Speed up test times :rocket:

If you are motivated to help speed up some tests, we would appreciate it!

Here are some of the slowest test times:

============================ slowest 50 durations =============================
41.08s call     tests/sampling/test_mcmc.py::test_step_args
29.37s call     tests/sampling/test_mcmc.py::test_sample_var_names
27.32s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-advi]
19.59s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-advi]
18.90s call     tests/sampling/test_mcmc.py::test_blas_cores
18.86s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-advi]
18.74s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-map]
18.38s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_dirichlet[a1-None]
18.06s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-map]
17.81s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-jitter+adapt_diag]
17.72s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-advi]
17.44s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-map]
17.10s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-jitter+adapt_diag]
16.25s call     tests/ode/test_ode.py::TestSensitivityInitialCondition::test_sens_ic_vector_2_param_tensor
16.24s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-jitter+adapt_diag]
16.07s call     tests/sampling/test_mcmc.py::test_sample_find_MAP_does_not_modify_start
13.25s call     tests/distributions/test_transform.py::test_simplex_bounds
12.40s call     tests/distributions/test_transform.py::test_interval
12.24s call     tests/sampling/test_mcmc.py::TestSample::test_sample_does_not_rely_on_external_global_seeding
11.44s call     tests/distributions/test_transform.py::test_ordered
11.19s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[advi]
11.17s call     tests/sampling/test_mcmc.py::TestSample::test_sample_init[advi]
11.05s call     tests/distributions/test_transform.py::test_simplex
10.62s call     tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[False]
10.05s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_half_normal_ordered[sigma1-size1]
9.40s call     tests/ode/test_ode.py::TestSensitivityInitialCondition::test_sens_ic_vector_1_param
9.30s call     tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[True]
8.70s call     tests/sampling/test_mcmc.py::test_no_init_nuts_compound
8.23s call     tests/sampling/test_mcmc.py::TestSample::test_sample_callback
8.00s call     tests/ode/test_ode.py::test_simulate
7.66s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[map]
7.14s call     tests/sampling/test_mcmc.py::test_init_nuts
6.98s call     tests/sampling/test_mcmc.py::TestSample::test_default_sample_does_not_set_global_seed
6.92s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_other[lower2-upper2-size2-transform2]
6.86s call     tests/sampling/test_mcmc.py::test_no_init_nuts_step
6.24s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_other[0.5-5.5-size1-transform1]
6.04s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_other[0.0-1.0-size0-transform0]
5.75s call     tests/sampling/test_mcmc.py::TestSampleReturn::test_logs_sampler_warnings[2]
5.66s call     tests/sampling/test_mcmc.py::TestSample::test_parallel_start
5.36s call     tests/sampling/test_mcmc.py::TestType::test_float64
5.27s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_ordered[lower1-upper1-size1]
5.15s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_ordered[0.0-1.0-size0]
4.98s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_dirichlet[a0-None]
4.82s call     tests/sampling/test_mcmc.py::TestSampleReturn::test_categorical_gibbs_respects_driver_tune_boundary
4.77s call     tests/distributions/test_transform.py::test_logodds
4.73s call     tests/sampling/test_mcmc.py::TestType::test_float32
4.61s call     tests/distributions/test_transform.py::test_sum_to_1
4.58s call     tests/ode/test_ode.py::TestSensitivityInitialCondition::test_sens_ic_vector_3_params
4.48s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_triangular[-10-0-200-size1]
4.43s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform[0.5-5.5-size1]
===== 185 passed, 7 skipped, 1 xfailed, 219 warnings in 784.27s (0:13:04) =====

============================= slowest 50 durations =============================
11.99s call     tests/sampling/test_mcmc_external.py::test_sample_var_names[pymc]
9.19s call     tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[nutpie]
