import os.path import re from ldm_patched.modules.sd import load_lora_for_models from ldm_patched.modules.utils import load_torch_file from modules import errors, scripts, sd_models, shared import network def load_lora_state_dict(filename): return load_torch_file(filename, safe_load=True) def load_network(name, network_on_disk): net = network.Network(name, network_on_disk) net.mtime = os.path.getmtime(network_on_disk.filename) return net def get_networks_on_desk(names: list[str], *, tried: bool = True) -> list["network.NetworkOnDisk"]: networks_on_disk = [(available_networks.get(name, None) if name.lower() in forbidden_network_aliases else available_network_aliases.get(name, None)) for name in names] if tried or all(x is not None for x in networks_on_disk): return networks_on_disk list_available_networks() return get_networks_on_desk(names, tried=True) def load_networks(names, te_multipliers=None, unet_multipliers=None, dyn_dims=None): current_sd = sd_models.model_data.get_sd_model() if current_sd is None: return loaded_networks.clear() networks_on_disk = get_networks_on_desk(names, tried=False) for network_on_disk, name in zip(networks_on_disk, names): try: net = load_network(name, network_on_disk) except Exception as e: errors.display(e, f"loading network {network_on_disk.filename}") continue net.mentioned_name = name network_on_disk.read_hash() loaded_networks.append(net) compiled_lora_targets = [] for a, b, c in zip(networks_on_disk, unet_multipliers, te_multipliers): compiled_lora_targets.append((a.filename, b, c)) if shared.cached_lora_hash == compiled_lora_targets: return shared.cached_lora_hash = compiled_lora_targets current_sd.current_lora_hash = str(compiled_lora_targets) if not bool(shared.cached_lora_hash): del current_sd.forge_objects_after_applying_lora current_sd.forge_objects_after_applying_lora = None return for filename, strength_model, strength_clip in compiled_lora_targets: lora_sd = load_lora_state_dict(filename) current_sd.forge_objects.unet, current_sd.forge_objects.clip = load_lora_for_models( current_sd.forge_objects.unet, current_sd.forge_objects.clip, lora_sd, strength_model, strength_clip, filename, ) current_sd.forge_objects_after_applying_lora = current_sd.forge_objects.shallow_copy() def list_available_networks(): available_networks.clear() available_network_aliases.clear() available_network_hash_lookup.clear() forbidden_network_aliases.clear() forbidden_network_aliases.update({"none": 1, "Addams": 1}) candidates = list( shared.walk_files( shared.cmd_opts.lora_dir, allowed_extensions=[".pt", ".ckpt", ".safetensors"], ) ) for filename in candidates: if os.path.isdir(filename): continue name = os.path.splitext(os.path.basename(filename))[0] try: entry = network.NetworkOnDisk(name, filename) except OSError: # should catch FileNotFoundError and PermissionError, etc. errors.report(f"Failed to load network {name} from {filename}", exc_info=True) continue available_networks[name] = entry if entry.alias in available_network_aliases: forbidden_network_aliases[entry.alias.lower()] = 1 available_network_aliases[name] = entry available_network_aliases[entry.alias] = entry re_network_name = re.compile(r"(.*)\s*\([0-9a-fA-F]+\)") def infotext_pasted(infotext, params): if "AddNet Module 1" in [x[1] for x in scripts.scripts_txt2img.infotext_fields]: return # if the other extension is active, it will handle those fields, no need to do anything added = [] for k in params: if not k.startswith("AddNet Model "): continue num = k[13:] if params.get("AddNet Module " + num) != "LoRA": continue name = params.get("AddNet Model " + num) if name is None: continue m = re_network_name.match(name) if m: name = m.group(1) multiplier = params.get("AddNet Weight A " + num, "1.0") added.append(f"") if added: params["Prompt"] += "\n" + "".join(added) extra_network_lora = None available_networks = {} available_network_aliases = {} loaded_networks = [] loaded_bundle_embeddings = {} networks_in_memory = {} available_network_hash_lookup = {} forbidden_network_aliases = {} list_available_networks()