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pyproject.toml
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pyproject.toml
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[build-system]
requires = ["setuptools", "wheel"]
build-backend = "setuptools.build_meta"
[tool.setuptools.packages.find]
include = ["giskard*"]
exclude = ["docs*", "tests*"]
[tool.setuptools.package-data]
giskard = [
"**/*.md",
"**/*.html",
"**/*.css",
"**/*.js",
"**/*.json",
"**/*titanic.csv",
"**/*prompts.csv",
"**/*.txt",
"**/injection_data/*.csv",
]
[tool.pdm.scripts]
_.env = { GSK_DISABLE_ANALYTICS = "True", GISKARD_DEV_MODE = "True" }
# add "-n auto" to the pytest command to parallelize the execution
test.cmd = "pdm base-test tests/"
# for some reason github runners don't work when calling 'pdm test -m "not slow"'
base-test.cmd = "pytest -c pyproject.toml --cov=giskard --cov-report=xml --cov-append --disable-warnings --no-header -vv --durations=0"
test-fast.cmd = "pdm base-test -n auto -m 'not slow and not concurrency' --use-subprocess tests"
test-slow.cmd = "pdm base-test -m 'slow and not concurrency' --use-subprocess"
test-worker.cmd = "pdm base-test -m 'concurrency' tests/"
lint = "ruff giskard tests"
doc = "sphinx-build docs docs/_build/html"
# -W --keep-going -n => temporary disable
check-doc = "python ./docs/scrapper.py"
watch-doc = "python -m sphinx_autobuild --watch giskard docs docs/_build/html"
clean = "rm -rf coverage.xml coverage* .coverage*"
notebook = "jupyter notebook --ip 0.0.0.0 --port 8888 --no-browser --notebook-dir ./docs/reference/notebooks --NotebookApp.token=''"
check-deps = "deptry ."
debug-worker = "python3 -Xfrozen_modules=off -m debugpy --listen localhost:5678 --wait-for-client giskard/cli.py worker start"
worker = "python3 giskard/cli.py worker start"
debug-internal-worker = "python3 -Xfrozen_modules=off -m debugpy --listen localhost:5678 --wait-for-client giskard/cli.py worker start -s"
internal-worker = "python3 giskard/cli.py worker start -s"
update-lock = "docker run --platform linux/amd64 --rm -it -w /work -v ${PWD}/pdm.lock:/work/pdm.lock -v ${PWD}/pyproject.toml:/work/pyproject.toml python:3.10-slim bash -c \"apt update && apt install curl -y && curl -sSL https://pdm.fming.dev/install-pdm.py | python3 - && /root/.local/bin/pdm lock -G :all -v\""
[tool.pdm.dev-dependencies]
dev = [
"typing-extensions",
"jupyter>=1.0.0",
"jupyterlab>=3.4.2",
"pre-commit>=2.19.0",
"mypy>=0.982",
"deptry>=0.5.13",
"ruff>=0.0.271",
"mlflow>2",
"black[d]>=22.12.0",
"pip>=23.1.2",
"pytest-asyncio>=0.21.1",
"pydantic>=2",
"avidtools",
"mistralai>=0.1.8",
"boto3>=1.34.88",
"scikit-learn==1.4.2",
]
ml_runtime = [
"langchain>=0.0.275",
"langchain-community",
"nltk>=3.8.1",
"xgboost>=1.7.5",
"lightgbm>=3.3.5",
"imbalanced-learn>=0.12.0",
"catboost>=1.1.1",
"requests-mock>=1.10.0",
"tensorflow-hub>=0.12.0; sys_platform != 'win32' and platform_system !='Windows'",
"transformers>=4.34.1",
"sentencepiece", # needed for some transformers stuff with tokenizer
"torch>=2.0.0, != 2.3.0", # Should be fixed in 2.3.1, not compatible with torch data
"torchdata>=0.6.0",
"portalocker>=2.0.0", # Needed by torchdata for test_newspaper_classification_pytorch_dataset
"torchtext>=0.15.1",
"tensorflow-macos==2.14.0; sys_platform == 'darwin' and platform_machine == 'arm64'",
"tensorflow==2.14.0; sys_platform != 'win32' and platform_system !='Windows'",
# tensorflow-text is only available on linux or mac, but not for arm64 nor windows
"tensorflow-text==2.14.0; python_version < '3.11' and (sys_platform == 'linux' or sys_platform == 'darwin') and platform_machine == 'x86_64'",
"mlflow>2,<2.12", # version 2.12 throws error with imbalance-learn
"wandb",
"tensorflow-io-gcs-filesystem<0.32; sys_platform != 'win32' and platform_system !='Windows' and platform_machine != 'arm64'", # Tensorflow io does not work for windows from 0.32, but does not work for arm64 before... # Tensorflow io does not work for windows from 0.32, but does not work for arm64 before...
