResizeMask, RemapMaskRange, SeparateMasks, ConsolidateMasksKJ, DrawMaskOnImage, BlockifyMask, ) from .nodes.model_optimization_nodes import ( PathchSageAttentionKJ, PatchFlashAttentionKJ, CheckpointLoaderKJ, DiffusionModelSelector, DiffusionModelLoaderKJ, ModelPatchTorchSettings, PatchModelPatcherOrder, TorchCompileModelFluxAdvancedV2, TorchCompileModelWanVideoV2, TorchCompileModelAdvanced, TorchCompileVAE, TorchCompileControlNet, WanVideoTeaCacheKJ, WanVideoEnhanceAVideoKJ, LTXVEnhanceAVideoKJ, WanVideoNAG, SkipLayerGuidanceWanVideo, CFGZeroStarAndInit, GGUFLoaderKJ, NABLA_AttentionKJ, StartRecordCUDAMemoryHistory, EndRecordCUDAMemoryHistory, VisualizeCUDAMemoryHistory, ModelMemoryUseReportPatch, ModelMemoryUsageFactorOverride, WanChunkFeedForward, SamplerSelfRefineVideo, PiDColorBiasCorrection, Ideogram4OptimizationsKJ, ) from .nodes.lora_nodes import LoraExtractKJ, LoraReduceRank from .nodes.image_transform_node import ImageTransformKJ from .nodes.sharpen_nodes import ImageSharpenKJ from .nodes.hdr_preview_node import HDRPreviewKJ from .nodes.preview_override_node import ModelPreviewOverrideKJ, GetPreviewOverrideFramesKJ from .nodes.context_windows_visualizer import ContextWindowsVisualizerKJ from .nodes.ideogram4_nodes import Ideogram4PromptBuilderKJ import logging 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}, "WanImageToVideoSVIPro": {"class": WanImageToVideoSVIPro, "name": "Wan Image To Video SVIPro"}, #masking "DrawMaskOnImage": {"class": DrawMaskOnImage, "name": "Draw Mask On Image"}, "DownloadAndLoadCLIPSeg": {"class": DownloadAndLoadCLIPSeg, "name": "(Down)load CLIPSeg"}, "BatchCLIPSeg": {"class": BatchCLIPSeg, "name": "Batch CLIPSeg"}, "BlockifyMask": {"class": BlockifyMask, "name": "Blockify Mask"}, "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"}, "SeparateMasks": {"class": SeparateMasks, "name": "Separate Masks"}, "ConsolidateMasksKJ": {"class": ConsolidateMasksKJ, "name": "Consolidate Masks"}, #images "AddLabel": {"class": AddLabel, "name": "Add Label"}, "ColorMatch": {"class": ColorMatch, "name": "Color Match"}, "ColorMatchV2": {"class": ColorMatchV2, "name": "Color Match V2"}, "ImageTensorList": {"class": ImageTensorList, "name": "Image Tensor List"}, "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"}, "RandomImageFromBatch": {"class": RandomImageFromBatch, "name": "Random Image From Batch"}, "GetLatentRangeFromBatch": {"class": GetLatentRangeFromBatch, "name": "Get Latent Range From Batch"}, "GetLatentSizeAndCount": {"class": GetLatentSizeAndCount, "name": "Get Latent Size & Count"}, "GetImageSizeAndCount": {"class": GetImageSizeAndCount, "name": "Get Image Size & Count"}, "FastPreview": {"class": FastPreview, "name": "Fast Preview"}, "FastPreviewBatch": {"class": FastPreviewBatch, "name": "Fast Preview Batch"}, "ImageBatchFilter": {"class": ImageBatchFilter, "name": "Image Batch Filter"}, "ImageAndMaskPreview": {"class": ImageAndMaskPreview}, "ImageAddMulti": {"class": ImageAddMulti, "name": "Image Add Multi"}, "ImageBatchJoinWithTransition": {"class": ImageBatchJoinWithTransition, "name": "Image Batch Join With Transition"}, "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"}, "ImageCropByMask": {"class": ImageCropByMask, "name": "Image