File size: 16,480 Bytes
ccd3b15 |
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 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 |
"""
User History is a plugin that you can add to your Spaces to cache generated images for your users.
Key features:
- 🤗 Sign in with Hugging Face
- Save generated images with their metadata: prompts, timestamp, hyper-parameters, etc.
- Export your history as zip.
- Delete your history to respect privacy.
- Compatible with Persistent Storage for long-term storage.
- Admin panel to check configuration and disk usage .
Useful links:
- Demo: https://huggingface.co/spaces/Wauplin/gradio-user-history
- README: https://huggingface.co/spaces/Wauplin/gradio-user-history/blob/main/README.md
- Source file: https://huggingface.co/spaces/Wauplin/gradio-user-history/blob/main/user_history.py
- Discussions: https://huggingface.co/spaces/Wauplin/gradio-user-history/discussions
"""
import json
import os
import shutil
import warnings
from datetime import datetime
from functools import cache
from pathlib import Path
from typing import Callable, Dict, List, Tuple
from uuid import uuid4
import gradio as gr
import numpy as np
import requests
from filelock import FileLock
from PIL.Image import Image
def setup(folder_path: str | Path | None = None) -> None:
user_history = _UserHistory()
user_history.folder_path = _resolve_folder_path(folder_path)
user_history.initialized = True
# TODO: remove this section once all Spaces have migrated
_migrate_history()
def render() -> None:
user_history = _UserHistory()
# initialize with default config
if not user_history.initialized:
print("Initializing user history with default config. Use `user_history.setup(...)` to customize folder_path.")
setup()
# Render user history tab
gr.Markdown(
"## Your past generations\n\nLog in to keep a gallery of your previous generations. Your history will be saved"
" and available on your next visit. Make sure to export your images from time to time as this gallery may be"
" deleted in the future."
)
if os.getenv("SYSTEM") == "spaces" and not os.path.exists("/data"):
gr.Markdown(
"**⚠️ Persistent storage is disabled, meaning your history will be lost if the Space gets restarted."
" Only the Space owner can setup a Persistent Storage. If you are not the Space owner, consider"
" duplicating this Space to set your own storage.⚠️**"
)
with gr.Row():
gr.LoginButton(min_width=250)
gr.LogoutButton(min_width=250)
refresh_button = gr.Button(
"Refresh",
icon="https://huggingface.co/spaces/Wauplin/gradio-user-history/resolve/main/assets/icon_refresh.png",
)
export_button = gr.Button(
"Export",
icon="https://huggingface.co/spaces/Wauplin/gradio-user-history/resolve/main/assets/icon_download.png",
)
delete_button = gr.Button(
"Delete history",
icon="https://huggingface.co/spaces/Wauplin/gradio-user-history/resolve/main/assets/icon_delete.png",
)
# "Export zip" row (hidden by default)
with gr.Row():
export_file = gr.File(file_count="single", file_types=[".zip"], label="Exported history", visible=False)
# "Config deletion" row (hidden by default)
with gr.Row():
confirm_button = gr.Button("Confirm delete all history", variant="stop", visible=False)
cancel_button = gr.Button("Cancel", visible=False)
# Gallery
gallery = gr.Gallery(
label="Past images",
show_label=True,
elem_id="gallery",
object_fit="contain",
columns=5,
height=600,
preview=False,
show_share_button=False,
show_download_button=False,
)
gr.Markdown(
"User history is powered by"
" [Wauplin/gradio-user-history](https://huggingface.co/spaces/Wauplin/gradio-user-history). Integrate it to"
" your own Space in just a few lines of code!"
)
gallery.attach_load_event(_fetch_user_history, every=None)
# Interactions
refresh_button.click(fn=_fetch_user_history, inputs=[], outputs=[gallery], queue=False)
export_button.click(fn=_export_user_history, inputs=[], outputs=[export_file], queue=False)
# Taken from https://github.com/gradio-app/gradio/issues/3324#issuecomment-1446382045
delete_button.click(
lambda: [gr.update(visible=True), gr.update(visible=True)],
outputs=[confirm_button, cancel_button],
queue=False,
)
cancel_button.click(
lambda: [gr.update(visible=False), gr.update(visible=False)],
outputs=[confirm_button, cancel_button],
queue=False,
)
confirm_button.click(_delete_user_history).then(
lambda: [gr.update(visible=False), gr.update(visible=False)],
outputs=[confirm_button, cancel_button],
queue=False,
)
# Admin section (only shown locally or when logged in as Space owner)
_admin_section()
def save_image(
profile: gr.OAuthProfile | None,
image: Image | np.ndarray | str | Path,
label: str | None = None,
metadata: Dict | None = None,
):
# Ignore images from logged out users
if profile is None:
return
username = profile["preferred_username"]
# Ignore images if user history not used
user_history = _UserHistory()
if not user_history.initialized:
warnings.warn(
"User history is not set in Gradio demo. Saving image is ignored. You must use `user_history.render(...)`"
" first."
