File size: 14,100 Bytes
fb83c5b |
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 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 |
import gradio as gr
import subprocess
from .common_gui import (
get_folder_path,
add_pre_postfix,
scriptdir,
list_dirs,
get_executable_path, setup_environment,
)
from .class_gui_config import KohyaSSGUIConfig
import os
from .custom_logging import setup_logging
# Set up logging
log = setup_logging()
old_onnx_value = True
def caption_images(
train_data_dir: str,
caption_extension: str,
batch_size: int,
general_threshold: float,
character_threshold: float,
repo_id: str,
recursive: bool,
max_data_loader_n_workers: int,
debug: bool,
undesired_tags: str,
frequency_tags: bool,
always_first_tags: str,
onnx: bool,
append_tags: bool,
force_download: bool,
caption_separator: str,
tag_replacement: bool,
character_tag_expand: str,
use_rating_tags: bool,
use_rating_tags_as_last_tag: bool,
remove_underscore: bool,
thresh: float,
) -> None:
# Check for images_dir_input
if train_data_dir == "":
log.info("Image folder is missing...")
return
if caption_extension == "":
log.info("Please provide an extension for the caption files.")
return
repo_id_converted = repo_id.replace("/", "_")
if not os.path.exists(f"./wd14_tagger_model/{repo_id_converted}"):
force_download = True
log.info(f"Captioning files in {train_data_dir}...")
run_cmd = [
rf'{get_executable_path("accelerate")}',
"launch",
rf"{scriptdir}/sd-scripts/finetune/tag_images_by_wd14_tagger.py",
]
# Uncomment and modify if needed
# if always_first_tags != "":
# run_cmd.append('--always_first_tags')
# run_cmd.append(always_first_tags)
if append_tags:
run_cmd.append("--append_tags")
run_cmd.append("--batch_size")
run_cmd.append(str(int(batch_size)))
run_cmd.append("--caption_extension")
run_cmd.append(caption_extension)
run_cmd.append("--caption_separator")
run_cmd.append(caption_separator)
if character_tag_expand:
run_cmd.append("--character_tag_expand")
if not character_threshold == 0.35:
run_cmd.append("--character_threshold")
run_cmd.append(str(character_threshold))
if debug:
run_cmd.append("--debug")
if force_download:
run_cmd.append("--force_download")
if frequency_tags:
run_cmd.append("--frequency_tags")
if not general_threshold == 0.35:
run_cmd.append("--general_threshold")
run_cmd.append(str(general_threshold))
run_cmd.append("--max_data_loader_n_workers")
run_cmd.append(str(int(max_data_loader_n_workers)))
if onnx:
run_cmd.append("--onnx")
if recursive:
run_cmd.append("--recursive")
if remove_underscore:
run_cmd.append("--remove_underscore")
run_cmd.append("--repo_id")
run_cmd.append(repo_id)
if not tag_replacement == "":
run_cmd.append("--tag_replacement")
run_cmd.append(tag_replacement)
if not thresh == 0.35:
run_cmd.append("--thresh")
run_cmd.append(str(thresh))
if not undesired_tags == "":
run_cmd.append("--undesired_tags")
run_cmd.append(undesired_tags)
if use_rating_tags:
run_cmd.append("--use_rating_tags")
if use_rating_tags_as_last_tag:
run_cmd.append("--use_rating_tags_as_last_tag")
# Add the directory containing the training data
run_cmd.append(rf"{train_data_dir}")
env = setup_environment()
# Reconstruct the safe command string for display
command_to_run = " ".join(run_cmd)
log.info(f"Executing command: {command_to_run}")
# Run the command in the sd-scripts folder context
subprocess.run(run_cmd, env=env)
# Add prefix and postfix
add_pre_postfix(
folder=train_data_dir,
caption_file_ext=caption_extension,
prefix=always_first_tags,
recursive=recursive,
)
log.info("...captioning done")
###
# Gradio UI
###
def gradio_wd14_caption_gui_tab(
headless=False,
default_train_dir=None,
config: KohyaSSGUIConfig = {},
):
from .common_gui import create_refresh_button
default_train_dir = (
default_train_dir
if default_train_dir is not None
else os.path.join(scriptdir, "data")
)
current_train_dir = default_train_dir
def list_train_dirs(path):
nonlocal current_train_dir
current_train_dir = path
return list(list_dirs(path))
with gr.Tab("WD14 Captioning"):
gr.Markdown(
"This utility will use WD14 to caption files for each images in a folder."