Crop By Mask"}, "ImageCropByMaskAndResize": {"class": ImageCropByMaskAndResize, "name": "Image Crop By Mask And Resize"}, "ImageCropByMaskBatch": {"class": ImageCropByMaskBatch, "name": "Image Crop By Mask Batch"}, "ImageUncropByMask": {"class": ImageUncropByMask, "name": "Image Uncrop By Mask"}, "ImageBatchExtendWithOverlap": {"class": ImageBatchExtendWithOverlap, "name": "Image Batch Extend With Overlap"}, "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"}, "ImageNoiseAugmentation": {"class": ImageNoiseAugmentation, "name": "Image Noise Augmentation"}, "ImageNormalize_Neg1_To_1": {"class": ImageNormalize_Neg1_To_1, "name": "Image Normalize -1 to 1"}, "ImagePass": {"class": ImagePass}, "ImagePadKJ": {"class": ImagePadKJ, "name": "ImagePad KJ"}, "ImagePadForOutpaintMasked": {"class": ImagePadForOutpaintMasked, "name": "Image Pad For Outpaint Masked"}, "ImagePadForOutpaintTargetSize": {"class": ImagePadForOutpaintTargetSize, "name": "Image Pad For Outpaint Target Size"}, "ImagePrepForICLora": {"class": ImagePrepForICLora, "name": "Image Prep For ICLora"}, "ImageResizeKJ": {"class": ImageResizeKJ, "name": "Resize Image (deprecated)"}, "ImageResizeKJv2": {"class": ImageResizeKJv2, "name": "Resize Image v2"}, "ImageUpscaleWithModelBatched": {"class": ImageUpscaleWithModelBatched, "name": "Image Upscale With Model Batched"}, "InsertImagesToBatchIndexed": {"class": InsertImagesToBatchIndexed, "name": "Insert Images To Batch Indexed"}, "InsertLatentToIndexed": {"class": InsertLatentToIndex, "name": "Insert Latent To Index"}, "LoadAndResizeImage": {"class": LoadAndResizeImage, "name": "Load & Resize Image"}, "LoadImagesFromFolderKJ": {"class": LoadImagesFromFolderKJ, "name": "Load Images From Folder (KJ)"}, "LoadVideosFromFolder": {"class": LoadVideosFromFolder, "name": "Load Videos From Folder"}, "MergeImageChannels": {"class": MergeImageChannels, "name": "Merge Image Channels"}, "PadImageBatchInterleaved": {"class": PadImageBatchInterleaved, "name": "Pad Image Batch Interleaved"}, "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"}, "EncodeVideoComponents": {"class": EncodeVideoComponents, "name": "Encode Video Components"}, "DecodeAndSaveVideo": {"class": DecodeAndSaveVideo, "name": "Decode And Save Video"}, "ImageTransformKJ": {"class": ImageTransformKJ, "name": "Image Transform KJ"}, "Ideogram4PromptBuilderKJ": {"class": Ideogram4PromptBuilderKJ, "name": "Ideogram 4 Prompt Builder KJ"}, "HDRPreviewKJ": {"class": HDRPreviewKJ, "name": "HDR Preview KJ"}, "ModelPreviewOverrideKJ": {"class": ModelPreviewOverrideKJ, "name": "Model Preview Override KJ"}, "GetPreviewOverrideFramesKJ": {"class": GetPreviewOverrideFramesKJ, "name": "Get Preview Override Frames KJ"}, "PreviewImageOrMask": {"class": PreviewImageOrMask, "name": "Preview Image Or Mask"}, "ImageSharpenKJ": {"class": ImageSharpenKJ, "name": "Image Sharpen KJ"}, #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 "StringToFloatList": {"class": StringToFloatList, "name": "String to Float List"}, "WidgetToString": {"class": WidgetToString, "name": "Widget To String"}, "SaveStringKJ": {"class": SaveStringKJ, "name": "Save String