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pyproject.toml
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[project]
name = "hopsworks"
dynamic = ["version"]
requires-python = ">=3.8,<3.13"
readme = "README.md"
description = "Hopsworks Python SDK to interact with Hopsworks Platform, Feature Store, Model Registry and Model Serving"
keywords = [
"Hopsworks",
"Feature Store",
"hsfs",
"Spark",
"Machine Learning",
"MLOps",
"DataOps",
"Model Registry",
"hsml",
"Models",
"ML",
"Machine Learning Models",
"TensorFlow",
"PyTorch",
]
authors = [{ name = "Hopsworks AB", email = "robin@hopsworks.ai" }]
license = { text = "Apache-2.0" }
classifiers = [
"Development Status :: 5 - Production/Stable",
"Topic :: Utilities",
"License :: OSI Approved :: Apache Software License",
"Programming Language :: Python :: 3",
"Programming Language :: Python :: 3.8",
"Programming Language :: Python :: 3.9",
"Programming Language :: Python :: 3.10",
"Programming Language :: Python :: 3.11",
"Programming Language :: Python :: 3.12",
"Intended Audience :: Developers",
]
dependencies = [
"pyhumps==1.6.1",
"requests",
"furl",
"boto3",
"pandas<2.2.0",
"pyjks",
"mock",
"avro==1.11.3",
"sqlalchemy",
"PyMySQL[rsa]",
"tzlocal",
"fsspec",
"retrying",
"hopsworks_aiomysql[sa]==0.2.1",
"opensearch-py>=1.1.0,<=2.4.2",
"tqdm",
"grpcio>=1.49.1,<2.0.0", # ^1.49.1
"protobuf>=4.25.4,<5.0.0", # ^4.25.4
]
[project.optional-dependencies]
python = [
"numpy<2",
"pyarrow>=10.0",
"confluent-kafka<=2.3.0",
"fastavro>=1.4.11,<=1.8.4",
"tqdm",
]
great-expectations = ["great_expectations==0.18.12"]
dev-no-opt = [
"hopsworks[python]",
"pytest==7.4.4",
"pytest-mock==3.12.0",
"ruff",
"pyspark==3.1.1",
"moto[s3]==5.0.0",
"typeguard==4.2.1",
"delta-spark==1.0.1"
]
dev-pandas1 = [
"hopsworks[python]",
"pytest==7.4.4",
"pytest-mock==3.12.0",
"ruff",
"pyspark==3.1.1",
"moto[s3]==5.0.0",
"pandas<=1.5.3",
"sqlalchemy<=1.4.48",
"delta-spark==1.0.1"
]
dev = ["hopsworks[dev-no-opt,great-expectations,polars]"]
polars=[
"polars>=0.20.18,<=0.21.0",
"pyarrow>=10.0",
]
[build-system]
requires = ["setuptools", "wheel"]
build-backend = "setuptools.build_meta"
[tool.setuptools.packages.find]
exclude = ["tests*"]
include = [
"../README.md",
"../LICENSE",
"hopsworks*",
"hsfs*",
"hsml*",
"hopsworks_common*",
]
[tool.setuptools.dynamic]
version = { attr = "hopsworks_common.version.__version__" }
[project.urls]
Documentation = "https://docs.hopsworks.ai/latest"
Repository = "https://github.com/logicalclocks/hopsworks-api"
Homepage = "https://www.hopsworks.ai"
Community = "https://community.hopsworks.ai"
[tool.ruff]
# Exclude a variety of commonly ignored directories.
exclude = [
".bzr",
".direnv",
".eggs",
".git",
".git-rewrite",
".hg",
".ipynb_checkpoints",
".mypy_cache",
".nox",
".pants.d",
".pyenv",
".pytest_cache",
".pytype",
".ruff_cache",
".svn",
".tox",
".venv",
".vscode",
"__pypackages__",
"_build",
"buck-out",
"build",
"dist",
"node_modules",
"site-packages",
"venv",
"java",
"transformation_test_helper.py" # File excluded from ruff formatting to maintain formatting required for tests
]
# Same as Black.
line-length = 88
indent-width = 4
# Assume Python 3.8+ syntax.
target-version = "py38"
[tool.ruff.lint]
# 1. Enable flake8-bugbear (`B`) rules, in addition to the defaults.
select = ["E4", "E7", "E9", "F", "B", "I", "W"] #, "ANN"]
ignore = [
"B905", # zip has no strict kwarg until Python 3.10
"ANN101", # Missing type annotation for self in method
"ANN102", # Missing type annotation for cls in classmethod
"ANN003", # Missing type annotation for **kwarg in function
"ANN002", # Missing type annotation for *args in function
"ANN401", # Allow Any in type annotations
"W505", # Doc line too long
]
# Allow fix for all enabled rules (when `--fix`) is provided.
fixable = ["ALL"]
unfixable = []
# Allow unused variables when underscore-prefixed.
dummy-variable-rgx = "^(_+|(_+[a-zA-Z0-9_]*[a-zA-Z0-9]+?))$"
[tool.ruff.lint.isort]
lines-after-imports = 2
known-third-party = ["hopsworks", "hsfs", "hsml", "hopsworks_common"]
[tool.ruff.format]
# Like Black, use double quotes for strings.
quote-style = "double"
# Like Black, indent with spaces, rather than tabs.
indent-style = "space"
# Like Black, respect magic trailing commas.
skip-magic-trailing-comma = false
# Like Black, automatically detect the appropriate line ending.
line-ending = "auto"