from typing_extensions import override from comfy_api.latest import ComfyExtension, io from .nodes.lora_merger import LoRAMultiMerge, LoRAMultiMergeDARE from .nodes.metakeys import ( ModelMetaKeys, TextEncoderMetaKeys, LoRAMetaKeys, CheckpointMetaKeys, EmbeddingMetaKeys ) from .nodes.renamekeys import ( ModelRenameKeys, TextEncoderRenameKeys, LoRARenameKeys, CheckpointRenameKeys, EmbeddingRenameKeys ) from .nodes.prunekeys import ( ModelPruneKeys, TextEncoderPruneKeys, LoRAPruneKeys, CheckpointPruneKeys, EmbeddingPruneKeys ) from .nodes.merger import ( ModelTwoMerger, TextEncoderTwoMerger, LoRATwoMerger, CheckpointTwoMerger, EmbeddingTwoMerger, ModelThreeMerger, TextEncoderThreeMerger, LoRAThreeMerger, CheckpointThreeMerger, EmbeddingThreeMerger ) from .nodes.lora_extract_svd import ( LoRAExtractFixed, LoRAExtractRatio, LoRAExtractQuantile, LoRAExtractKnee, LoRAExtractFrobenius ) from .nodes.lora_resize import ( LoRAResizeFixed, LoRAResizeRatio, LoRAResizeFrobenius, LoRAResizeCumulative, LoRAMergeToModel ) class ModelUtilsExtension(ComfyExtension): @override async def get_node_list(self) -> list[type[io.ComfyNode]]: return [ # MetaKeys ModelMetaKeys, TextEncoderMetaKeys, LoRAMetaKeys, CheckpointMetaKeys, EmbeddingMetaKeys, # RenameKeys ModelRenameKeys, TextEncoderRenameKeys, LoRARenameKeys, CheckpointRenameKeys, EmbeddingRenameKeys, # PruneKeys ModelPruneKeys, TextEncoderPruneKeys, LoRAPruneKeys, CheckpointPruneKeys, EmbeddingPruneKeys, # Two-Model Mergers ModelTwoMerger, TextEncoderTwoMerger, LoRATwoMerger, CheckpointTwoMerger, EmbeddingTwoMerger, # Three-Model Mergers ModelThreeMerger, TextEncoderThreeMerger, LoRAThreeMerger, CheckpointThreeMerger, EmbeddingThreeMerger, # LoRA Extraction LoRAExtractFixed, LoRAExtractRatio, LoRAExtractQuantile, LoRAExtractKnee, LoRAExtractFrobenius, # LoRA Resize LoRAResizeFixed, LoRAResizeRatio, LoRAResizeFrobenius, LoRAResizeCumulative, # LoRA Multi-Merge LoRAMultiMerge, LoRAMultiMergeDARE, # LoRA Merge To Model LoRAMergeToModel, ] async def comfy_entrypoint() -> ModelUtilsExtension: return ModelUtilsExtension()