Spaces:
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Running
Duplicate from Fisharp/starcoder-playground
Browse filesCo-authored-by: Salvador Fisharp <Fisharp@users.noreply.huggingface.co>
- .gitattributes +34 -0
- .gitignore +167 -0
- README.md +78 -0
- app.py +247 -0
- constants.py +7 -0
- requirements.txt +7 -0
- settings.py +16 -0
- src/request.py +74 -0
- src/utils.py +97 -0
- static/community-btn.js +75 -0
- static/community-icon.svg +4 -0
- static/loading-icon.svg +4 -0
- static/styles.css +78 -0
.gitattributes
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*.7z filter=lfs diff=lfs merge=lfs -text
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*.lfs.* filter=lfs diff=lfs merge=lfs -text
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*.mlmodel filter=lfs diff=lfs merge=lfs -text
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*.model filter=lfs diff=lfs merge=lfs -text
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*.msgpack filter=lfs diff=lfs merge=lfs -text
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*.npy filter=lfs diff=lfs merge=lfs -text
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*.npz filter=lfs diff=lfs merge=lfs -text
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*.onnx filter=lfs diff=lfs merge=lfs -text
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*.ot filter=lfs diff=lfs merge=lfs -text
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*.parquet filter=lfs diff=lfs merge=lfs -text
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*.pb filter=lfs diff=lfs merge=lfs -text
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*.pickle filter=lfs diff=lfs merge=lfs -text
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*.pkl filter=lfs diff=lfs merge=lfs -text
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*.pt filter=lfs diff=lfs merge=lfs -text
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*.pth filter=lfs diff=lfs merge=lfs -text
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*.rar filter=lfs diff=lfs merge=lfs -text
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*.safetensors filter=lfs diff=lfs merge=lfs -text
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saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.tar.* filter=lfs diff=lfs merge=lfs -text
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*.tflite filter=lfs diff=lfs merge=lfs -text
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*.tgz filter=lfs diff=lfs merge=lfs -text
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*.wasm filter=lfs diff=lfs merge=lfs -text
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*.xz 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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.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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| 59 |
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*.log
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| 60 |
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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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# 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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| 98 |
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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/#use-with-ide
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.pdm.toml
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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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| 114 |
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# Celery stuff
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| 116 |
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celerybeat-schedule
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| 117 |
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celerybeat.pid
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+
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# SageMath parsed files
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| 120 |
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*.sage.py
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| 121 |
+
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# Environments
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| 123 |
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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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| 128 |
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env.bak/
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| 129 |
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venv.bak/
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| 130 |
+
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| 131 |
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# Spyder project settings
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| 132 |
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.spyderproject
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| 133 |
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.spyproject
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| 134 |
+
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| 135 |
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# Rope project settings
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| 136 |
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.ropeproject
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| 137 |
+
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| 138 |
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# mkdocs documentation
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| 139 |
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/site
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| 140 |
+
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| 141 |
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# mypy
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| 142 |
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.mypy_cache/
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| 143 |
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.dmypy.json
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| 144 |
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dmypy.json
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| 145 |
+
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| 146 |
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# Pyre type checker
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| 147 |
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.pyre/
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| 148 |
+
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| 149 |
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# pytype static type analyzer
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| 150 |
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.pytype/
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| 151 |
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| 152 |
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# Cython debug symbols
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| 153 |
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cython_debug/
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| 154 |
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| 155 |
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# PyCharm
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| 156 |
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# JetBrains specific template is maintained in a separate JetBrains.gitignore that can
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| 157 |
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# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
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| 158 |
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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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| 159 |
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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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| 161 |
+
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| 162 |
+
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| 163 |
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# Temporary ignoring notebook files, conda environment yaml and the vs code workspace settings
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| 164 |
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.vscode
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| 165 |
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**/*.ipynb
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| 166 |
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**/*conda*.yml
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| 167 |
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README.md
ADDED
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@@ -0,0 +1,78 @@
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| 1 |
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---
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| 2 |
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title: StarCoder Demo
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| 3 |
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emoji: 💫
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| 4 |
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colorFrom: gray
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| 5 |
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colorTo: blue
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| 6 |
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sdk: gradio
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| 7 |
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sdk_version: 3.28.3
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| 8 |
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app_file: app.py
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| 9 |
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pinned: true
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duplicated_from: Fisharp/starcoder-playground
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| 11 |
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---
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| 12 |
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| 13 |
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| 14 |
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# ⭐StarCoder Demo💫
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| 15 |
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|
| 16 |
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## Code-Completion Playground 💻 with ⭐StarCoder Models
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| 17 |
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| 18 |
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This is a demo playground to generate code with the power of ⭐[StarCoder](https://huggingface.co/bigcode/starcoder) a **15B** parameter model for code generation in **80+** programming languages.
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| 19 |
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| 20 |
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ℹ️ This is not an instruction model but just a code completion tool.
