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{
lib,
stdenv,
buildPythonPackage,
fetchFromGitHub,
# build-system
setuptools,
# dependencies
alembic,
colorlog,
numpy,
packaging,
sqlalchemy,
tqdm,
pyyaml,
# optional-dependencies
boto3,
cmaes,
fvcore,
google-cloud-storage,
grpcio,
matplotlib,
pandas,
plotly,
protobuf,
redis,
scikit-learn,
scipy,
# tests
addBinToPathHook,
fakeredis,
kaleido,
moto,
pytest-xdist,
pytestCheckHook,
torch,
versionCheckHook,
}:
buildPythonPackage rec {
pname = "optuna";
version = "4.2.1";
pyproject = true;
src = fetchFromGitHub {
owner = "optuna";
repo = "optuna";
tag = "v${version}";
hash = "sha256-WLrdHrdfCtCZMW2J375N8vmod7FcKCMwQPGKicRA878=";
};
build-system = [
setuptools
];
dependencies = [
alembic
colorlog
numpy
packaging
sqlalchemy
tqdm
pyyaml
];
optional-dependencies = {
optional = [
boto3
cmaes
fvcore
google-cloud-storage
grpcio
matplotlib
pandas
plotly
protobuf
redis
scikit-learn
scipy
];
};
# grpc tests are racy
preCheck = ''
sed -i '/"grpc",/d' optuna/testing/storages.py
'';
nativeCheckInputs =
[
addBinToPathHook
fakeredis
kaleido
moto
pytest-xdist
pytestCheckHook
torch
versionCheckHook
]
++ fakeredis.optional-dependencies.lua
++ optional-dependencies.optional;
versionCheckProgramArg = "--version";
disabledTests =
[
# ValueError: Transform failed with error code 525: error creating static canvas/context for image server
"test_get_pareto_front_plot"
# too narrow time limit
"test_get_timeline_plot_with_killed_running_trials"
]
++ lib.optionals stdenv.hostPlatform.isDarwin [
# ValueError: Failed to start Kaleido subprocess. Error stream
# kaleido/executable/kaleido: line 5: 5956 Illegal instruction: 4 ./bin/kaleido $@
"test_get_optimization_history_plot"
"test_plot_intermediate_values"
"test_plot_rank"
"test_plot_terminator_improvement"
# Fatal Python error: Aborted
# matplotlib/backend_bases.py", line 2654 in create_with_canvas
"test_edf_plot_no_trials"
"test_get_timeline_plot"
"test_plot_contour"
"test_plot_contour_customized_target_name"
"test_plot_edf_with_multiple_studies"
"test_plot_edf_with_target"
"test_plot_parallel_coordinate"
"test_plot_parallel_coordinate_customized_target_name"
"test_plot_param_importances"
"test_plot_param_importances_customized_target_name"
"test_plot_param_importances_multiobjective_all_objectives_displayed"
"test_plot_slice"
"test_plot_slice_customized_target_name"
"test_target_is_none_and_study_is_multi_obj"
"test_visualizations_with_single_objectives"
];
pythonImportsCheck = [ "optuna" ];
meta = {
description = "Hyperparameter optimization framework";
homepage = "https://optuna.org/";
changelog = "https://github.com/optuna/optuna/releases/tag/${version}";
license = lib.licenses.mit;
maintainers = with lib.maintainers; [ natsukium ];
mainProgram = "optuna";
};
}
|
