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{
lib,
stdenv,
buildPythonPackage,
fetchFromGitHub,
# build-system
setuptools,
setuptools-scm,
# dependencies
botorch,
graphviz,
ipywidgets,
jinja2,
markdown,
pandas,
plotly,
pyre-extensions,
scikit-learn,
scipy,
sympy,
# tests
jax,
numpyro,
pyfakefs,
pytestCheckHook,
sqlalchemy,
tabulate,
tensorboard,
}:
buildPythonPackage (finalAttrs: {
pname = "ax-platform";
version = "1.3.1";
pyproject = true;
__structuredAttrs = true;
src = fetchFromGitHub {
owner = "facebook";
repo = "ax";
tag = finalAttrs.version;
hash = "sha256-8Q/p74rzMAciNUjaTJtf6duslc3TXT7MIjcHt2sffqI=";
};
env.ALLOW_BOTORCH_LATEST = "1";
build-system = [
setuptools
setuptools-scm
];
dependencies = [
botorch
graphviz
ipywidgets
jinja2
markdown
pandas
plotly
pyre-extensions
scikit-learn
scipy
sympy
]
++ botorch.optional-dependencies.pymoo;
nativeCheckInputs = [
jax
numpyro
pyfakefs
pytestCheckHook
sqlalchemy
tabulate
tensorboard
];
disabledTestPaths = [
"ax/benchmark"
"ax/runners/tests/test_torchx.py"
# broken with sqlalchemy 2
"ax/core/tests/test_experiment.py"
"ax/service/tests/test_ax_client.py"
# Hangs forever
"ax/analysis/plotly/tests/test_top_surfaces.py::TestTopSurfacesAnalysis::test_online"
# ValueError: `db_settings` argument should be of type ax.storage.sqa_store
"ax/storage/sqa_store/tests/test_with_db_settings_base.py"
];
disabledTests = [
# sqlalchemy.exc.ArgumentError: Strings are not accepted for attribute names in loader options; please use class-bound attributes directly.
"SQAStoreTest"
"SQAStoreUtilsTest"
"test_load_experiment_with_aux_exp_and_custom_metric_in_gen_metadata"
"test_resave_experiment_with_aux_exp_loses_custom_metrics_and_runner"
# ValueError: Expected dim to be an integer greater than or equal to 2. Found dim=1.
"test_get_model"
# ValueError: `db_settings` argument should be of type ax.storage.sqa_store
"test_from_stored_experiment"
"test_generate_candidates_can_remove_stale_candidates"
"test_generate_candidates_can_remove_stale_candidates_with_ttl"
"test_generate_candidates_does_not_fail_stale_candidates_if_fails_to_gen"
"test_generate_candidates_updates_experiment_status"
"test_generate_candidates_works_for_sobol"
"test_get_next_trials_with_db"
"test_orchestrator_with_metric_with_new_data_after_completion"
"test_sqa_storage_map_metric_experiment"
"test_sqa_storage_with_experiment_name"
"test_sqa_storage_without_experiment_name"
"test_suppress_all_storage_errors"
"test_suppress_all_storage_errors"
# exact comparison of floating points
"test_optimize_l0_homotopy"
# AssertionError: 5 != 2
"test_get_standard_plots_moo"
# AssertionError: Expected 'warning' to be called once. Called 3 times
"test_validate_kwarg_typing"
# uses torch.equal
"test_convert_observations"
# broken with sqlalchemy 2
"test_sql_storage"
# AssertionError
"test_online"
# Timeout
"test_efficient_loo_cv_with_fully_bayesian_model"
"test_fitting_auxiliary_experiment_dataset"
]
++ lib.optionals (stdenv.hostPlatform.isDarwin && stdenv.hostPlatform.isx86_64) [
# flaky
"test_gen_with_expanded_parameter_space"
];
pythonImportsCheck = [ "ax" ];
meta = {
description = "Platform for understanding, managing, deploying, and automating adaptive experiments";
homepage = "https://ax.dev/";
changelog = "https://github.com/facebook/Ax/releases/tag/${finalAttrs.src.tag}";
license = lib.licenses.mit;
maintainers = with lib.maintainers; [ veprbl ];
};
})
|