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| 21 |
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| 22 |
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🗣️For instruction and chatting you can chat with a prompted version of the model directly at the [HuggingFace🤗Chat💬(hf.co/chat)](https://huggingface.co/chat/?model=starcoder)
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| 23 |
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| 24 |
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---
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| 25 |
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| 26 |
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**Intended Use**: this app and its [supporting model](https://huggingface.co/bigcode/starcoder) are provided for demonstration purposes only; not to serve as a replacement for human expertise. For more details on the model's limitations in terms of factuality and biases, please refer to the source [model card](hf.co/bigcode)
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| 27 |
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| 28 |
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⚠️ Any use or sharing of this demo constitutes your acceptance of the BigCode [OpenRAIL-M](https://huggingface.co/spaces/bigcode/bigcode-model-license-agreement) License Agreement and the use restrictions included within.
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| 29 |
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| 30 |
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---
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| 31 |
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| 32 |
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## Model Formats
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| 33 |
+
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| 34 |
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The model is pretrained on code and is formatted with special tokens in addition to the pure code data,\
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| 35 |
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such as prefixes specifying the source of the file or tokens separating code from a commit message.\
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| 36 |
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Use these templates to explore the model's capacities:
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| 37 |
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| 38 |
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### 1. Prefixes 🏷️
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| 39 |
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| 40 |
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For pure code files, use any combination of the following prefixes:
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| 41 |
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| 42 |
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```xml
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| 43 |
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<reponame>REPONAME<filename>FILENAME<gh_stars>STARS\ncode<|endoftext|>
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| 44 |
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```
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| 45 |
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| 46 |
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STARS can be one of: 0, 1-10, 10-100, 100-1000, 1000+
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| 47 |
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| 48 |
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### 2. Commits 💾
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| 49 |
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|
| 50 |
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The commits data is formatted as follows:
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| 51 |
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| 52 |
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```xml
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| 53 |
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<commit_before>code<commit_msg>text<commit_after>code<|endoftext|>
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| 54 |
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```
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| 55 |
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|
| 56 |
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### 3. Jupyter Notebooks 📓
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| 57 |
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|
| 58 |
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The model is trained on Jupyter notebooks as Python scripts and structured formats like:
|
| 59 |
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|
| 60 |
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```xml
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| 61 |
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<start_jupyter><jupyter_text>text<jupyter_code>code<jupyter_output>output<jupyter_text>
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| 62 |
+
```
|
| 63 |
+
|
| 64 |
+
### 4. Issues 🐛
|
| 65 |
+
|
| 66 |
+
We also trained on GitHub issues using the following formatting:
|
| 67 |
+
|
| 68 |
+
```xml
|
| 69 |
+
<issue_start><issue_comment>text<issue_comment>...<issue_closed>
|
| 70 |
+
```
|
| 71 |
+
|
| 72 |
+
### 5. Fill-in-the-middle 🧩
|
| 73 |
+
|
| 74 |
+
Fill in the middle requires rearranging the model inputs. The playground handles this for you - all you need is to specify where to fill:
|
| 75 |
+
|
| 76 |
+
```xml
|
| 77 |
+
code before<FILL_HERE>code after
|
| 78 |
+
```
|
app.py
ADDED
|
@@ -0,0 +1,247 @@
|
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|
|
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|
|
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|
|
|
|
|
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|
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|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import sys
|
| 2 |
+
import os
|
| 3 |
+
import logging as log
|
| 4 |
+
from typing import Generator
|
| 5 |
+
|
| 6 |
+
import gradio as gr
|
| 7 |
+
from gradio.themes.utils import sizes
|
| 8 |
+
from text_generation import Client
|
| 9 |
+
from src.request import StarCoderRequest, StarCoderRequestConfig
|
| 10 |
+
|
| 11 |
+
from src.utils import (
|
| 12 |
+
get_file_as_string,
|
| 13 |
+
get_sections,
|
| 14 |
+
get_url_from_env_or_default_path,
|
| 15 |
+
preview
|
| 16 |
+
)
|
| 17 |
+
from constants import (
|
| 18 |
+
FIM_MIDDLE,
|
| 19 |
+
FIM_PREFIX,
|
| 20 |
+
FIM_SUFFIX,
|
| 21 |
+
END_OF_TEXT,
|
| 22 |
+
MIN_TEMPERATURE,
|
| 23 |
+
)
|
| 24 |
+
from settings import (
|
| 25 |
+
DEFAULT_PORT,
|
| 26 |
+
DEFAULT_STARCODER_API_PATH,
|
| 27 |
+
DEFAULT_STARCODER_BASE_API_PATH,
|
| 28 |
+
)
|
| 29 |
+
|
| 30 |
+
HF_TOKEN = os.environ.get("HF_TOKEN", None)
|
| 31 |
+
# Gracefully exit the app if the HF_TOKEN is not set,
|
| 32 |
+
# printing to system `errout` the error (instead of raising an exception)
|
| 33 |
+
# and the expected behavior
|
| 34 |
+
if not HF_TOKEN:
|
| 35 |
+
ERR_MSG = """
|
| 36 |
+
Please set the HF_TOKEN environment variable with your Hugging Face API token.
|
| 37 |
+
You can get one by signing up at https://huggingface.co/join and then visiting
|
| 38 |
+
https://huggingface.co/settings/tokens."""