)
return
# Copy image to storage
image_path = _copy_image(image, dst_folder=user_history._user_images_path(username))
# Save new image + metadata
if metadata is None:
metadata = {}
if "datetime" not in metadata:
metadata["datetime"] = str(datetime.now())
data = {"path": str(image_path), "label": label, "metadata": metadata}
with user_history._user_lock(username):
with user_history._user_jsonl_path(username).open("a") as f:
f.write(json.dumps(data) + "\n")
#############
# Internals #
#############
class _UserHistory(object):
_instance = None
initialized: bool = False
folder_path: Path
def __new__(cls):
# Using singleton pattern => we don't want to expose an object (more complex to use) but still want to keep
# state between `render` and `save_image` calls.
if cls._instance is None:
cls._instance = super(_UserHistory, cls).__new__(cls)
return cls._instance
def _user_path(self, username: str) -> Path:
path = self.folder_path / username
path.mkdir(parents=True, exist_ok=True)
return path
def _user_lock(self, username: str) -> FileLock:
"""Ensure history is not corrupted if concurrent calls."""
return FileLock(self.folder_path / f"{username}.lock") # lock outside of folder => better when exporting ZIP
def _user_jsonl_path(self, username: str) -> Path:
return self._user_path(username) / "history.jsonl"
def _user_images_path(self, username: str) -> Path:
path = self._user_path(username) / "images"
path.mkdir(parents=True, exist_ok=True)
return path
def _fetch_user_history(profile: gr.OAuthProfile | None) -> List[Tuple[str, str]]:
"""Return saved history for that user, if it exists."""
# Cannot load history for logged out users
if profile is None:
return []
username = profile["preferred_username"]
user_history = _UserHistory()
if not user_history.initialized:
warnings.warn("User history is not set in Gradio demo. You must use `user_history.render(...)` first.")
return []
with user_history._user_lock(username):
# No file => no history saved yet
jsonl_path = user_history._user_jsonl_path(username)
if not jsonl_path.is_file():
return []
# Read history
images = []
for line in jsonl_path.read_text().splitlines():
data = json.loads(line)
images.append((data["path"], data["label"] or ""))
return list(reversed(images))
def _export_user_history(profile: gr.OAuthProfile | None) -> Dict | None:
"""Zip all history for that user, if it exists and return it as a downloadable file."""
# Cannot load history for logged out users
if profile is None:
return None
username = profile["preferred_username"]
user_history = _UserHistory()
if not user_history.initialized:
warnings.warn("User history is not set in Gradio demo. You must use `user_history.render(...)` first.")
return None
# Zip history
with user_history._user_lock(username):
path = shutil.make_archive(
str(_archives_path() / f"history_{username}"), "zip", user_history._user_path(username)
)
return gr.update(visible=True, value=path)
def _delete_user_history(profile: gr.OAuthProfile | None) -> None:
"""Delete all history for that user."""
# Cannot load history for logged out users
if profile is None:
return
username = profile["preferred_username"]
user_history = _UserHistory()
if not user_history.initialized:
warnings.warn("User history is not set in Gradio demo. You must use `user_history.render(...)` first.")
return
with user_history._user_lock(username):
shutil.rmtree(user_history._user_path(username))
####################
# Internal helpers #
####################
def _copy_image(image: Image | np.ndarray | str | Path, dst_folder: Path) -> Path:
"""Copy image to the images folder."""
# Already a path => copy it
if isinstance(image, str):
image = Path(image)
if isinstance(image, Path):
dst = dst_folder / f"{uuid4().hex}_{Path(image).name}" # keep file ext
shutil.copyfile(image, dst)
return dst
# Still a Python object => serialize it
if isinstance(image, np.ndarray):
image = Image.fromarray(image)
if isinstance(image, Image):
dst = dst_folder / f"{uuid4().hex}.png"
image.save(dst)
return dst
raise ValueError(f"Unsupported image type: {type(image)}")
def _resolve_folder_path(folder_path: str | Path | None) -> Path:
if folder_path is not None:
return Path(folder_path).expanduser().resolve()
if os.getenv("SYSTEM") == "spaces" and os.path.exists("/data"): # Persistent storage is enabled!
