test/test_cross_validation.py::TestFitBatchCrossValidation::test_single_task_batch_cv
test/test_cuda.py::TestBotorchCUDA::test_cuda
test/test_end_to_end.py::TestEndToEnd::test_EI
test/test_end_to_end.py::TestEndToEnd::test_qEI
test/test_fit.py::TestFitGPyTorchModel::test_fit_gpytorch_model
test/test_fit.py::TestFitGPyTorchModel::test_fit_gpytorch_model_sequential
test/test_fit.py::TestFitGPyTorchModel::test_fit_gpytorch_model_singular
test/test_fit.py::TestFitGPyTorchModel::test_fit_gpytorch_model_torch
test/test_fit.py::TestSetTransformedInputs::test_set_transformed_inputs
test/test_logging.py::TestLogging::test_logger
test/test_logging.py::TestLogging::test_settings_log_level
test/test_settings.py::TestSettings::test_debug
test/test_settings.py::TestSettings::test_flags
test/acquisition/test_acquisition.py::TestAcquisitionFunction::test_abstract_raises
test/acquisition/test_acquisition.py::TestOneShotAcquisitionFunction::test_abstract_raises
test/acquisition/test_active_learning.py::TestQNegIntegratedPosteriorVariance::test_init
test/acquisition/test_active_learning.py::TestQNegIntegratedPosteriorVariance::test_q_neg_int_post_variance
test/acquisition/test_analytic.py::TestAnalyticAcquisitionFunction::test_abstract_raises
test/acquisition/test_analytic.py::TestExpectedImprovement::test_expected_improvement
test/acquisition/test_analytic.py::TestExpectedImprovement::test_expected_improvement_batch
test/acquisition/test_analytic.py::TestPosteriorMean::test_posterior_mean
test/acquisition/test_analytic.py::TestPosteriorMean::test_posterior_mean_batch
test/acquisition/test_analytic.py::TestProbabilityOfImprovement::test_probability_of_improvement
test/acquisition/test_analytic.py::TestProbabilityOfImprovement::test_probability_of_improvement_batch
test/acquisition/test_analytic.py::TestUpperConfidenceBound::test_upper_confidence_bound
test/acquisition/test_analytic.py::TestUpperConfidenceBound::test_upper_confidence_bound_batch
test/acquisition/test_analytic.py::TestConstrainedExpectedImprovement::test_constrained_expected_improvement
test/acquisition/test_analytic.py::TestConstrainedExpectedImprovement::test_constrained_expected_improvement_batch
test/acquisition/test_analytic.py::TestNoisyExpectedImprovement::test_noisy_expected_improvement
test/acquisition/test_cost_aware.py::TestCostAwareUtilities::test_GenericCostAwareUtility
test/acquisition/test_cost_aware.py::TestCostAwareUtilities::test_InverseCostWeightedUtility
test/acquisition/test_cost_aware.py::TestCostAwareUtilities::test_abstract_raises
test/acquisition/test_fixed_feature.py::TestFixedFeatureAcquisitionFunction::test_fixed_features
test/acquisition/test_knowledge_gradient.py::TestQKnowledgeGradient::test_evaluate_kg
test/acquisition/test_knowledge_gradient.py::TestQKnowledgeGradient::test_evaluate_q_knowledge_gradient
test/acquisition/test_knowledge_gradient.py::TestQKnowledgeGradient::test_initialize_q_knowledge_gradient
test/acquisition/test_knowledge_gradient.py::TestQMultiFidelityKnowledgeGradient::test_evaluate_q_multi_fidelity_knowledge_gradient
test/acquisition/test_knowledge_gradient.py::TestQMultiFidelityKnowledgeGradient::test_initialize_q_multi_fidelity_knowledge_gradient
test/acquisition/test_knowledge_gradient.py::TestKGUtils::test_get_value_function
test/acquisition/test_knowledge_gradient.py::TestKGUtils::test_split_fantasy_points
test/acquisition/test_max_value_entropy_search.py::TestMaxValueEntropySearch::test_q_max_value_entropy
test/acquisition/test_max_value_entropy_search.py::TestMaxValueEntropySearch::test_q_multi_fidelity_max_value_entropy
test/acquisition/test_max_value_entropy_search.py::TestMaxValueEntropySearch::test_sample_max_value_Gumbel
test/acquisition/test_max_value_entropy_search.py::TestMaxValueEntropySearch::test_sample_max_value_Thompson
test/acquisition/test_monte_carlo.py::TestMCAcquisitionFunction::test_abstract_raises
test/acquisition/test_monte_carlo.py::TestQExpectedImprovement::test_q_expected_improvement
test/acquisition/test_monte_carlo.py::TestQExpectedImprovement::test_q_expected_improvement_batch
test/acquisition/test_monte_carlo.py::TestQNoisyExpectedImprovement::test_prune_baseline
test/acquisition/test_monte_carlo.py::TestQNoisyExpectedImprovement::test_q_noisy_expected_improvement
test/acquisition/test_monte_carlo.py::TestQNoisyExpectedImprovement::test_q_noisy_expected_improvement_batch
test/acquisition/test_monte_carlo.py::TestQProbabilityOfImprovement::test_q_probability_of_improvement
test/acquisition/test_monte_carlo.py::TestQProbabilityOfImprovement::test_q_probability_of_improvement_batch
test/acquisition/test_monte_carlo.py::TestQSimpleRegret::test_q_simple_regret
test/acquisition/test_monte_carlo.py::TestQSimpleRegret::test_q_simple_regret_batch
test/acquisition/test_monte_carlo.py::TestQUpperConfidenceBound::test_q_upper_confidence_bound
test/acquisition/test_monte_carlo.py::TestQUpperConfidenceBound::test_q_upper_confidence_bound_batch
test/acquisition/test_objective.py::TestScalarizedObjective::test_affine_acquisition_objective
