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""" |
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User History is a plugin that you can add to your Spaces to cache generated images for your users. |
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Key features: |
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- 🤗 Sign in with Hugging Face |
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- Save generated images with their metadata: prompts, timestamp, hyper-parameters, etc. |
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- Export your history as zip. |
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- Delete your history to respect privacy. |
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- Compatible with Persistent Storage for long-term storage. |
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- Admin panel to check configuration and disk usage . |
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Useful links: |
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- Demo: https://huggingface.co/spaces/Wauplin/gradio-user-history |
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- README: https://huggingface.co/spaces/Wauplin/gradio-user-history/blob/main/README.md |
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- Source file: https://huggingface.co/spaces/Wauplin/gradio-user-history/blob/main/user_history.py |
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- Discussions: https://huggingface.co/spaces/Wauplin/gradio-user-history/discussions |
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""" |
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import json |
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import os |
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import shutil |
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import warnings |
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from datetime import datetime |
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from functools import cache |
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from pathlib import Path |
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from typing import Callable, Dict, List, Tuple |
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from uuid import uuid4 |
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import gradio as gr |
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import numpy as np |
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import requests |
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from filelock import FileLock |
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from PIL.Image import Image |
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def setup(folder_path: str | Path | None = None) -> None: |
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user_history = _UserHistory() |
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user_history.folder_path = _resolve_folder_path(folder_path) |
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user_history.initialized = True |
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def render() -> None: |
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user_history = _UserHistory() |
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if not user_history.initialized: |
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print("Initializing user history with default config. Use `user_history.setup(...)` to customize folder_path.") |
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setup() |
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gr.Markdown( |
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"## Your past generations\n\nLog in to keep a gallery of your previous generations. Your history will be saved" |
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" and available on your next visit. Make sure to export your images from time to time as this gallery may be" |
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" deleted in the future." |
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) |
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if os.getenv("SYSTEM") == "spaces" and not os.path.exists("/data"): |
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gr.Markdown( |
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"**⚠️ Persistent storage is disabled, meaning your history will be lost if the Space gets restarted." |
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" Only the Space owner can setup a Persistent Storage. If you are not the Space owner, consider" |
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" duplicating this Space to set your own storage.⚠️**" |
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) |
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with gr.Row(): |
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gr.LoginButton(min_width=250) |
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gr.LogoutButton(min_width=250) |
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refresh_button = gr.Button( |
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"Refresh", |
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icon="https://huggingface.co/spaces/Wauplin/gradio-user-history/resolve/main/assets/icon_refresh.png", |
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) |
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export_button = gr.Button( |
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"Export", |
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icon="https://huggingface.co/spaces/Wauplin/gradio-user-history/resolve/main/assets/icon_download.png", |
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) |
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delete_button = gr.Button( |
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"Delete history", |
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icon="https://huggingface.co/spaces/Wauplin/gradio-user-history/resolve/main/assets/icon_delete.png", |
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) |
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with gr.Row(): |
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export_file = gr.File(file_count="single", file_types=[".zip"], label="Exported history", visible=False) |
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with gr.Row(): |
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confirm_button = gr.Button("Confirm delete all history", variant="stop", visible=False) |
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cancel_button = gr.Button("Cancel", visible=False) |
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gallery = gr.Gallery( |
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label="Past images", |
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show_label=True, |
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elem_id="gallery", |
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object_fit="contain", |
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columns=5, |
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height=600, |
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preview=False, |
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show_share_button=False, |
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show_download_button=False, |
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) |
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gr.Markdown( |
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"User history is powered by" |
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" [Wauplin/gradio-user-history](https://huggingface.co/spaces/Wauplin/gradio-user-history). Integrate it to" |
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" your own Space in just a few lines of code!" |
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) |
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gallery.attach_load_event(_fetch_user_history, every=None) |
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refresh_button.click(fn=_fetch_user_history, inputs=[], outputs=[gallery], queue=False) |
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export_button.click(fn=_export_user_history, inputs=[], outputs=[export_file], queue=False) |
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delete_button.click( |
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lambda: [gr.update(visible=True), gr.update(visible=True)], |
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outputs=[confirm_button, cancel_button], |
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queue=False, |
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) |
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cancel_button.click( |
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lambda: [gr.update(visible=False), gr.update(visible=False)], |
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outputs=[confirm_button, cancel_button], |
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queue=False, |