|
| 39 |
+
print(ERR_MSG, file=sys.stderr)
|
| 40 |
+
# gr.errors.GradioError(ERR_MSG)
|
| 41 |
+
# gr.close_all(verbose=False)
|
| 42 |
+
sys.exit(1)
|
| 43 |
+
|
| 44 |
+
API_URL_STAR = get_url_from_env_or_default_path("STARCODER_API", DEFAULT_STARCODER_API_PATH)
|
| 45 |
+
API_URL_BASE = get_url_from_env_or_default_path("STARCODER_BASE_API", DEFAULT_STARCODER_BASE_API_PATH)
|
| 46 |
+
|
| 47 |
+
preview("StarCoder Model URL", API_URL_STAR)
|
| 48 |
+
preview("StarCoderBase Model URL", API_URL_BASE)
|
| 49 |
+
preview("HF Token", HF_TOKEN, ofuscate=True)
|
| 50 |
+
|
| 51 |
+
_styles = get_file_as_string("styles.css")
|
| 52 |
+
_script = get_file_as_string("community-btn.js")
|
| 53 |
+
_sharing_icon_svg = get_file_as_string("community-icon.svg")
|
| 54 |
+
_loading_icon_svg = get_file_as_string("loading-icon.svg")
|
| 55 |
+
|
| 56 |
+
# Loads the whole content of the ./README.md file
|
| 57 |
+
# slicing/unpacking its different sections into their proper variables
|
| 58 |
+
readme_file_content = get_file_as_string("README.md", path='./')
|
| 59 |
+
(
|
| 60 |
+
manifest,
|
| 61 |
+
description,
|
| 62 |
+
disclaimer,
|
| 63 |
+
formats,
|
| 64 |
+
) = get_sections(readme_file_content, "---", up_to=4)
|
| 65 |
+
|
| 66 |
+
theme = gr.themes.Monochrome(
|
| 67 |
+
primary_hue="indigo",
|
| 68 |
+
secondary_hue="blue",
|
| 69 |
+
neutral_hue="slate",
|
| 70 |
+
radius_size=sizes.radius_sm,
|
| 71 |
+
font=[
|
| 72 |
+
gr.themes.GoogleFont("IBM Plex Sans", [400, 600]),
|
| 73 |
+
"ui-sans-serif",
|
| 74 |
+
"system-ui",
|
| 75 |
+
"sans-serif",
|
| 76 |
+
],
|
| 77 |
+
text_size=sizes.text_lg,
|
| 78 |
+
)
|
| 79 |
+
|
| 80 |
+
HEADERS = {
|
| 81 |
+
"Authorization": f"Bearer {HF_TOKEN}",
|
| 82 |
+
}
|
| 83 |
+
client_star = Client(API_URL_STAR, headers=HEADERS)
|
| 84 |
+
client_base = Client(API_URL_BASE, headers=HEADERS)
|
| 85 |
+
|
| 86 |
+
def get_tokens_collector(request: StarCoderRequest) -> Generator[str, None, None]:
|
| 87 |
+
|
| 88 |
+
model_client = client_star if request.settings.version == "StarCoder" else client_base
|
| 89 |
+
stream = model_client.generate_stream(request.prompt, **request.settings.kwargs())
|
| 90 |
+
for response in stream:
|
| 91 |
+
# print(response.token.id, response.token.text)
|
| 92 |
+
# if token.text != END_OF_TEXT:
|
| 93 |
+
if response.token.id != 0:
|
| 94 |
+
yield response.token.text
|
| 95 |
+
|
| 96 |
+
def get_tokens_accumulator(request: StarCoderRequest) -> Generator[str, None, None]:
|
| 97 |
+
# start with the prefix (if in fim_mode)
|
| 98 |
+
output = request.prefix if request.fim_mode else request.prompt
|
| 99 |
+
for token in get_tokens_collector(request=request):
|
| 100 |
+
output += token
|
| 101 |
+
yield output
|
| 102 |
+
# after the last token, append the suffix (if in fim_mode)
|
| 103 |
+
if request.fim_mode:
|
| 104 |
+
output += request.suffix
|
| 105 |
+
yield output
|
| 106 |
+
# Append an extra line at the end
|
| 107 |
+
yield output + '\n'
|
| 108 |
+
|
| 109 |
+
def get_tokens_linker(request: StarCoderRequest) -> str:
|
| 110 |
+
return "".join(list(get_tokens_collector(request)))
|
| 111 |
+
|
| 112 |
+
def generate(
|
| 113 |
+
prompt: str,
|
| 114 |
+
temperature = 0.9,
|
| 115 |
+
max_new_tokens = 256,
|
| 116 |
+
top_p = 0.95,
|
| 117 |
+
repetition_penalty = 1.0,
|
| 118 |
+
version = "StarCoder",
|
| 119 |
+
) -> Generator[str, None, None]:
|
| 120 |
+
request = StarCoderRequest(
|
| 121 |
+
prompt=prompt,
|
| 122 |
+
settings=StarCoderRequestConfig(
|
| 123 |
+
version=version,
