384 lines
14 KiB
Python
384 lines
14 KiB
Python
import os
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# Initialize performance timing as early as possible
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from .utils.performance_timer import python_timer, record_initialization_milestone
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record_initialization_milestone("IMPORTS_START")
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# Import all node classes
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from .nodes import *
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record_initialization_milestone("NODES_IMPORTED")
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# Import utility functions and objects
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from .utils import cache, config_manager
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record_initialization_milestone("UTILS_IMPORTED")
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from .utils.llm_wrapper import init_llm
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record_initialization_milestone("LLM_WRAPPER_IMPORTED")
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ENABLE_TRAINING_NODES = True
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# Initialize components
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cache.load()
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record_initialization_milestone("CACHE_LOADED")
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# Initialize settings using the enhanced settings system
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try:
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from .utils.settings import get_settings, get_sage_config
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settings = get_settings() # This will load, validate, and set defaults
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sage_config = get_sage_config() # Backwards compatibility
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record_initialization_milestone("SETTINGS_LOADED")
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except ImportError as e:
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sage_config = config_manager.settings_manager.data
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record_initialization_milestone("SETTINGS_FALLBACK")
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# Load other configuration data
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sage_styles = config_manager.styles_manager.data
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llm_prompts = config_manager.prompts_manager.data
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metadata_templates = config_manager.metadata_template_manager.data
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record_initialization_milestone("CONFIG_DATA_LOADED")
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# Initialize LLM functionality
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init_llm()
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record_initialization_milestone("LLM_INITIALIZED")
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# Import LLM availability flags for conditional node registration
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from .utils import llm_wrapper as llm
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record_initialization_milestone("LLM_FLAGS_IMPORTED")
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# Import server routes to register custom HTTP endpoints
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try:
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from . import server_routes
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record_initialization_milestone("SERVER_ROUTES_LOADED")
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except Exception as e:
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print(f"Warning: Failed to load SageUtils custom routes: {e}")
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record_initialization_milestone("SERVER_ROUTES_FAILED")
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WEB_DIRECTORY = "./js"
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# Currently, we have to have two mappings: one for the class names and one for the display names.
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# I've broken them up into sections to make it easier to manage.
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#
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# When the new node api is released, this information will be in the individual classes, and
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# this will be obsolete.
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#
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# See: https://github.com/comfyanonymous/ComfyUI/tree/v3-definition
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# and: https://github.com/comfyanonymous/ComfyUI/tree/v3-definition-wip
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#
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# v3 will require reimplementation of all nodes.
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SELECTOR_CLASS_MAPPINGS = {
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"Sage_TilingInfo": Sage_TilingInfo,
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"Sage_ModelShifts": Sage_ModelShifts,
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"Sage_FreeU2": Sage_FreeU2,
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"Sage_ModelShiftOnly": Sage_ModelShiftOnly,
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"Sage_CheckpointSelector": Sage_CheckpointSelector,
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"Sage_UNETSelector": Sage_UNETSelector,
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"Sage_CLIPSelector": Sage_CLIPSelector,
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"Sage_DualCLIPSelector": Sage_DualCLIPSelector,
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"Sage_TripleCLIPSelector": Sage_TripleCLIPSelector,
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"Sage_QuadCLIPSelector": Sage_QuadCLIPSelector,
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"Sage_VAESelector": Sage_VAESelector,
