| | from __future__ import annotations
|
| |
|
| | import os
|
| | import time
|
| | import mimetypes
|
| | import logging
|
| | from typing import Literal
|
| | from collections.abc import Collection
|
| |
|
| | from comfy.cli_args import args
|
| |
|
| | supported_pt_extensions: set[str] = {'.ckpt', '.pt', '.pt2', '.bin', '.pth', '.safetensors', '.pkl', '.sft'}
|
| |
|
| | folder_names_and_paths: dict[str, tuple[list[str], set[str]]] = {}
|
| |
|
| |
|
| | if args.base_directory:
|
| | base_path = os.path.abspath(args.base_directory)
|
| | else:
|
| | base_path = os.path.dirname(os.path.realpath(__file__))
|
| |
|
| | models_dir = os.path.join(base_path, "models")
|
| | folder_names_and_paths["checkpoints"] = ([os.path.join(models_dir, "checkpoints")], supported_pt_extensions)
|
| | folder_names_and_paths["configs"] = ([os.path.join(models_dir, "configs")], [".yaml"])
|
| |
|
| | folder_names_and_paths["loras"] = ([os.path.join(models_dir, "loras")], supported_pt_extensions)
|
| | folder_names_and_paths["vae"] = ([os.path.join(models_dir, "vae")], supported_pt_extensions)
|
| | folder_names_and_paths["text_encoders"] = ([os.path.join(models_dir, "text_encoders"), os.path.join(models_dir, "clip")], supported_pt_extensions)
|
| | folder_names_and_paths["diffusion_models"] = ([os.path.join(models_dir, "unet"), os.path.join(models_dir, "diffusion_models")], supported_pt_extensions)
|
| | folder_names_and_paths["clip_vision"] = ([os.path.join(models_dir, "clip_vision")], supported_pt_extensions)
|
| | folder_names_and_paths["style_models"] = ([os.path.join(models_dir, "style_models")], supported_pt_extensions)
|
| | folder_names_and_paths["embeddings"] = ([os.path.join(models_dir, "embeddings")], supported_pt_extensions)
|
| | folder_names_and_paths["diffusers"] = ([os.path.join(models_dir, "diffusers")], ["folder"])
|
| | folder_names_and_paths["vae_approx"] = ([os.path.join(models_dir, "vae_approx")], supported_pt_extensions)
|
| |
|
| | folder_names_and_paths["controlnet"] = ([os.path.join(models_dir, "controlnet"), os.path.join(models_dir, "t2i_adapter")], supported_pt_extensions)
|
| | folder_names_and_paths["gligen"] = ([os.path.join(models_dir, "gligen")], supported_pt_extensions)
|
| |
|
| | folder_names_and_paths["upscale_models"] = ([os.path.join(models_dir, "upscale_models")], supported_pt_extensions)
|
| |
|
| | folder_names_and_paths["custom_nodes"] = ([os.path.join(base_path, "custom_nodes")], set())
|
| |
|
| | folder_names_and_paths["hypernetworks"] = ([os.path.join(models_dir, "hypernetworks")], supported_pt_extensions)
|
| |
|
| | folder_names_and_paths["photomaker"] = ([os.path.join(models_dir, "photomaker")], supported_pt_extensions)
|
| |
|
| | folder_names_and_paths["classifiers"] = ([os.path.join(models_dir, "classifiers")], {""})
|
| |
|
| | output_directory = os.path.join(base_path, "output")
|
| | temp_directory = os.path.join(base_path, "temp")
|
| | input_directory = os.path.join(base_path, "input")
|
| | user_directory = os.path.join(base_path, "user")
|
| |
|
| | filename_list_cache: dict[str, tuple[list[str], dict[str, float], float]] = {}
|
| |
|
| | class CacheHelper:
|
| | """
|
| | Helper class for managing file list cache data.