return Path("/data") / "_user_history"
# Not in a Space or Persistent storage not enabled => local folder
return Path(__file__).parent / "_user_history"
def _archives_path() -> Path:
# Doesn't have to be on persistent storage as it's only used for download
path = Path(__file__).parent / "_user_history_exports"
path.mkdir(parents=True, exist_ok=True)
return path
#################
# Admin section #
#################
def _admin_section() -> None:
title = gr.Markdown()
title.attach_load_event(_display_if_admin(), every=None)
def _display_if_admin() -> Callable:
def _inner(profile: gr.OAuthProfile | None) -> str:
if profile is None:
return ""
if profile["preferred_username"] in _fetch_admins():
return _admin_content()
return ""
return _inner
def _admin_content() -> str:
return f"""
## Admin section
Running on **{os.getenv("SYSTEM", "local")}** (id: {os.getenv("SPACE_ID")}). {_get_msg_is_persistent_storage_enabled()}
Admins: {', '.join(_fetch_admins())}
{_get_nb_users()} user(s), {_get_nb_images()} image(s)
### Configuration
History folder: *{_UserHistory().folder_path}*
Exports folder: *{_archives_path()}*
### Disk usage
{_disk_space_warning_message()}
"""
def _get_nb_users() -> int:
user_history = _UserHistory()
if not user_history.initialized:
return 0
if user_history.folder_path is not None:
return len([path for path in user_history.folder_path.iterdir() if path.is_dir()])
return 0
def _get_nb_images() -> int:
user_history = _UserHistory()
if not user_history.initialized:
return 0
if user_history.folder_path is not None:
return len([path for path in user_history.folder_path.glob("*/images/*")])
return 0
def _get_msg_is_persistent_storage_enabled() -> str:
if os.getenv("SYSTEM") == "spaces":
if os.path.exists("/data"):
return "Persistent storage is enabled."
else:
return (
"Persistent storage is not enabled. This means that user histories will be deleted when the Space is"
" restarted. Consider adding a Persistent Storage in your Space settings."
)
return ""
def _disk_space_warning_message() -> str:
user_history = _UserHistory()
if not user_history.initialized:
return ""
message = ""
if user_history.folder_path is not None:
total, used, _ = _get_disk_usage(user_history.folder_path)
message += f"History folder: **{used / 1e9 :.0f}/{total / 1e9 :.0f}GB** used ({100*used/total :.0f}%)."
total, used, _ = _get_disk_usage(_archives_path())
message += f"\n\nExports folder: **{used / 1e9 :.0f}/{total / 1e9 :.0f}GB** used ({100*used/total :.0f}%)."
return f"{message.strip()}"
def _get_disk_usage(path: Path) -> Tuple[int, int, int]:
for path in [path] + list(path.parents): # first check target_dir, then each parents one by one
try:
return shutil.disk_usage(path)
except OSError: # if doesn't exist or can't read => fail silently and try parent one
pass
return 0, 0, 0
@cache
def _fetch_admins() -> List[str]:
# Running locally => fake user is admin
if os.getenv("SYSTEM") != "spaces":
return ["FakeGradioUser"]
# Running in Space but no space_id => ???
space_id = os.getenv("SPACE_ID")
if space_id is None:
return ["Unknown"]
# Running in Space => try to fetch organization members
# Otherwise, it's not an organization => namespace is the user
namespace = space_id.split("/")[0]
response = requests.get(f"https://huggingface.co/api/organizations/{namespace}/members")
if response.status_code == 200:
return sorted((member["user"] for member in response.json()), key=lambda x: x.lower())
return [namespace]
################################################################
# Legacy helpers to migrate image structure to new data format #
################################################################
# TODO: remove this section once all Spaces have migrated
def _migrate_history():
"""Script to migrate user history from v0 to v1."""
legacy_history_path = _legacy_get_history_folder_path()
if not legacy_history_path.exists():
return
error_count = 0
for json_path in legacy_history_path.glob("*.json"):
username = json_path.stem
print(f"Migrating history for user {username}...")
error_count += _legacy_move_user_history(username)
print("Done.")
print(f"Migration complete. {error_count} error(s) happened.")
if error_count == 0:
shutil.rmtree(legacy_history_path, ignore_errors=True)
def _legacy_move_user_history(username: str) -> int:
history = _legacy_read_user_history(username)
error_count = 0
for image, prompt in reversed(history):
try:
save_image(label=prompt, image=image, profile={"preferred_username": username})
except Exception as e:
print("Issue while migrating image:", e)
error_count += 1
return error_count
def _legacy_get_history_folder_path() -> Path:
_folder = os.environ.get("HISTORY_FOLDER")
if _folder is None:
_folder = Path(__file__).parent / "history"
return Path(_folder)
def _legacy_read_user_history(username: str) -> List[Tuple[str, str]]:
"""Return saved history for that user."""
with _legacy_user_lock(username):
path = _legacy_user_history_path(username)
if path.exists():
return json.loads(path.read_text())
return [] # No history yet
def _legacy_user_history_path(username: str) -> Path:
return _legacy_get_history_folder_path() / f"{username}.json"
def _legacy_user_lock(username: str) -> FileLock:
"""Ensure history is not corrupted if concurrent calls."""
return FileLock(f"{_legacy_user_history_path(username)}.lock")
|