|
| 124 |
+
temperature=temperature,
|
| 125 |
+
max_new_tokens=max_new_tokens,
|
| 126 |
+
top_p=top_p,
|
| 127 |
+
repetition_penalty=repetition_penalty,
|
| 128 |
+
)
|
| 129 |
+
)
|
| 130 |
+
yield from get_tokens_accumulator(request)
|
| 131 |
+
|
| 132 |
+
def process_example(
|
| 133 |
+
prompt: str,
|
| 134 |
+
temperature = 0.9,
|
| 135 |
+
max_new_tokens = 256,
|
| 136 |
+
top_p = 0.95,
|
| 137 |
+
repetition_penalty = 1.0,
|
| 138 |
+
version = "StarCoder",
|
| 139 |
+
) -> Generator[str, None, None]:
|
| 140 |
+
request = StarCoderRequest(
|
| 141 |
+
prompt=prompt,
|
| 142 |
+
settings=StarCoderRequestConfig(
|
| 143 |
+
version=version,
|
| 144 |
+
temperature=temperature,
|
| 145 |
+
max_new_tokens=max_new_tokens,
|
| 146 |
+
top_p=top_p,
|
| 147 |
+
repetition_penalty=repetition_penalty,
|
| 148 |
+
)
|
| 149 |
+
)
|
| 150 |
+
yield from get_tokens_linker(request)
|
| 151 |
+
|
| 152 |
+
# todo: move it into the README too
|
| 153 |
+
examples = [
|
| 154 |
+
"X_train, y_train, X_test, y_test = train_test_split(X, y, test_size=0.1)\n\n# Train a logistic regression model, predict the labels on the test set and compute the accuracy score",
|
| 155 |
+
"// Returns every other value in the array as a new array.\nfunction everyOther(arr) {",
|
| 156 |
+
"def alternating(list1, list2):\n results = []\n for i in range(min(len(list1), len(list2))):\n results.append(list1[i])\n results.append(list2[i])\n if len(list1) > len(list2):\n <FILL_HERE>\n else:\n results.extend(list2[i+1:])\n return results",
|
| 157 |
+
]
|
| 158 |
+
|
| 159 |
+
with gr.Blocks(theme=theme, analytics_enabled=False, css=_styles) as demo:
|
| 160 |
+
with gr.Column():
|
| 161 |
+
gr.Markdown(description)
|
| 162 |
+
with gr.Row():
|
| 163 |
+
with gr.Column():
|
| 164 |
+
instruction = gr.Textbox(
|
| 165 |
+
placeholder="Enter your code here",
|
| 166 |
+
label="Code",
|
| 167 |
+
elem_id="q-input",
|
| 168 |
+
)
|
| 169 |
+
submit = gr.Button("Generate", variant="primary")
|
| 170 |
+
output = gr.Code(elem_id="q-output", lines=30)
|
| 171 |
+
with gr.Row():
|
| 172 |
+
with gr.Column():
|
| 173 |
+
with gr.Accordion("Advanced settings", open=False):
|
| 174 |
+
with gr.Row():
|
| 175 |
+
column_1, column_2 = gr.Column(), gr.Column()
|
| 176 |
+
with column_1:
|
| 177 |
+
temperature = gr.Slider(
|
| 178 |
+
label="Temperature",
|
| 179 |
+
value=0.2,
|
| 180 |
+
minimum=0.0,
|
| 181 |
+
maximum=1.0,
|
| 182 |
+
step=0.05,
|
| 183 |
+
interactive=True,
|
| 184 |
+
info="Higher values produce more diverse outputs",
|
| 185 |
+
)
|
| 186 |
+
max_new_tokens = gr.Slider(
|
| 187 |
+
label="Max new tokens",
|
| 188 |
+
value=256,
|
| 189 |
+
minimum=0,
|
| 190 |
+
maximum=8192,
|
| 191 |
+
step=64,
|
| 192 |
+
interactive=True,
|
| 193 |
+
info="The maximum numbers of new tokens",
|
| 194 |
+
)
|
| 195 |
+
with column_2:
|
| 196 |
+
top_p = gr.Slider(
|
| 197 |
+
label="Top-p (nucleus sampling)",
|
| 198 |
+
value=0.90,
|
| 199 |
+
minimum=0.0,
|
| 200 |
+
maximum=1,
|
| 201 |
+
step=0.05,
|
| 202 |
+
interactive=True,
|
| 203 |
+
info="Higher values sample more low-probability tokens",
|
| 204 |
+
)
|
| 205 |
+
repetition_penalty = gr.Slider(
|
| 206 |
+
label="Repetition penalty",
|
| 207 |
+
value=1.2,
|
| 208 |
+
minimum=1.0,
|
| 209 |
+
maximum=2.0,
|
| 210 |
+
step=0.05,
|
| 211 |
+
interactive=True,
|
| 212 |
+
info="Penalize repeated tokens",
|
| 213 |
+
)
|
| 214 |
+
with gr.Column():
|
| 215 |
+
version = gr.Dropdown(
|
| 216 |
+
["StarCoderBase", "StarCoder"],
|
| 217 |
