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Running
on
T4
Updates Round 2
Browse files- user_history.py +0 -598
user_history.py
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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 image, video, audio and document files 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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__version__ = "0.2.0"
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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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import filetype
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import wave
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from mutagen.mp3 import MP3, EasyMP3
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import torchaudio
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import subprocess
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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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# initialize with default config
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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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# Render user history tab
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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="./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="./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="./assets/icon_delete.png",
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)
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# "Export zip" row (hidden by default)
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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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# "Config deletion" row (hidden by default)
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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
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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="gradio_user_history_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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# Interactions
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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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# Taken from https://github.com/gradio-app/gradio/issues/3324#issuecomment-1446382045
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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 (only shown locally or when logged in as Space owner)
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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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# Ignore images from logged out users
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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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# Ignore images if user history not used
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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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# Copy image to storage
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image_path = _copy_image(image, dst_folder=user_history._user_images_path(username))
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# Save new image + metadata
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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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def save_file(
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profile: gr.OAuthProfile | None,
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image: Image | np.ndarray | str | Path | None = None,
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video: str | Path | None = None,
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audio: str | Path | None = None,
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document: str | Path | None = None,
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label: str | None = None,
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metadata: Dict | None = None,
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):
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# Ignore files from logged out users
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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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# Ignore files if user history not used
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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 files 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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# Save new files + metadata
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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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# Copy image to storage
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image_path = None
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if image is not None:
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image_path = _copy_image(image, dst_folder=user_history._user_images_path(username))
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image_path = _add_metadata(image_path, metadata)
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# Copy video to storage
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if video is not None:
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video_path = _copy_file(video, dst_folder=user_history._user_file_path(username, "videos"))
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video_path = _add_metadata(video_path, metadata)
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# Copy audio to storage
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if audio is not None:
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audio_path = _copy_file(audio, dst_folder=user_history._user_file_path(username, "audios"))
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audio_path = _add_metadata(audio_path, metadata)
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# Copy document to storage
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if document is not None:
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document_path = _copy_file(document, dst_folder=user_history._user_file_path(username, "documents"))
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document_path = _add_metadata(document_path, metadata)
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# Save Json file
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data = {"image_path": str(image_path), "video_path": str(video_path), "audio_path": str(audio_path), "document_path": str(document_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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#############
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# Internals #
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#############
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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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# Using singleton pattern => we don't want to expose an object (more complex to use) but still want to keep
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# state between `render` and `save_image` calls.
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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") # lock outside of folder => better when exporting ZIP
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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 _user_file_path(self, username: str, filetype: str = "images") -> Path:
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path = self._user_path(username) / filetype
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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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# Cannot load history for logged out users
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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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# No file => no history saved yet
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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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# Read history
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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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# Cannot load history for logged out users
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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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# Zip history
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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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# Cannot load history for logged out users
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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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####################
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# Internal helpers #
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####################
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def _copy_image(image: Image | np.ndarray | str | Path, dst_folder: Path) -> Path:
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try:
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"""Copy image to the images folder."""
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# Already a path => copy it
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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}" # keep file ext
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shutil.copyfile(image, dst)
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return dst
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# Still a Python object => serialize it
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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"Path(file).name}_{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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except Exception as e:
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print(f"An error occurred: {e}")
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if not isinstance(dst, Path):
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dst = Path(image)
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return dst # Return the original file_location if an error occurs
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def _copy_file(file: any | np.ndarray | str | Path, dst_folder: Path) -> Path:
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try:
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"""Copy file to the appropriate folder."""
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# Already a path => copy it
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if isinstance(file, str):
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file = Path(file)
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if isinstance(file, Path):
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dst = dst_folder / f"{file.stem}_{uuid4().hex}{file.suffix}" # keep file ext
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shutil.copyfile(file, dst)
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return dst
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# Still a Python object => serialize it
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if isinstance(file, np.ndarray):
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file = Image.fromarray(file)
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dst = dst_folder / f"{file.filename}_{uuid4().hex}{file.suffix}"
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file.save(dst)
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return dst
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| 384 |
-
# try other file types
|
| 385 |
-
kind = filetype.guess(file)
|
| 386 |
-
if kind is not None:
|
| 387 |
-
dst = dst_folder / f"{Path(file).stem}_{uuid4().hex}.{kind.extension}"
|
| 388 |
-
shutil.copyfile(file, dst)
|
| 389 |
-
return dst
|
| 390 |
-
raise ValueError(f"Unsupported file type: {type(file)}")
|
| 391 |
-
|
| 392 |
-
except Exception as e:
|
| 393 |
-
print(f"An error occurred: {e}")
|
| 394 |
-
if not isinstance(dst, Path):
|
| 395 |
-
dst = Path(file)
|
| 396 |
-
return dst # Return the original file_location if an error occurs
|
| 397 |
-
|
| 398 |
-
|
| 399 |
-
def _add_metadata(file_location: Path, metadata: Dict[str, Any]) -> Path:
|
| 400 |
-
try:
|
| 401 |
-
file_type = file_location.suffix
|
| 402 |
-
valid_file_types = [".wav", ".mp3", ".mp4", ".png"]
|
| 403 |
-
if file_type not in valid_file_types:
|
| 404 |
-
raise ValueError("Invalid file type. Valid file types are .wav, .mp3, .mp4, .png")
|
| 405 |
-
|
| 406 |
-
if file_type == ".wav":
|
| 407 |
-
# Open and process .wav file
|
| 408 |
-
with wave.open(file_location, 'rb') as wav_file:
|
| 409 |
-
# Get the current metadata
|
| 410 |
-
current_metadata = {key: value for key, value in wav_file.getparams()._asdict().items() if isinstance(value, (int, float))}
|
| 411 |
-
|
| 412 |
-
# Update metadata
|
| 413 |
-
current_metadata.update(metadata)
|
| 414 |
-
|
| 415 |
-
# Reopen the WAV file in write mode
|
| 416 |
-
with wave.open(file_location, 'wb') as wav_output_file:
|
| 417 |
-
# Set the new metadata
|
| 418 |
-
wav_output_file.setparams(wav_file.getparams())
|
| 419 |
-
|
| 420 |
-
# Save the WAV file (overwriting the previous version)
|
| 421 |
-
wav_output_file.close()
|
| 422 |
-
elif file_type == ".mp3":
|
| 423 |
-
# Open and process .mp3 file
|
| 424 |
-
audio = EasyMP3(file_location)
|
| 425 |
-
|
| 426 |
-
# Add metadata to the file
|
| 427 |
-
for key, value in metadata.items():
|
| 428 |
-
audio[key] = value
|
| 429 |
-
|
| 430 |
-
# Save the MP3 file (overwriting the previous version)
|
| 431 |
-
audio.save()
|
| 432 |
-
elif file_type == ".mp4":
|
| 433 |
-
# Open and process .mp4 file
|
| 434 |
-
# Add metadata to the file
|
| 435 |
-
wav_file_location = file_location.with_suffix(".wav")
|
| 436 |
-
wave_exists = wav_file_location.exists()
|
| 437 |
-
if not wave_exists:
|
| 438 |
-
# Use torchaudio to create the WAV file if it doesn't exist
|
| 439 |
-
audio, sample_rate = torchaudio.load(file_location, normalize=True)
|
| 440 |
-
torchaudio.save(wav_file_location, audio, sample_rate, format='wav')
|
| 441 |
-
|
| 442 |
-
# Use ffmpeg to add metadata to the video file
|
| 443 |
-
metadata_args = [f"{key}={value}" for key, value in metadata.items()]
|
| 444 |
-
ffmpeg_metadata = ":".join(metadata_args)
|
| 445 |
-
