""" @author: Dr.Lt.Data @title: Impact Pack @nickname: Impact Pack @description: This extension offers various detector nodes and detailer nodes that allow you to configure a workflow that automatically enhances facial details. And provide iterative upscaler. """ import shutil import folder_paths import os import sys import traceback comfy_path = os.path.dirname(folder_paths.__file__) impact_path = os.path.join(os.path.dirname(__file__)) subpack_path = os.path.join(os.path.dirname(__file__), "impact_subpack") modules_path = os.path.join(os.path.dirname(__file__), "modules") sys.path.append(modules_path) import impact.config import impact.sample_error_enhancer print(f"### Loading: ComfyUI-Impact-Pack ({impact.config.version})") def do_install(): import importlib spec = importlib.util.spec_from_file_location('impact_install', os.path.join(os.path.dirname(__file__), 'install.py')) impact_install = importlib.util.module_from_spec(spec) spec.loader.exec_module(impact_install) # ensure dependency if not os.path.exists(os.path.join(subpack_path, ".git")) and os.path.exists(subpack_path): print(f"### CompfyUI-Impact-Pack: corrupted subpack detected.") shutil.rmtree(subpack_path) if impact.config.get_config()['dependency_version'] < impact.config.dependency_version or not os.path.exists(subpack_path): print(f"### ComfyUI-Impact-Pack: Updating dependencies [{impact.config.get_config()['dependency_version']} -> {impact.config.dependency_version}]") do_install() sys.path.append(subpack_path) # Core # recheck dependencies for colab try: import impact.subpack_nodes # This import must be done before cv2. import folder_paths import torch import cv2 from cv2 import setNumThreads import numpy as np import comfy.samplers import comfy.sd import warnings from PIL import Image, ImageFilter from skimage.measure import label, regionprops from collections import namedtuple import piexif if not impact.config.get_config()['mmdet_skip']: import mmcv from mmdet.apis import (inference_detector, init_detector) from mmdet.evaluation import get_classes except: import importlib print("### ComfyUI-Impact-Pack: Reinstall dependencies (several dependencies are missing.)") do_install() import impact.impact_server # to load server api from .modules.impact.impact_pack import * from .modules.impact.detectors import * from .modules.impact.pipe import * from .modules.impact.logics import * from .modules.impact.util_nodes import * from .modules.impact.segs_nodes import * from .modules.impact.special_samplers import * from .modules.impact.hf_nodes import * from .modules.impact.bridge_nodes import * from .modules.impact.hook_nodes import * from .modules.impact.animatediff_nodes import * from .modules.impact.segs_upscaler import * import threading threading.Thread(target=impact.wildcards.wildcard_load).start() NODE_CLASS_MAPPINGS = { "SAMLoader": SAMLoader, "CLIPSegDetectorProvider": CLIPSegDetectorProvider, "ONNXDetectorProvider": ONNXDetectorProvider, "BitwiseAndMaskForEach": BitwiseAndMaskForEach, "SubtractMaskForEach": SubtractMaskForEach, "DetailerForEach": DetailerForEach, "DetailerForEachDebug": DetailerForEachTest, "DetailerForEachPipe": DetailerForEachPipe, "DetailerForEachDebugPipe": DetailerForEachTestPipe, "DetailerForEachPipeForAnimateDiff": DetailerForEachPipeForAnimateDiff, "SAMDetectorCombined": SAMDetectorCombined, "SAMDetectorSegmented": SAMDetectorSegmented, "FaceDetailer": FaceDetailer, "FaceDetailerPipe": FaceDetailerPipe, "MaskDetailerPipe": MaskDetailerPipe, "ToDetailerPipe": ToDetailerPipe, "ToDetailerPipeSDXL": ToDetailerPipeSDXL, "FromDetailerPipe": FromDetailerPipe, "FromDetailerPipe_v2": FromDetailerPipe_v2, "FromDetailerPipeSDXL": FromDetailerPipe_SDXL, "ToBasicPipe": ToBasicPipe, "FromBasicPipe": FromBasicPipe, "FromBasicPipe_v2": FromBasicPipe_v2, "BasicPipeToDetailerPipe": BasicPipeToDetailerPipe, "BasicPipeToDetailerPipeSDXL": BasicPipeToDetailerPipeSDXL, "DetailerPipeToBasicPipe": DetailerPipeToBasicPipe, "EditBasicPipe": EditBasicPipe, "EditDetailerPipe": EditDetailerPipe, "EditDetailerPipeSDXL": EditDetailerPipeSDXL, "LatentPixelScale": LatentPixelScale, "PixelKSampleUpscalerProvider": PixelKSampleUpscalerProvider, "PixelKSampleUpscalerProviderPipe": PixelKSampleUpscalerProviderPipe, "IterativeLatentUpscale": IterativeLatentUpscale, "IterativeImageUpscale": IterativeImageUpscale, "PixelTiledKSampleUpscalerProvider": PixelTiledKSampleUpscalerProvider, "PixelTiledKSampleUpscalerProviderPipe": PixelTiledKSampleUpscalerProviderPipe, "TwoSamplersForMaskUpscalerProvider": TwoSamplersForMaskUpscalerProvider, "TwoSamplersForMaskUpscalerProviderPipe": TwoSamplersForMaskUpscalerProviderPipe, "PixelKSampleHookCombine": PixelKSampleHookCombine, "DenoiseScheduleHookProvider": DenoiseScheduleHookProvider, "StepsScheduleHookProvider": StepsScheduleHookProvider, "CfgScheduleHookProvider": CfgScheduleHookProvider, "NoiseInjectionHookProvider": NoiseInjectionHookProvider, "UnsamplerHookProvider": UnsamplerHookProvider, "CoreMLDetailerHookProvider": CoreMLDetailerHookProvider, "PreviewDetailerHookProvider": PreviewDetailerHookProvider, "DetailerHookCombine": DetailerHookCombine, "NoiseInjectionDetailerHookProvider": NoiseInjectionDetailerHookProvider, "UnsamplerDetailerHookProvider": UnsamplerDetailerHookProvider, "DenoiseSchedulerDetailerHookProvider": DenoiseSchedulerDetailerHookProvider, "SEGSOrderedFilterDetailerHookProvider": SEGSOrderedFilterDetailerHookProvider, "SEGSRangeFilterDetailerHookProvider": SEGSRangeFilterDetailerHookProvider, "SEGSLabelFilterDetailerHookProvider": SEGSLabelFilterDetailerHookProvider, "VariationNoiseDetailerHookProvider": VariationNoiseDetailerHookProvider, # "CustomNoiseDetailerHookProvider": CustomNoiseDetailerHookProvider, "BitwiseAndMask": BitwiseAndMask, "SubtractMask": SubtractMask, "AddMask": AddMask, "ImpactSegsAndMask": SegsBitwiseAndMask, "ImpactSegsAndMaskForEach": SegsBitwiseAndMaskForEach, "EmptySegs": EmptySEGS, "MediaPipeFaceMeshToSEGS": MediaPipeFaceMeshToSEGS, "MaskToSEGS": MaskToSEGS, "MaskToSEGS_for_AnimateDiff": MaskToSEGS_for_AnimateDiff, "ToBinaryMask": ToBinaryMask, "MasksToMaskList": MasksToMaskList, "MaskListToMaskBatch": MaskListToMaskBatch, "ImageListToImageBatch": ImageListToImageBatch, "SetDefaultImageForSEGS": DefaultImageForSEGS, "RemoveImageFromSEGS": RemoveImageFromSEGS, "BboxDetectorSEGS": BboxDetectorForEach, "SegmDetectorSEGS": SegmDetectorForEach, "ONNXDetectorSEGS": BboxDetectorForEach, "ImpactSimpleDetectorSEGS_for_AD": SimpleDetectorForAnimateDiff, "ImpactSimpleDetectorSEGS": SimpleDetectorForEach, "ImpactSimpleDetectorSEGSPipe": SimpleDetectorForEachPipe, "ImpactControlNetApplySEGS": ControlNetApplySEGS, "ImpactControlNetApplyAdvancedSEGS": ControlNetApplyAdvancedSEGS, "ImpactControlNetClearSEGS": ControlNetClearSEGS, "ImpactIPAdapterApplySEGS": IPAdapterApplySEGS, "ImpactDecomposeSEGS": DecomposeSEGS, "ImpactAssembleSEGS": AssembleSEGS, "ImpactFrom_SEG_ELT": From_SEG_ELT, "ImpactEdit_SEG_ELT": Edit_SEG_ELT, "ImpactDilate_Mask_SEG_ELT": Dilate_SEG_ELT, "ImpactDilateMask": DilateMask, "ImpactGaussianBlurMask": GaussianBlurMask, "ImpactDilateMaskInSEGS": DilateMaskInSEGS, "ImpactGaussianBlurMaskInSEGS": GaussianBlurMaskInSEGS, "ImpactScaleBy_BBOX_SEG_ELT": SEG_ELT_BBOX_ScaleBy, "ImpactFrom_SEG_ELT_bbox": From_SEG_ELT_bbox, "ImpactFrom_SEG_ELT_crop_region": From_SEG_ELT_crop_region, "ImpactCount_Elts_in_SEGS": Count_Elts_in_SEGS, "BboxDetectorCombined_v2": BboxDetectorCombined, "SegmDetectorCombined_v2": SegmDetectorCombined, "SegsToCombinedMask": SegsToCombinedMask, "KSamplerProvider": KSamplerProvider, "TwoSamplersForMask": TwoSamplersForMask, "TiledKSamplerProvider": TiledKSamplerProvider, "KSamplerAdvancedProvider": KSamplerAdvancedProvider, "TwoAdvancedSamplersForMask": TwoAdvancedSamplersForMask, "ImpactNegativeConditioningPlaceholder": NegativeConditioningPlaceholder, "PreviewBridge": PreviewBridge, "PreviewBridgeLatent": PreviewBridgeLatent, "ImageSender": ImageSender, "ImageReceiver": ImageReceiver, "LatentSender": LatentSender, "LatentReceiver": LatentReceiver, "ImageMaskSwitch": ImageMaskSwitch, "LatentSwitch": GeneralSwitch, "SEGSSwitch": GeneralSwitch, "ImpactSwitch": GeneralSwitch, "ImpactInversedSwitch": GeneralInversedSwitch, "ImpactWildcardProcessor": ImpactWildcardProcessor, "ImpactWildcardEncode": ImpactWildcardEncode, "SEGSUpscaler": SEGSUpscaler, "SEGSUpscalerPipe": SEGSUpscalerPipe, "SEGSDetailer": SEGSDetailer, "SEGSPaste": SEGSPaste, "SEGSPreview": SEGSPreview, "SEGSPreviewCNet": SEGSPreviewCNet, "SEGSToImageList": SEGSToImageList, "ImpactSEGSToMaskList": SEGSToMaskList, "ImpactSEGSToMaskBatch": SEGSToMaskBatch, "ImpactSEGSConcat": SEGSConcat, "ImpactSEGSPicker": SEGSPicker, "ImpactMakeTileSEGS": MakeTileSEGS, "SEGSDetailerForAnimateDiff": SEGSDetailerForAnimateDiff, "ImpactKSamplerBasicPipe": KSamplerBasicPipe, "ImpactKSamplerAdvancedBasicPipe": KSamplerAdvancedBasicPipe, "ReencodeLatent": ReencodeLatent, "ReencodeLatentPipe": ReencodeLatentPipe, "ImpactImageBatchToImageList": ImageBatchToImageList, "ImpactMakeImageList": MakeImageList, "ImpactMakeImageBatch": MakeImageBatch, "RegionalSampler": RegionalSampler, "RegionalSamplerAdvanced": RegionalSamplerAdvanced, "CombineRegionalPrompts": CombineRegionalPrompts, "RegionalPrompt": RegionalPrompt, "ImpactCombineConditionings": CombineConditionings, "ImpactConcatConditionings": ConcatConditionings, "ImpactSEGSLabelAssign": SEGSLabelAssign, "ImpactSEGSLabelFilter": SEGSLabelFilter, "ImpactSEGSRangeFilter": SEGSRangeFilter, "ImpactSEGSOrderedFilter": SEGSOrderedFilter, "ImpactCompare": ImpactCompare, "ImpactConditionalBranch": ImpactConditionalBranch, "ImpactConditionalBranchSelMode": ImpactConditionalBranchSelMode, "ImpactIfNone": ImpactIfNone, "ImpactConvertDataType": ImpactConvertDataType, "ImpactLogicalOperators": ImpactLogicalOperators, "ImpactInt": ImpactInt, "ImpactFloat": ImpactFloat, "ImpactValueSender": ImpactValueSender, "ImpactValueReceiver": ImpactValueReceiver, "ImpactImageInfo": ImpactImageInfo, "ImpactLatentInfo": ImpactLatentInfo, "ImpactMinMax": ImpactMinMax, "ImpactNeg": ImpactNeg, "ImpactConditionalStopIteration": ImpactConditionalStopIteration, "ImpactStringSelector": StringSelector, "StringListToString": StringListToString, "WildcardPromptFromString": WildcardPromptFromString, "RemoveNoiseMask": RemoveNoiseMask, "ImpactLogger": ImpactLogger, "ImpactDummyInput": ImpactDummyInput, "ImpactQueueTrigger": ImpactQueueTrigger, "ImpactQueueTriggerCountdown": ImpactQueueTriggerCountdown, "ImpactSetWidgetValue": ImpactSetWidgetValue, "ImpactNodeSetMuteState": ImpactNodeSetMuteState, "ImpactControlBridge": ImpactControlBridge, "ImpactIsNotEmptySEGS": ImpactNotEmptySEGS, "ImpactSleep": ImpactSleep, "ImpactRemoteBoolean": ImpactRemoteBoolean, "ImpactRemoteInt": ImpactRemoteInt, "ImpactHFTransformersClassifierProvider": HF_TransformersClassifierProvider, "ImpactSEGSClassify": SEGS_Classify, "ImpactSchedulerAdapter": ImpactSchedulerAdapter, "GITSSchedulerFuncProvider": GITSSchedulerFuncProvider } NODE_DISPLAY_NAME_MAPPINGS = { "SAMLoader": "SAMLoader (Impact)", "BboxDetectorSEGS": "BBOX Detector (SEGS)", "SegmDetectorSEGS": "SEGM Detector (SEGS)", "ONNXDetectorSEGS": "ONNX Detector (SEGS/legacy) - use BBOXDetector", "ImpactSimpleDetectorSEGS_for_AD": "Simple Detector for AnimateDiff (SEGS)", "ImpactSimpleDetectorSEGS": "Simple Detector (SEGS)", "ImpactSimpleDetectorSEGSPipe": "Simple Detector (SEGS/pipe)", "ImpactControlNetApplySEGS": "ControlNetApply (SEGS)", "ImpactControlNetApplyAdvancedSEGS": "ControlNetApplyAdvanced (SEGS)", "ImpactIPAdapterApplySEGS": "IPAdapterApply (SEGS)", "BboxDetectorCombined_v2": "BBOX Detector (combined)", "SegmDetectorCombined_v2": "SEGM Detector (combined)", "SegsToCombinedMask": "SEGS to MASK (combined)", "MediaPipeFaceMeshToSEGS": "MediaPipe FaceMesh to SEGS", "MaskToSEGS": "MASK to SEGS", "MaskToSEGS_for_AnimateDiff": "MASK to SEGS for AnimateDiff", "BitwiseAndMaskForEach": "Pixelwise(SEGS & SEGS)", "SubtractMaskForEach": "Pixelwise(SEGS - SEGS)", "ImpactSegsAndMask": "Pixelwise(SEGS & MASK)", "ImpactSegsAndMaskForEach": "Pixelwise(SEGS & MASKS ForEach)", "BitwiseAndMask": "Pixelwise(MASK & MASK)", "SubtractMask": "Pixelwise(MASK - MASK)", "AddMask": "Pixelwise(MASK + MASK)", "DetailerForEach": "Detailer (SEGS)", "DetailerForEachPipe": "Detailer (SEGS/pipe)", "DetailerForEachDebug": "DetailerDebug (SEGS)", "DetailerForEachDebugPipe": "DetailerDebug (SEGS/pipe)", "SEGSDetailerForAnimateDiff": "SEGSDetailer For AnimateDiff (SEGS/pipe)", "DetailerForEachPipeForAnimateDiff": "Detailer For AnimateDiff (SEGS/pipe)", "SEGSUpscaler": "Upscaler (SEGS)", "SEGSUpscalerPipe": "Upscaler (SEGS/pipe)", "SAMDetectorCombined": "SAMDetector (combined)", "SAMDetectorSegmented": "SAMDetector (segmented)", "FaceDetailerPipe": "FaceDetailer (pipe)", "MaskDetailerPipe": "MaskDetailer (pipe)", "FromDetailerPipeSDXL": "FromDetailer (SDXL/pipe)", "BasicPipeToDetailerPipeSDXL": "BasicPipe -> DetailerPipe (SDXL)", "EditDetailerPipeSDXL": "Edit DetailerPipe (SDXL)", "BasicPipeToDetailerPipe": "BasicPipe -> DetailerPipe", "DetailerPipeToBasicPipe": "DetailerPipe -> BasicPipe", "EditBasicPipe": "Edit BasicPipe", "EditDetailerPipe": "Edit DetailerPipe", "LatentPixelScale": "Latent Scale (on Pixel Space)", "IterativeLatentUpscale": "Iterative Upscale (Latent/on Pixel Space)", "IterativeImageUpscale": "Iterative Upscale (Image)", "TwoSamplersForMaskUpscalerProvider": "TwoSamplersForMask Upscaler Provider", "TwoSamplersForMaskUpscalerProviderPipe": "TwoSamplersForMask Upscaler Provider (pipe)", "ReencodeLatent": "Reencode Latent", "ReencodeLatentPipe": "Reencode Latent (pipe)", "ImpactKSamplerBasicPipe": "KSampler (pipe)", "ImpactKSamplerAdvancedBasicPipe": "KSampler (Advanced/pipe)", "ImpactSEGSLabelAssign": "SEGS Assign (label)", "ImpactSEGSLabelFilter": "SEGS Filter (label)", "ImpactSEGSRangeFilter": "SEGS Filter (range)", "ImpactSEGSOrderedFilter": "SEGS Filter (ordered)", "ImpactSEGSConcat": "SEGS Concat", "ImpactSEGSToMaskList": "SEGS to Mask List", "ImpactSEGSToMaskBatch": "SEGS to Mask Batch", "ImpactSEGSPicker": "Picker (SEGS)", "ImpactMakeTileSEGS": "Make Tile SEGS", "ImpactDecomposeSEGS": "Decompose (SEGS)", "ImpactAssembleSEGS": "Assemble (SEGS)", "ImpactFrom_SEG_ELT": "From SEG_ELT", "ImpactEdit_SEG_ELT": "Edit SEG_ELT", "ImpactFrom_SEG_ELT_bbox": "From SEG_ELT bbox", "ImpactFrom_SEG_ELT_crop_region": "From SEG_ELT crop_region", "ImpactDilate_Mask_SEG_ELT": "Dilate Mask (SEG_ELT)", "ImpactScaleBy_BBOX_SEG_ELT": "ScaleBy BBOX (SEG_ELT)", "ImpactCount_Elts_in_SEGS": "Count Elts in SEGS", "ImpactDilateMask": "Dilate Mask", "ImpactGaussianBlurMask": "Gaussian Blur Mask", "ImpactDilateMaskInSEGS": "Dilate Mask (SEGS)", "ImpactGaussianBlurMaskInSEGS": "Gaussian Blur Mask (SEGS)", "PreviewBridge": "Preview Bridge (Image)", "PreviewBridgeLatent": "Preview Bridge (Latent)", "ImageSender": "Image Sender", "ImageReceiver": "Image Receiver", "ImageMaskSwitch": "Switch (images, mask)", "ImpactSwitch": "Switch (Any)", "ImpactInversedSwitch": "Inversed Switch (Any)", "MasksToMaskList": "Masks to Mask List", "MaskListToMaskBatch": "Mask List to Masks", "ImpactImageBatchToImageList": "Image batch to Image List", "ImageListToImageBatch": "Image List to Image Batch", "ImpactMakeImageList": "Make Image List", "ImpactMakeImageBatch": "Make Image Batch", "ImpactStringSelector": "String Selector", "StringListToString": "String List to String", "WildcardPromptFromString": "Wildcard Prompt from String", "ImpactIsNotEmptySEGS": "SEGS isn't Empty", "SetDefaultImageForSEGS": "Set Default Image for SEGS", "RemoveImageFromSEGS": "Remove Image from SEGS", "RemoveNoiseMask": "Remove Noise Mask", "ImpactCombineConditionings": "Combine Conditionings", "ImpactConcatConditionings": "Concat Conditionings", "ImpactQueueTrigger": "Queue