test/acquisition/test_objective.py::TestMCAcquisitionObjective::test_abstract_raises
test/acquisition/test_objective.py::TestGenericMCObjective::test_generic_mc_objective
test/acquisition/test_objective.py::TestConstrainedMCObjective::test_constrained_mc_objective
test/acquisition/test_objective.py::TestIdentityMCObjective::test_identity_mc_objective
test/acquisition/test_objective.py::TestLinearMCObjective::test_linear_mc_objective
test/acquisition/test_utils.py::TestGetAcquisitionFunction::test_GetQEHVI
test/acquisition/test_utils.py::TestGetAcquisitionFunction::test_GetQEI
test/acquisition/test_utils.py::TestGetAcquisitionFunction::test_GetQNEI
test/acquisition/test_utils.py::TestGetAcquisitionFunction::test_GetQPI
test/acquisition/test_utils.py::TestGetAcquisitionFunction::test_GetQSR
test/acquisition/test_utils.py::TestGetAcquisitionFunction::test_GetQUCB
test/acquisition/test_utils.py::TestGetAcquisitionFunction::test_GetUnknownAcquisitionFunction
test/acquisition/test_utils.py::TestGetInfeasibleCost::test_get_infeasible_cost
test/acquisition/test_utils.py::TestPruneInferiorPoints::test_prune_inferior_points
test/acquisition/test_utils.py::TestFidelityUtils::test_expand_trace_observations
test/acquisition/test_utils.py::TestFidelityUtils::test_project_to_target_fidelity
test/acquisition/multi_objective/test_analytic.py::TestMultiObjectiveAnalyticAcquisitionFunction::test_abstract_raises
test/acquisition/multi_objective/test_analytic.py::TestMultiObjectiveAnalyticAcquisitionFunction::test_init
test/acquisition/multi_objective/test_analytic.py::TestExpectedHypervolumeImprovement::test_expected_hypervolume_improvement
test/acquisition/multi_objective/test_monte_carlo.py::TestMultiObjectiveMCAcquisitionFunction::test_abstract_raises
test/acquisition/multi_objective/test_monte_carlo.py::TestMultiObjectiveMCAcquisitionFunction::test_init
test/acquisition/multi_objective/test_monte_carlo.py::TestQExpectedHypervolumeImprovement::test_constrained_q_expected_hypervolume_improvement
test/acquisition/multi_objective/test_monte_carlo.py::TestQExpectedHypervolumeImprovement::test_q_expected_hypervolume_improvement
test/acquisition/multi_objective/test_objective.py::TestMCMultiOutputObjective::test_abstract_raises
test/acquisition/multi_objective/test_objective.py::TestIdentityMCMultiOutputObjective::test_identity_mc_multi_output_objective
test/acquisition/multi_objective/test_objective.py::TestWeightedMCMultiOutputObjective::test_weighted_mc_multi_output_objective
test/acquisition/multi_objective/test_objective.py::TestUnstandardizeMultiOutputObjective::test_unstandardize_mo_objective
test/exceptions/test_errors.py::TestBotorchExceptions::test_botorch_exception_hierarchy
test/exceptions/test_errors.py::TestBotorchExceptions::test_raise_botorch_exceptions
test/exceptions/test_warnings.py::TestBotorchWarnings::test_botorch_warnings
test/exceptions/test_warnings.py::TestBotorchWarnings::test_botorch_warnings_hierarchy
test/generation/test_gen.py::TestGenCandidates::test_gen_candidates
test/generation/test_gen.py::TestGenCandidates::test_gen_candidates_torch
test/generation/test_gen.py::TestGenCandidates::test_gen_candidates_torch_with_fixed_features
test/generation/test_gen.py::TestGenCandidates::test_gen_candidates_torch_with_none_fixed_features
test/generation/test_gen.py::TestGenCandidates::test_gen_candidates_with_fixed_features
test/generation/test_gen.py::TestGenCandidates::test_gen_candidates_with_none_fixed_features
test/generation/test_gen.py::TestRandomRestartOptimization::test_random_restart_optimization
test/generation/test_sampling.py::TestSamplingStrategy::test_abstract_raises
test/generation/test_sampling.py::TestMaxPosteriorSampling::test_init
test/generation/test_sampling.py::TestMaxPosteriorSampling::test_max_posterior_sampling
test/generation/test_sampling.py::TestBoltzmannSampling::test_boltzmann_sampling
test/generation/test_sampling.py::TestBoltzmannSampling::test_init
test/generation/test_utils.py::TestGenerationUtils::test_flip_sub_unique
test/models/test_converter.py::TestConverters::test_batched_to_model_list
test/models/test_converter.py::TestConverters::test_model_list_to_batched
test/models/test_converter.py::TestConverters::test_roundtrip
test/models/test_cost.py::TestCostModels::test_affine_fidelity_cost_model
test/models/test_deterministic.py::TestDeterministicModels::test_AffineDeterministicModel
test/models/test_deterministic.py::TestDeterministicModels::test_GenericDeterministicModel
test/models/test_deterministic.py::TestDeterministicModels::test_abstract_base_model
test/models/test_gp_regression.py::TestSingleTaskGP::test_condition_on_observations
test/models/test_gp_regression.py::TestSingleTaskGP::test_construct_inputs
test/models/test_gp_regression.py::TestSingleTaskGP::test_fantasize
test/models/test_gp_regression.py::TestSingleTaskGP::test_gp
test/models/test_gp_regression.py::TestSingleTaskGP::test_subset_model
test/models/test_gp_regression.py::TestFixedNoiseGP::test_condition_on_observations