ffmpeg_cmd = f'ffmpeg -i "{file_location}" -i "{wav_file_location}" -map 0:v:0 -map 1:a:0 -c:v copy -c:a aac -metadata "{ffmpeg_metadata}" "{file_location}"'
|
| 446 |
-
subprocess.run(ffmpeg_cmd, shell=True, check=True)
|
| 447 |
-
|
| 448 |
-
# Remove temporary WAV file
|
| 449 |
-
if not wave_exists:
|
| 450 |
-
wav_file_location.unlink()
|
| 451 |
-
elif file_type == ".png":
|
| 452 |
-
# Open and process .png file
|
| 453 |
-
image = Image.open(file_location)
|
| 454 |
-
exif_data = image.info.get("exif", {})
|
| 455 |
-
exif_data.update(metadata)
|
| 456 |
-
# Add metadata to the file
|
| 457 |
-
image.save(file_location, exif=exif_data)
|
| 458 |
-
|
| 459 |
-
return file_location # Return the path to the modified file
|
| 460 |
-
|
| 461 |
-
except Exception as e:
|
| 462 |
-
print(f"An error occurred: {e}")
|
| 463 |
-
return file_location # Return the original file_location if an error occurs
|
| 464 |
-
|
| 465 |
-
def _resolve_folder_path(folder_path: str | Path | None) -> Path:
|
| 466 |
-
if folder_path is not None:
|
| 467 |
-
return Path(folder_path).expanduser().resolve()
|
| 468 |
-
|
| 469 |
-
if os.getenv("SYSTEM") == "spaces" and os.path.exists("/data"): # Persistent storage is enabled!
|
| 470 |
-
return Path("/data") / "_user_history"
|
| 471 |
-
|
| 472 |
-
# Not in a Space or Persistent storage not enabled => local folder
|
| 473 |
-
return Path("_user_history").resolve()
|
| 474 |
-
|
| 475 |
-
|
| 476 |
-
def _archives_path() -> Path:
|
| 477 |
-
# Doesn't have to be on persistent storage as it's only used for download
|
| 478 |
-
path = Path(__file__).parent / "_user_history_exports"
|
| 479 |
-
path.mkdir(parents=True, exist_ok=True)
|
| 480 |
-
return path
|
| 481 |
-
|
| 482 |
-
|
| 483 |
-
#################
|
| 484 |
-
# Admin section #
|
| 485 |
-
#################
|
| 486 |
-
|
| 487 |
-
|
| 488 |
-
def _admin_section() -> None:
|
| 489 |
-
title = gr.Markdown()
|
| 490 |
-
title.attach_load_event(_display_if_admin(), every=None)
|
| 491 |
-
|
| 492 |
-
|
| 493 |
-
def _display_if_admin() -> Callable:
|
| 494 |
-
def _inner(profile: gr.OAuthProfile | None) -> str:
|
| 495 |
-
if profile is None:
|
| 496 |
-
return ""
|
| 497 |
-
if profile["preferred_username"] in _fetch_admins():
|
| 498 |
-
return _admin_content()
|
| 499 |
-
return ""
|
| 500 |
-
|
| 501 |
-
return _inner
|
| 502 |
-
|
| 503 |
-
|
| 504 |
-
def _admin_content() -> str:
|
| 505 |
-
return f"""
|
| 506 |
-
## Admin section
|
| 507 |
-
|
| 508 |
-
Running on **{os.getenv("SYSTEM", "local")}** (id: {os.getenv("SPACE_ID")}). {_get_msg_is_persistent_storage_enabled()}
|
| 509 |
-
|
| 510 |
-
Admins: {', '.join(_fetch_admins())}
|
| 511 |
-
|
| 512 |
-
{_get_nb_users()} user(s), {_get_nb_images()} image(s)
|
| 513 |
-
|
| 514 |
-
### Configuration
|
| 515 |
-
|
| 516 |
-
History folder: *{_UserHistory().folder_path}*
|
| 517 |
-
|
| 518 |
-
Exports folder: *{_archives_path()}*
|
| 519 |
-
|
| 520 |
-
### Disk usage
|
| 521 |
-
|
| 522 |
-
{_disk_space_warning_message()}
|
| 523 |
-
"""
|
| 524 |
-
|
| 525 |
-
|
| 526 |
-
def _get_nb_users() -> int:
|
| 527 |
-
user_history = _UserHistory()
|
| 528 |
-
if not user_history.initialized:
|
| 529 |
-
return 0
|
| 530 |
-
if user_history.folder_path is not None and user_history.folder_path.exists():
|
| 531 |
-
return len([path for path in user_history.folder_path.iterdir() if path.is_dir()])
|
| 532 |
-
return 0
|
| 533 |
-
|
| 534 |
-
|
| 535 |
-
def _get_nb_images() -> int:
|
| 536 |
-
user_history = _UserHistory()
|
| 537 |
-
if not user_history.initialized:
|
| 538 |
-
return 0
|
| 539 |
-
if user_history.folder_path is not None and user_history.folder_path.exists():
|
| 540 |
-
return len([path for path in user_history.folder_path.glob("*/images/*")])
|
| 541 |
-
return 0
|
| 542 |
-
|
| 543 |
-
|
| 544 |
-
def _get_msg_is_persistent_storage_enabled() -> str:
|
| 545 |
-
if os.getenv("SYSTEM") == "spaces":
|
| 546 |
-
if os.path.exists("/data"):
|
| 547 |
-
return "Persistent storage is enabled."