8.29s call     tests/sampling/test_mcmc_external.py::test_sample_var_names[nutpie]
7.10s call     tests/distributions/test_random_alternative_backends.py::test_dirichlet_multinomial[NUMBA]
6.72s call     tests/sampling/test_mcmc_external.py::test_sample_var_names[blackjax]
6.05s call     tests/sampling/test_mcmc_external.py::test_sample_var_names[numpyro]
5.92s call     tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[pymc]
5.71s call     tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[blackjax]
4.37s call     tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[numpyro]
4.37s call     tests/distributions/test_random_alternative_backends.py::test_mvstudentt[NUMBA]
2.92s call     tests/distributions/test_random_alternative_backends.py::test_dirichlet_multinomial_dims[NUMBA]
2.83s call     tests/distributions/test_random_alternative_backends.py::test_dirichlet_multinomial_dims[JAX]
2.26s call     tests/distributions/test_random_alternative_backends.py::test_mvstudentt[FAST_RUN]
2.04s call     tests/sampling/test_mcmc_external.py::test_step_args
1.78s call     tests/distributions/test_random_alternative_backends.py::test_mvstudentt[JAX]
1.66s call     tests/distributions/test_random_alternative_backends.py::test_dirichlet_multinomial[JAX]
0.85s call     tests/distributions/test_random_alternative_backends.py::test_repeated_arguments[JAX]
0.81s call     tests/distributions/test_random_alternative_backends.py::test_dirichlet_multinomial_dims[FAST_RUN]
0.75s call     tests/distributions/test_random_alternative_backends.py::test_repeated_arguments[NUMBA]
0.73s call     tests/distributions/test_random_alternative_backends.py::test_dirichlet_multinomial[FAST_RUN]
0.02s call     tests/distributions/test_random_alternative_backends.py::test_repeated_arguments[FAST_RUN]
0.00s setup    tests/distributions/test_random_alternative_backends.py::test_dirichlet_multinomial[FAST_RUN]
0.00s setup    tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[pymc]
0.00s setup    tests/distributions/test_random_alternative_backends.py::test_dirichlet_multinomial_dims[NUMBA]
0.00s setup    tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[numpyro]
0.00s setup    tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[nutpie]
0.00s setup    tests/distributions/test_random_alternative_backends.py::test_mvstudentt[NUMBA]
0.00s setup    tests/distributions/test_random_alternative_backends.py::test_repeated_arguments[NUMBA]
0.00s setup    tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[blackjax]
0.00s setup    tests/distributions/test_random_alternative_backends.py::test_repeated_arguments[JAX]
0.00s setup    tests/distributions/test_random_alternative_backends.py::test_repeated_arguments[FAST_RUN]
0.00s setup    tests/distributions/test_random_alternative_backends.py::test_dirichlet_multinomial[NUMBA]
0.00s setup    tests/distributions/test_random_alternative_backends.py::test_dirichlet_multinomial[JAX]
0.00s setup    tests/distributions/test_random_alternative_backends.py::test_dirichlet_multinomial_dims[JAX]
0.00s setup    tests/sampling/test_mcmc_external.py::test_sample_var_names[blackjax]
0.00s setup    tests/sampling/test_mcmc_external.py::test_sample_var_names[pymc]
0.00s setup    tests/distributions/test_random_alternative_backends.py::test_dirichlet_multinomial_dims[FAST_RUN]
0.00s setup    tests/distributions/test_random_alternative_backends.py::test_mvstudentt[FAST_RUN]
0.00s setup    tests/sampling/test_mcmc_external.py::test_sample_var_names[nutpie]
0.00s setup    tests/distributions/test_random_alternative_backends.py::test_mvstudentt[JAX]
0.00s setup    tests/sampling/test_mcmc_external.py::test_step_args
0.00s setup    tests/sampling/test_mcmc_external.py::test_sample_var_names[numpyro]
0.00s teardown tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[numpyro]
0.00s teardown tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[pymc]
0.00s teardown tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[blackjax]
0.00s teardown tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[nutpie]
0.00s teardown tests/distributions/test_random_alternative_backends.py::test_dirichlet_multinomial[FAST_RUN]
0.00s teardown tests/distributions/test_random_alternative_backends.py::test_dirichlet_multinomial_dims[JAX]
0.00s teardown tests/distributions/test_random_alternative_backends.py::test_mvstudentt[JAX]
0.00s teardown tests/sampling/test_mcmc_external.py::test_sample_var_names[blackjax]
