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{ lib
, alembic
, buildPythonPackage
, click
, cloudpickle
, databricks-cli
, docker
, entrypoints
, fetchPypi
, flask
, gitpython
, gorilla
, graphene
, gunicorn
, importlib-metadata
, markdown
, matplotlib
, numpy
, packaging
, pandas
, prometheus-flask-exporter
, protobuf
, python-dateutil
, pythonOlder
, pythonRelaxDepsHook
, pyarrow
, pytz
, pyyaml
, querystring-parser
, requests
, setuptools
, scikit-learn
, scipy
, simplejson
, sqlalchemy
, sqlparse
}:
buildPythonPackage rec {
pname = "mlflow";
version = "2.12.1";
pyproject = true;
disabled = pythonOlder "3.8";
src = fetchPypi {
inherit pname version;
hash = "sha256-qpKuuyN5qcVITL6QHN93nVQIrJamQeSx+KLR/5dNt8k=";
};
# Remove currently broken dependency `shap`, a model explainability package.
# This seems quite unprincipled especially with tests not being enabled,
# but not mlflow has a 'skinny' install option which does not require `shap`.
nativeBuildInputs = [
pythonRelaxDepsHook
setuptools
];
pythonRemoveDeps = [ "shap" ];
pythonRelaxDeps = [
"packaging"
"pytz"
"pyarrow"
];
propagatedBuildInputs = [
alembic
click
cloudpickle
databricks-cli
docker
entrypoints
flask
gitpython
gorilla
graphene
gunicorn
importlib-metadata
markdown
matplotlib
numpy
packaging
pandas
prometheus-flask-exporter
protobuf
python-dateutil
pyarrow
pytz
pyyaml
querystring-parser
requests
scikit-learn
scipy
#shap
simplejson
sqlalchemy
sqlparse
];
pythonImportsCheck = [
"mlflow"
];
# no tests in PyPI dist
# run into https://stackoverflow.com/questions/51203641/attributeerror-module-alembic-context-has-no-attribute-config
# also, tests use conda so can't run on NixOS without buildFHSEnv
doCheck = false;
meta = with lib; {
description = "Open source platform for the machine learning lifecycle";
mainProgram = "mlflow";
homepage = "https://github.com/mlflow/mlflow";
changelog = "https://github.com/mlflow/mlflow/blob/v${version}/CHANGELOG.md";
license = licenses.asl20;
maintainers = with maintainers; [ tbenst ];
};
}
|