test/models/test_gp_regression.py::TestFixedNoiseGP::test_construct_inputs
test/models/test_gp_regression.py::TestFixedNoiseGP::test_fantasize
test/models/test_gp_regression.py::TestFixedNoiseGP::test_fixed_noise_likelihood
test/models/test_gp_regression.py::TestFixedNoiseGP::test_gp
test/models/test_gp_regression.py::TestFixedNoiseGP::test_subset_model
test/models/test_gp_regression.py::TestHeteroskedasticSingleTaskGP::test_condition_on_observations
test/models/test_gp_regression.py::TestHeteroskedasticSingleTaskGP::test_construct_inputs
test/models/test_gp_regression.py::TestHeteroskedasticSingleTaskGP::test_fantasize
test/models/test_gp_regression.py::TestHeteroskedasticSingleTaskGP::test_gp
test/models/test_gp_regression.py::TestHeteroskedasticSingleTaskGP::test_heteroskedastic_likelihood
test/models/test_gp_regression.py::TestHeteroskedasticSingleTaskGP::test_subset_model
test/models/test_gp_regression_fidelity.py::TestSingleTaskMultiFidelityGP::test_condition_on_observations
test/models/test_gp_regression_fidelity.py::TestSingleTaskMultiFidelityGP::test_construct_inputs
test/models/test_gp_regression_fidelity.py::TestSingleTaskMultiFidelityGP::test_fantasize
test/models/test_gp_regression_fidelity.py::TestSingleTaskMultiFidelityGP::test_gp
test/models/test_gp_regression_fidelity.py::TestSingleTaskMultiFidelityGP::test_init_error
test/models/test_gp_regression_fidelity.py::TestSingleTaskMultiFidelityGP::test_subset_model
test/models/test_gp_regression_fidelity.py::TestFixedNoiseMultiFidelityGP::test_condition_on_observations
test/models/test_gp_regression_fidelity.py::TestFixedNoiseMultiFidelityGP::test_construct_inputs
test/models/test_gp_regression_fidelity.py::TestFixedNoiseMultiFidelityGP::test_fantasize
test/models/test_gp_regression_fidelity.py::TestFixedNoiseMultiFidelityGP::test_fixed_noise_likelihood
test/models/test_gp_regression_fidelity.py::TestFixedNoiseMultiFidelityGP::test_gp
test/models/test_gp_regression_fidelity.py::TestFixedNoiseMultiFidelityGP::test_init_error
test/models/test_gp_regression_fidelity.py::TestFixedNoiseMultiFidelityGP::test_subset_model
test/models/test_gpytorch.py::TestGPyTorchModel::test_gpytorch_model
test/models/test_gpytorch.py::TestGPyTorchModel::test_validate_tensor_args
test/models/test_gpytorch.py::TestBatchedMultiOutputGPyTorchModel::test_batched_multi_output_gpytorch_model
test/models/test_gpytorch.py::TestModelListGPyTorchModel::test_model_list_gpytorch_model
test/models/test_model.py::TestBaseModel::test_abstract_base_model
test/models/test_model.py::TestBaseModel::test_not_so_abstract_base_model
test/models/test_model_list_gp_regression.py::TestModelListGP::test_ModelListGP
test/models/test_model_list_gp_regression.py::TestModelListGP::test_ModelListGP_fixed_noise
test/models/test_model_list_gp_regression.py::TestModelListGP::test_ModelListGP_single
test/models/test_multitask.py::TestMultiTaskGP::test_MultiTaskGP
test/models/test_multitask.py::TestMultiTaskGP::test_MultiTaskGP_fixed_prior
test/models/test_multitask.py::TestMultiTaskGP::test_MultiTaskGP_single_output
test/models/test_multitask.py::TestFixedNoiseMultiTaskGP::test_FixedNoiseMultiTaskGP
test/models/test_multitask.py::TestFixedNoiseMultiTaskGP::test_FixedNoiseMultiTaskGP_construct_inputs
test/models/test_multitask.py::TestFixedNoiseMultiTaskGP::test_FixedNoiseMultiTaskGP_fixed_prior
test/models/test_multitask.py::TestFixedNoiseMultiTaskGP::test_FixedNoiseMultiTaskGP_single_output
test/models/test_multitask.py::TestFixedNoiseMultiTaskGP::test_MultiTaskGP_construct_inputs
test/models/test_pairwise_gp.py::TestPairwiseGP::test_condition_on_observations
test/models/test_pairwise_gp.py::TestPairwiseGP::test_fantasize
test/models/test_pairwise_gp.py::TestPairwiseGP::test_pairwise_gp
test/models/test_utils.py::TestMultiOutputToBatchModeTransform::test_multioutput_to_batch_mode_transform
test/models/test_utils.py::TestAddOutputDim::test_add_output_dim
test/models/test_utils.py::TestInputDataChecks::test_check_min_max_scaling
test/models/test_utils.py::TestInputDataChecks::test_check_no_nans
test/models/test_utils.py::TestInputDataChecks::test_check_standardization
test/models/test_utils.py::TestInputDataChecks::test_validate_input_scaling
test/models/test_utils.py::TestGPTPosteriorSettings::test_gpt_posterior_settings
test/models/kernels/test_downsampling.py::TestDownsamplingKernel::test_active_dims_list
test/models/kernels/test_downsampling.py::TestDownsamplingKernel::test_active_dims_range
test/models/kernels/test_downsampling.py::TestDownsamplingKernel::test_computes_downsampling_function
test/models/kernels/test_downsampling.py::TestDownsamplingKernel::test_computes_downsampling_function_batch
test/models/kernels/test_downsampling.py::TestDownsamplingKernel::test_diag_calculation
test/models/kernels/test_downsampling.py::TestDownsamplingKernel::test_initialize_offset
test/models/kernels/test_downsampling.py::TestDownsamplingKernel::test_initialize_offset_batch
test/models/kernels/test_downsampling.py::TestDownsamplingKernel::test_initialize_offset_prior