Trigger", "ImpactQueueTriggerCountdown": "Queue Trigger (Countdown)", "ImpactSetWidgetValue": "Set Widget Value", "ImpactNodeSetMuteState": "Set Mute State", "ImpactControlBridge": "Control Bridge", "ImpactSleep": "Sleep", "ImpactRemoteBoolean": "Remote Boolean (on prompt)", "ImpactRemoteInt": "Remote Int (on prompt)", "ImpactHFTransformersClassifierProvider": "HF Transformers Classifier Provider", "ImpactSEGSClassify": "SEGS Classify", "LatentSwitch": "Switch (latent/legacy)", "SEGSSwitch": "Switch (SEGS/legacy)", "SEGSPreviewCNet": "SEGSPreview (CNET Image)", "ImpactSchedulerAdapter": "Impact Scheduler Adapter", "GITSSchedulerFuncProvider": "GITSScheduler Func Provider", "ImpactNegativeConditioningPlaceholder": "Negative Cond Placeholder" } if not impact.config.get_config()['mmdet_skip']: from impact.mmdet_nodes import * import impact.legacy_nodes NODE_CLASS_MAPPINGS.update({ "MMDetDetectorProvider": MMDetDetectorProvider, "MMDetLoader": impact.legacy_nodes.MMDetLoader, "MaskPainter": impact.legacy_nodes.MaskPainter, "SegsMaskCombine": impact.legacy_nodes.SegsMaskCombine, "BboxDetectorForEach": impact.legacy_nodes.BboxDetectorForEach, "SegmDetectorForEach": impact.legacy_nodes.SegmDetectorForEach, "BboxDetectorCombined": impact.legacy_nodes.BboxDetectorCombined, "SegmDetectorCombined": impact.legacy_nodes.SegmDetectorCombined, }) NODE_DISPLAY_NAME_MAPPINGS.update({ "MaskPainter": "MaskPainter (Deprecated)", "MMDetLoader": "MMDetLoader (Legacy)", "SegsMaskCombine": "SegsMaskCombine (Legacy)", "BboxDetectorForEach": "BboxDetectorForEach (Legacy)", "SegmDetectorForEach": "SegmDetectorForEach (Legacy)", "BboxDetectorCombined": "BboxDetectorCombined (Legacy)", "SegmDetectorCombined": "SegmDetectorCombined (Legacy)", }) try: import impact.subpack_nodes NODE_CLASS_MAPPINGS.update(impact.subpack_nodes.NODE_CLASS_MAPPINGS) NODE_DISPLAY_NAME_MAPPINGS.update(impact.subpack_nodes.NODE_DISPLAY_NAME_MAPPINGS) except Exception as e: print("### ComfyUI-Impact-Pack: (IMPORT FAILED) Subpack\n") print(" The module at the `custom_nodes/ComfyUI-Impact-Pack/impact_subpack` path appears to be incomplete.") print(" Recommended to delete the path and restart ComfyUI.") print(" If the issue persists, please report it to https://github.com/ltdrdata/ComfyUI-Impact-Pack/issues.") print("\n---------------------------------") traceback.print_exc() print("---------------------------------\n") # NOTE: Inject directly into EXTENSION_WEB_DIRS instead of WEB_DIRECTORY # Provide the js path fixed as ComfyUI-Impact-Pack instead of the path name, making it available for external use # WEB_DIRECTORY = "js" -- deprecated method nodes.EXTENSION_WEB_DIRS["ComfyUI-Impact-Pack"] = os.path.join(os.path.dirname(os.path.realpath(__file__)), 'js') __all__ = ['NODE_CLASS_MAPPINGS', 'NODE_DISPLAY_NAME_MAPPINGS'] try: import cm_global cm_global.register_extension('ComfyUI-Impact-Pack', {'version': config.version_code, 'name': 'Impact Pack', 'nodes': set(NODE_CLASS_MAPPINGS.keys()), 'description': 'This extension provides inpainting functionality based on the detector and detailer, along with convenient workflow features like wildcards and logics.', }) except: pass