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Browse files- .gitignore +165 -0
- main.py +22 -75
- requirements.txt +15 -5
.gitignore
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| 1 |
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# Byte-compiled / optimized / DLL files
|
| 2 |
+
__pycache__/
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| 3 |
+
*.py[cod]
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| 4 |
+
*$py.class
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| 5 |
+
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| 6 |
+
# C extensions
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| 7 |
+
*.so
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| 8 |
+
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| 9 |
+
# Distribution / packaging
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| 10 |
+
.Python
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| 11 |
+
build/
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| 12 |
+
develop-eggs/
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| 13 |
+
dist/
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| 14 |
+
downloads/
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| 15 |
+
eggs/
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| 16 |
+
.eggs/
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| 17 |
+
lib/
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| 18 |
+
lib64/
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| 19 |
+
parts/
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| 20 |
+
sdist/
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| 21 |
+
var/
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| 22 |
+
wheels/
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| 23 |
+
share/python-wheels/
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| 24 |
+
*.egg-info/
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| 25 |
+
.installed.cfg
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| 26 |
+
*.egg
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| 27 |
+
MANIFEST
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| 28 |
+
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| 29 |
+
# PyInstaller
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| 30 |
+
# Usually these files are written by a python script from a template
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| 31 |
+
# before PyInstaller builds the exe, so as to inject date/other infos into it.
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| 32 |
+
*.manifest
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| 33 |
+
*.spec
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| 34 |
+
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| 35 |
+
# Installer logs
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| 36 |
+
pip-log.txt
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| 37 |
+
pip-delete-this-directory.txt
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| 38 |
+
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| 39 |
+
# Unit test / coverage reports
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| 40 |
+
htmlcov/
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| 41 |
+
.tox/
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| 42 |
+
.nox/
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| 43 |
+
.coverage
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| 44 |
+
.coverage.*
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| 45 |
+
.cache
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+
nosetests.xml
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| 47 |
+
coverage.xml
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| 48 |
+
*.cover
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| 49 |
+
*.py,cover
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+
.hypothesis/
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+
.pytest_cache/
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| 52 |
+
cover/
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| 53 |
+
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| 54 |
+
# Translations
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| 55 |
+
*.mo
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| 56 |
+
*.pot
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| 57 |
+
|
| 58 |
+
# Django stuff:
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| 59 |
+
*.log
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| 60 |
+
local_settings.py
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| 61 |
+
db.sqlite3
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| 62 |
+
db.sqlite3-journal
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| 63 |
+
|
| 64 |
+
# Flask stuff:
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| 65 |
+
instance/
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| 66 |
+
.webassets-cache
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| 67 |
+
|
| 68 |
+
# Scrapy stuff:
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| 69 |
+
.scrapy
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| 70 |
+
|
| 71 |
+
# Sphinx documentation
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| 72 |
+
docs/_build/
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| 73 |
+
|
| 74 |
+
# PyBuilder
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| 75 |
+
.pybuilder/
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| 76 |
+
target/
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| 77 |
+
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| 78 |
+
# Jupyter Notebook
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| 79 |
+
.ipynb_checkpoints
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| 80 |
+
|
| 81 |
+
# IPython
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| 82 |
+
profile_default/
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| 83 |
+
ipython_config.py
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| 84 |
+
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| 85 |
+
# pyenv
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| 86 |
+
# For a library or package, you might want to ignore these files since the code is
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| 87 |
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# intended to run in multiple environments; otherwise, check them in:
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| 88 |
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# .python-version
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| 89 |
+
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| 90 |
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# pipenv
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| 91 |
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# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
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| 92 |
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# However, in case of collaboration, if having platform-specific dependencies or dependencies
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| 93 |
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# having no cross-platform support, pipenv may install dependencies that don't work, or not
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| 94 |
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# install all needed dependencies.
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| 95 |
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#Pipfile.lock
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| 96 |
+
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| 97 |
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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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| 99 |
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# This is especially recommended for binary packages to ensure reproducibility, and is more
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| 100 |
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# commonly ignored for libraries.
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| 101 |
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# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
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| 102 |
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#poetry.lock
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| 103 |
+
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| 104 |
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# pdm
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| 105 |
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# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
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| 106 |
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#pdm.lock
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| 107 |
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# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
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| 108 |
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# in version control.