test/models/kernels/test_downsampling.py::TestDownsamplingKernel::test_initialize_power
test/models/kernels/test_downsampling.py::TestDownsamplingKernel::test_initialize_power_batch
test/models/kernels/test_downsampling.py::TestDownsamplingKernel::test_initialize_power_prior
test/models/kernels/test_downsampling.py::TestDownsamplingKernel::test_kernel_getitem_double_batch
test/models/kernels/test_downsampling.py::TestDownsamplingKernel::test_kernel_getitem_single_batch
test/models/kernels/test_downsampling.py::TestDownsamplingKernel::test_last_dim_is_batch
test/models/kernels/test_downsampling.py::TestDownsamplingKernel::test_no_batch_kernel_double_batch_x_ard
test/models/kernels/test_downsampling.py::TestDownsamplingKernel::test_no_batch_kernel_double_batch_x_no_ard
test/models/kernels/test_downsampling.py::TestDownsamplingKernel::test_no_batch_kernel_single_batch_x_no_ard
test/models/kernels/test_downsampling.py::TestDownsamplingKernel::test_single_batch_kernel_single_batch_x_no_ard
test/models/kernels/test_downsampling.py::TestDownsamplingKernel::test_smoke_double_batch_kernel_double_batch_x_ard
test/models/kernels/test_downsampling.py::TestDownsamplingKernel::test_smoke_double_batch_kernel_double_batch_x_no_ard
test/models/kernels/test_downsampling.py::TestDownsamplingKernel::test_subset_active_compute_downsampling_function
test/models/kernels/test_downsampling.py::TestDownsamplingKernel::test_subset_computes_active_downsampling_function_batch
test/models/kernels/test_exponential_decay.py::TestExponentialDecayKernel::test_active_dims_list
test/models/kernels/test_exponential_decay.py::TestExponentialDecayKernel::test_active_dims_range
test/models/kernels/test_exponential_decay.py::TestExponentialDecayKernel::test_computes_exponential_decay_function
test/models/kernels/test_exponential_decay.py::TestExponentialDecayKernel::test_computes_exponential_decay_function_batch
test/models/kernels/test_exponential_decay.py::TestExponentialDecayKernel::test_initialize_lengthscale
test/models/kernels/test_exponential_decay.py::TestExponentialDecayKernel::test_initialize_lengthscale_batch
test/models/kernels/test_exponential_decay.py::TestExponentialDecayKernel::test_initialize_offset
test/models/kernels/test_exponential_decay.py::TestExponentialDecayKernel::test_initialize_offset_batch
test/models/kernels/test_exponential_decay.py::TestExponentialDecayKernel::test_initialize_offset_prior
test/models/kernels/test_exponential_decay.py::TestExponentialDecayKernel::test_initialize_power
test/models/kernels/test_exponential_decay.py::TestExponentialDecayKernel::test_initialize_power_batch
test/models/kernels/test_exponential_decay.py::TestExponentialDecayKernel::test_initialize_power_prior
test/models/kernels/test_exponential_decay.py::TestExponentialDecayKernel::test_kernel_getitem_double_batch
test/models/kernels/test_exponential_decay.py::TestExponentialDecayKernel::test_kernel_getitem_single_batch
test/models/kernels/test_exponential_decay.py::TestExponentialDecayKernel::test_no_batch_kernel_double_batch_x_ard
test/models/kernels/test_exponential_decay.py::TestExponentialDecayKernel::test_no_batch_kernel_double_batch_x_no_ard
test/models/kernels/test_exponential_decay.py::TestExponentialDecayKernel::test_no_batch_kernel_single_batch_x_no_ard
test/models/kernels/test_exponential_decay.py::TestExponentialDecayKernel::test_single_batch_kernel_single_batch_x_no_ard
test/models/kernels/test_exponential_decay.py::TestExponentialDecayKernel::test_smoke_double_batch_kernel_double_batch_x_ard
test/models/kernels/test_exponential_decay.py::TestExponentialDecayKernel::test_smoke_double_batch_kernel_double_batch_x_no_ard
test/models/kernels/test_exponential_decay.py::TestExponentialDecayKernel::test_subset_active_compute_exponential_decay_function
test/models/kernels/test_exponential_decay.py::TestExponentialDecayKernel::test_subset_active_exponential_decay_function_batch
test/models/kernels/test_linear_truncated_fidelity.py::TestLinearTruncatedFidelityKernel::test_active_dims_list
test/models/kernels/test_linear_truncated_fidelity.py::TestLinearTruncatedFidelityKernel::test_active_dims_range
test/models/kernels/test_linear_truncated_fidelity.py::TestLinearTruncatedFidelityKernel::test_compute_linear_truncated_kernel_no_batch
test/models/kernels/test_linear_truncated_fidelity.py::TestLinearTruncatedFidelityKernel::test_compute_linear_truncated_kernel_with_batch
test/models/kernels/test_linear_truncated_fidelity.py::TestLinearTruncatedFidelityKernel::test_error_on_fidelity_only
test/models/kernels/test_linear_truncated_fidelity.py::TestLinearTruncatedFidelityKernel::test_initialize_covar_module
test/models/kernels/test_linear_truncated_fidelity.py::TestLinearTruncatedFidelityKernel::test_initialize_lengthscale_prior
test/models/kernels/test_linear_truncated_fidelity.py::TestLinearTruncatedFidelityKernel::test_initialize_power
test/models/kernels/test_linear_truncated_fidelity.py::TestLinearTruncatedFidelityKernel::test_initialize_power_batch