KJ"}, "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"}, "SimpleCalculatorKJ": {"class": SimpleCalculatorKJ, "name": "Simple Calculator KJ"}, "SomethingToString": {"class": SomethingToString, "name": "Something To String"}, "Sleep": {"class": Sleep, "name": "Sleep"}, "VRAM_Debug": {"class": VRAM_Debug, "name": "VRAM Debug"}, "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"}, "DiffusionModelSelector": {"class": DiffusionModelSelector, "name": "Diffusion Model Selector"}, "LazySwitchKJ": {"class": LazySwitchKJ, "name": "Lazy Switch KJ"}, "VisualizeSigmasKJ": {"class": VisualizeSigmasKJ, "name": "Visualize Sigmas KJ"}, #audioscheduler stuff "NormalizedAmplitudeToMask": {"class": NormalizedAmplitudeToMask}, "NormalizedAmplitudeToFloatList": {"class": NormalizedAmplitudeToFloatList}, "OffsetMaskByNormalizedAmplitude": {"class": OffsetMaskByNormalizedAmplitude}, "ImageTransformByNormalizedAmplitude": {"class": ImageTransformByNormalizedAmplitude}, "AudioConcatenate": {"class": AudioConcatenate}, #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"}, "CutAndDragOnPath": {"class": CutAndDragOnPath, "name": "Cut And Drag On Path"}, "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 "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"}, "Superprompt": {"class": Superprompt, "name": "Superprompt"}, "GLIGENTextBoxApplyBatchCoords": {"class": GLIGENTextBoxApplyBatchCoords}, "CheckpointPerturbWeights": {"class": CheckpointPerturbWeights, "name": "CheckpointPerturbWeights"}, "Screencap_mss": {"class": Screencap_mss, "name": "Screencap mss"}, "ScreencapStream": {"class": ScreencapStream, "name": "Screencap Stream"}, "WebcamCaptureCV2": {"class": WebcamCaptureCV2, "name": "Webcam Capture CV2"}, "DifferentialDiffusionAdvanced": {"class": DifferentialDiffusionAdvanced, "name": "Differential Diffusion Advanced"}, "DiTBlockLoraLoader": {"class": DiTBlockLoraLoader, "name": "DiT Block Lora Loader"}, "FluxBlockLoraSelect": {"class": FluxBlockLoraSelect, "name": "Flux Block Lora Select"}, "HunyuanVideoBlockLoraSelect": {"class": HunyuanVideoBlockLoraSelect, "name": "Hunyuan Video Block Lora Select"}, "Wan21BlockLoraSelect": {"class": Wan21BlockLoraSelect, "name": "Wan21 Block Lora Select"}, "LTX2BlockLoraSelect": {"class": LTX2BlockLoraSelect, "name": "LTX2 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"}, "TorchCompileModelFluxAdvancedV2": {"class": TorchCompileModelFluxAdvancedV2, "name": "TorchCompileModelFluxAdvancedV2"}, "TorchCompileVAE": {"class": TorchCompileVAE, "name": "TorchCompileVAE"}, "TorchCompileControlNet": {"class": TorchCompileControlNet, "name": "TorchCompileControlNet"}, "TorchCompileModelWanVideoV2": {"class": TorchCompileModelWanVideoV2, "name": "TorchCompileModelWanVideoV2"}, "PathchSageAttentionKJ": {"class": PathchSageAttentionKJ, "name": "Patch Sage Attention KJ"}, "PatchFlashAttentionKJ": {"class": PatchFlashAttentionKJ, "name": "Patch Flash Attention KJ"}, "LeapfusionHunyuanI2VPatcher": {"class": LeapfusionHunyuanI2V, "name": "Leapfusion Hunyuan I2V Patcher"}, "VAELoaderKJ": {"class": VAELoaderKJ, "name": "VAELoader KJ"}, "VAEDecodeLoopKJ": {"class": VAEDecodeLoopKJ, "name": "VAE Decode Loop KJ"}, "ScheduledCFGGuidance": {"class": ScheduledCFGGuidance, "name": "Scheduled