|
| | """
|
| | def __init__(self):
|
| | self.cache: dict[str, tuple[list[str], dict[str, float], float]] = {}
|
| | self.active = False
|
| |
|
| | def get(self, key: str, default=None) -> tuple[list[str], dict[str, float], float]:
|
| | if not self.active:
|
| | return default
|
| | return self.cache.get(key, default)
|
| |
|
| | def set(self, key: str, value: tuple[list[str], dict[str, float], float]) -> None:
|
| | if self.active:
|
| | self.cache[key] = value
|
| |
|
| | def clear(self):
|
| | self.cache.clear()
|
| |
|
| | def __enter__(self):
|
| | self.active = True
|
| | return self
|
| |
|
| | def __exit__(self, exc_type, exc_value, traceback):
|
| | self.active = False
|
| | self.clear()
|
| |
|
| | cache_helper = CacheHelper()
|
| |
|
| | extension_mimetypes_cache = {
|
| | "webp" : "image",
|
| | "fbx" : "model",
|
| | }
|
| |
|
| | def map_legacy(folder_name: str) -> str:
|
| | legacy = {"unet": "diffusion_models",
|
| | "clip": "text_encoders"}
|
| | return legacy.get(folder_name, folder_name)
|
| |
|
| | if not os.path.exists(input_directory):
|
| | try:
|
| | os.makedirs(input_directory)
|
| | except:
|
| | logging.error("Failed to create input directory")
|
| |
|
| | def set_output_directory(output_dir: str) -> None:
|
| | global output_directory
|
| | output_directory = output_dir
|
| |
|
| | def set_temp_directory(temp_dir: str) -> None:
|
| | global temp_directory
|
| | temp_directory = temp_dir
|
| |
|
| | def set_input_directory(input_dir: str) -> None:
|
| | global input_directory
|
| | input_directory = input_dir
|
| |
|
| | def get_output_directory() -> str:
|
| | global output_directory
|
| | return output_directory
|
| |
|
| | def get_temp_directory() -> str:
|
| | global temp_directory
|
| | return temp_directory
|
| |
|
| | def get_input_directory() -> str:
|
| | global input_directory
|
| | return input_directory
|
| |
|
| | def get_user_directory() -> str:
|
| | return user_directory
|
| |
|
| | def set_user_directory(user_dir: str) -> None:
|
| | global user_directory
|
| | user_directory = user_dir
|
| |
|
| |
|
| |
|
| | def get_directory_by_type(type_name: str) -> str | None:
|
| | if type_name == "output":
|
| | return get_output_directory()
|
| | if type_name == "temp":
|
| | return get_temp_directory()
|
| | if type_name == "input":
|
| | return get_input_directory()
|
| | return None
|
| |
|
| | def filter_files_content_types(files: list[str], content_types: Literal["image", "video", "audio", "model"]) -> list[str]:
|
| | """
|
| | Example:
|
| | files = os.listdir(folder_paths.get_input_directory())
|
| | videos = filter_files_content_types(files, ["video"])
|
| |
|
| | Note:
|
| | - 'model' in MIME context refers to 3D models, not files containing trained weights and parameters
|
| | """
|
| | global extension_mimetypes_cache
|
| | result = []
|
| | for file in files:
|
| | extension = file.split('.')[-1]
|
| | if extension not in extension_mimetypes_cache:
|
| | mime_type, _ = mimetypes.guess_type(file, strict=False)
|
| | if not mime_type:
|
| | continue
|
| | content_type = mime_type.split('/')[0]
|
| | extension_mimetypes_cache[extension] = content_type
|
| | else:
|
| | content_type = extension_mimetypes_cache[extension]
|
| |
|
| | if content_type in content_types:
|
| | result.append(file)
|
| | return result
|
| |
|
| |
|
| |
|
| | def annotated_filepath(name: str) -> tuple[str, str | None]:
|
| | if name.endswith("[output]"):
|
| | base_dir = get_output_directory()
|
| | name = name[:-9]
|
| | elif name.endswith("[input]"):
|
| | base_dir = get_input_directory()
|
| | name = name[:-8]
|
| | elif name.endswith("[temp]"):
|
| | base_dir = get_temp_directory()
|
| | name = name[:-7]
|
| | else:
|
| | return name, None
|
| |
|
| | return name, base_dir
|
| |
|
| |
|
| | def get_annotated_filepath(name: str, default_dir: str | None=None) -> str:
|
| | name, base_dir = annotated_filepath(name)
