103 lines
2.1 KiB
Nix
103 lines
2.1 KiB
Nix
{
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lib,
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stdenv,
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buildPythonPackage,
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fetchFromGitHub,
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# build-system
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setuptools,
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setuptools-scm,
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# dependencies
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gpytorch,
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linear-operator,
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multipledispatch,
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pyre-extensions,
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pyro-ppl,
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scipy,
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torch,
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# optional-dependencies
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pymoo,
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# tests
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pytestCheckHook,
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pythonAtLeast,
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}:
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buildPythonPackage rec {
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pname = "botorch";
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version = "0.15.1";
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pyproject = true;
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src = fetchFromGitHub {
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owner = "pytorch";
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repo = "botorch";
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tag = "v${version}";
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hash = "sha256-6hAsKIlwycZtLZn1vkcu4fR85uACA4FSkT5e/wos17A=";
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};
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build-system = [
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setuptools
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setuptools-scm
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];
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dependencies = [
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gpytorch
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linear-operator
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multipledispatch
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pyre-extensions
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pyro-ppl
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scipy
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torch
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];
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optional-dependencies = {
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pymoo = [
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pymoo
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];
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};
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nativeCheckInputs = [
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pytestCheckHook
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];
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disabledTests = [
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"test_all_cases_covered"
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# Skip tests that take too much time
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"TestQMultiObjectivePredictiveEntropySearch"
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"TestQPredictiveEntropySearch"
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]
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++ lib.optionals (pythonAtLeast "3.13") [
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# RuntimeError: Boolean value of Tensor with more than one value is ambiguous
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"test_optimize_acqf_mixed_binary_only"
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]
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++ lib.optionals (stdenv.buildPlatform.system == "x86_64-linux") [
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# stuck tests on hydra
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"test_moo_predictive_entropy_search"
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]
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++ lib.optionals (stdenv.hostPlatform.isDarwin) [
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# RuntimeError: required keyword attribute 'value' has the wrong type
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"test_posterior_in_trace_mode"
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]
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++ lib.optionals (stdenv.hostPlatform.isDarwin && stdenv.hostPlatform.isAarch64) [
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# Numerical error slightly above threshold
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# AssertionError: Tensor-likes are not close!
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"test_model_list_gpytorch_model"
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];
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pythonImportsCheck = [ "botorch" ];
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# needs lots of undisturbed CPU time or prone to getting stuck
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requiredSystemFeatures = [ "big-parallel" ];
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meta = {
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changelog = "https://github.com/pytorch/botorch/blob/${src.tag}/CHANGELOG.md";
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description = "Bayesian Optimization in PyTorch";
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homepage = "https://botorch.org";
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license = lib.licenses.mit;
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maintainers = with lib.maintainers; [ veprbl ];
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};
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}
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