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) |
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confirm_button.click(_delete_user_history).then( |
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lambda: [gr.update(visible=False), gr.update(visible=False)], |
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outputs=[confirm_button, cancel_button], |
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queue=False, |
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) |
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_admin_section() |
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def save_image( |
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profile: gr.OAuthProfile | None, |
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image: Image | np.ndarray | str | Path, |
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label: str | None = None, |
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metadata: Dict | None = None, |
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): |
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if profile is None: |
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return |
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username = profile["preferred_username"] |
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user_history = _UserHistory() |
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if not user_history.initialized: |
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warnings.warn( |
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"User history is not set in Gradio demo. Saving image is ignored. You must use `user_history.render(...)`" |
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" first." |
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) |
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return |
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image_path = _copy_image(image, dst_folder=user_history._user_images_path(username)) |
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if metadata is None: |
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metadata = {} |
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if "datetime" not in metadata: |
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metadata["datetime"] = str(datetime.now()) |
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data = {"path": str(image_path), "label": label, "metadata": metadata} |
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with user_history._user_lock(username): |
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with user_history._user_jsonl_path(username).open("a") as f: |
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f.write(json.dumps(data) + "\n") |
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class _UserHistory(object): |
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_instance = None |
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initialized: bool = False |
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folder_path: Path |
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def __new__(cls): |
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if cls._instance is None: |
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cls._instance = super(_UserHistory, cls).__new__(cls) |
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return cls._instance |
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def _user_path(self, username: str) -> Path: |
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path = self.folder_path / username |
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path.mkdir(parents=True, exist_ok=True) |
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return path |
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def _user_lock(self, username: str) -> FileLock: |
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"""Ensure history is not corrupted if concurrent calls.""" |
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return FileLock(self.folder_path / f"{username}.lock") |
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def _user_jsonl_path(self, username: str) -> Path: |
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return self._user_path(username) / "history.jsonl" |
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def _user_images_path(self, username: str) -> Path: |
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path = self._user_path(username) / "images" |
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path.mkdir(parents=True, exist_ok=True) |
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return path |
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def _fetch_user_history(profile: gr.OAuthProfile | None) -> List[Tuple[str, str]]: |
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"""Return saved history for that user, if it exists.""" |
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if profile is None: |
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return [] |
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username = profile["preferred_username"] |
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user_history = _UserHistory() |
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if not user_history.initialized: |
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warnings.warn("User history is not set in Gradio demo. You must use `user_history.render(...)` first.") |
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return [] |
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with user_history._user_lock(username): |
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jsonl_path = user_history._user_jsonl_path(username) |
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if not jsonl_path.is_file(): |
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return [] |
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images = [] |
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for line in jsonl_path.read_text().splitlines(): |
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data = json.loads(line) |
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images.append((data["path"], data["label"] or "")) |
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return list(reversed(images)) |
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def _export_user_history(profile: gr.OAuthProfile | None) -> Dict | None: |
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"""Zip all history for that user, if it exists and return it as a downloadable file.""" |
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if profile is None: |
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return None |
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username = profile["preferred_username"] |
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user_history = _UserHistory() |
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if not user_history.initialized: |
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warnings.warn("User history is not set in Gradio demo. You must use `user_history.render(...)` first.") |
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return None |
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with user_history._user_lock(username): |
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path = shutil.make_archive( |
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str(_archives_path() / f"history_{username}"), "zip", user_history._user_path(username) |
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) |
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return gr.update(visible=True, value=path) |
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def _delete_user_history(profile: gr.OAuthProfile | None) -> None: |
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"""Delete all history for that user.""" |
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if profile is None: |
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return |
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username = profile["preferred_username"] |
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user_history = _UserHistory() |
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if not user_history.initialized: |
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warnings.warn("User history is not set in Gradio demo. You must use `user_history.render(...)` first.") |
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return |
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with user_history._user_lock(username): |
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shutil.rmtree(user_history._user_path(username)) |
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def _copy_image(image: Image | np.ndarray | str | Path, dst_folder: Path) -> Path: |
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"""Copy image to the images folder.""" |
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if isinstance(image, str): |