============= 21 passed, 1 skipped, 8 warnings in 92.24s (0:01:32) =============

============================= slowest 50 durations =============================
8.00s call     tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[nutpie]
7.42s call     tests/sampling/test_mcmc_external.py::test_sample_var_names[pymc]
6.90s call     tests/distributions/test_random_alternative_backends.py::test_dirichlet_multinomial[FAST_RUN]
6.36s call     tests/sampling/test_mcmc_external.py::test_sample_var_names[blackjax]
6.25s call     tests/sampling/test_mcmc_external.py::test_sample_var_names[numpyro]
5.53s call     tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[blackjax]
5.39s call     tests/sampling/test_mcmc_external.py::test_sample_var_names[nutpie]
5.09s call     tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[pymc]
4.68s call     tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[numpyro]
4.21s call     tests/distributions/test_random_alternative_backends.py::test_mvstudentt[FAST_RUN]
2.84s call     tests/distributions/test_random_alternative_backends.py::test_dirichlet_multinomial_dims[FAST_RUN]
2.65s call     tests/distributions/test_random_alternative_backends.py::test_dirichlet_multinomial_dims[JAX]
1.68s call     tests/distributions/test_random_alternative_backends.py::test_dirichlet_multinomial[JAX]
1.66s call     tests/distributions/test_random_alternative_backends.py::test_mvstudentt[JAX]
1.53s call     tests/sampling/test_mcmc_external.py::test_step_args
0.85s call     tests/distributions/test_random_alternative_backends.py::test_repeated_arguments[JAX]
0.74s call     tests/distributions/test_random_alternative_backends.py::test_repeated_arguments[FAST_RUN]
0.11s call     tests/distributions/test_random_alternative_backends.py::test_dirichlet_multinomial_dims[NUMBA]
0.11s call     tests/distributions/test_random_alternative_backends.py::test_mvstudentt[NUMBA]
0.08s call     tests/distributions/test_random_alternative_backends.py::test_dirichlet_multinomial[NUMBA]
0.02s call     tests/distributions/test_random_alternative_backends.py::test_repeated_arguments[NUMBA]
0.00s setup    tests/distributions/test_random_alternative_backends.py::test_dirichlet_multinomial[FAST_RUN]
0.00s setup    tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[pymc]
0.00s setup    tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[nutpie]
0.00s setup    tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[numpyro]
0.00s setup    tests/distributions/test_random_alternative_backends.py::test_dirichlet_multinomial_dims[JAX]
0.00s setup    tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[blackjax]
0.00s setup    tests/distributions/test_random_alternative_backends.py::test_dirichlet_multinomial_dims[NUMBA]
0.00s setup    tests/distributions/test_random_alternative_backends.py::test_mvstudentt[NUMBA]
0.00s setup    tests/distributions/test_random_alternative_backends.py::test_dirichlet_multinomial[NUMBA]
0.00s setup    tests/distributions/test_random_alternative_backends.py::test_mvstudentt[JAX]
0.00s setup    tests/sampling/test_mcmc_external.py::test_sample_var_names[pymc]
0.00s setup    tests/distributions/test_random_alternative_backends.py::test_repeated_arguments[JAX]
0.00s setup    tests/distributions/test_random_alternative_backends.py::test_dirichlet_multinomial[JAX]
0.00s setup    tests/distributions/test_random_alternative_backends.py::test_mvstudentt[FAST_RUN]
0.00s setup    tests/distributions/test_random_alternative_backends.py::test_dirichlet_multinomial_dims[FAST_RUN]
0.00s setup    tests/distributions/test_random_alternative_backends.py::test_repeated_arguments[NUMBA]
0.00s setup    tests/sampling/test_mcmc_external.py::test_sample_var_names[numpyro]
0.00s setup    tests/distributions/test_random_alternative_backends.py::test_repeated_arguments[FAST_RUN]
0.00s teardown tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[pymc]
0.00s teardown tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[blackjax]
0.00s setup    tests/sampling/test_mcmc_external.py::test_sample_var_names[nutpie]
0.00s setup    tests/sampling/test_mcmc_external.py::test_sample_var_names[blackjax]
0.00s setup    tests/sampling/test_mcmc_external.py::test_step_args
0.00s teardown tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[nutpie]
0.00s teardown tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[numpyro]
0.00s teardown tests/distributions/test_random_alternative_backends.py::test_dirichlet_multinomial[FAST_RUN]
