Initial project
Browse files- .gitattributes +2 -0
- .gitignore +172 -0
- .vscode/settings.json +6 -0
- README.md +12 -3
- app.py +76 -0
- functions.py +223 -0
- openllm.py +59 -0
- pixi.lock +1634 -0
- pixi.toml +44 -0
.gitattributes
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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# SCM syntax highlighting
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pixi.lock linguist-language=YAML linguist-generated=true
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.gitignore
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# Byte-compiled / optimized / DLL files
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__pycache__/
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*.py[cod]
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*$py.class
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# C extensions
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*.so
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# Distribution / packaging
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.Python
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build/
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develop-eggs/
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dist/
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downloads/
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eggs/
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.eggs/
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lib/
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lib64/
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parts/
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sdist/
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var/
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wheels/
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share/python-wheels/
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*.egg-info/
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.installed.cfg
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*.egg
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MANIFEST
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# PyInstaller
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# Usually these files are written by a python script from a template
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# before PyInstaller builds the exe, so as to inject date/other infos into it.
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*.manifest
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*.spec
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# Installer logs
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+
pip-log.txt
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+
pip-delete-this-directory.txt
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# Unit test / coverage reports
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htmlcov/
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.tox/
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.nox/
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.coverage
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.coverage.*
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.cache
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nosetests.xml
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coverage.xml
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*.cover
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*.py,cover
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.hypothesis/
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.pytest_cache/
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cover/
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# Translations
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*.mo
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*.pot
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# Django stuff:
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*.log
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local_settings.py
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db.sqlite3
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db.sqlite3-journal
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# Flask stuff:
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instance/
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.webassets-cache
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# Scrapy stuff:
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.scrapy
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# Sphinx documentation
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docs/_build/
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# PyBuilder
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.pybuilder/
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target/
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# Jupyter Notebook
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.ipynb_checkpoints
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# IPython
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profile_default/
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ipython_config.py
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|
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# pyenv
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# For a library or package, you might want to ignore these files since the code is
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# intended to run in multiple environments; otherwise, check them in:
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# .python-version
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# pipenv
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# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
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# However, in case of collaboration, if having platform-specific dependencies or dependencies
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# having no cross-platform support, pipenv may install dependencies that don't work, or not
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# install all needed dependencies.
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#Pipfile.lock
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# poetry
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# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
|
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# This is especially recommended for binary packages to ensure reproducibility, and is more
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# commonly ignored for libraries.
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# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
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#poetry.lock
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# pdm
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# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
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#pdm.lock
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# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
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# in version control.
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# https://pdm.fming.dev/latest/usage/project/#working-with-version-control
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.pdm.toml
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.pdm-python
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.pdm-build/
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# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
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__pypackages__/
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# Celery stuff
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celerybeat-schedule
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celerybeat.pid
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# SageMath parsed files
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*.sage.py
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# Environments
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.env
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.venv
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env/
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venv/
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ENV/
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env.bak/
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venv.bak/
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# Spyder project settings
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.spyderproject
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.spyproject
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# Rope project settings
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.ropeproject
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# mkdocs documentation
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/site
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# mypy
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.mypy_cache/
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.dmypy.json
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dmypy.json
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# Pyre type checker
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.pyre/
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# pytype static type analyzer
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.pytype/
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# Cython debug symbols
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cython_debug/
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# PyCharm
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# JetBrains specific template is maintained in a separate JetBrains.gitignore that can
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# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
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# and can be added to the global gitignore or merged into this file. For a more nuclear
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# option (not recommended) you can uncomment the following to ignore the entire idea folder.