+
value="StarCoder",
|
| 218 |
+
label="Version",
|
| 219 |
+
info="",
|
| 220 |
+
)
|
| 221 |
+
gr.Markdown(disclaimer)
|
| 222 |
+
with gr.Group(elem_id="share-btn-container"):
|
| 223 |
+
community_icon = gr.HTML(_sharing_icon_svg, visible=True)
|
| 224 |
+
loading_icon = gr.HTML(_loading_icon_svg, visible=True)
|
| 225 |
+
share_button = gr.Button(
|
| 226 |
+
"Share to community", elem_id="share-btn", visible=True
|
| 227 |
+
)
|
| 228 |
+
gr.Examples(
|
| 229 |
+
examples=examples,
|
| 230 |
+
inputs=[instruction],
|
| 231 |
+
cache_examples=False,
|
| 232 |
+
fn=process_example,
|
| 233 |
+
outputs=[output],
|
| 234 |
+
)
|
| 235 |
+
gr.Markdown(formats)
|
| 236 |
+
|
| 237 |
+
submit.click(
|
| 238 |
+
generate,
|
| 239 |
+
inputs=[instruction, temperature, max_new_tokens, top_p, repetition_penalty, version],
|
| 240 |
+
outputs=[output],
|
| 241 |
+
# preprocess=False,
|
| 242 |
+
max_batch_size=8,
|
| 243 |
+
show_progress=True
|
| 244 |
+
)
|
| 245 |
+
share_button.click(None, [], [], _js=_script)
|
| 246 |
+
|
| 247 |
+
demo.queue(concurrency_count=16).launch(debug=True, server_port=DEFAULT_PORT)
|
constants.py
ADDED
|
@@ -0,0 +1,7 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
FIM_PREFIX = "<fim_prefix>"
|
| 2 |
+
FIM_MIDDLE = "<fim_middle>"
|
| 3 |
+
FIM_SUFFIX = "<fim_suffix>"
|
| 4 |
+
END_OF_TEXT = "<|endoftext|>"
|
| 5 |
+
|
| 6 |
+
# Near zero temperature to avoid division by zero
|
| 7 |
+
MIN_TEMPERATURE = 1e-4
|
requirements.txt
ADDED
|
@@ -0,0 +1,7 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Gradio
|
| 2 |
+
gradio==3.28.2
|
| 3 |
+
|
| 4 |
+
# HuggingFace
|
| 5 |
+
huggingface_hub==0.14.1
|
| 6 |
+
text-generation==0.5.1
|
| 7 |
+
transformers==4.28.1
|
settings.py
ADDED
|
@@ -0,0 +1,16 @@
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|
| 1 |
+
# URLs for the StarCoder Models/APIs
|
| 2 |
+
DEFAULT_HUGGINGFACE_MODELS_API_BASE_URL = "https://api-inference.huggingface.co/models/"
|
| 3 |
+
DEFAULT_STARCODER_API_PATH = "bigcode/starcoder/"
|
| 4 |
+
DEFAULT_STARCODER_BASE_API_PATH = "bigcode/starcoderbase/"
|
| 5 |
+
FIM_INDICATOR = "<FILL_HERE>"
|
| 6 |
+
DEFAULT_PORT = 7860
|
| 7 |
+
|
| 8 |
+
STATIC_PATH = "static"
|
| 9 |
+
|
| 10 |
+
DEFAULT_SETTINGS = dict(
|
| 11 |
+
temperature = 0.9,
|
| 12 |
+
max_new_tokens = 256,
|
| 13 |
+
top_p = 0.95,
|
| 14 |
+
repetition_penalty = 1.0,
|
| 15 |
+
version = "StarCoder",
|
| 16 |
+
)
|
src/request.py
ADDED
|
@@ -0,0 +1,74 @@
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|
| 1 |
+
from dataclasses import dataclass
|
| 2 |
+
from typing import Dict, Any, Union
|
| 3 |
+
|
| 4 |
+
from constants import (
|
| 5 |
+
FIM_MIDDLE,
|
| 6 |
+
FIM_PREFIX,
|
| 7 |
+
FIM_SUFFIX,
|
| 8 |
+
MIN_TEMPERATURE,
|
| 9 |
+
)
|
| 10 |
+
from settings import (
|
| 11 |
+
FIM_INDICATOR,
|
| 12 |
+
)
|
| 13 |
+
|
| 14 |
+
@dataclass
|
| 15 |
+
class StarCoderRequestConfig:
|
| 16 |
+
temperature: float
|
| 17 |
+
max_new_tokens: int
|
| 18 |
+
top_p: float
|
| 19 |
+
repetition_penalty: float
|
| 20 |
+
version: str
|
| 21 |
+
|
| 22 |
+
def __post_init__(self):
|
| 23 |
+
self.temperature = min(float(self.temperature), MIN_TEMPERATURE)
|
| 24 |
+
self.max_new_tokens = int(self.max_new_tokens)
|
| 25 |
+
self.top_p = float(self.top_p)
|
| 26 |
+
self.repetition_penalty = float(self.repetition_penalty)
|
| 27 |
+
self.do_sample = True
|
| 28 |
+
self.seed = 42
|
| 29 |
+
|
| 30 |
+
def __repr__(self) -> str:
|
| 31 |
+
"""Returns a custom string representation of the Configurations."""