0.00s teardown tests/distributions/test_random_alternative_backends.py::test_mvstudentt[FAST_RUN]
0.00s teardown tests/distributions/test_random_alternative_backends.py::test_repeated_arguments[FAST_RUN]
0.00s teardown tests/sampling/test_mcmc_external.py::test_sample_var_names[nutpie]
============= 21 passed, 1 skipped, 8 warnings in 77.23s (0:01:17) =============

============================ slowest 50 durations =============================
39.89s call     tests/sampling/test_mcmc.py::test_step_args
27.80s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-advi]
27.61s call     tests/sampling/test_mcmc.py::test_sample_var_names
18.89s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-advi]
18.65s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_dirichlet[a1-None]
18.48s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-advi]
18.38s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-map]
18.17s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-advi]
17.99s call     tests/sampling/test_mcmc.py::test_blas_cores
17.86s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-map]
17.51s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-map]
17.19s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-jitter+adapt_diag]
17.12s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-jitter+adapt_diag]
16.80s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-jitter+adapt_diag]
16.38s call     tests/sampling/test_mcmc.py::test_sample_find_MAP_does_not_modify_start
16.13s call     tests/ode/test_ode.py::TestSensitivityInitialCondition::test_sens_ic_vector_2_param_tensor
12.92s call     tests/distributions/test_transform.py::test_simplex_bounds
12.59s call     tests/distributions/test_transform.py::test_interval
11.90s call     tests/sampling/test_mcmc.py::TestSample::test_sample_does_not_rely_on_external_global_seeding
11.67s call     tests/distributions/test_transform.py::test_ordered
11.24s call     tests/sampling/test_mcmc.py::TestSample::test_sample_init[advi]
11.17s call     tests/distributions/test_transform.py::test_simplex
11.00s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_half_normal_ordered[sigma1-size1]
10.63s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[advi]
10.58s call     tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[False]
9.28s call     tests/ode/test_ode.py::TestSensitivityInitialCondition::test_sens_ic_vector_1_param
9.15s call     tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[True]
8.12s call     tests/sampling/test_mcmc.py::test_no_init_nuts_compound
8.09s call     tests/sampling/test_mcmc.py::TestSample::test_sample_callback
7.61s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[map]
7.38s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_other[lower2-upper2-size2-transform2]
7.26s call     tests/ode/test_ode.py::test_simulate
6.95s call     tests/sampling/test_mcmc.py::TestSample::test_default_sample_does_not_set_global_seed
6.50s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_other[0.0-1.0-size0-transform0]
6.49s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_other[0.5-5.5-size1-transform1]
5.72s call     tests/sampling/test_mcmc.py::TestSample::test_parallel_start
5.64s call     tests/sampling/test_mcmc.py::test_no_init_nuts_step
5.60s call     tests/sampling/test_mcmc.py::test_init_nuts
5.57s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_ordered[lower1-upper1-size1]
5.49s call     tests/sampling/test_mcmc.py::TestSampleReturn::test_logs_sampler_warnings[2]
5.43s call     tests/ode/test_ode.py::TestDiffEqModel::test_vector_ode_2_param
5.28s call     tests/sampling/test_mcmc.py::TestType::test_float64
5.07s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_dirichlet[a0-None]
5.05s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_beta_ordered[a1-b1-size1]
4.95s call     tests/ode/test_ode.py::TestSensitivityInitialCondition::test_sens_ic_vector_3_params
4.80s call     tests/distributions/test_transform.py::test_logodds
4.79s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_ordered[0.0-1.0-size0]
4.72s call     tests/sampling/test_mcmc.py::TestType::test_float32
4.66s call     tests/sampling/test_mcmc.py::TestSampleReturn::test_categorical_gibbs_respects_driver_tune_boundary
4.61s call     tests/ode/test_ode.py::TestDiffEqModel::test_vector_ode_1_param
===== 185 passed, 7 skipped, 1 xfailed, 219 warnings in 785.79s (0:13:05) =====

