from comfy.sd import load_lora_for_models from comfy.utils import load_torch_file import folder_paths from .utils import * class LoraLoaderVanilla: def __init__(self): self.loaded_lora = None @classmethod def INPUT_TYPES(s): LORA_LIST = sorted(folder_paths.get_filename_list("loras"), key=str.lower) return { "required": { "model": ("MODEL",), "lora_name": (LORA_LIST, ), "strength_model": ("FLOAT", {"default": 1.0, "min": -10.0, "max": 10.0, "step": 0.01}), "strength_clip": ("FLOAT", {"default": 1.0, "min": -10.0, "max": 10.0, "step": 0.01}), "force_fetch": ("BOOLEAN", {"default": False}), "append_loraname_if_empty": ("BOOLEAN", {"default": False}), }, "optional": { "clip": ("CLIP", ), "override_lora_name":("STRING", {"forceInput": True}), } } RETURN_TYPES = ("MODEL", "CLIP", "LIST", "LIST", "STRING") RETURN_NAMES = ("MODEL", "CLIP", "civitai_tags_list", "meta_tags_list", "lora_name") FUNCTION = "load_lora" CATEGORY = "autotrigger" def load_lora(self, model, lora_name, strength_model, strength_clip, force_fetch, append_loraname_if_empty, clip=None, override_lora_name=""): if clip is None: strength_clip=0 if override_lora_name != "": lora_name = override_lora_name meta_tags_list = sort_tags_by_frequency(get_metadata(lora_name, "loras")) civitai_tags_list = load_and_save_tags(lora_name, force_fetch) meta_tags_list = append_lora_name_if_empty(meta_tags_list, lora_name, append_loraname_if_empty) civitai_tags_list = append_lora_name_if_empty(civitai_tags_list, lora_name, append_loraname_if_empty) lora_path = folder_paths.get_full_path("loras", lora_name) lora = None if self.loaded_lora is not None: if self.loaded_lora[0] == lora_path: lora = self.loaded_lora[1] else: temp = self.loaded_lora self.loaded_lora = None del temp if lora is None: lora = load_torch_file(lora_path, safe_load=True) self.loaded_lora = (lora_path, lora) model_lora, clip_lora = load_lora_for_models(model, clip, lora, strength_model, strength_clip) return (model_lora, clip_lora, civitai_tags_list, meta_tags_list, lora_name) class LoraLoaderStackedVanilla: @classmethod def INPUT_TYPES(s): LORA_LIST = folder_paths.get_filename_list("loras") return { "required": { "lora_name": (LORA_LIST,), "lora_weight": ("FLOAT", {"default": 1.0, "min": -10.0, "max": 10.0, "step": 0.01}), "force_fetch": ("BOOLEAN", {"default": False}), "append_loraname_if_empty": ("BOOLEAN", {"default": False}), }, "optional": { "lora_stack": ("LORA_STACK", ), "override_lora_name":("STRING", {"forceInput": True}), } } RETURN_TYPES = ("LIST", "LIST", "LORA_STACK", "STRING") RETURN_NAMES = ("civitai_tags_list", "meta_tags_list", "LORA_STACK", "lora_name") FUNCTION = "set_stack" #OUTPUT_NODE = False CATEGORY = "autotrigger" def set_stack(self, lora_name, lora_weight, force_fetch, append_loraname_if_empty, lora_stack=None, override_lora_name=""): if override_lora_name != "": lora_name = override_lora_name civitai_tags_list = load_and_save_tags(lora_name, force_fetch) meta_tags = get_metadata(lora_name, "loras") meta_tags_list = sort_tags_by_frequency(meta_tags) civitai_tags_list = append_lora_name_if_empty(civitai_tags_list, lora_name, append_loraname_if_empty) meta_tags_list = append_lora_name_if_empty(meta_tags_list, lora_name, append_loraname_if_empty) loras = [(lora_name,lora_weight,lora_weight,)] if lora_stack is not None: loras.extend(lora_stack) return (civitai_tags_list, meta_tags_list, loras, lora_name) class LoraTagsOnly: @classmethod def INPUT_TYPES(s): LORA_LIST = sorted(folder_paths.get_filename_list("loras"), key=str.lower) return { "required": { "lora_name": (LORA_LIST,), "force_fetch": ("BOOLEAN", {"default": False}), "append_loraname_if_empty": ("BOOLEAN", {"default": False}), }, "optional": { "override_lora_name":("STRING", {"forceInput": True}), } } RETURN_TYPES = ("LIST", "LIST") RETURN_NAMES = ("civitai_tags_list", "meta_tags_list") FUNCTION = "ask_lora" CATEGORY = "autotrigger" def ask_lora(self, lora_name, force_fetch, append_loraname_if_empty, override_lora_name=""): if override_lora_name != "": lora_name = override_lora_name meta_tags_list = sort_tags_by_frequency(get_metadata(lora_name, "loras")) civitai_tags_list = load_and_save_tags(lora_name, force_fetch) meta_tags_list = append_lora_name_if_empty(meta_tags_list, lora_name, append_loraname_if_empty) civitai_tags_list = append_lora_name_if_empty(civitai_tags_list, lora_name, append_loraname_if_empty) return (civitai_tags_list, meta_tags_list) # A dictionary that contains all nodes you want to export with their names # NOTE: names should be globally unique NODE_CLASS_MAPPINGS = { "LoraLoaderVanilla": LoraLoaderVanilla, "LoraLoaderStackedVanilla": LoraLoaderStackedVanilla, "LoraLoaderAdvanced": LoraLoaderVanilla, "LoraLoaderStackedAdvanced": LoraLoaderStackedVanilla, "LoraTagsOnly": LoraTagsOnly, } # A dictionary that contains the friendly/humanly readable titles for the nodes NODE_DISPLAY_NAME_MAPPINGS = { "LoraLoaderVanilla": "LoraLoaderVanilla", "LoraLoaderStackedVanilla": "LoraLoaderStackedVanilla", "LoraLoaderAdvanced": "LoraLoaderAdvanced", "LoraLoaderStackedAdvanced": "LoraLoaderStackedAdvanced", "LoraTagsOnly": "LoraTagsOnly", }