|
| 32 |
+
values = dict(
|
| 33 |
+
model = self.version,
|
| 34 |
+
temp = self.temperature,
|
| 35 |
+
tokens = self.max_new_tokens,
|
| 36 |
+
p = self.top_p,
|
| 37 |
+
penalty = self.repetition_penalty,
|
| 38 |
+
sample = self.do_sample,
|
| 39 |
+
seed = self.seed,
|
| 40 |
+
)
|
| 41 |
+
return f"StarCoderRequestConfig({values})"
|
| 42 |
+
|
| 43 |
+
def kwargs(self) -> Dict[str, Union[Any, float, int]]:
|
| 44 |
+
"""
|
| 45 |
+
Returns a custom dictionary representation of the Configurations.
|
| 46 |
+
removing the model version.
|
| 47 |
+
"""
|
| 48 |
+
values = vars(self).copy()
|
| 49 |
+
values.pop("version")
|
| 50 |
+
return values
|
| 51 |
+
|
| 52 |
+
@dataclass
|
| 53 |
+
class StarCoderRequest:
|
| 54 |
+
prompt: str
|
| 55 |
+
settings: StarCoderRequestConfig
|
| 56 |
+
|
| 57 |
+
def __post_init__(self):
|
| 58 |
+
self.fim_mode = FIM_INDICATOR in self.prompt
|
| 59 |
+
self.prefix, self.suffix = None, None
|
| 60 |
+
if self.fim_mode:
|
| 61 |
+
try:
|
| 62 |
+
self.prefix, self.suffix = self.prompt.split(FIM_INDICATOR)
|
| 63 |
+
except Exception as err:
|
| 64 |
+
print(str(err))
|
| 65 |
+
raise ValueError(f"Only one {FIM_INDICATOR} allowed in prompt!") from err
|
| 66 |
+
self.prompt = f"{FIM_PREFIX}{self.prefix}{FIM_SUFFIX}{self.suffix}{FIM_MIDDLE}"
|
| 67 |
+
|
| 68 |
+
def __repr__(self) -> str:
|
| 69 |
+
"""Returns a custom string representation of the Request."""
|
| 70 |
+
values = dict(
|
| 71 |
+
prompt = self.prompt,
|
| 72 |
+
configuration = self.settings,
|
| 73 |
+
)
|
| 74 |
+
return f"StarCoderRequest({values})"
|
src/utils.py
ADDED
|
@@ -0,0 +1,97 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import os
|
| 2 |
+
from typing import List
|
| 3 |
+
from urllib.parse import urljoin
|
| 4 |
+
|
| 5 |
+
from settings import (
|
| 6 |
+
DEFAULT_HUGGINGFACE_MODELS_API_BASE_URL,
|
| 7 |
+
STATIC_PATH,
|
| 8 |
+
)
|
| 9 |
+
|
| 10 |
+
def masked(value: str, n_shown: int, length: int = None) -> str:
|
| 11 |
+
"""Returns a string with the first and last n_shown characters
|
| 12 |
+
and the middle of the string replaced with '*'
|
| 13 |
+
|
| 14 |
+
Args:
|
| 15 |
+
value (str): The string to mask
|
| 16 |
+
n_shown (int): The number of characters to show at the beginning and end of the string
|
| 17 |
+
length (int, optional): The length of the string. If not given, it will be calculated as the length of the value. Defaults to None.
|
| 18 |
+
|
| 19 |
+
Returns:
|
| 20 |
+
str: The masked string
|
| 21 |
+
"""
|
| 22 |
+
l = length or len(value)
|
| 23 |
+
return value[0:n_shown] + '*'*(length-2*n_shown) + value[-n_shown:]
|
| 24 |
+
|
| 25 |
+
|
| 26 |
+
def ofuscated(value: str) -> str:
|
| 27 |
+
"""Returns a string with the first and last 4 characters
|
| 28 |
+
and the middle of the string replaced with '*'
|
| 29 |
+
|
| 30 |
+
Args:
|
| 31 |
+
value (str): The string to mask
|
| 32 |
+
|
| 33 |
+
Returns:
|
| 34 |
+
str: The masked string
|
| 35 |
+
"""
|
| 36 |
+
return masked(value, 4, len(value)//2)
|
| 37 |
+
|
| 38 |
+
|
| 39 |
+
def preview(label:str, value: str, ofuscate=False):
|
| 40 |
+
"""Print the variable name and its value in a nice way.
|
| 41 |
+
If ofuscate is True, it will ofuscate the value
|
| 42 |
+
|
| 43 |
+
Args:
|
| 44 |
+
variable_name (str): The name of the variable to print
|
| 45 |
+
ofuscate (bool, optional): If True, it will ofuscate the value. Defaults to False.