============================= slowest 50 durations =============================
10.39s call     tests/model/test_core.py::test_model_d2logp[True]
9.69s call     tests/sampling/test_parallel.py::test_remote_pipe_closed
8.62s call     tests/sampling/test_parallel.py::test_spawn_densitydist_bound_method
8.19s call     tests/sampling/test_parallel.py::test_context
5.43s call     tests/model/test_core.py::TestImputationMissingData::test_missing_multivariate_separable
5.22s call     tests/sampling/test_parallel.py::test_explicit_sample[spawn]
5.16s call     tests/sampling/test_parallel.py::test_bad_unpickle
5.07s call     tests/sampling/test_parallel.py::test_spawn_densitydist_function
4.96s call     tests/model/test_core.py::TestObserved::test_observed_compute_test_value
4.67s call     tests/model/test_core.py::TestImputationMissingData::test_missing_dual_observations
4.09s call     tests/model/test_core.py::TestImputationMissingData::test_interval_missing_observations
3.17s call     tests/model/test_core.py::TestImputationMissingData::test_coordinates
3.08s call     tests/model/test_core.py::TestImputationMissingData::test_missing_basic[pandas]
2.94s call     tests/test_data.py::TestData::test_sample
2.55s call     tests/test_data.py::TestData::test_shared_data_as_rv_input
2.53s call     tests/model/test_core.py::TestPytensorRelatedLogpBugs::test_pytensor_switch_broadcast_edge_cases_1
2.37s call     tests/test_data.py::TestData::test_shared_data_as_index
2.29s call     tests/model/test_core.py::TestValueGradFunction::test_missing_data
1.94s call     tests/model/test_core.py::TestModelDebug::test_invalid_observed_value
1.86s call     tests/model/test_core.py::test_model_d2logp[False]
1.77s call     tests/model/test_core.py::TestTransformArgs::test_default_transform_is_applied
1.53s call     tests/model/test_core.py::test_datalogp_multiple_shapes
1.50s call     tests/model/test_core.py::TestModelDebug::test_invalid_parameter[logp]
1.42s call     tests/model/test_core.py::TestImputationMissingData::test_missing_basic[masked]
1.34s call     tests/test_data.py::TestData::test_sample_posterior_predictive_after_set_data
1.29s call     tests/model/test_core.py::TestModelDebug::test_invalid_parameter_cant_be_evaluated[dlogp-True]
1.24s call     tests/test_data.py::TestData::test_sample_after_set_data
1.21s call     tests/model/test_core.py::TestImputationMissingData::test_missing_multivariate_unseparable
1.18s call     tests/model/test_core.py::TestValueGradFunction::test_edge_case
1.15s call     tests/model/test_core.py::TestImputationMissingData::test_truncated_normal
1.14s call     tests/model/test_core.py::TestPytensorRelatedLogpBugs::test_pytensor_switch_broadcast_edge_cases_2
1.13s call     tests/model/test_core.py::TestImputationMissingData::test_missing_vector_parameter
1.03s call     tests/test_data.py::TestMinibatch::test_1d
1.00s call     tests/model/test_core.py::TestImputationMissingData::test_missing_with_predictors
0.99s call     tests/variational/test_minibatch_rv.py::TestMinibatchRandomVariable::test_minibatch_parameter_and_value
0.97s call     tests/model/test_core.py::TestModelDebug::test_invalid_parameter_cant_be_evaluated[logp-True]
0.94s call     tests/test_data.py::TestData::test_sample_posterior_predictive_after_set_data_with_coords
0.91s call     tests/model/test_core.py::TestSetUpdateCoords::test_resize_from_set_data_and_set_dim
0.86s call     tests/model/test_core.py::TestModelDebug::test_invalid_parameter[dlogp]
0.83s call     tests/test_data.py::TestData::test_set_data_to_non_data_container_variables
0.80s call     tests/model/test_core.py::test_tempered_logp_dlogp[False]
0.80s call     tests/model/test_core.py::test_model_dlogp[True]
0.79s call     tests/model/test_core.py::TestNested::test_nested_model_to_netcdf
0.77s call     tests/model/test_core.py::TestModelDebug::test_invalid_parameter[random]
0.74s call     tests/model/test_core.py::test_model_logp[True]
0.72s call     tests/model/test_core.py::TestModelDebug::test_invalid_value
0.70s call     tests/test_data.py::test_scaling_data_works_in_likelihood
0.69s call     tests/model/test_core.py::test_tempered_logp_dlogp[True]
0.68s call     tests/model/test_core.py::TestImputationMissingData::test_missing_logp2
0.65s call     tests/model/test_core.py::TestImputationMissingData::test_missing_logp1
====== 169 passed, 2 skipped, 1 xfailed, 10 warnings in 146.78s (0:02:26) ======