|
| 548 |
-
else:
|
| 549 |
-
return (
|
| 550 |
-
"Persistent storage is not enabled. This means that user histories will be deleted when the Space is"
|
| 551 |
-
" restarted. Consider adding a Persistent Storage in your Space settings."
|
| 552 |
-
)
|
| 553 |
-
return ""
|
| 554 |
-
|
| 555 |
-
|
| 556 |
-
def _disk_space_warning_message() -> str:
|
| 557 |
-
user_history = _UserHistory()
|
| 558 |
-
if not user_history.initialized:
|
| 559 |
-
return ""
|
| 560 |
-
|
| 561 |
-
message = ""
|
| 562 |
-
if user_history.folder_path is not None:
|
| 563 |
-
total, used, _ = _get_disk_usage(user_history.folder_path)
|
| 564 |
-
message += f"History folder: **{used / 1e9 :.0f}/{total / 1e9 :.0f}GB** used ({100*used/total :.0f}%)."
|
| 565 |
-
|
| 566 |
-
total, used, _ = _get_disk_usage(_archives_path())
|
| 567 |
-
message += f"\n\nExports folder: **{used / 1e9 :.0f}/{total / 1e9 :.0f}GB** used ({100*used/total :.0f}%)."
|
| 568 |
-
|
| 569 |
-
return f"{message.strip()}"
|
| 570 |
-
|
| 571 |
-
|
| 572 |
-
def _get_disk_usage(path: Path) -> Tuple[int, int, int]:
|
| 573 |
-
for path in [path] + list(path.parents): # first check target_dir, then each parents one by one
|
| 574 |
-
try:
|
| 575 |
-
return shutil.disk_usage(path)
|
| 576 |
-
except OSError: # if doesn't exist or can't read => fail silently and try parent one
|
| 577 |
-
pass
|
| 578 |
-
return 0, 0, 0
|
| 579 |
-
|
| 580 |
-
|
| 581 |
-
@cache
|
| 582 |
-
def _fetch_admins() -> List[str]:
|
| 583 |
-
# Running locally => fake user is admin
|
| 584 |
-
if os.getenv("SYSTEM") != "spaces":
|
| 585 |
-
return ["FakeGradioUser"]
|
| 586 |
-
|
| 587 |
-
# Running in Space but no space_id => ???
|
| 588 |
-
space_id = os.getenv("SPACE_ID")
|
| 589 |
-
if space_id is None:
|
| 590 |
-
return ["Unknown"]
|
| 591 |
-
|
| 592 |
-
# Running in Space => try to fetch organization members
|
| 593 |
-
# Otherwise, it's not an organization => namespace is the user
|
| 594 |
-
namespace = space_id.split("/")[0]
|
| 595 |
-
response = requests.get(f"https://huggingface.co/api/organizations/{namespace}/members")
|
| 596 |
-
if response.status_code == 200:
|
| 597 |
-
return sorted((member["user"] for member in response.json()), key=lambda x: x.lower())
|
| 598 |
-
return [namespace]
|
|
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