|
| 46 |
+
"""
|
| 47 |
+
str_value = ofuscated(str(value)) if ofuscate else str(value)
|
| 48 |
+
print(f"{label} = {str_value}")
|
| 49 |
+
|
| 50 |
+
def get_url_from_env_or_default_path(env_name: str, api_path: str) -> str:
|
| 51 |
+
"""Takes an url from the env variable (given the env name)
|
| 52 |
+
or combines with urljoin the default models base url
|
| 53 |
+
with the default path (given the path name)
|
| 54 |
+
|
| 55 |
+
Args:
|
| 56 |
+
env_name (str): The name of the environment variable to check
|
| 57 |
+
api_path (str): The default path to use if the environment variable is not set
|
| 58 |
+
|
| 59 |
+
Returns:
|
| 60 |
+
str: The url to use
|
| 61 |
+
"""
|
| 62 |
+
return os.environ.get(env_name) or urljoin(
|
| 63 |
+
DEFAULT_HUGGINGFACE_MODELS_API_BASE_URL, api_path
|
| 64 |
+
)
|
| 65 |
+
|
| 66 |
+
def get_file_as_string(file_name, path=STATIC_PATH) -> str:
|
| 67 |
+
"""Loads the content of a file given its name
|
| 68 |
+
and returns all of its lines as a single string
|
| 69 |
+
if a file path is given, it will be used
|
| 70 |
+
instead of the default static path (from settings)
|
| 71 |
+
|
| 72 |
+
Args:
|
| 73 |
+
file_name (_type_): The name of the file to load.
|
| 74 |
+
path (str, optional): The path to the file. Defaults to the current directory.
|
| 75 |
+
|
| 76 |
+
Returns:
|
| 77 |
+
str: The content of the file as a single string
|
| 78 |
+
"""
|
| 79 |
+
with open(os.path.join(path, file_name), mode='r', encoding='UTF-8') as f:
|
| 80 |
+
return f.read()
|
| 81 |
+
|
| 82 |
+
|
| 83 |
+
def get_sections(string: str, delimiter: str, up_to: int = None) -> List[str]:
|
| 84 |
+
"""Splits a string into sections given a delimiter
|
| 85 |
+
|
| 86 |
+
Args:
|
| 87 |
+
string (str): The string to split
|
| 88 |
+
delimiter (str): The delimiter to use
|
| 89 |
+
up_to (int, optional): The maximum number of sections to return.
|
| 90 |
+
Defaults to None (which means all sections)
|
| 91 |
+
|
| 92 |
+
Returns:
|
| 93 |
+
List[str]: The list of sections (up to the given limit, if any provided)
|
| 94 |
+
"""
|
| 95 |
+
return [section.strip()
|
| 96 |
+
for section in string.split(delimiter)
|
| 97 |
+
if (section and not section.isspace())][:up_to]
|
static/community-btn.js
ADDED
|
@@ -0,0 +1,75 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
async () => {
|
| 2 |
+
async function uploadFile(file){
|
| 3 |
+
const UPLOAD_URL = 'https://huggingface.co/uploads';
|
| 4 |
+
const response = await fetch(UPLOAD_URL, {
|
| 5 |
+
method: 'POST',
|
| 6 |
+
headers: {
|
| 7 |
+
'Content-Type': file.type,
|
| 8 |
+
'X-Requested-With': 'XMLHttpRequest',
|
| 9 |
+
},
|
| 10 |
+
body: file, /// <- File inherits from Blob
|
| 11 |
+
});
|
| 12 |
+
const url = await response.text();
|
| 13 |
+
return url;
|
| 14 |
+
}
|
| 15 |
+
|
| 16 |
+
async function getInputImgFile(imgEl){
|
| 17 |
+
const res = await fetch(imgEl.src);
|
| 18 |
+
const blob = await res.blob();
|
| 19 |
+
const imgId = Date.now() % 200;
|
| 20 |
+
const isPng = imgEl.src.startsWith(`data:image/png`);
|
| 21 |
+
if(isPng){
|
| 22 |
+
const fileName = `sd-perception-${{imgId}}.png`;
|
| 23 |
+
return new File([blob], fileName, { type: 'image/png' });
|
| 24 |
+
}else{
|
| 25 |
+
const fileName = `sd-perception-${{imgId}}.jpg`;
|
| 26 |
+
return new File([blob], fileName, { type: 'image/jpeg' });
|
| 27 |
+
}
|
| 28 |
+
}
|
| 29 |
+
|
| 30 |
+
// const gradioEl = document.querySelector('body > gradio-app');
|
| 31 |
+
const gradioEl = document.querySelector("gradio-app");
|
| 32 |
+
const inputTxt = gradioEl.querySelector('#q-input textarea').value;
|
| 33 |
+
let outputTxt = gradioEl.querySelector('#q-output .codemirror-wrapper .cm-scroller > div:nth-of-type(2)').innerText;
|
| 34 |
+
outputTxt = `<pre>${outputTxt}</pre>`
|
| 35 |
+
|
| 36 |
+
const titleLength = 150;
|
| 37 |
+
let titleTxt = inputTxt;
|
| 38 |
+
if(titleTxt.length > titleLength){
|
| 39 |
+
titleTxt = titleTxt.slice(0, titleLength) + ' ...';
|
| 40 |
+
}
|
| 41 |
+
|
| 42 |
+
const shareBtnEl = gradioEl.querySelector('#share-btn');
|
| 43 |
+
const shareIconEl = gradioEl.querySelector('#share-btn-share-icon');
|
| 44 |
+
const loadingIconEl = gradioEl.querySelector('#share-btn-loading-icon');
|
| 45 |
+
|
| 46 |
+
if(!inputTxt || !outputTxt){
|
| 47 |
+
return;
|
| 48 |
+
};
|
| 49 |
+
|
| 50 |
+
shareBtnEl.style.pointerEvents = 'none';
|
| 51 |
+
shareIconEl.style.display = 'none';
|
| 52 |
+
loadingIconEl.style.removeProperty('display');
|
| 53 |
+
|
| 54 |
+
const descriptionMd = `### Question:
|
| 55 |
+
${inputTxt}
|
| 56 |
+
|
| 57 |
+
### Answer:
|
| 58 |
+
|
| 59 |
+
${outputTxt}`;
|
| 60 |
+
|
| 61 |
+
const params = {
|
| 62 |
+
title: titleTxt,
|
| 63 |
+
description: descriptionMd,
|
| 64 |
+
};
|
| 65 |
+
|
| 66 |
+
const paramsStr = Object.entries(params)
|
| 67 |
+
.map(([key, value]) => `${encodeURIComponent(key)}=${encodeURIComponent(value)}`)
|
| 68 |
+
.join('&');
|
| 69 |
+
|
| 70 |
+
window.open(`https://huggingface.co/spaces/fisharp/starcoder-playground/discussions/new?${paramsStr}`, '_blank');
|
| 71 |
+
|
| 72 |
+
shareBtnEl.style.removeProperty('pointer-events');
|
| 73 |
+
shareIconEl.style.removeProperty('display');
|
| 74 |
+
loadingIconEl.style.display = 'none';
|
| 75 |
+
}
|
static/community-icon.svg
ADDED
|
|
static/loading-icon.svg
ADDED
|
|
static/styles.css
ADDED
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@@ -0,0 +1,78 @@
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| 1 |
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@import url('https://fonts.googleapis.com/css2?family=IBM+Plex+Mono:wght@400;600;700&display=swap');
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| 2 |
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| 3 |
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h1, h2 {
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| 4 |
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font-family: 'IBM Plex Mono', sans-serif;
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| 5 |
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}
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| 6 |
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| 7 |
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.generating {
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| 8 |
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visibility: hidden
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| 9 |
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}
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| 10 |
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| 11 |
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.gradio-container {
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| 12 |
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color: black
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| 13 |
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}
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| 14 |
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| 15 |
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/* monospace_css */
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| 16 |
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#q-input textarea {
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| 17 |
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font-family: monospace, 'Consolas', Courier, monospace;