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#.idea/
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# HuggingFace
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.cache/
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# CUSTOM
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*.db
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# pixi environments
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.pixi
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*.egg-info
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.vscode/settings.json
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{
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"editor.codeActionsOnSave": {
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"source.organizeImports": "explicit",
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"source.fixAll": "explicit"
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}
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}
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README.md
CHANGED
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---
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-
title: Open
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-
emoji:
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-
colorFrom:
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colorTo: yellow
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sdk: gradio
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sdk_version: 5.7.1
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app_file: app.py
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pinned: false
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license: apache-2.0
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short_description: Adds Open LLM Leaderboard results to a target modelcard
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---
|
13 |
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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1 |
---
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title: Open LLM Leaderboard Results To Modelcard
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emoji: π§
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4 |
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colorFrom: green
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colorTo: yellow
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sdk: gradio
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sdk_version: 5.7.1
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8 |
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python_version: 3.12
|
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app_file: app.py
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pinned: false
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license: apache-2.0
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short_description: Adds Open LLM Leaderboard results to a target modelcard
|
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hf_oauth: true
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hf_oauth_scopes:
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- read-repos
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- write-discussions
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17 |
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space_ci:
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trusted_authors: []
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secrets: []
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hardware: cpu-basic
|
21 |
---
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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app.py
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import os
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import time
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os.system("wget https://raw.githubusercontent.com/Weyaxi/scrape-open-llm-leaderboard/main/openllm.py")
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from huggingface_hub import HfApi, HfFileSystem
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import time
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import pandas as pd
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import threading
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import gradio as gr
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from gradio_space_ci import enable_space_ci
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from functions import commit
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enable_space_ci()
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HF_TOKEN = os.getenv('HF_TOKEN')
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BOT_HF_TOKEN = os.getenv('BOT_HF_TOKEN')
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api = HfApi()
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fs = HfFileSystem()
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def refresh(how_much=43200): # default to 12 hour
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time.sleep(how_much)
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try:
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api.restart_space(repo_id="Weyaxi/leaderboard-results-to-modelcard")
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except Exception as e:
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print(f"Error while scraping leaderboard, trying again... {e}")
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refresh(600) # 10 minutes if any error happens
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gradio_title="π§ Open LLM Leaderboard Results PR Opener"
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gradio_desc= """π― This tool's aim is to provide [Open LLM Leaderboard](https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard) results in the model card.
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## π What Does This Tool Do:
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- This tool adds the [Open LLM Leaderboard](https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard) result of your model at the end of your model card.
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- This tool also adds evaluation results as your model's metadata to showcase the evaluation results as a widget.
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## π οΈ Backend
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The leaderboard's backend mainly runs on the [Hugging Face Hub API](https://huggingface.co/docs/huggingface_hub/v0.5.1/en/package_reference/hf_api).
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+
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## π€ Acknowledgements
|
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- Special thanks to [ClΓ©mentine Fourrier (clefourrier)](https://huggingface.co/clefourrier) for her help and contributions to the code.
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- Special thanks to [Lucain Pouget (Wauplin)](https://huggingface.co/Wauplin) for assisting with the [Hugging Face Hub API](https://huggingface.co/docs/huggingface_hub/v0.5.1/en/package_reference/hf_api).
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"""
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with gr.Blocks() as demo:
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gr.HTML(f"""<h1 align="center" id="space-title">{gradio_title}</h1>""")
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gr.HTML(f"""<h1 align="center" id="space-title" style="font-weight: bold; font-size: 40px; color: red;">DON'T SPAM MODELS!</h1>""")
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gr.HTML(f"""<h1 align="center" id="space-title" style="font-weight: bold; font-size: 25px; color: red;">I understand why you are angry, but spamming won't change anything!</h1>""")
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+
|
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gr.Markdown(gradio_desc)
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|
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with gr.Row(equal_height=False):
|
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with gr.Column():
|
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model_id = gr.Textbox(label="Model ID or URL", lines=1)
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59 |
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gr.LoginButton()
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|
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with gr.Column():
|
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output = gr.Textbox(label="Output", lines=1)
|
63 |
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|
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submit_btn = gr.Button("Submit", variant="primary")
|
65 |
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|
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def validate_model_id(input_id, oauth_token: gr.OAuthToken):
|
67 |
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if "mattshumer/" in input_id:
|
68 |
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gr.Error("DON'T, DON'T SPAM THAT MODELS")
|
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return "DON'T, DON'T SPAM THAT MODELS"
|
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else:
|
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return commit(input_id, oauth_token=oauth_token.token)
|
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|
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submit_btn.click(validate_model_id, model_id, output)
|
74 |
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|
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threading.Thread(target=refresh).start()
|
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demo.launch()
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functions.py
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|
|
|
1 |
+
import os
|
2 |
+
|
3 |
+
import gradio as gr
|
4 |
+
import pandas as pd
|
5 |
+
from huggingface_hub import (
|
6 |
+
CommitOperationAdd,
|
7 |
+
EvalResult,
|
8 |
+
ModelCard,
|
9 |
+
RepoUrl,
|
10 |
+
create_commit,
|
11 |
+
)
|
12 |
+
from huggingface_hub.repocard_data import eval_results_to_model_index
|
13 |
+
from pytablewriter import MarkdownTableWriter
|
14 |
+
|
15 |
+
from openllm import get_datas, get_json_format_data
|
16 |
+
|
17 |
+
BOT_HF_TOKEN = os.getenv("BOT_HF_TOKEN")
|
18 |
+
|
19 |
+
|
20 |
+
def search(df, value):
|
21 |
+
result_df = df[df["Model"] == value]
|
22 |
+
return result_df.iloc[0].to_dict() if not result_df.empty else None
|
23 |
+
|
24 |
+
|
25 |
+