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"Sage_UnetClipVaeToModelInfo": Sage_UnetClipVaeToModelInfo
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}
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TEXT_CLASS_MAPPINGS = {
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"Sage_SetText": Sage_SetText,
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"Sage_SetTextWithInt": Sage_SetTextWithInt,
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"Sage_TextSwitch": Sage_TextSwitch,
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"SageSetWildcardText": SageSetWildcardText,
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"Sage_TextSubstitution": Sage_TextSubstitution,
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"Sage_JoinText": Sage_JoinText,
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"Sage_TripleJoinText": Sage_TripleJoinText,
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"Sage_CleanText": Sage_CleanText,
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"Sage_TextSelectLine": Sage_TextSelectLine,
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"Sage_TextRandomLine": Sage_TextRandomLine,
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"Sage_TextWeight": Sage_TextWeight,
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"Sage_IntToStr": Sage_IntToStr,
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"Sage_FloatToStr": Sage_FloatToStr,
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"Sage_ViewAnything": Sage_ViewAnything,
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"Sage_ViewNotes": Sage_ViewNotes,
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"Sage_SaveText": Sage_SaveText,
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"Sage_PonyPrefix": Sage_PonyPrefix,
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"Sage_PonyStyle": Sage_PonyStyle,
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"Sage_HiDreamE1_Instruction": Sage_HiDreamE1_Instruction
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}
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LOADER_CLASS_MAPPINGS = {
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"Sage_LoadModelFromInfo": Sage_LoadModelFromInfo,
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"Sage_UNETLoaderFromInfo": Sage_UNETLoaderFromInfo,
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"Sage_CLIPLoaderFromInfo": Sage_CLIPLoaderFromInfo,
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"Sage_ChromaCLIPLoaderFromInfo": Sage_ChromaCLIPLoaderFromInfo,
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"Sage_VAELoaderFromInfo": Sage_VAELoaderFromInfo,
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"Sage_LoraStackLoader": Sage_LoraStackLoader,
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"Sage_ModelLoraStackLoader": Sage_ModelLoraStackLoader,
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"Sage_UNETLoRALoader": Sage_UNETLoRALoader,
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}
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MODEL_CLASS_MAPPINGS = {
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"Sage_ModelInfo": Sage_ModelInfo,
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"Sage_ModelInfoDisplay": Sage_ModelInfoDisplay,
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"Sage_LastLoraInfo": Sage_LastLoraInfo,
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"Sage_CheckLorasForUpdates": Sage_CheckLorasForUpdates,
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"Sage_CacheMaintenance": Sage_CacheMaintenance,
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"Sage_ModelReport": Sage_ModelReport,
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"Sage_MultiModelPicker": Sage_MultiModelPicker
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}
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LORA_CLASS_MAPPINGS = {
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"Sage_LoraStack": Sage_LoraStack,
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"Sage_QuickLoraStack": Sage_QuickLoraStack,
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"Sage_TripleLoraStack": Sage_TripleLoraStack,
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"Sage_SixLoraStack": Sage_SixLoraStack,
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"Sage_TripleQuickLoraStack": Sage_TripleQuickLoraStack,
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"Sage_QuickSixLoraStack": Sage_QuickSixLoraStack,
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"Sage_QuickNineLoraStack": Sage_QuickNineLoraStack,
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"Sage_CollectKeywordsFromLoraStack": Sage_CollectKeywordsFromLoraStack,
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"Sage_LoraStackInfoDisplay": Sage_LoraStackInfoDisplay
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}
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CLIP_CLASS_MAPPINGS = {
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"Sage_DualCLIPTextEncode": Sage_DualCLIPTextEncode,
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"Sage_DualCLIPTextEncodeLumina2": Sage_DualCLIPTextEncodeLumina2,
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"Sage_DualCLIPTextEncodeQwen": Sage_DualCLIPTextEncodeQwen,
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"Sage_ConditioningZeroOut": Sage_ConditioningZeroOut
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}
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SAMPLER_CLASS_MAPPINGS = {
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"Sage_SamplerInfo": Sage_SamplerInfo,
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"Sage_AdvSamplerInfo": Sage_AdvSamplerInfo,
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"Sage_SamplerSelector": Sage_SamplerSelector,
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"Sage_SchedulerSelector": Sage_SchedulerSelector,
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"Sage_KSampler": Sage_KSampler,
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"Sage_KSamplerTiledDecoder": Sage_KSamplerTiledDecoder,
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"Sage_KSamplerAudioDecoder": Sage_KSamplerAudioDecoder