test/models/kernels/test_linear_truncated_fidelity.py::TestLinearTruncatedFidelityKernel::test_initialize_power_prior
test/models/kernels/test_linear_truncated_fidelity.py::TestLinearTruncatedFidelityKernel::test_kernel_getitem_double_batch
test/models/kernels/test_linear_truncated_fidelity.py::TestLinearTruncatedFidelityKernel::test_kernel_getitem_single_batch
test/models/kernels/test_linear_truncated_fidelity.py::TestLinearTruncatedFidelityKernel::test_no_batch_kernel_double_batch_x_ard
test/models/kernels/test_linear_truncated_fidelity.py::TestLinearTruncatedFidelityKernel::test_no_batch_kernel_double_batch_x_no_ard
test/models/kernels/test_linear_truncated_fidelity.py::TestLinearTruncatedFidelityKernel::test_no_batch_kernel_single_batch_x_no_ard
test/models/kernels/test_linear_truncated_fidelity.py::TestLinearTruncatedFidelityKernel::test_raise_init_errors
test/models/kernels/test_linear_truncated_fidelity.py::TestLinearTruncatedFidelityKernel::test_single_batch_kernel_single_batch_x_no_ard
test/models/kernels/test_linear_truncated_fidelity.py::TestLinearTruncatedFidelityKernel::test_smoke_double_batch_kernel_double_batch_x_ard
test/models/kernels/test_linear_truncated_fidelity.py::TestLinearTruncatedFidelityKernel::test_smoke_double_batch_kernel_double_batch_x_no_ard
test/models/transforms/test_input.py::TestInputTransforms::test_abstract_base_input_transform
test/models/transforms/test_input.py::TestInputTransforms::test_chained_input_transform
test/models/transforms/test_input.py::TestInputTransforms::test_log10_transform
test/models/transforms/test_input.py::TestInputTransforms::test_normalize
test/models/transforms/test_input.py::TestInputTransforms::test_round_transform
test/models/transforms/test_outcome.py::TestOutcomeTransforms::test_abstract_base_outcome_transform
test/models/transforms/test_outcome.py::TestOutcomeTransforms::test_chained_outcome_transform
test/models/transforms/test_outcome.py::TestOutcomeTransforms::test_log
test/models/transforms/test_outcome.py::TestOutcomeTransforms::test_standardize
test/models/transforms/test_utils.py::TestTransformUtils::test_lognorm_to_norm
test/models/transforms/test_utils.py::TestTransformUtils::test_norm_to_lognorm
test/models/transforms/test_utils.py::TestTransformUtils::test_round_trip
test/optim/test_initializers.py::TestInitializeQBatch::test_initialize_q_batch
test/optim/test_initializers.py::TestInitializeQBatch::test_initialize_q_batch_largeZ
test/optim/test_initializers.py::TestInitializeQBatch::test_initialize_q_batch_nonneg
test/optim/test_initializers.py::TestGenBatchInitialCandidates::test_gen_batch_initial_conditions
test/optim/test_initializers.py::TestGenBatchInitialCandidates::test_gen_batch_initial_conditions_highdim
test/optim/test_initializers.py::TestGenBatchInitialCandidates::test_gen_batch_initial_conditions_warning
test/optim/test_initializers.py::TestGenOneShotKGInitialConditions::test_gen_one_shot_kg_initial_conditions
test/optim/test_initializers.py::TestGenValueFunctionInitialConditions::test_gen_value_function_initial_conditions
test/optim/test_numpy_converter.py::TestModuleToArray::test_basic
test/optim/test_numpy_converter.py::TestModuleToArray::test_exclude
test/optim/test_numpy_converter.py::TestModuleToArray::test_manual_bounds
test/optim/test_numpy_converter.py::TestModuleToArray::test_module_bounds
test/optim/test_numpy_converter.py::TestSetParamsWithArray::test_set_parameters
test/optim/test_optimize.py::TestOptimizeAcqf::test_optimize_acqf_joint
test/optim/test_optimize.py::TestOptimizeAcqf::test_optimize_acqf_sequential
test/optim/test_optimize.py::TestOptimizeAcqf::test_optimize_acqf_sequential_notimplemented
test/optim/test_optimize.py::TestOptimizeAcqfCyclic::test_optimize_acqf_cyclic
test/optim/test_optimize.py::TestOptimizeAcqfList::test_optimize_acqf_list
test/optim/test_optimize.py::TestOptimizeAcqfList::test_optimize_acqf_list_empty_list
test/optim/test_parameter_constraints.py::TestParameterConstraints::test_arrayify
test/optim/test_parameter_constraints.py::TestParameterConstraints::test_eval_lin_constraint
test/optim/test_parameter_constraints.py::TestParameterConstraints::test_lin_constraint_jac
test/optim/test_parameter_constraints.py::TestParameterConstraints::test_make_linear_constraints
test/optim/test_parameter_constraints.py::TestParameterConstraints::test_make_scipy_linear_constraints
test/optim/test_parameter_constraints.py::TestMakeScipyBounds::test_make_scipy_bounds
test/optim/test_stopping.py::TestStoppingCriterion::test_abstract_raises
test/optim/test_stopping.py::TestStoppingCriterion::test_exponential_moving_average
test/optim/test_utils.py::TestColumnWiseClamp::test_column_wise_clamp_raise_on_violation
test/optim/test_utils.py::TestColumnWiseClamp::test_column_wise_clamp_scalar_tensors
test/optim/test_utils.py::TestColumnWiseClamp::test_column_wise_clamp_scalars
test/optim/test_utils.py::TestColumnWiseClamp::test_column_wise_clamp_tensors
test/optim/test_utils.py::TestFixFeatures::test_fix_features
