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pyproject.toml
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pyproject.toml
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[build-system] # https://python-poetry.org/docs/pyproject/#poetry-and-pep-517
requires = ["poetry-core>=1.0.0"]
build-backend = "poetry.core.masonry.api"
[tool.poetry] # https://python-poetry.org/docs/pyproject/
name = "mlops-demo"
version = "0.0.0"
description = "A Python package that ..."
authors = ["John Smith <[email protected]>"]
readme = "README.md"
repository = "https://github.com/user/my-package"
[tool.poetry.dependencies] # https://python-poetry.org/docs/dependency-specification/
coloredlogs = "^15.0.1"
gunicorn = "^20.1.0"
poethepoet = "^0.16.0"
pydantic = "^1.9.1"
python = "^3.8"
uvicorn = { extras = ["standard"], version = "^0.18.2" }
pandas = "^1.5.2"
scikit-learn = "^1.2.0"
mlflow = "^2.0.1"
bentoml = "^1.0.12"
seaborn = "^0.12.1"
joblib = "^1.2.0"
[tool.poetry.group.test.dependencies] # https://python-poetry.org/docs/master/managing-dependencies/
absolufy-imports = "^0.3.1"
black = "^22.6.0"
coverage = { extras = ["toml"], version = "^6.4.1" }
darglint = "^1.8.1"
flake8 = "^5.0.4"
flake8-bugbear = "^22.6.22"
flake8-comprehensions = "^3.10.0"
flake8-mutable = "^1.2.0"
Flake8-pyproject = "^1.1.0"
flake8-pytest-style = "^1.6.0"
flake8-rst-docstrings = "^0.2.6"
flake8-tidy-imports = "^4.8.0"
isort = "^5.10.1"
mypy = "^0.961"
pep8-naming = "^0.13.0"
pre-commit = "^2.19.0"
pydocstyle = { extras = ["toml"], version = "^6.1.1" }
pytest = "^7.1.2"
pytest-clarity = "^1.0.1"
pytest-mock = "^3.8.1"
pytest-xdist = "^2.5.0"
pyupgrade = "^2.34.0"
yesqa = "^1.4.0"
[tool.poetry.group.dev.dependencies] # https://python-poetry.org/docs/master/managing-dependencies/
cruft = "^2.11.0"
pdoc = "^12.0.2"
[tool.black] # https://black.readthedocs.io/en/stable/usage_and_configuration/the_basics.html#configuration-via-a-file
line-length = 100
target-version = ["py38"]
[tool.coverage.report] # https://coverage.readthedocs.io/en/latest/config.html#report
precision = 1
show_missing = true
skip_covered = true
[tool.coverage.run] # https://coverage.readthedocs.io/en/latest/config.html#run
branch = true
command_line = "--module pytest"
data_file = "reports/.coverage"
source = ["src"]
[tool.coverage.xml] # https://coverage.readthedocs.io/en/latest/config.html#xml
output = "reports/coverage.xml"
[tool.flake8] # https://flake8.pycqa.org/en/latest/user/options.html#options-and-their-descriptions
color = "always"
docstring_style = "numpy"
doctests = true
ignore = ["DAR103", "E203", "E501", "W503"]
max_line_length = 100
max_complexity = 10
strictness = "long"
[tool.isort] # https://pycqa.github.io/isort/docs/configuration/options.html
color_output = true
line_length = 100
profile = "black"
src_paths = ["src", "tests"]
[tool.mypy] # https://mypy.readthedocs.io/en/latest/config_file.html
junit_xml = "reports/mypy.xml"
plugins = "pydantic.mypy"
ignore_missing_imports = true
pretty = true
show_column_numbers = true
show_error_codes = true
show_error_context = true
warn_unreachable = true
[[tool.mypy.overrides]]
module = "bentoml.*"
ignore_errors = true
[tool.pydocstyle] # http://www.pydocstyle.org/en/latest/usage.html#configuration-files
convention = "numpy"
[tool.pytest.ini_options] # https://docs.pytest.org/en/latest/reference/reference.html#ini-options-ref
addopts = "--color=yes --doctest-modules --exitfirst --failed-first --verbosity=2 --junitxml=reports/pytest.xml"
testpaths = ["src", "tests"]
xfail_strict = true
[tool.poe.tasks] # https://github.com/nat-n/poethepoet
[tool.poe.tasks.mlflow-server]
help = "Start the MLFlow server"
cmd = """
mlflow server \
--backend-store-uri sqlite:///mlflow.db \
--default-artifact-root file:///app/mlflow/ \
--host 127.0.0.1
"""
[tool.poe.tasks.build-bento]
help = "Build a bento."
cmd = """
bentoml build
"""
[tool.poe.tasks.build-docker]
help = "Containerize a built bento"
cmd = """
bentoml containerize iris_service:latest
"""
[tool.poe.tasks.lint]
help = "Lint this package"
[[tool.poe.tasks.lint.sequence]]
cmd = """
pre-commit run
--all-files
--color always
"""
[tool.poe.tasks.bentoml-serve]
help = "Serve a REST API in production"
cmd = """
bentoml serve src.mlops_demo.service:svc --reload --port=8000
"""
[tool.poe.tasks.test]
help = "Test this package"
[[tool.poe.tasks.test.sequence]]
cmd = "coverage run"
[[tool.poe.tasks.test.sequence]]
cmd = "coverage report"
[[tool.poe.tasks.test.sequence]]
cmd = "coverage xml"