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{
lib,
buildPythonPackage,
pythonOlder,
fetchFromGitHub,
chex,
jaxlib,
numpy,
tensorflow-probability,
dm-haiku,
pytest-xdist,
pytestCheckHook,
}:
buildPythonPackage rec {
pname = "distrax";
version = "0.1.5";
pyproject = true;
disabled = pythonOlder "3.9";
src = fetchFromGitHub {
owner = "google-deepmind";
repo = "distrax";
rev = "refs/tags/v${version}";
hash = "sha256-A1aCL/I89Blg9sNmIWQru4QJteUTN6+bhgrEJPmCrM0=";
};
buildInputs = [
chex
jaxlib
numpy
tensorflow-probability
];
nativeCheckInputs = [
dm-haiku
pytest-xdist
pytestCheckHook
];
pythonImportsCheck = [ "distrax" ];
disabledTests = [
# AssertionError on numerical values
# Reported upstream in https://github.com/google-deepmind/distrax/issues/267
"test_method_with_input_unnormalized_probs__with_device"
"test_method_with_input_unnormalized_probs__with_jit"
"test_method_with_input_unnormalized_probs__without_device"
"test_method_with_input_unnormalized_probs__without_jit"
"test_method_with_value_1d"
"test_nested_distributions__with_device"
"test_nested_distributions__without_device"
"test_nested_distributions__with_jit"
"test_nested_distributions__without_jit"
"test_stability__with_device"
"test_stability__with_jit"
"test_stability__without_device"
"test_stability__without_jit"
"test_von_mises_sample_gradient"
"test_von_mises_sample_moments"
];
disabledTestPaths = [
# TypeErrors
"distrax/_src/bijectors/tfp_compatible_bijector_test.py"
"distrax/_src/distributions/distribution_from_tfp_test.py"
"distrax/_src/distributions/laplace_test.py"
"distrax/_src/distributions/multinomial_test.py"
"distrax/_src/distributions/mvn_diag_plus_low_rank_test.py"
"distrax/_src/distributions/mvn_kl_test.py"
"distrax/_src/distributions/straight_through_test.py"
"distrax/_src/distributions/tfp_compatible_distribution_test.py"
"distrax/_src/distributions/transformed_test.py"
"distrax/_src/distributions/uniform_test.py"
"distrax/_src/utils/transformations_test.py"
];
meta = with lib; {
description = "Probability distributions in JAX";
homepage = "https://github.com/deepmind/distrax";
license = licenses.asl20;
maintainers = with maintainers; [ onny ];
# Several tests fail with:
# AssertionError: [Chex] Assertion assert_type failed: Error in type compatibility check
broken = true;
};
}
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