File size: 14,481 Bytes
4450790
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
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


#NOTE: used in http server so don't put folders that should not be accessed remotely
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

# determine base_dir rely on annotation if name is 'filename.ext [annotation]' format
# otherwise use default_path as base_dir
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()  # fallback path

    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()  # fallback path

    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 = {}

    # Attempt to add the initial directory to dirs with error handling
    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