]
test = [
"pytest-cov>=4.0.0",
"pytest>=7.1.2",
"pytest-xdist>=3.3.1",
"polyfactory",
"pytest-env>=1.1.0",
"openai>=1",
"pytest-memray; sys_platform == 'linux' or sys_platform == 'darwin'",
"pytest-reportlog>=0.4.0",
"shap<0.45", # Fixing this to avoid changed on insights
"ragas>=0.1.5",
"nemoguardrails>=0.9.0",
]
doc = [
"furo>=2023.5.20",
"myst-parser>=1.0.0",
"sphinx-autobuild>=2021.3.14",
"sphinx>=6.1.3",
"sphinxcontrib-napoleon>=0.7",
"sphinx-autoapi>=2.1.0",
"sphinx-rtd-theme>=1.2.0",
"sphinx-tabs>=3.4.1",
"sphinx-design>=0.4.1",
"sphinx-copybutton>=0.5.2",
"sphinx-click>=4.4.0",
"nbsphinx>=0.9.2",
"ipython==8.12.0",
"scrapy",
"requests",
]
[project.scripts]
giskard = "giskard.cli:cli"
[project.entry-points."mlflow.model_evaluator"]
giskard = "giskard.integrations.mlflow.giskard_evaluator:GiskardEvaluator"
[project.urls]
"Homepage" = "https://giskard.ai"
"Source Code" = "https://github.com/Giskard-AI/giskard"
"Bug Tracker" = "https://github.com/Giskard-AI/giskard/issues"
"Documentation" = "https://docs.giskard.ai/"
"Discord" = "https://discord.gg/ABvfpbu69R"
"Linkedin" = "https://www.linkedin.com/company/giskard-ai"
"Mastodon" = "https://fosstodon.org/@Giskard"
"Twitter" = "https://twitter.com/giskard_ai"
[project]
name = "giskard"
readme = "README.md"
license = { text = "Apache Software License 2.0" }
version = "2.14.0"
description = "The testing framework dedicated to ML models, from tabular to LLMs"
authors = [{ name = "Giskard AI", email = "[email protected]" }]
keywords = ["Artificial Intelligence", "Machine Learning", "Quality", "MLOps"]
# Pypi classifiers: https://pypi.org/classifiers/
classifiers = [
"Development Status :: 4 - Beta",
"Intended Audience :: Developers",
"Intended Audience :: Science/Research",
"Operating System :: OS Independent",
"Topic :: Scientific/Engineering :: Artificial Intelligence",
"License :: OSI Approved :: Apache Software License",
"Programming Language :: Python :: 3.9",
"Programming Language :: Python :: 3.10",
"Programming Language :: Python :: 3.11",
]
requires-python = ">=3.9, <3.12"
dependencies = [
"cloudpickle>=1.1.1",
"zstandard>=0.10.0",
"mlflow-skinny>=2",
"numpy>=1.22.0",
"scikit-learn>=1.0",
"scipy>=1.7.3, <1.12.0",
"mixpanel>=4.4.0",
"requests>=2.19",
"pydantic<3,>1",
"pandas>=1.3.4",
"xxhash>=3.2.0",
"langdetect>=1.0.9",
"chardet", # text metadata
"jinja2>=3", # scan template
"requests-toolbelt>=0.9.1",
"setuptools", # used for pkg_resources
"typing_extensions", # used in registry/decorators, for python <3.10
"pyyaml",
"packaging", # used in settings
"markdown", # needed for display of scan results in notebook
"colorama", # needed for the scan
"num2words>=0.5.13",
"griffe>=0.36.9",
"sentry-sdk>=1.40.5",
]
[project.optional-dependencies]
llm = [
"openai",
"evaluate>=0.4.1",
"bert-score>=0.3.13",
"tenacity>=4.11.0",
"faiss-cpu>=1.7.4",
"bokeh>=3.3.4",
"umap-learn>=0.5.5",
"scikit-learn>=1.3.2",
]
hub = [