def get_details_url(repo):
|
26 |
+
author, model = repo.split("/")
|
27 |
+
return f"https://huggingface.co/datasets/open-llm-leaderboard/{author}__{model}-details"
|
28 |
+
|
29 |
+
|
30 |
+
def get_query_url(repo):
|
31 |
+
return f"https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query={repo}"
|
32 |
+
|
33 |
+
|
34 |
+
def get_task_summary(results):
|
35 |
+
return {
|
36 |
+
"IFEval": {
|
37 |
+
"dataset_type": "HuggingFaceH4/ifeval",
|
38 |
+
"dataset_name": "IFEval (0-Shot)",
|
39 |
+
"metric_type": "inst_level_strict_acc and prompt_level_strict_acc",
|
40 |
+
"metric_value": results["IFEval"],
|
41 |
+
"dataset_config": None, # don't know
|
42 |
+
"dataset_split": None, # don't know
|
43 |
+
"dataset_revision": None,
|
44 |
+
"dataset_args": {"num_few_shot": 0},
|
45 |
+
"metric_name": "strict accuracy",
|
46 |
+
},
|
47 |
+
"BBH": {
|
48 |
+
"dataset_type": "BBH",
|
49 |
+
"dataset_name": "BBH (3-Shot)",
|
50 |
+
"metric_type": "acc_norm",
|
51 |
+
"metric_value": results["BBH"],
|
52 |
+
"dataset_config": None, # don't know
|
53 |
+
"dataset_split": None, # don't know
|
54 |
+
"dataset_revision": None,
|
55 |
+
"dataset_args": {"num_few_shot": 3},
|
56 |
+
"metric_name": "normalized accuracy",
|
57 |
+
},
|
58 |
+
"MATH Lvl 5": {
|
59 |
+
"dataset_type": "hendrycks/competition_math",
|
60 |
+
"dataset_name": "MATH Lvl 5 (4-Shot)",
|
61 |
+
"metric_type": "exact_match",
|
62 |
+
"metric_value": results["MATH Lvl 5"],
|
63 |
+
"dataset_config": None, # don't know
|
64 |
+
"dataset_split": None, # don't know
|
65 |
+
"dataset_revision": None,
|
66 |
+
"dataset_args": {"num_few_shot": 4},
|
67 |
+
"metric_name": "exact match",
|
68 |
+
},
|
69 |
+
"GPQA": {
|
70 |
+
"dataset_type": "Idavidrein/gpqa",
|
71 |
+
"dataset_name": "GPQA (0-shot)",
|
72 |
+
"metric_type": "acc_norm",
|
73 |
+
"metric_value": results["GPQA"],
|
74 |
+
"dataset_config": None, # don't know
|
75 |
+
"dataset_split": None, # don't know
|
76 |
+
"dataset_revision": None,
|
77 |
+
"dataset_args": {"num_few_shot": 0},
|
78 |
+
"metric_name": "acc_norm",
|
79 |
+
},
|
80 |
+
"MuSR": {
|
81 |
+
"dataset_type": "TAUR-Lab/MuSR",
|
82 |
+
"dataset_name": "MuSR (0-shot)",
|
83 |
+
"metric_type": "acc_norm",
|
84 |
+
"metric_value": results["MUSR"],
|
85 |
+
"dataset_config": None, # don't know
|
86 |
+
"dataset_split": None, # don't know
|
87 |
+
"dataset_args": {"num_few_shot": 0},
|
88 |
+
"metric_name": "acc_norm",
|
89 |
+
},
|
90 |
+
"MMLU-PRO": {
|
91 |
+
"dataset_type": "TIGER-Lab/MMLU-Pro",
|
92 |
+
"dataset_name": "MMLU-PRO (5-shot)",
|
93 |
+
"metric_type": "acc",
|
94 |
+
"metric_value": results["MMLU-PRO"],
|
95 |
+
"dataset_config": "main",
|
96 |
+
"dataset_split": "test",
|
97 |
+
"dataset_args": {"num_few_shot": 5},
|
98 |
+
"metric_name": "accuracy",
|
99 |
+
},
|
100 |
+
}
|
101 |
+
|
102 |
+
|
103 |
+
def get_eval_results(df, repo):
|
104 |
+
results = search(df, repo)
|
105 |
+
task_summary = get_task_summary(results)
|
106 |
+
md_writer = MarkdownTableWriter()
|
107 |
+
md_writer.headers = ["Metric", "Value"]
|
108 |
+
md_writer.value_matrix = [["Avg.", results["Average β¬οΈ"]]] + [
|
109 |
+
[v["dataset_name"], v["metric_value"]] for v in task_summary.values()
|
110 |
+
]
|
111 |
+
|
112 |
+
text = f"""
|
113 |
+
# [Open LLM Leaderboard Evaluation Results](https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard)
|
114 |
+
Detailed results can be found [here]({get_details_url(repo)})
|
115 |
+
|
116 |
+
{md_writer.dumps()}
|
117 |
+
"""
|
118 |
+
return text
|
119 |
+
|
120 |
+
|
121 |
+
def get_edited_yaml_readme(df, repo, token: str | None):
|
122 |
+
card = ModelCard.load(repo, token=token)
|
123 |
+
results = search(df, repo)
|
124 |
+
|
125 |
+
common = {
|
126 |
+
"task_type": "text-generation",
|
127 |
+
"task_name": "Text Generation",
|
128 |
+
"source_name": "Open LLM Leaderboard",
|
129 |
+
"source_url": f"https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard?query={repo}",
|
130 |
+
}
|
131 |
+
|
132 |
+
tasks_results = get_task_summary(results)
|
133 |
+
|
134 |
+
if not card.data[
|
135 |
+
"eval_results"
|
136 |
+
]: # No results reported yet, we initialize the metadata
|
137 |
+
card.data["model-index"] = eval_results_to_model_index(
|
138 |
+
repo.split("/")[1],
|
139 |
+
[EvalResult(**task, **common) for task in tasks_results.values()],
|
140 |
+
)
|
141 |
+
else: # We add the new evaluations
|
142 |
+
for task in tasks_results.values():
|
143 |
+
cur_result = EvalResult(**task, **common)
|
144 |
+
if any(
|
145 |
+
result.is_equal_except_value(cur_result)
|
146 |
+
for result in card.data["eval_results"]
|
147 |
+
):
|
148 |
+
continue
|
149 |
+
card.data["eval_results"].append(cur_result)
|
150 |
+
|
151 |
+
return str(card)
|
152 |
+
|
153 |
+
|
154 |
+
def commit(
|
155 |
+
repo,
|
156 |
+
pr_number=None,
|
157 |
+
message="Adding Evaluation Results",
|
158 |
+
oauth_token: gr.OAuthToken | None = None,
|
159 |
+
): # specify pr number if you want to edit it, don't if you don't want
|
160 |
+
data = get_json_format_data()
|
161 |
+
finished_models = get_datas(data)
|
162 |
+
df = pd.DataFrame(finished_models)
|
163 |
+
|
164 |
+
desc = """
|
165 |
+
This is an automated PR created with https://huggingface.co/spaces/Weyaxi/open-llm-leaderboard-results-pr
|
166 |
+
|
167 |
+
The purpose of this PR is to add evaluation results from the Open LLM Leaderboard to your model card.