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}
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IMAGE_CLASS_MAPPINGS = {
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"Sage_LoadImage": Sage_LoadImage,
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"Sage_EmptyLatentImagePassthrough": Sage_EmptyLatentImagePassthrough,
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"Sage_SaveImageWithMetadata": Sage_SaveImageWithMetadata,
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"Sage_QuickResPicker": Sage_QuickResPicker,
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"Sage_GuessResolutionByRatio": Sage_GuessResolutionByRatio,
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"Sage_CubiqImageResize": Sage_CubiqImageResize,
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"Sage_CropImage": Sage_CropImage,
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"Sage_ReferenceImage": Sage_ReferenceImage
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}
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TRAINING_CLASS_MAPPINGS = {
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#"Sage_LoadImageTextSetFromFolderNode": Sage_LoadImageTextSetFromFolderNode,
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"Sage_Load_Dataset_From_Folder": Sage_Load_Dataset_From_Folder,
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"Sage_TrainingCaptionsToConditioning": Sage_TrainingCaptionsToConditioning
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}
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METADATA_CLASS_MAPPINGS = {
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"Sage_ConstructMetadata": Sage_ConstructMetadata,
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"Sage_ConstructMetadataLite": Sage_ConstructMetadataLite,
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"Sage_ConstructMetadataFlexible": Sage_ConstructMetadataFlexible
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}
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OLLAMA_CLASS_MAPPINGS = {
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"Sage_OllamaLLMPromptText": Sage_OllamaLLMPromptText,
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"Sage_OllamaLLMPromptVision": Sage_OllamaLLMPromptVision,
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"Sage_OllamaLLMPromptVisionRefine": Sage_OllamaLLMPromptVisionRefine
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}
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LMSTUDIO_CLASS_MAPPINGS = {
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"Sage_LMStudioLLMPromptVision": Sage_LMStudioLLMPromptVision,
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"Sage_LMStudioLLMPromptText": Sage_LMStudioLLMPromptText,
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"Sage_LMStudioLLMPromptVisionRefine": Sage_LMStudioLLMPromptVisionRefine
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}
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LLM_CLASS_MAPPINGS = {
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"Sage_ConstructLLMPrompt": Sage_ConstructLLMPrompt,
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"Sage_ConstructLLMPromptExtra": Sage_ConstructLLMPromptExtra
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}
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UTILITY_CLASS_MAPPINGS = {
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"Sage_GetFileHash": Sage_GetFileHash,
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"Sage_LogicalSwitch": Sage_LogicalSwitch,
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"Sage_Halt": Sage_Halt,
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"Sage_FreeMemory": Sage_FreeMemory
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}
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if llm.OLLAMA_AVAILABLE:
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LLM_CLASS_MAPPINGS = LLM_CLASS_MAPPINGS | OLLAMA_CLASS_MAPPINGS
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if llm.LMSTUDIO_AVAILABLE:
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LLM_CLASS_MAPPINGS = LLM_CLASS_MAPPINGS | LMSTUDIO_CLASS_MAPPINGS
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# A dictionary that contains all nodes you want to export with their names
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# NOTE: names should be globally unique
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NODE_CLASS_MAPPINGS = UTILITY_CLASS_MAPPINGS | SELECTOR_CLASS_MAPPINGS | TEXT_CLASS_MAPPINGS | \
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LOADER_CLASS_MAPPINGS| MODEL_CLASS_MAPPINGS | LORA_CLASS_MAPPINGS | CLIP_CLASS_MAPPINGS | SAMPLER_CLASS_MAPPINGS | \
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IMAGE_CLASS_MAPPINGS | METADATA_CLASS_MAPPINGS | LLM_CLASS_MAPPINGS
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if ENABLE_TRAINING_NODES:
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NODE_CLASS_MAPPINGS = NODE_CLASS_MAPPINGS | TRAINING_CLASS_MAPPINGS
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SELECTOR_NAME_MAPPINGS = {
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"Sage_TilingInfo": "Tiling Info",
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"Sage_ModelShifts": "Model Shifts",
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"Sage_FreeU2": "Free U2 Selector",
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"Sage_ModelShiftOnly": "Model Shift Only",
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"Sage_CheckpointSelector": "Checkpoint Selector",
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"Sage_UNETSelector": "UNET Selector",
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"Sage_CLIPSelector": "CLIP Selector",
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"Sage_DualCLIPSelector": "Dual CLIP Selector",
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"Sage_TripleCLIPSelector": "Triple CLIP Selector",
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"Sage_QuadCLIPSelector": "Quad CLIP Selector",
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"Sage_VAESelector": "VAE Selector",
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"Sage_UnetClipVaeToModelInfo": "UNET + CLIP + VAE"
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}
