import os import re import sys from modules import sd_models, shared from modules.paths import extensions_builtin_dir from scripts.animatediff_logger import logger_animatediff as logger sys.path.append(f"{extensions_builtin_dir}/Lora") class AnimateDiffLora: original_load_network = None def __init__(self, v2: bool): self.v2 = v2 def hack(self): if not self.v2: return if AnimateDiffLora.original_load_network is not None: logger.info("AnimateDiff LoRA already hacked") return logger.info("Hacking LoRA module to support motion LoRA") import network import networks AnimateDiffLora.original_load_network = networks.load_network original_load_network = AnimateDiffLora.original_load_network def mm_load_network(name, network_on_disk): def convert_mm_name_to_compvis(key): sd_module_key, _, network_part = re.split(r'(_lora\.)', key) sd_module_key = sd_module_key.replace("processor.", "").replace("to_out", "to_out.0") return sd_module_key, 'lora_' + network_part net = network.Network(name, network_on_disk) net.mtime = os.path.getmtime(network_on_disk.filename) sd = sd_models.read_state_dict(network_on_disk.filename) if 'motion_modules' in list(sd.keys())[0]: logger.info(f"Loading motion LoRA {name} from {network_on_disk.filename}") matched_networks = {} for key_network, weight in sd.items(): key, network_part = convert_mm_name_to_compvis(key_network) sd_module = shared.sd_model.network_layer_mapping.get(key, None) assert sd_module is not None, f"Failed to find sd module for key {key}." if key not in matched_networks: matched_networks[key] = network.NetworkWeights( network_key=key_network, sd_key=key, w={}, sd_module=sd_module) matched_networks[key].w[network_part] = weight for key, weights in matched_networks.items(): net_module = networks.module_types[0].create_module(net, weights) assert net_module is not None, "Failed to create motion module LoRA" net.modules[key] = net_module return net else: del sd return original_load_network(name, network_on_disk) networks.load_network = mm_load_network def restore(self): if not self.v2: return if AnimateDiffLora.original_load_network is None: logger.info("AnimateDiff LoRA already restored") return logger.info("Restoring hacked LoRA") import networks networks.load_network = AnimateDiffLora.original_load_network AnimateDiffLora.original_load_network = None