|
168 |
+
|
169 |
+
Please report any issues here: https://huggingface.co/spaces/Weyaxi/open-llm-leaderboard-results-pr/discussions
|
170 |
+
"""
|
171 |
+
|
172 |
+
if not oauth_token:
|
173 |
+
raise gr.Warning(
|
174 |
+
"You are not logged in. Click on 'Sign in with Huggingface' to log in."
|
175 |
+
)
|
176 |
+
else:
|
177 |
+
token = oauth_token
|
178 |
+
|
179 |
+
if repo.startswith("https://huggingface.co/"):
|
180 |
+
try:
|
181 |
+
repo = RepoUrl(repo).repo_id
|
182 |
+
except Exception:
|
183 |
+
raise gr.Error(f"Not a valid repo id: {str(repo)}")
|
184 |
+
|
185 |
+
edited = {"revision": f"refs/pr/{pr_number}"} if pr_number else {"create_pr": True}
|
186 |
+
|
187 |
+
try:
|
188 |
+
try: # check if there is a readme already
|
189 |
+
readme_text = get_edited_yaml_readme(
|
190 |
+
df, repo, token=token
|
191 |
+
) + get_eval_results(df, repo)
|
192 |
+
except Exception as e:
|
193 |
+
if "Repo card metadata block was not found." in str(e): # There is no readme
|
194 |
+
readme_text = get_edited_yaml_readme(df, repo, token=token)
|
195 |
+
else:
|
196 |
+
print(f"Something went wrong: {e}")
|
197 |
+
|
198 |
+
liste = [
|
199 |
+
CommitOperationAdd(
|
200 |
+
path_in_repo="README.md", path_or_fileobj=readme_text.encode()
|
201 |
+
)
|
202 |
+
]
|
203 |
+
commit = create_commit(
|
204 |
+
repo_id=repo,
|
205 |
+
token=token,
|
206 |
+
operations=liste,
|
207 |
+
commit_message=message,
|
208 |
+
commit_description=desc,
|
209 |
+
repo_type="model",
|
210 |
+
**edited,
|
211 |
+
).pr_url
|
212 |
+
|
213 |
+
return commit
|
214 |
+
|
215 |
+
except Exception as e:
|
216 |
+
if "Discussions are disabled for this repo" in str(e):
|
217 |
+
return "Discussions disabled"
|
218 |
+
elif "Cannot access gated repo" in str(e):
|
219 |
+
return "Gated repo"
|
220 |
+
elif "Repository Not Found" in str(e):
|
221 |
+
return "Repository Not Found"
|
222 |
+
else:
|
223 |
+
return e
|
openllm.py
ADDED
@@ -0,0 +1,59 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import json
|
2 |
+
|
3 |
+
import requests
|
4 |
+
from bs4 import BeautifulSoup
|
5 |
+
|
6 |
+
|
7 |
+
def get_json_format_data():
|
8 |
+
url = "https://open-llm-leaderboard-open-llm-leaderboard.hf.space/"
|
9 |
+
response = requests.get(url)
|
10 |
+
soup = BeautifulSoup(response.content, "html.parser")
|
11 |
+
|
12 |
+
script_elements = soup.find_all("script")
|
13 |
+
json_format_data = json.loads(str(script_elements[1])[31:-10])
|
14 |
+
return json_format_data
|
15 |
+
|
16 |
+
|
17 |
+
def get_datas(data):
|
18 |
+
for component_index in range(
|
19 |
+
0, 50, 1
|
20 |
+
): # component_index sometimes changes when they update the space, we can use this "for" loop to avoid changing component index manually
|
21 |
+
try:
|
22 |
+
result_list = []
|
23 |
+
i = 0
|
24 |
+
columns = data["components"][component_index]["props"]["headers"]
|
25 |
+
|
26 |
+
while True:
|
27 |
+
try:
|
28 |
+
results = data["components"][component_index]["props"]["value"]["data"][i]
|
29 |
+
|
30 |
+
model_fullname_index = (
|
31 |
+
columns.index("fullname")
|
32 |
+
if "fullname" in [col.lower() for col in columns]
|
33 |
+
else -3
|
34 |
+
) # Will be used when we extract the model name from the data
|
35 |
+
|
36 |
+
try:
|
37 |
+
results_json = {
|
38 |
+
"T": results[0],
|
39 |
+
"Model": results[model_fullname_index],
|
40 |
+
} # Set the first 2 manually because normally there is a link in the "Model" column
|
41 |
+
|
42 |
+
if (
|
43 |
+
len(columns) < 20
|
44 |
+
): # If there are less than 20 columns (this number can definetly change), we know that we are trying wrong component index, so breaking loop to try next component index.