|
| |
|
| | if base_dir is None:
|
| | if default_dir is not None:
|
| | base_dir = default_dir
|
| | else:
|
| | base_dir = get_input_directory()
|
| |
|
| | return os.path.join(base_dir, name)
|
| |
|
| |
|
| | def exists_annotated_filepath(name) -> bool:
|
| | name, base_dir = annotated_filepath(name)
|
| |
|
| | if base_dir is None:
|
| | base_dir = get_input_directory()
|
| |
|
| | filepath = os.path.join(base_dir, name)
|
| | return os.path.exists(filepath)
|
| |
|
| |
|
| | def add_model_folder_path(folder_name: str, full_folder_path: str, is_default: bool = False) -> None:
|
| | global folder_names_and_paths
|
| | folder_name = map_legacy(folder_name)
|
| | if folder_name in folder_names_and_paths:
|
| | paths, _exts = folder_names_and_paths[folder_name]
|
| | if full_folder_path in paths:
|
| | if is_default and paths[0] != full_folder_path:
|
| |
|
| | paths.remove(full_folder_path)
|
| | paths.insert(0, full_folder_path)
|
| | else:
|
| | if is_default:
|
| | paths.insert(0, full_folder_path)
|
| | else:
|
| | paths.append(full_folder_path)
|
| | else:
|
| | folder_names_and_paths[folder_name] = ([full_folder_path], set())
|
| |
|
| | def get_folder_paths(folder_name: str) -> list[str]:
|
| | folder_name = map_legacy(folder_name)
|
| | return folder_names_and_paths[folder_name][0][:]
|
| |
|
| | def recursive_search(directory: str, excluded_dir_names: list[str] | None=None) -> tuple[list[str], dict[str, float]]:
|
| | if not os.path.isdir(directory):
|
| | return [], {}
|
| |
|
| | if excluded_dir_names is None:
|
| | excluded_dir_names = []
|
| |
|
| | result = []
|
| | dirs = {}
|
| |
|
| |
|
| | try:
|
| | dirs[directory] = os.path.getmtime(directory)
|
| | except FileNotFoundError:
|
| | logging.warning(f"Warning: Unable to access {directory}. Skipping this path.")
|
| |
|
| | logging.debug("recursive file list on directory {}".format(directory))
|
| | dirpath: str
|
| | subdirs: list[str]
|
| | filenames: list[str]
|
| |
|
| | for dirpath, subdirs, filenames in os.walk(directory, followlinks=True, topdown=True):
|
| | subdirs[:] = [d for d in subdirs if d not in excluded_dir_names]
|
| | for file_name in filenames:
|
| | try:
|
| | relative_path = os.path.relpath(os.path.join(dirpath, file_name), directory)
|
| | result.append(relative_path)
|
| | except:
|
| | logging.warning(f"Warning: Unable to access {file_name}. Skipping this file.")
|
| | continue
|
| |
|
| | for d in subdirs:
|
| | path: str = os.path.join(dirpath, d)
|
| | try:
|
| | dirs[path] = os.path.getmtime(path)
|
| | except FileNotFoundError:
|
| | logging.warning(f"Warning: Unable to access {path}. Skipping this path.")
|
| | continue
|
| | logging.debug("found {} files".format(len(result)))
|
| | return result, dirs
|
| |
|
| | def filter_files_extensions(files: Collection[str], extensions: Collection[str]) -> list[str]:
|
| | return sorted(list(filter(lambda a: os.path.splitext(a)[-1].lower() in extensions or len(extensions) == 0, files)))
|
| |
|
| |
|
| |
|
| | def get_full_path(folder_name: str, filename: str) -> str | None:
|
| | global folder_names_and_paths
|
| | folder_name = map_legacy(folder_name)
|
| | if folder_name not in folder_names_and_paths:
|
| | return None
|
| | folders = folder_names_and_paths[folder_name]
|
| | filename = os.path.relpath(os.path.join("/", filename), "/")
|
| | for x in folders[0]:
|
| | full_path = os.path.join(x, filename)
|
| | if os.path.isfile(full_path):
|
| | return full_path
|
| | elif os.path.islink(full_path):
|
| | logging.warning("WARNING path {} exists but doesn't link anywhere, skipping.".format(full_path))
|
| |
|
| | return None
|
| |
|
| |
|
| | def get_full_path_or_raise(folder_name: str, filename: str) -> str:
|
| | full_path = get_full_path(folder_name, filename)
|
| | if full_path is None:
|
| | raise FileNotFoundError(f"Model in folder '{folder_name}' with filename '{filename}' not found.")