test/optim/test_utils.py::TestGetExtraMllArgs::test_get_extra_mll_args
test/optim/test_utils.py::TestExpandBounds::test_expand_bounds
test/optim/test_utils.py::TestSampleAllPriors::test_sample_all_priors
test/posteriors/test_deterministic.py::TestDeterministicPosterior::test_DeterministicPosterior
test/posteriors/test_gpytorch.py::TestGPyTorchPosterior::test_GPyTorchPosterior
test/posteriors/test_gpytorch.py::TestGPyTorchPosterior::test_GPyTorchPosterior_Multitask
test/posteriors/test_gpytorch.py::TestGPyTorchPosterior::test_degenerate_GPyTorchPosterior
test/posteriors/test_gpytorch.py::TestGPyTorchPosterior::test_degenerate_GPyTorchPosterior_Multitask
test/posteriors/test_gpytorch.py::TestGPyTorchPosterior::test_scalarize_posterior
test/posteriors/test_posterior.py::TestPosterior::test_abstract_base_posterior
test/posteriors/test_posterior.py::TestPosterior::test_mean_var_notimplemented_error
test/posteriors/test_transformed.py::TestTransformedPosterior::test_transformed_posterior
test/sampling/test_pairwise_sampler.py::TestBasePairwiseMCSampler::test_PairwiseMCSampler_abstract_raises
test/sampling/test_pairwise_sampler.py::TestPairwiseIIDNormalSampler::test_forward
test/sampling/test_pairwise_sampler.py::TestPairwiseIIDNormalSampler::test_forward_no_collapse
test/sampling/test_pairwise_sampler.py::TestPairwiseIIDNormalSampler::test_get_base_sample_shape
test/sampling/test_pairwise_sampler.py::TestPairwiseIIDNormalSampler::test_get_base_sample_shape_no_collapse
test/sampling/test_pairwise_sampler.py::TestPairwiseSobolQMCNormalSampler::test_forward
test/sampling/test_pairwise_sampler.py::TestPairwiseSobolQMCNormalSampler::test_forward_no_collapse
test/sampling/test_pairwise_sampler.py::TestPairwiseSobolQMCNormalSampler::test_get_base_sample_shape
test/sampling/test_pairwise_sampler.py::TestPairwiseSobolQMCNormalSampler::test_get_base_sample_shape_no_collapse
test/sampling/test_qmc.py::NormalQMCTests::test_NormalQMCEngine
test/sampling/test_qmc.py::NormalQMCTests::test_NormalQMCEngineInvTransform
test/sampling/test_qmc.py::NormalQMCTests::test_NormalQMCEngineSeeded
test/sampling/test_qmc.py::NormalQMCTests::test_NormalQMCEngineSeededInvTransform
test/sampling/test_qmc.py::NormalQMCTests::test_NormalQMCEngineSeededOut
test/sampling/test_qmc.py::NormalQMCTests::test_NormalQMCEngineShapiro
test/sampling/test_qmc.py::NormalQMCTests::test_NormalQMCEngineShapiroInvTransform
test/sampling/test_qmc.py::MultivariateNormalQMCTests::test_MultivariateNormalQMCEngine
test/sampling/test_qmc.py::MultivariateNormalQMCTests::test_MultivariateNormalQMCEngineDegenerate
test/sampling/test_qmc.py::MultivariateNormalQMCTests::test_MultivariateNormalQMCEngineInvTransform
test/sampling/test_qmc.py::MultivariateNormalQMCTests::test_MultivariateNormalQMCEngineNonPD
test/sampling/test_qmc.py::MultivariateNormalQMCTests::test_MultivariateNormalQMCEngineNonPSD
test/sampling/test_qmc.py::MultivariateNormalQMCTests::test_MultivariateNormalQMCEngineSeeded
test/sampling/test_qmc.py::MultivariateNormalQMCTests::test_MultivariateNormalQMCEngineSeededInvTransform
test/sampling/test_qmc.py::MultivariateNormalQMCTests::test_MultivariateNormalQMCEngineSeededOut
test/sampling/test_qmc.py::MultivariateNormalQMCTests::test_MultivariateNormalQMCEngineShapeErrors
test/sampling/test_qmc.py::MultivariateNormalQMCTests::test_MultivariateNormalQMCEngineShapiro
test/sampling/test_qmc.py::MultivariateNormalQMCTests::test_MultivariateNormalQMCEngineShapiroInvTransform
test/sampling/test_qmc.py::MultivariateNormalQMCTests::test_MultivariateNormalQMCEngineSymmetric
test/sampling/test_sampler.py::TestBaseMCSampler::test_MCSampler_abstract_raises
test/sampling/test_sampler.py::TestIIDNormalSampler::test_batch_range
test/sampling/test_sampler.py::TestIIDNormalSampler::test_forward
test/sampling/test_sampler.py::TestIIDNormalSampler::test_forward_no_collapse
test/sampling/test_sampler.py::TestIIDNormalSampler::test_get_base_sample_shape
test/sampling/test_sampler.py::TestIIDNormalSampler::test_get_base_sample_shape_no_collapse
test/sampling/test_sampler.py::TestSobolQMCNormalSampler::test_batch_range
test/sampling/test_sampler.py::TestSobolQMCNormalSampler::test_forward
test/sampling/test_sampler.py::TestSobolQMCNormalSampler::test_forward_no_collapse
test/sampling/test_sampler.py::TestSobolQMCNormalSampler::test_get_base_sample_shape
test/sampling/test_sampler.py::TestSobolQMCNormalSampler::test_get_base_sample_shape_no_collapse
test/sampling/test_sampler.py::TestSobolQMCNormalSampler::test_unsupported_dimension
test/test_functions/test_base.py::TestBaseTestProblems::test_base_test_problem
test/test_functions/test_base.py::TestBaseTestProblems::test_constrained_base_test_problem
test/test_functions/test_multi_fidelity.py::TestAugmentedBranin::test_forward
test/test_functions/test_multi_fidelity.py::TestAugmentedBranin::test_optimal_value
test/test_functions/test_multi_fidelity.py::TestAugmentedBranin::test_optimizer
test/test_functions/test_multi_fidelity.py::TestAugmentedHartmann::test_forward