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image = Path(image) |
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if isinstance(image, Path): |
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dst = dst_folder / f"{uuid4().hex}_{Path(image).name}" |
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shutil.copyfile(image, dst) |
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return dst |
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if isinstance(image, np.ndarray): |
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image = Image.fromarray(image) |
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if isinstance(image, Image): |
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dst = dst_folder / f"{uuid4().hex}.png" |
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image.save(dst) |
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return dst |
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raise ValueError(f"Unsupported image type: {type(image)}") |
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def _resolve_folder_path(folder_path: str | Path | None) -> Path: |
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if folder_path is not None: |
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return Path(folder_path).expanduser().resolve() |
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if os.getenv("SYSTEM") == "spaces" and os.path.exists("/data"): |
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return Path("/data") / "_user_history" |
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return Path(__file__).parent / "_user_history" |
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def _archives_path() -> Path: |
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path = Path(__file__).parent / "_user_history_exports" |
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path.mkdir(parents=True, exist_ok=True) |
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return path |
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def _admin_section() -> None: |
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title = gr.Markdown() |
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title.attach_load_event(_display_if_admin(), every=None) |
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def _display_if_admin() -> Callable: |
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def _inner(profile: gr.OAuthProfile | None) -> str: |
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if profile is None: |
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return "" |
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if profile["preferred_username"] in _fetch_admins(): |
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return _admin_content() |
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return "" |
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return _inner |
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def _admin_content() -> str: |
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return f""" |
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## Admin section |
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Running on **{os.getenv("SYSTEM", "local")}** (id: {os.getenv("SPACE_ID")}). {_get_msg_is_persistent_storage_enabled()} |
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Admins: {', '.join(_fetch_admins())} |
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{_get_nb_users()} user(s), {_get_nb_images()} image(s) |
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### Configuration |
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History folder: *{_UserHistory().folder_path}* |
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Exports folder: *{_archives_path()}* |
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### Disk usage |
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{_disk_space_warning_message()} |
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""" |
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def _get_nb_users() -> int: |
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user_history = _UserHistory() |
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if not user_history.initialized: |
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return 0 |
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if user_history.folder_path is not None and user_history.folder_path.exists(): |
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return len([path for path in user_history.folder_path.iterdir() if path.is_dir()]) |
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return 0 |
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def _get_nb_images() -> int: |
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user_history = _UserHistory() |
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if not user_history.initialized: |
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return 0 |
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if user_history.folder_path is not None and user_history.folder_path.exists(): |
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return len([path for path in user_history.folder_path.glob("*/images/*")]) |
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return 0 |
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def _get_msg_is_persistent_storage_enabled() -> str: |
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if os.getenv("SYSTEM") == "spaces": |
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if os.path.exists("/data"): |
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return "Persistent storage is enabled." |
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else: |
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return ( |
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"Persistent storage is not enabled. This means that user histories will be deleted when the Space is" |
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" restarted. Consider adding a Persistent Storage in your Space settings." |
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) |
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return "" |
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def _disk_space_warning_message() -> str: |
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user_history = _UserHistory() |
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if not user_history.initialized: |
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return "" |
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message = "" |
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if user_history.folder_path is not None: |
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total, used, _ = _get_disk_usage(user_history.folder_path) |
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message += f"History folder: **{used / 1e9 :.0f}/{total / 1e9 :.0f}GB** used ({100*used/total :.0f}%)." |
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total, used, _ = _get_disk_usage(_archives_path()) |
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message += f"\n\nExports folder: **{used / 1e9 :.0f}/{total / 1e9 :.0f}GB** used ({100*used/total :.0f}%)." |
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return f"{message.strip()}" |
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def _get_disk_usage(path: Path) -> Tuple[int, int, int]: |
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for path in [path] + list(path.parents): |
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try: |
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return shutil.disk_usage(path) |
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except OSError: |
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pass |
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return 0, 0, 0 |
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@cache |
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def _fetch_admins() -> List[str]: |
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if os.getenv("SYSTEM") != "spaces": |
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return ["FakeGradioUser"] |
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space_id = os.getenv("SPACE_ID") |
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if space_id is None: |
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return ["Unknown"] |
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namespace = space_id.split("/")[0] |
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response = requests.get(f"https://huggingface.co/api/organizations/{namespace}/members") |
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if response.status_code == 200: |
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return sorted((member["user"] for member in response.json()), key=lambda x: x.lower()) |
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return [namespace] |
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