Spaces:
Sleeping
Sleeping
""" | |
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 | |
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 and user_history.folder_path.exists(): | |
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 and user_history.folder_path.exists(): | |
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 | |
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] | |