CFG Guidance"}, "ApplyRifleXRoPE_HunuyanVideo": {"class": ApplyRifleXRoPE_HunuyanVideo, "name": "Apply RifleXRoPE HunuyanVideo"}, "ApplyRifleXRoPE_WanVideo": {"class": ApplyRifleXRoPE_WanVideo, "name": "Apply RifleXRoPE WanVideo"}, "WanVideoTeaCacheKJ": {"class": WanVideoTeaCacheKJ, "name": "WanVideo Tea Cache (native)"}, "WanVideoEnhanceAVideoKJ": {"class": WanVideoEnhanceAVideoKJ, "name": "WanVideo Enhance A Video (native)"}, "SkipLayerGuidanceWanVideo": {"class": SkipLayerGuidanceWanVideo, "name": "Skip Layer Guidance WanVideo"}, "TimerNodeKJ": {"class": TimerNodeKJ, "name": "Timer Node KJ"}, "HunyuanVideoEncodeKeyframesToCond": {"class": HunyuanVideoEncodeKeyframesToCond, "name": "HunyuanVideo Encode Keyframes To Cond"}, "CFGZeroStarAndInit": {"class": CFGZeroStarAndInit, "name": "CFG Zero Star/Init"}, "PiDColorBiasCorrection": {"class": PiDColorBiasCorrection, "name": "PiD Color Bias Correction"}, "ModelPatchTorchSettings": {"class": ModelPatchTorchSettings, "name": "Model Patch Torch Settings"}, "WanVideoNAG": {"class": WanVideoNAG, "name": "WanVideoNAG"}, "GGUFLoaderKJ": {"class": GGUFLoaderKJ, "name": "GGUF Loader KJ"}, "LatentInpaintTTM": {"class": LatentInpaintTTM, "name": "Latent Inpaint TTM"}, "NABLA_AttentionKJ": {"class": NABLA_AttentionKJ, "name": "NABLA Attention KJ"}, "TorchCompileModelAdvanced": {"class": TorchCompileModelAdvanced, "name": "TorchCompileModelAdvanced"}, "StartRecordCUDAMemoryHistory": {"class": StartRecordCUDAMemoryHistory, "name": "Start Recording CUDAMemory History"}, "EndRecordCUDAMemoryHistory": {"class": EndRecordCUDAMemoryHistory, "name": "End Recording CUDAMemory History"}, "VisualizeCUDAMemoryHistory": {"class": VisualizeCUDAMemoryHistory, "name": "Visualize CUDAMemory History"}, "PreviewLatentNoiseMask": {"class": PreviewLatentNoiseMask, "name": "Preview Latent Noise Mask"}, "ModelMemoryUseReportPatch": {"class": ModelMemoryUseReportPatch, "name": "Model Memory Use Report Patch"}, "ModelMemoryUsageFactorOverride": {"class": ModelMemoryUsageFactorOverride, "name": "Model Memory Usage Factor Override"}, "WanChunkFeedForward": {"class": WanChunkFeedForward, "name": "Wan ChunkFeedForward"}, "Ideogram4OptimizationsKJ": {"class": Ideogram4OptimizationsKJ, "name": "Ideogram4 Optimizations KJ"}, "SamplerSelfRefineVideo": {"class": SamplerSelfRefineVideo, "name": "Sampler SelfRefineVideo"}, "PlaySoundKJ": {"class": PlaySoundKJ, "name": "Play Sound KJ"}, #instance diffusion "CreateInstanceDiffusionTracking": {"class": CreateInstanceDiffusionTracking}, "AppendInstanceDiffusionTracking": {"class": AppendInstanceDiffusionTracking}, "DrawInstanceDiffusionTracking": {"class": DrawInstanceDiffusionTracking}, #lora "LoraExtractKJ": {"class": LoraExtractKJ, "name": "LoraExtractKJ"}, "LoraReduceRankKJ": {"class": LoraReduceRank, "name": "LoraReduceRank"}, #tracks "GetTrackRange": {"class": GetTrackRange, "name": "Get Track Range"}, "AddNoiseToTrackPath": {"class": AddNoiseToTrackPath, "name": "Add Noise To Track"}, #context windows "ContextWindowsVisualizerKJ": {"class": ContextWindowsVisualizerKJ, "name": "Context Windows Visualizer (KJ)"}, # deprecated "PatchModelPatcherOrder": {"class": PatchModelPatcherOrder, "name": "Patch Model Patcher