|
45 |
+
break
|
46 |
+
|
47 |
+
for col_index, col_name in enumerate(columns[2:], start=2):
|
48 |
+
results_json[col_name] = results[col_index]
|
49 |
+
|
50 |
+
except IndexError: # Wrong component index, so breaking loop to try next component index. (NOTE: More than one component index can give you some results but we must find the right component index to get all results we want.)
|
51 |
+
break
|
52 |
+
result_list.append(results_json)
|
53 |
+
i += 1
|
54 |
+
except IndexError: # No rows to extract so return the list (We know it is the right component index because we didn't break out of loop on the other exception.)
|
55 |
+
return result_list
|
56 |
+
except (KeyError, TypeError):
|
57 |
+
continue
|
58 |
+
|
59 |
+
return result_list
|
pixi.lock
ADDED
@@ -0,0 +1,1634 @@
|
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|
|
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sha256: 768e30dc513568491818fb068ee867c57c514b553915536da09e5d10b4ebf3c3
|
1624 |
+
md5: 9a17230f95733c04dc40a2b1e5491d74
|
1625 |
+
depends:
|
1626 |
+
- libzlib >=1.2.13,<2.0.0a0
|
1627 |
+
- ucrt >=10.0.20348.0
|
1628 |
+
- vc >=14.2,<15
|
1629 |
+
- vc14_runtime >=14.29.30139
|
1630 |
+
license: BSD-3-Clause
|
1631 |
+
license_family: BSD
|
1632 |
+
purls: []
|
1633 |
+
size: 349143
|
1634 |
+
timestamp: 1714723445995
|
pixi.toml
ADDED
@@ -0,0 +1,44 @@
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|
1 |
+
[project]
|
2 |
+
channels = ["conda-forge", "huggingface"]
|
3 |
+
description = "Add a short description here"
|
4 |
+
name = "open-llm-leaderboard-results-to-modelcard"
|
5 |
+
platforms = ["win-64"]
|
6 |
+
version = "0.1.0"
|
7 |
+
|
8 |
+
[tasks]
|
9 |
+
|
10 |
+
[dependencies]
|
11 |
+
python = "3.10.*"
|
12 |
+
huggingface_hub = ">=0.26.2,<0.27"
|
13 |
+
ruff = ">=0.8.1,<0.9"
|
14 |
+
|
15 |
+
[pypi-dependencies]
|
16 |
+
gradio = "==5.7.1"
|
17 |
+
pytablewriter = ">=1.2.0, <2"
|
18 |
+
gradio-space-ci = { git = "https://huggingface.co/spaces/Wauplin/gradio-space-ci", rev = "0.2.3" }
|
19 |
+
beautifulsoup4 = ">=4.12.3, <5"
|
20 |
+
|
21 |
+
[tool.ruff]
|
22 |
+
exclude = [".pixi", "__pycache__"]
|
23 |
+
ignore = ["E501", "E402"]
|
24 |
+
select = [
|
25 |
+
# pycodestyle
|
26 |
+
"E",
|
27 |
+
# Pyflakes
|
28 |
+
"F",
|
29 |
+
# Warnings
|
30 |
+
"W",
|
31 |
+
# isort
|
32 |
+
"I",
|
33 |
+
# pyupgrade
|
34 |
+
"UP",
|
35 |
+
# flake8-bugbear
|
36 |
+
"B",
|
37 |
+
# flake8-simplify
|
38 |
+
"SIM",
|
39 |
+
# flake8-quotes
|
40 |
+
"Q",
|
41 |
+
# flake8-async
|
42 |
+
"ASYNC"
|
43 |
+
]
|
44 |
+
line-length = 132
|