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| 18 |
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}
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| 19 |
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| 20 |
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/* Share Button */
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| 21 |
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| 22 |
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/* it was hidden directly inside the svg xml content */
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| 23 |
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#share-btn-loading-icon {
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| 24 |
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display: none;
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| 25 |
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}
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| 26 |
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| 27 |
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a {
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| 28 |
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text-decoration-line: underline;
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| 29 |
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font-weight: 600;
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| 30 |
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}
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| 31 |
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| 32 |
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.animate-spin {
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| 33 |
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animation: spin 1s linear infinite;
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| 34 |
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}
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| 35 |
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| 36 |
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@keyframes spin {
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| 37 |
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from {
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| 38 |
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transform: rotate(0deg);
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| 39 |
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}
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| 40 |
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to {
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| 41 |
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transform: rotate(360deg);
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| 42 |
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}
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| 43 |
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}
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| 44 |
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| 45 |
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#share-btn-container {
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| 46 |
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display: flex;
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| 47 |
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padding-left: 0.5rem !important;
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| 48 |
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padding-right: 0.5rem !important;
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| 49 |
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background-color: #000000;
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| 50 |
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justify-content: center;
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| 51 |
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align-items: center;
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| 52 |
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border-radius: 9999px !important;
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| 53 |
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width: 15rem;
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| 54 |
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}
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| 55 |
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| 56 |
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#share-btn {
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| 57 |
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all: initial;
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| 58 |
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color: #ffffff;
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| 59 |
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font-weight: 600;
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| 60 |
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cursor: pointer;
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| 61 |
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font-family: 'IBM Plex Sans', sans-serif;
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| 62 |
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margin-left: 0.5rem !important;
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| 63 |
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padding-top: 0.25rem !important;
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| 64 |
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padding-bottom: 0.25rem !important;
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| 65 |
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}
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| 66 |
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| 67 |
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#share-btn * {
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| 68 |
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all: unset;
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| 69 |
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}
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| 70 |
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| 71 |
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#share-btn-container div:nth-child(-n+2) {
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| 72 |
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width: auto !important;
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| 73 |
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min-height: 0px !important;
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| 74 |
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}
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| 75 |
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| 76 |
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#share-btn-container .wrap {
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| 77 |
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display: none !important;
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| 78 |
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}
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