Order"}, "TorchCompileModelFluxAdvanced": {"class": DeprecatedCompileNodeKJ, "name": "TorchCompileModelFluxAdvanced"}, "TorchCompileLTXModel": {"class": DeprecatedCompileNodeKJ, "name": "TorchCompileLTXModel"}, "TorchCompileCosmosModel": {"class": DeprecatedCompileNodeKJ, "name": "TorchCompileCosmosModel"}, "TorchCompileModelHyVideo": {"class": DeprecatedCompileNodeKJ, "name": "TorchCompileModelHyVideo"}, "TorchCompileModelQwenImage": {"class": DeprecatedCompileNodeKJ, "name": "TorchCompileModelQwenImage"}, "TorchCompileModelWanVideo": {"class": DeprecatedCompileNodeKJ, "name": "TorchCompileModelWanVideo"}, } #ltxv try: from .nodes.ltxv_nodes import ( LTXVAddGuideMulti, LTXVAddGuidesFromBatch, LTXVAudioVideoMask, LTX2_NAG, LTXVChunkFeedForward, LTX2SamplingPreviewOverride, LTX2AudioLatentNormalizingSampling, LTXVImgToVideoInplaceKJ, LTX2AttentionTunerPatch, LTX2MemoryEfficientSageAttentionPatch, LTX2LoraLoaderAdvanced, WanVideoMemoryEfficientSageAttentionPatch, ) NODE_CONFIG.update({ "LTXVEnhanceAVideoKJ": {"class": LTXVEnhanceAVideoKJ, "name": "LTXV Enhance A Video KJ"}, "LTXVAddGuideMulti": {"class": LTXVAddGuideMulti, "name": "LTXV Add Guide Multi"}, "LTXVAddGuidesFromBatch": {"class": LTXVAddGuidesFromBatch, "name": "LTXV Add Guides From Batch"}, "LTXVAudioVideoMask": {"class": LTXVAudioVideoMask, "name": "LTXV Audio Video Mask"}, "LTX2_NAG": {"class": LTX2_NAG, "name": "LTX2 NAG"}, "LTXVChunkFeedForward": {"class": LTXVChunkFeedForward, "name": "LTXV Chunk Feed Forward"}, "LTX2SamplingPreviewOverride": {"class": LTX2SamplingPreviewOverride, "name": "LTX2 Sampling Preview Override"}, "LTX2AudioLatentNormalizingSampling": {"class": LTX2AudioLatentNormalizingSampling, "name": "LTX2 Audio Latent Normalizing Sampling"}, "LTXVImgToVideoInplaceKJ": {"class": LTXVImgToVideoInplaceKJ, "name": "LTXV Img To Video Inplace KJ"}, "LTX2AttentionTunerPatch": {"class": LTX2AttentionTunerPatch, "name": "LTX2 Attention Tuner Patch"}, "LTX2MemoryEfficientSageAttentionPatch": {"class": LTX2MemoryEfficientSageAttentionPatch, "name": "LTX2 Memory Efficient Sage Attention Patch"}, "LTX2LoraLoaderAdvanced": {"class": LTX2LoraLoaderAdvanced, "name": "LTX2 Lora Loader Advanced"}, "WanVideoMemoryEfficientSageAttentionPatch": {"class": WanVideoMemoryEfficientSageAttentionPatch, "name": "WanVideo Memory Efficient Sage Attention Patch"}, }) except Exception as e: logging.warning(f"KJNodes: LTXV nodes could not be imported. LTXV nodes will be unavailable. Error: {e}", exc_info=True) try: from .nodes.triton_vae import PatchTritonVAE NODE_CONFIG.update({ "PatchTritonVAE": {"class": PatchTritonVAE, "name": "Patch Triton VAE"}, }) except Exception: logging.warning("KJNodes: PatchTritonVAE node could not be imported. PatchTritonVAE will be unavailable.", exc_info=True) 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"): # NOTE: we add an extra static path to avoid comfy mechanism that loads every script in web. if not PromptServer.instance.app.router.frozen: try: PromptServer.instance.app.add_routes( [web.static("/kjweb_async", (Path(__file__).parent.absolute() / "kjweb_async").as_posix())] ) except Exception: logging.exception("KJNodes: failed to register /kjweb_async static route")