|
from __future__ import annotations |
|
|
|
import os |
|
import time |
|
import mimetypes |
|
import logging |
|
from typing import Set, List, Dict, Tuple, Literal |
|
from collections.abc import Collection |
|
|
|
supported_pt_extensions: set[str] = {'.ckpt', '.pt', '.bin', '.pth', '.safetensors', '.pkl', '.sft'} |
|
|
|
folder_names_and_paths: dict[str, tuple[list[str], set[str]]] = {} |
|
|
|
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(os.path.dirname(os.path.realpath(__file__)), "output") |
|
temp_directory = os.path.join(os.path.dirname(os.path.realpath(__file__)), "temp") |
|
input_directory = os.path.join(os.path.dirname(os.path.realpath(__file__)), "input") |
|
user_directory = os.path.join(os.path.dirname(os.path.realpath(__file__)), "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", |
|
} |
|
|
|
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"]) -> List[str]: |
|
""" |
|
Example: |
|
files = os.listdir(folder_paths.get_input_directory()) |
|
filter_files_content_types(files, ["image", "audio", "video"]) |
|
""" |
|
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: |
|
if is_default: |
|
folder_names_and_paths[folder_name][0].insert(0, full_folder_path) |
|
else: |
|
folder_names_and_paths[folder_name][0].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 |
|
|