============================= slowest 50 durations =============================
12.83s call     tests/model/test_core.py::TestImputationMissingData::test_missing_multivariate_separable
10.94s call     tests/sampling/test_parallel.py::test_context
10.39s call     tests/sampling/test_parallel.py::test_remote_pipe_closed
9.36s call     tests/sampling/test_parallel.py::test_spawn_densitydist_bound_method
8.37s call     tests/model/test_core.py::TestValueGradFunction::test_missing_data
7.54s call     tests/model/test_core.py::test_model_d2logp[True]
7.35s call     tests/model/test_core.py::TestImputationMissingData::test_missing_dual_observations
6.53s call     tests/model/test_core.py::TestTransformArgs::test_default_transform_is_applied
5.87s call     tests/sampling/test_parallel.py::test_explicit_sample[spawn]
5.76s call     tests/model/test_core.py::TestImputationMissingData::test_interval_missing_observations
5.76s call     tests/sampling/test_parallel.py::test_spawn_densitydist_function
5.62s call     tests/model/test_core.py::TestModelDebug::test_invalid_parameter[logp]
4.81s call     tests/test_data.py::TestData::test_sample
4.80s call     tests/sampling/test_parallel.py::test_bad_unpickle
4.75s call     tests/model/test_core.py::TestModelDebug::test_invalid_observed_value
4.70s call     tests/model/test_core.py::TestObserved::test_observed_compute_test_value
4.68s call     tests/model/test_core.py::TestValueGradFunction::test_edge_case
3.95s call     tests/model/test_core.py::TestImputationMissingData::test_missing_multivariate_unseparable
3.73s call     tests/test_data.py::TestData::test_shared_data_as_index
3.70s call     tests/model/test_core.py::TestImputationMissingData::test_truncated_normal
3.29s call     tests/test_data.py::TestData::test_shared_data_as_rv_input
3.01s call     tests/test_data.py::test_scaling_data_works_in_likelihood
2.81s call     tests/model/test_core.py::TestPytensorRelatedLogpBugs::test_pytensor_switch_broadcast_edge_cases_2
2.75s call     tests/variational/test_minibatch_rv.py::TestMinibatchRandomVariable::test_minibatch_parameter_and_value
2.62s call     tests/model/test_core.py::TestModelDebug::test_invalid_parameter_cant_be_evaluated[logp-True]
2.31s call     tests/model/test_core.py::TestModelDebug::test_invalid_parameter_cant_be_evaluated[dlogp-True]
2.15s call     tests/model/test_core.py::test_tempered_logp_dlogp[False]
2.13s call     tests/model/test_core.py::TestImputationMissingData::test_missing_logp1
2.10s call     tests/model/test_core.py::TestCheckStartVals::test_valid_start_point
2.09s call     tests/model/test_core.py::TestImputationMissingData::test_coordinates
2.05s call     tests/model/test_core.py::test_model_dlogp[True]
1.81s call     tests/test_data.py::TestData::test_sample_posterior_predictive_after_set_data_with_coords
1.75s call     tests/model/test_core.py::test_model_d2logp[False]
1.60s call     tests/model/test_core.py::TestModelDebug::test_invalid_parameter[dlogp]
1.57s call     tests/model/test_core.py::TestImputationMissingData::test_missing_vector_parameter
1.41s call     tests/model/test_core.py::test_datalogp_multiple_shapes
1.31s call     tests/model/test_core.py::test_model_logp[True]
1.30s call     tests/model/test_core.py::TestPytensorRelatedLogpBugs::test_pytensor_switch_broadcast_edge_cases_1
1.26s call     tests/model/test_core.py::test_point_logps
1.21s call     tests/model/test_core.py::TestNested::test_nested_model_to_netcdf
1.20s call     tests/model/test_core.py::TestImputationMissingData::test_symbolic_random_variable
1.19s call     tests/model/test_core.py::test_model_dlogp[False]
1.14s call     tests/model/test_core.py::TestModelDebug::test_invalid_value
1.14s call     tests/model/test_core.py::test_model_logp[False]
1.13s call     tests/test_data.py::TestData::test_set_data_to_non_data_container_variables
1.11s call     tests/model/test_core.py::TestModelCopy::test_copy_model[copy]
1.10s call     tests/model/test_core.py::test_point_logps_potential
1.07s call     tests/model/test_core.py::TestImputationMissingData::test_missing_logp2
1.02s call     tests/model/test_core.py::TestImputationMissingData::test_missing_with_predictors
0.92s call     tests/test_data.py::TestData::test_deterministic
====== 169 passed, 2 skipped, 1 xfailed, 7 warnings in 201.68s (0:03:21) =======

============================= slowest 50 durations =============================
16.89s call     tests/backends/test_arviz.py::TestDataPyMC::test_mv_missing_data_model