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TEXT_NAME_MAPPINGS = {
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"Sage_SetText": "Set Text",
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"Sage_SetTextWithInt": "Text w/ Int",
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"Sage_TextSwitch": "Text Switch",
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"SageSetWildcardText": "Set Text (Wildcards)",
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"Sage_TextSubstitution": "Text Substitution",
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"Sage_JoinText": "Join Text",
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"Sage_TripleJoinText": "Join Text x3",
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"Sage_CleanText": "Clean Text",
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"Sage_TextSelectLine": "Select Line from Text",
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"Sage_TextRandomLine": "Random Line from Text",
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"Sage_TextWeight": "Text Weight",
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"Sage_IntToStr": "Int to String",
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"Sage_FloatToStr": "Float to String",
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"Sage_ViewAnything": "View Any Node as Text",
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"Sage_ViewNotes": "View Notes",
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"Sage_SaveText": "Save Text",
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"Sage_PonyPrefix": "Add Pony v6 Prefixes",
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"Sage_PonyStyle": "Add Pony Style",
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"Sage_HiDreamE1_Instruction": "HiDreamE1 Instruction"
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}
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LOADER_NAME_MAPPINGS = {
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"Sage_LoadModelFromInfo": "Load Models",
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"Sage_ModelLoraStackLoader": "Load Models + Loras",
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"Sage_UNETLoaderFromInfo": "Load UNET Model <- Info",
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"Sage_CLIPLoaderFromInfo": "Load CLIP Model <- Info",
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"Sage_ChromaCLIPLoaderFromInfo": "Load CLIP (w/ Chroma T5 Options)",
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"Sage_VAELoaderFromInfo": "Load VAE Model <- Info",
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"Sage_LoraStackLoader": "Lora Stack Loader",
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"Sage_UNETLoRALoader": "Load UNET + LoRA (Model Only)"
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}
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MODEL_NAME_MAPPINGS = {
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"Sage_ModelInfo": "Pull Model Info",
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"Sage_ModelInfoDisplay": "Display Model Info",
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"Sage_LastLoraInfo": "Last Lora Info",
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"Sage_CollectKeywordsFromLoraStack": "Lora Stack -> Keywords",
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"Sage_CheckLorasForUpdates": "Check Loras for Updates",
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"Sage_CacheMaintenance": "Cache Maintenance",
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"Sage_ModelReport": "Model Scan & Report",
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"Sage_MultiModelPicker": "Multi Model Picker"
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}
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LORA_NAME_MAPPINGS = {
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"Sage_LoraStack": "Simple Lora Stack",
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"Sage_QuickLoraStack": "Quick Lora Stack",
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"Sage_TripleLoraStack": "Lora Stack (x3)",
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"Sage_SixLoraStack": "Lora Stack (x6)",
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"Sage_TripleQuickLoraStack": "Quick Lora Stack (x3)",
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"Sage_QuickSixLoraStack": "Quick Lora Stack (x6)",
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"Sage_QuickNineLoraStack": "Quick Lora Stack (x9)",
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"Sage_LoraStackInfoDisplay": "Display LoRA Stack Info"
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}
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CLIP_NAME_MAPPINGS = {
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"Sage_DualCLIPTextEncode": "Dual Prompt Encode",
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"Sage_DualCLIPTextEncodeLumina2": "Dual Prompt Encode (Lumina 2)",
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"Sage_DualCLIPTextEncodeQwen": "Dual Prompt Encode (Qwen Image Edit)",
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"Sage_ConditioningZeroOut": "Zero Conditioning"
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}
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SAMPLER_NAME_MAPPINGS = {
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"Sage_SamplerInfo": "KSampler Info",
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"Sage_AdvSamplerInfo": "Adv KSampler Info",
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"Sage_SamplerSelector": "Sampler Selector",
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"Sage_SchedulerSelector": "Scheduler Selector",
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"Sage_KSampler": "KSampler w/ Sampler Info",
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"Sage_KSamplerTiledDecoder": "KSampler + Tiled Decoder",
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"Sage_KSamplerAudioDecoder": "KSampler + Audio Decoder"
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}
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IMAGE_NAME_MAPPINGS = {
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"Sage_EmptyLatentImagePassthrough": "Empty Latent Passthrough",