# Worker deps
"websockets>=11.0", # Not sure what is the minimal version, let's say 11 to handle python 3.11
"uvloop>=0.18.0; sys_platform != 'win32' and platform_system !='Windows'",
# Server deps
"tenacity>=4.11.0",
"psutil>=5.4.6",
"click>=7.0",
"docker>=6.0.0",
"shap>=0.41.0",
"llvmlite>=0.40.0", # Needed to be installable for Poetry
"numba>=0.50.0", # Needed to be installable for Poetry
"lockfile>=0.12.2",
"pycryptodome>=3.6.1",
"pyngrok>=6.0.0",
"daemon>=1.2",
]
talk = [
"openai",
"tenacity>=4.11.0",
"shap<0.44.1,>=0.41.0",
"tabulate==0.9.0",
]
[tool.ruff]
line-length = 120
ignore = ["E501"]
[tool.black]
# https://github.com/psf/black
target-version = ['py39', 'py310', 'py311']
line-length = 120
color = true
exclude = '''
/(
\.git
| \.hg
| \.mypy_cache
| \.tox
| \.venv
| _build
| buck-out
| build
| dist
| env
| venv
| giskard/ml_worker/generated
)/
'''
[tool.isort]
# https://github.com/timothycrosley/isort/
py_version = 38
line_length = 100
known_typing = [
"typing",
"types",
"typing_extensions",
"mypy",
"mypy_extensions",
]
sections = [
"FUTURE",
"TYPING",
"STDLIB",
"THIRDPARTY",
"FIRSTPARTY",
"LOCALFOLDER",
]
include_trailing_comma = true
profile = "black"
multi_line_output = 3
indent = 4
color_output = true
[tool.mypy]
# https://mypy.readthedocs.io/en/latest/config_file.html#using-a-pyproject-toml-file
python_version = 3.8
pretty = true
show_traceback = true
color_output = true
show_column_numbers = true
show_error_codes = true
show_error_context = true
plugins = ["pydantic.mypy"]
allow_redefinition = false
check_untyped_defs = false # TODO: Andrey: fix it gradually
disallow_untyped_defs = false # TODO: Andrey: fix it gradually
disallow_any_generics = false # TODO: Andrey: fix it gradually
disallow_incomplete_defs = false # TODO: Andrey: fix it gradually
ignore_missing_imports = true
implicit_reexport = false
no_implicit_optional = false # TODO: Andrey: fix it gradually
strict_equality = false # TODO: Andrey: fix it gradually
strict_optional = false # TODO: Andrey: fix it gradually
warn_no_return = false
warn_redundant_casts = true
warn_return_any = false
warn_unreachable = true
warn_unused_configs = false
warn_unused_ignores = false
[tool.pytest.ini_options]
# https://docs.pytest.org/en/6.2.x/customize.html#pyproject-toml
# Directories that are not visited by pytest collector:
testpaths = ["tests"]
norecursedirs = [
"hooks",
"*.egg",
".eggs",
"dist",
"build",
"docs",
".tox",
".git",
"__pycache__",
]
doctest_optionflags = [
"ELLIPSIS",
"NUMBER",
"NORMALIZE_WHITESPACE",
"IGNORE_EXCEPTION_DETAIL",
]
markers = [
"slow: marks tests as slow (deselect with '-m \"not slow\"')",
"concurrency: run MLWorker pool tests",
"memory_expensive: memory consuming tests",
]
# Extra options:
addopts = [
"--strict-markers",
"--tb=short",
"--doctest-modules",
"--doctest-continue-on-failure",
]
env = ["WANDB_MODE=disabled"]
[tool.deptry]
extend_exclude = [".history"]
ignore_notebooks = true