test/test_functions/test_multi_fidelity.py::TestAugmentedHartmann::test_optimal_value
test/test_functions/test_multi_fidelity.py::TestAugmentedHartmann::test_optimizer
test/test_functions/test_multi_fidelity.py::TestAugmentedRosenbrock::test_forward
test/test_functions/test_multi_fidelity.py::TestAugmentedRosenbrock::test_min_dimension
test/test_functions/test_multi_fidelity.py::TestAugmentedRosenbrock::test_optimal_value
test/test_functions/test_multi_fidelity.py::TestAugmentedRosenbrock::test_optimizer
test/test_functions/test_multi_objective.py::TestBaseTestMultiObjectiveProblem::test_base_mo_problem
test/test_functions/test_multi_objective.py::TestBraninCurrin::test_attributes
test/test_functions/test_multi_objective.py::TestBraninCurrin::test_forward
test/test_functions/test_multi_objective.py::TestBraninCurrin::test_init
test/test_functions/test_multi_objective.py::TestBraninCurrin::test_max_hv
test/test_functions/test_multi_objective.py::TestBraninCurrin::test_ref_point
test/test_functions/test_multi_objective.py::TestDTLZ::test_attributes
test/test_functions/test_multi_objective.py::TestDTLZ::test_forward
test/test_functions/test_multi_objective.py::TestDTLZ::test_gen_pareto_front
test/test_functions/test_multi_objective.py::TestDTLZ::test_init
test/test_functions/test_multi_objective.py::TestDTLZ::test_max_hv
test/test_functions/test_multi_objective.py::TestDTLZ::test_ref_point
test/test_functions/test_multi_objective.py::TestZDT::test_attributes
test/test_functions/test_multi_objective.py::TestZDT::test_forward
test/test_functions/test_multi_objective.py::TestZDT::test_gen_pareto_front
test/test_functions/test_multi_objective.py::TestZDT::test_init
test/test_functions/test_multi_objective.py::TestZDT::test_max_hv
test/test_functions/test_multi_objective.py::TestZDT::test_ref_point
test/test_functions/test_multi_objective.py::TestMultiObjectiveProblems::test_attributes
test/test_functions/test_multi_objective.py::TestMultiObjectiveProblems::test_forward
test/test_functions/test_multi_objective.py::TestMultiObjectiveProblems::test_max_hv
test/test_functions/test_multi_objective.py::TestMultiObjectiveProblems::test_ref_point
test/test_functions/test_multi_objective.py::TestConstrainedMultiObjectiveProblems::test_attributes
test/test_functions/test_multi_objective.py::TestConstrainedMultiObjectiveProblems::test_c2dtlz2_batch_exception
test/test_functions/test_multi_objective.py::TestConstrainedMultiObjectiveProblems::test_evaluate_slack_true
test/test_functions/test_multi_objective.py::TestConstrainedMultiObjectiveProblems::test_forward
test/test_functions/test_multi_objective.py::TestConstrainedMultiObjectiveProblems::test_max_hv
test/test_functions/test_multi_objective.py::TestConstrainedMultiObjectiveProblems::test_num_constraints
test/test_functions/test_multi_objective.py::TestConstrainedMultiObjectiveProblems::test_ref_point
test/test_functions/test_synthetic.py::TestAckley::test_forward
test/test_functions/test_synthetic.py::TestAckley::test_optimal_value
test/test_functions/test_synthetic.py::TestAckley::test_optimizer
test/test_functions/test_synthetic.py::TestBeale::test_forward
test/test_functions/test_synthetic.py::TestBeale::test_optimal_value
test/test_functions/test_synthetic.py::TestBeale::test_optimizer
test/test_functions/test_synthetic.py::TestBranin::test_forward
test/test_functions/test_synthetic.py::TestBranin::test_optimal_value
test/test_functions/test_synthetic.py::TestBranin::test_optimizer
test/test_functions/test_synthetic.py::TestBukin::test_forward
test/test_functions/test_synthetic.py::TestBukin::test_optimal_value
test/test_functions/test_synthetic.py::TestBukin::test_optimizer
test/test_functions/test_synthetic.py::TestCosine8::test_forward
test/test_functions/test_synthetic.py::TestCosine8::test_optimal_value
test/test_functions/test_synthetic.py::TestCosine8::test_optimizer
test/test_functions/test_synthetic.py::TestDropWave::test_forward
test/test_functions/test_synthetic.py::TestDropWave::test_optimal_value
test/test_functions/test_synthetic.py::TestDropWave::test_optimizer
test/test_functions/test_synthetic.py::TestDixonPrice::test_forward
test/test_functions/test_synthetic.py::TestDixonPrice::test_optimal_value
test/test_functions/test_synthetic.py::TestDixonPrice::test_optimizer
test/test_functions/test_synthetic.py::TestEggHolder::test_forward
test/test_functions/test_synthetic.py::TestEggHolder::test_optimal_value
test/test_functions/test_synthetic.py::TestEggHolder::test_optimizer
test/test_functions/test_synthetic.py::TestGriewank::test_forward
test/test_functions/test_synthetic.py::TestGriewank::test_optimal_value
test/test_functions/test_synthetic.py::TestGriewank::test_optimizer
test/test_functions/test_synthetic.py::TestHartmann::test_dimension
test/test_functions/test_synthetic.py::TestHartmann::test_forward
test/test_functions/test_synthetic.py::TestHartmann::test_optimal_value
test/test_functions/test_synthetic.py::TestHartmann::test_optimizer
test/test_functions/test_synthetic.py::TestHolderTable::test_forward