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| 109 |
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# https://pdm.fming.dev/#use-with-ide
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| 110 |
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.pdm.toml
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| 111 |
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| 112 |
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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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| 115 |
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# Celery stuff
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| 116 |
+
celerybeat-schedule
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| 117 |
+
celerybeat.pid
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| 118 |
+
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| 119 |
+
# SageMath parsed files
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| 120 |
+
*.sage.py
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| 121 |
+
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| 122 |
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# Environments
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| 123 |
+
.env
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| 124 |
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.venv
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| 125 |
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env/
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| 126 |
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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 |
+
.spyderproject
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| 133 |
+
.spyproject
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| 134 |
+
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| 135 |
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# Rope project settings
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| 136 |
+
.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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| 141 |
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# mypy
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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 |
+
.pyre/
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| 148 |
+
|
| 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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# Database for Project
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| 156 |
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/data/
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| 157 |
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/images/
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| 159 |
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# PyCharm
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| 160 |
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# JetBrains specific template is maintained in a separate JetBrains.gitignore that can
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| 161 |
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# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
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| 162 |
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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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| 163 |
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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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main.py
CHANGED
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from fastapi import FastAPI
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from fastapi.responses import JSONResponse
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from fastapi.param_functions import File
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from fastapi.middleware.cors import CORSMiddleware
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from typing import List
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import
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from
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import
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allow_methods=["*"],
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allow_headers=["*"],
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)
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device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')
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mtcnn = MTCNN(keep_all=True, device=device)
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resnet = InceptionResnetV1(pretrained='vggface2').eval().to(device)
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@app.get("/", tags=["Home"])
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def read_root():
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return {"message": "Welcome to
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@app.get("/health", tags=["Health"])
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def health_check():
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return {"status": "ok"}
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@app.post("/extract", tags=["Extract Embeddings"])
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async def extract_embeddings(file: UploadFile = File(...)):
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# Load the image
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contents = await file.read()
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image = Image.open(io.BytesIO(contents)).convert('RGB')
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# Detect faces
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faces = mtcnn(image)
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# Check if any faces were detected
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if faces is None:
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return JSONResponse(content={"error": "No faces detected in the image"})
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# If faces is a list, take the first face. If it's a tensor, it's already the first (and only) face
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if isinstance(faces, list):
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face = faces[0]
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else:
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face = faces
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# Ensure the face tensor is 4D (batch_size, channels, height, width)
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if face.dim() == 3:
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face = face.unsqueeze(0)
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# Extract the face embeddings
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with torch.no_grad():
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embeddings = resnet(face).cpu().numpy().tolist()
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return JSONResponse(content={"embeddings": embeddings})
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# @app.post("/extract")
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# async def extract_embeddings(file: UploadFile = File(...)):
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# # Load the image
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# contents = await file.read()
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# image = face_recognition.load_image_file(io.BytesIO(contents))
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# # Find all the faces in the image
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# face_locations = face_recognition.face_locations(image)
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# for face_location in face_locations:
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# # Extract the face encoding
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# face_encoding = face_recognition.face_encodings(image, [face_location])[0]
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# # Append the face encoding to the embeddings list
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# embeddings.append(face_encoding.tolist())
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# return JSONResponse(content={"embeddings": embeddings})
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# main.py
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from fastapi import FastAPI
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from typing import List
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from users.routes import router as users_router
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from auth.route import router as auth_router
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from orders.routes import order_router, meal_router
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app = FastAPI(
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title="SnapFeast API",
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description="SnapFeast API for managing users, meals, and orders.",
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version="1.0.0",
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docs_url="/docs",
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redoc_url="/redoc",
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openapi_url="/openapi.json",
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)
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app.include_router(users_router)
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app.include_router(auth_router)
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app.include_router(meal_router)
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app.include_router(order_router)
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@app.get("/", tags=["Home"])
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def read_root():
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return {"message": "Welcome to SnapFeast API!"}
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@app.get("/health", tags=["Health"])
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def health_check():
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return {"status": "ok"}
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if __name__ == "__main__":
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import uvicorn
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uvicorn.run(app, host="0.0.0.0", port=8000, log_level="info")
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requirements.txt
CHANGED
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| 1 |
facenet_pytorch
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torch
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torchvision
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numpy
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pandas
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-
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python-multipart
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# requirements.txt
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fastapi
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uvicorn
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| 4 |
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sqlalchemy
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| 5 |
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pydantic
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| 6 |
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pydantic[email]
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| 7 |
+
pydantic-settings
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| 8 |
+
passlib
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| 9 |
+
python-jose[cryptography]
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| 10 |
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python-multipart
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+
opencv-python
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| 12 |
facenet_pytorch
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| 13 |
torch
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| 14 |
numpy
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+
scikit-learn
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pandas
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surprise
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joblib
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| 19 |
+
psycopg2-binary
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