)
# Input Settings
# with gr.Section('Input Settings'):
with gr.Group(), gr.Row():
train_data_dir = gr.Dropdown(
label="Image folder to caption (containing the images to caption)",
choices=[config.get("wd14_caption.train_data_dir", "")]
+ list_train_dirs(default_train_dir),
value=config.get("wd14_caption.train_data_dir", ""),
interactive=True,
allow_custom_value=True,
)
create_refresh_button(
train_data_dir,
lambda: None,
lambda: {"choices": list_train_dirs(current_train_dir)},
"open_folder_small",
)
button_train_data_dir_input = gr.Button(
"📂",
elem_id="open_folder_small",
elem_classes=["tool"],
visible=(not headless),
)
button_train_data_dir_input.click(
get_folder_path,
outputs=train_data_dir,
show_progress=False,
)
repo_id = gr.Dropdown(
label="Repo ID",
choices=[
"SmilingWolf/wd-v1-4-convnext-tagger-v2",
"SmilingWolf/wd-v1-4-convnextv2-tagger-v2",
"SmilingWolf/wd-v1-4-vit-tagger-v2",
"SmilingWolf/wd-v1-4-swinv2-tagger-v2",
"SmilingWolf/wd-v1-4-moat-tagger-v2",
"SmilingWolf/wd-swinv2-tagger-v3",
"SmilingWolf/wd-vit-tagger-v3",
"SmilingWolf/wd-convnext-tagger-v3",
],
value=config.get(
"wd14_caption.repo_id", "SmilingWolf/wd-v1-4-convnextv2-tagger-v2"
),
show_label="Repo id for wd14 tagger on Hugging Face",
)
force_download = gr.Checkbox(
label="Force model re-download",
value=config.get("wd14_caption.force_download", False),
info="Useful to force model re download when switching to onnx",
)
with gr.Row():
caption_extension = gr.Dropdown(
label="Caption file extension",
choices=[".cap", ".caption", ".txt"],
value=".txt",
interactive=True,
allow_custom_value=True,
)
caption_separator = gr.Textbox(
label="Caption Separator",
value=config.get("wd14_caption.caption_separator", ", "),
interactive=True,
)
with gr.Row():
tag_replacement = gr.Textbox(
label="Tag replacement",
info="tag replacement in the format of `source1,target1;source2,target2; ...`. Escape `,` and `;` with `\`. e.g. `tag1,tag2;tag3,tag4`",
value=config.get("wd14_caption.tag_replacement", ""),
interactive=True,
)
character_tag_expand = gr.Checkbox(
label="Character tag expand",
info="expand tag tail parenthesis to another tag for character tags. `chara_name_(series)` becomes `chara_name, series`",
value=config.get("wd14_caption.character_tag_expand", False),
interactive=True,
)
undesired_tags = gr.Textbox(
label="Undesired tags",
placeholder="(Optional) Separate `undesired_tags` with comma `(,)` if you want to remove multiple tags, e.g. `1girl,solo,smile`.",
interactive=True,
value=config.get("wd14_caption.undesired_tags", ""),
)
with gr.Row():
always_first_tags = gr.Textbox(
label="Prefix to add to WD14 caption",
info="comma-separated list of tags to always put at the beginning, e.g.: 1girl, 1boy, ",
placeholder="(Optional)",
interactive=True,
value=config.get("wd14_caption.always_first_tags", ""),
)
with gr.Row():
onnx = gr.Checkbox(
label="Use onnx",
value=config.get("wd14_caption.onnx", True),
interactive=True,
info="https://github.com/onnx/onnx",
)
append_tags = gr.Checkbox(
label="Append TAGs",
value=config.get("wd14_caption.append_tags", False),
interactive=True,
info="This option appends the tags to the existing tags, instead of replacing them.",
)
use_rating_tags = gr.Checkbox(
label="Use rating tags",
value=config.get("wd14_caption.use_rating_tags", False),
interactive=True,
info="Adds rating tags as the first tag",
)
use_rating_tags_as_last_tag = gr.Checkbox(
label="Use rating tags as last tag",
value=config.get("wd14_caption.use_rating_tags_as_last_tag", False),
interactive=True,
info="Adds rating tags as the last tag",
)
with gr.Row():
recursive = gr.Checkbox(
label="Recursive",
value=config.get("wd14_caption.recursive", False),
info="Tag subfolders images as well",
)
remove_underscore = gr.Checkbox(
label="Remove underscore",
value=config.get("wd14_caption.remove_underscore", True),
info="replace underscores with spaces in the output tags",
)
debug = gr.Checkbox(
label="Debug",
value=config.get("wd14_caption.debug", True),
info="Debug mode",
)
frequency_tags = gr.Checkbox(
label="Show tags frequency",
value=config.get("wd14_caption.frequency_tags", True),
info="Show frequency of tags for images.",
)
with gr.Row():
thresh = gr.Slider(
value=config.get("wd14_caption.thresh", 0.35),
label="Threshold",
info="threshold of confidence to add a tag",
minimum=0,
maximum=1,
step=0.05,
)
general_threshold = gr.Slider(
value=config.get("wd14_caption.general_threshold", 0.35),
label="General threshold",
info="Adjust `general_threshold` for pruning tags (less tags, less flexible)",
minimum=0,
maximum=1,
step=0.05,
)
character_threshold = gr.Slider(
value=config.get("wd14_caption.character_threshold", 0.35),
label="Character threshold",
minimum=0,
maximum=1,
step=0.05,
)
# Advanced Settings
with gr.Row():
batch_size = gr.Number(
value=config.get("wd14_caption.batch_size", 1),
label="Batch size",
interactive=True,
)
max_data_loader_n_workers = gr.Number(
value=config.get("wd14_caption.max_data_loader_n_workers", 2),
label="Max dataloader workers",
interactive=True,
)
def repo_id_changes(repo_id, onnx):
global old_onnx_value
if "-v3" in repo_id:
old_onnx_value = onnx
return gr.Checkbox(value=True, interactive=False)
else:
return gr.Checkbox(value=old_onnx_value, interactive=True)
repo_id.change(repo_id_changes, inputs=[repo_id, onnx], outputs=[onnx])
caption_button = gr.Button("Caption images")
caption_button.click(
caption_images,
inputs=[
train_data_dir,
caption_extension,
batch_size,
general_threshold,
character_threshold,
repo_id,
recursive,
max_data_loader_n_workers,
debug,
undesired_tags,
frequency_tags,
always_first_tags,
onnx,
append_tags,
force_download,
caption_separator,
tag_replacement,
character_tag_expand,
use_rating_tags,
use_rating_tags_as_last_tag,
remove_underscore,
thresh,
],
show_progress=False,
)
train_data_dir.change(
fn=lambda path: gr.Dropdown(choices=[""] + list_train_dirs(path)),
inputs=train_data_dir,
outputs=train_data_dir,
show_progress=False,
)
|