test/test_functions/test_synthetic.py::TestHolderTable::test_optimal_value
test/test_functions/test_synthetic.py::TestHolderTable::test_optimizer
test/test_functions/test_synthetic.py::TestLevy::test_forward
test/test_functions/test_synthetic.py::TestLevy::test_optimal_value
test/test_functions/test_synthetic.py::TestLevy::test_optimizer
test/test_functions/test_synthetic.py::TestMichalewicz::test_forward
test/test_functions/test_synthetic.py::TestMichalewicz::test_optimal_value
test/test_functions/test_synthetic.py::TestMichalewicz::test_optimizer
test/test_functions/test_synthetic.py::TestPowell::test_forward
test/test_functions/test_synthetic.py::TestPowell::test_optimal_value
test/test_functions/test_synthetic.py::TestPowell::test_optimizer
test/test_functions/test_synthetic.py::TestRastrigin::test_forward
test/test_functions/test_synthetic.py::TestRastrigin::test_optimal_value
test/test_functions/test_synthetic.py::TestRastrigin::test_optimizer
test/test_functions/test_synthetic.py::TestRosenbrock::test_forward
test/test_functions/test_synthetic.py::TestRosenbrock::test_optimal_value
test/test_functions/test_synthetic.py::TestRosenbrock::test_optimizer
test/test_functions/test_synthetic.py::TestShekel::test_forward
test/test_functions/test_synthetic.py::TestShekel::test_optimal_value
test/test_functions/test_synthetic.py::TestShekel::test_optimizer
test/test_functions/test_synthetic.py::TestSixHumpCamel::test_forward
test/test_functions/test_synthetic.py::TestSixHumpCamel::test_optimal_value
test/test_functions/test_synthetic.py::TestSixHumpCamel::test_optimizer
test/test_functions/test_synthetic.py::TestStyblinskiTang::test_forward
test/test_functions/test_synthetic.py::TestStyblinskiTang::test_optimal_value
test/test_functions/test_synthetic.py::TestStyblinskiTang::test_optimizer
test/test_functions/test_synthetic.py::TestThreeHumpCamel::test_forward
test/test_functions/test_synthetic.py::TestThreeHumpCamel::test_optimal_value
test/test_functions/test_synthetic.py::TestThreeHumpCamel::test_optimizer
test/utils/test_constraints.py::TestGetOutcomeConstraintTransform::test_BasicEvaluation
test/utils/test_constraints.py::TestGetOutcomeConstraintTransform::test_BroadcastEvaluation
test/utils/test_constraints.py::TestGetOutcomeConstraintTransform::test_None
test/utils/test_containers.py::TestConstructContainers::test_TrainingData
test/utils/test_feasible_volume.py::TestFeasibleVolumeEstimates::test_estimate_feasible_volume
test/utils/test_feasible_volume.py::TestFeasibleVolumeEstimates::test_feasible_samples
test/utils/test_feasible_volume.py::TestFeasibleVolumeEstimates::test_outcome_feasibility_probability
test/utils/test_objective.py::TestApplyConstraints::test_apply_constraints
test/utils/test_objective.py::TestGetObjectiveWeightsTransform::test_IncompatibleNumberOfWeights
test/utils/test_objective.py::TestGetObjectiveWeightsTransform::test_MultiTaskWeights
test/utils/test_objective.py::TestGetObjectiveWeightsTransform::test_NoMCSamples
test/utils/test_objective.py::TestGetObjectiveWeightsTransform::test_NoWeights
test/utils/test_objective.py::TestGetObjectiveWeightsTransform::test_OneWeightBroadcasting
test/utils/test_rounding.py::TestApproximateRound::test_approximate_round
test/utils/test_sampling.py::TestManualSeed::test_manual_seed
test/utils/test_sampling.py::TestConstructBaseSamples::test_construct_base_samples
test/utils/test_sampling.py::TestConstructBaseSamples::test_construct_base_samples_from_posterior
test/utils/test_sampling.py::TestSampleUtils::test_batched_multinomial
test/utils/test_sampling.py::TestSampleUtils::test_draw_sobol_samples
test/utils/test_sampling.py::TestSampleUtils::test_sample_hypersphere
test/utils/test_sampling.py::TestSampleUtils::test_sample_simplex
test/utils/test_testing.py::TestMock::test_MockModel
test/utils/test_testing.py::TestMock::test_MockPosterior
test/utils/test_torch.py::TestBufferDict::test_BufferDict
test/utils/test_transforms.py::TestStandardize::test_standardize
test/utils/test_transforms.py::TestNormalizeAndUnnormalize::test_normalize_unnormalize
test/utils/test_transforms.py::TestBatchModeTransform::test_t_batch_mode_transform
test/utils/test_transforms.py::TestConcatenatePendingPoints::test_concatenate_pending_points
test/utils/test_transforms.py::TestMatchBatchShape::test_match_batch_shape
test/utils/test_transforms.py::TestMatchBatchShape::test_match_batch_shape_multi_dim
test/utils/test_transforms.py::TorchNormalizeIndices::test_normalize_indices
test/utils/test_transforms.py::TestSqueezeLastDim::test_squeeze_last_dim
test/utils/multi_objective/test_box_decomposition.py::TestNonDominatedPartitioning::test_non_dominated_partitioning
test/utils/multi_objective/test_hypervolume.py::TestHypervolume::test_hypervolume
test/utils/multi_objective/test_pareto.py::TestPareto::test_is_non_dominated
test/utils/multi_objective/test_scalarization.py::TestGetChebyshevScalarization::test_get_chebyshev_scalarization

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