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"Sage_LoadImage": "Load Image w/ Size & Metadata",
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"Sage_SaveImageWithMetadata": "Save Image w/ Added Metadata",
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"Sage_QuickResPicker": "Quick Resolution Picker",
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"Sage_GuessResolutionByRatio": "Guess Close Resolution by Ratio",
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"Sage_CubiqImageResize": "Image Resize (from Essentials)",
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"Sage_CropImage": "Sage Image Crop",
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"Sage_ReferenceImage": "Reference Image"
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}
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TRAINING_NAME_MAPPINGS = {
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#"Sage_LoadImageTextSetFromFolderNode": "Load Image(s) from Folder (Set Text)",
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"Sage_Load_Dataset_From_Folder": "Load Dataset from Folder",
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"Sage_TrainingCaptionsToConditioning": "Captions to Conditioning"
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}
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METADATA_NAME_MAPPINGS = {
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"Sage_ConstructMetadata": "Construct Metadata",
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"Sage_ConstructMetadataLite": "Construct Metadata Lite",
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"Sage_ConstructMetadataFlexible": "Construct Metadata (Flexible)"
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}
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OLLAMA_NAME_MAPPINGS = {
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"Sage_OllamaLLMPromptText": "Ollama LLM Prompt (Text)",
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"Sage_OllamaLLMPromptVision": "Ollama LLM Prompt (Vision)",
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"Sage_OllamaLLMPromptVisionRefine": "Ollama LLM Prompt (Vision) Refined"
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}
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LMSTUDIO_NAME_MAPPINGS = {
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"Sage_LMStudioLLMPromptVision": "LM Studio LLM Prompt (Vision)",
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"Sage_LMStudioLLMPromptText": "LM Studio LLM Prompt (Text)",
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"Sage_LMStudioLLMPromptVisionRefine": "LM Studio LLM Prompt (Vision) Refined"
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}
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LLM_NAME_MAPPINGS = {
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"Sage_ConstructLLMPrompt": "Construct LLM Prompt",
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"Sage_ConstructLLMPromptExtra": "Construct LLM Prompt Extra"
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}
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UTILITY_NAME_MAPPINGS = {
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"Sage_GetFileHash": "Get Sha256 Hash",
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"Sage_LogicalSwitch": "Switch",
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"Sage_Halt": "Halt Workflow",
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"Sage_FreeMemory": "Free Memory"
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}
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if llm.OLLAMA_AVAILABLE:
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LLM_NAME_MAPPINGS = LLM_NAME_MAPPINGS | OLLAMA_NAME_MAPPINGS
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if llm.LMSTUDIO_AVAILABLE:
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LLM_NAME_MAPPINGS = LLM_NAME_MAPPINGS | LMSTUDIO_NAME_MAPPINGS
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# A dictionary that contains the friendly/human readable titles for the nodes
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NODE_DISPLAY_NAME_MAPPINGS = UTILITY_NAME_MAPPINGS | SELECTOR_NAME_MAPPINGS | TEXT_NAME_MAPPINGS | \
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LOADER_NAME_MAPPINGS | MODEL_NAME_MAPPINGS | LORA_NAME_MAPPINGS | CLIP_NAME_MAPPINGS | SAMPLER_NAME_MAPPINGS | \
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IMAGE_NAME_MAPPINGS | METADATA_NAME_MAPPINGS | LLM_NAME_MAPPINGS
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if ENABLE_TRAINING_NODES:
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NODE_DISPLAY_NAME_MAPPINGS = NODE_DISPLAY_NAME_MAPPINGS | TRAINING_NAME_MAPPINGS
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record_initialization_milestone("NODE_MAPPINGS_CREATED")
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# Complete initialization timing
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from .utils.performance_timer import complete_initialization, print_timing_report
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total_init_time = complete_initialization()
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# Start background LLM cache population to avoid delays during node use
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try:
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from .utils.performance_fix import populate_llm_cache_async
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populate_llm_cache_async()
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except Exception as e:
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print(f"Warning: Failed to start background LLM cache population: {e}")
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# Print timing report if enabled via environment variable
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if os.environ.get('SAGEUTILS_PRINT_TIMING', '').lower() in ('1', 'true', 'yes'):
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print_timing_report()
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__all__ = ['NODE_CLASS_MAPPINGS', 'NODE_DISPLAY_NAME_MAPPINGS', 'WEB_DIRECTORY']
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