|
| | return full_path
|
| |
|
| |
|
| | def get_filename_list_(folder_name: str) -> tuple[list[str], dict[str, float], float]:
|
| | folder_name = map_legacy(folder_name)
|
| | global folder_names_and_paths
|
| | output_list = set()
|
| | folders = folder_names_and_paths[folder_name]
|
| | output_folders = {}
|
| | for x in folders[0]:
|
| | files, folders_all = recursive_search(x, excluded_dir_names=[".git"])
|
| | output_list.update(filter_files_extensions(files, folders[1]))
|
| | output_folders = {**output_folders, **folders_all}
|
| |
|
| | return sorted(list(output_list)), output_folders, time.perf_counter()
|
| |
|
| | def cached_filename_list_(folder_name: str) -> tuple[list[str], dict[str, float], float] | None:
|
| | strong_cache = cache_helper.get(folder_name)
|
| | if strong_cache is not None:
|
| | return strong_cache
|
| |
|
| | global filename_list_cache
|
| | global folder_names_and_paths
|
| | folder_name = map_legacy(folder_name)
|
| | if folder_name not in filename_list_cache:
|
| | return None
|
| | out = filename_list_cache[folder_name]
|
| |
|
| | for x in out[1]:
|
| | time_modified = out[1][x]
|
| | folder = x
|
| | if os.path.getmtime(folder) != time_modified:
|
| | return None
|
| |
|
| | folders = folder_names_and_paths[folder_name]
|
| | for x in folders[0]:
|
| | if os.path.isdir(x):
|
| | if x not in out[1]:
|
| | return None
|
| |
|
| | return out
|
| |
|
| | def get_filename_list(folder_name: str) -> list[str]:
|
| | folder_name = map_legacy(folder_name)
|
| | out = cached_filename_list_(folder_name)
|
| | if out is None:
|
| | out = get_filename_list_(folder_name)
|
| | global filename_list_cache
|
| | filename_list_cache[folder_name] = out
|
| | cache_helper.set(folder_name, out)
|
| | return list(out[0])
|
| |
|
| | def get_save_image_path(filename_prefix: str, output_dir: str, image_width=0, image_height=0) -> tuple[str, str, int, str, str]:
|
| | def map_filename(filename: str) -> tuple[int, str]:
|
| | prefix_len = len(os.path.basename(filename_prefix))
|
| | prefix = filename[:prefix_len + 1]
|
| | try:
|
| | digits = int(filename[prefix_len + 1:].split('_')[0])
|
| | except:
|
| | digits = 0
|
| | return digits, prefix
|
| |
|
| | def compute_vars(input: str, image_width: int, image_height: int) -> str:
|
| | input = input.replace("%width%", str(image_width))
|
| | input = input.replace("%height%", str(image_height))
|
| | now = time.localtime()
|
| | input = input.replace("%year%", str(now.tm_year))
|
| | input = input.replace("%month%", str(now.tm_mon).zfill(2))
|
| | input = input.replace("%day%", str(now.tm_mday).zfill(2))
|
| | input = input.replace("%hour%", str(now.tm_hour).zfill(2))
|
| | input = input.replace("%minute%", str(now.tm_min).zfill(2))
|
| | input = input.replace("%second%", str(now.tm_sec).zfill(2))
|
| | return input
|
| |
|
| | if "%" in filename_prefix:
|
| | filename_prefix = compute_vars(filename_prefix, image_width, image_height)
|
| |
|
| | subfolder = os.path.dirname(os.path.normpath(filename_prefix))
|
| | filename = os.path.basename(os.path.normpath(filename_prefix))
|
| |
|
| | full_output_folder = os.path.join(output_dir, subfolder)
|
| |
|
| | if os.path.commonpath((output_dir, os.path.abspath(full_output_folder))) != output_dir:
|
| | err = "**** ERROR: Saving image outside the output folder is not allowed." + \
|
| | "\n full_output_folder: " + os.path.abspath(full_output_folder) + \
|
| | "\n output_dir: " + output_dir + \
|
| | "\n commonpath: " + os.path.commonpath((output_dir, os.path.abspath(full_output_folder)))
|
| | logging.error(err)
|
| | raise Exception(err)
|
| |
|
| | try:
|
| | counter = max(filter(lambda a: os.path.normcase(a[1][:-1]) == os.path.normcase(filename) and a[1][-1] == "_", map(map_filename, os.listdir(full_output_folder))))[0] + 1
|
| | except ValueError:
|
| | counter = 1
|
| | except FileNotFoundError:
|
| | os.makedirs(full_output_folder, exist_ok=True)
|
| | counter = 1
|
| | return full_output_folder, filename, counter, subfolder, filename_prefix
|
| |
|