9.72s setup    tests/backends/test_arviz.py::TestDataPyMC::test_to_idata
8.65s call     tests/backends/test_arviz.py::TestDataPyMC::test_multivariate_observations
7.10s call     tests/backends/test_arviz.py::TestDataPyMC::test_single_observation
5.96s setup    tests/backends/test_zarr.py::test_record[single_step-include_transformed-frequent_writes]
5.25s call     tests/backends/test_arviz.py::TestDataPyMC::test_autodetect_coords_from_model[True]
4.21s call     tests/backends/test_arviz.py::TestDataPyMC::test_missing_data_model
3.02s call     tests/backends/test_arviz.py::TestDataPyMC::test_overwrite_model_coords_dims
2.71s call     tests/backends/test_arviz.py::TestDataPyMC::test_constant_data[True]
2.23s call     tests/backends/test_zarr.py::test_record[single_step-include_transformed-frequent_writes]
1.97s call     tests/variational/test_updates.py::test_updates_fast[scalar-without_args-all_params-adagrad_window]
1.86s setup    tests/backends/test_zarr.py::test_record[compound_step-include_transformed-frequent_writes]
1.52s call     tests/backends/test_arviz.py::TestDataPyMC::test_potential
1.50s call     tests/variational/test_updates.py::test_updates_fast[scalar-without_args-all_params-adam]
1.41s call     tests/backends/test_arviz.py::TestDataPyMC::test_single_chain[1]
1.35s call     tests/backends/test_arviz.py::TestDataPyMC::test_to_idata
1.35s call     tests/variational/test_updates.py::test_updates_fast[mixed-without_args-all_params-adadelta]
1.06s call     tests/backends/test_arviz.py::TestDataPyMC::test_predictions_constant_data
1.05s call     tests/variational/test_updates.py::test_updates_fast[scalar-without_args-all_params-momentum]
0.99s call     tests/variational/test_updates.py::test_updates_fast[scalar-without_args-all_params-adadelta]
0.80s call     tests/backends/test_arviz.py::TestPyMCWarmupHandling::test_save_warmup[0-50-1-False]
0.77s call     tests/backends/test_arviz.py::TestDataPyMC::test_include_transformed
0.65s call     tests/variational/test_updates.py::test_updates_fast[mixed-without_args-all_params-momentum]
0.64s call     tests/backends/test_arviz.py::TestDataPyMC::test_conversion_from_variables_subset
0.60s call     tests/backends/test_zarr.py::test_sampling_consistency[compound_step-frequent_writes]
0.59s call     tests/backends/test_zarr.py::test_sample[single_step-discard_transformed-keep_tuning-return_idata-discard_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
0.58s call     tests/backends/test_zarr.py::test_sampling_consistency[single_step-frequent_writes]
0.58s call     tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-discard_tuning-return_idata-keep_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
0.58s call     tests/variational/test_updates.py::test_updates_fast[matrix-without_args-all_params-adadelta]
0.57s call     tests/backends/test_zarr.py::test_sampling_consistency[compound_step-sparse_writes]
0.55s call     tests/backends/test_zarr.py::test_sample[single_step-include_transformed-discard_tuning-return_idata-discard_warning_stat-sequential_sampling-no_loglike-frequent_writes]
0.54s call     tests/backends/test_zarr.py::test_sample[single_step-include_transformed-keep_tuning-return_idata-keep_warning_stat-sequential_sampling-compute_loglike-frequent_writes]
0.53s call     tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-discard_tuning-return_zarr-keep_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
0.53s call     tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-keep_tuning-return_idata-discard_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
0.53s call     tests/backends/test_arviz.py::TestDataPyMC::test_posterior_predictive_thinned
0.52s call     tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-discard_tuning-return_zarr-keep_warning_stat-sequential_sampling-compute_loglike-sparse_writes]
0.52s call     tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-discard_tuning-return_idata-discard_warning_stat-sequential_sampling-compute_loglike-frequent_writes]
0.51s call     tests/variational/test_updates.py::test_updates_fast[matrix-without_args-all_params-momentum]
0.51s setup    tests/backends/test_zarr.py::test_record[compound_step-discard_transformed-sparse_writes]
0.51s call     tests/variational/test_updates.py::test_updates_fast[matrix-without_args-all_params-adagrad]
0.51s call     tests/variational/test_updates.py::test_updates_fast[scalar-without_args-all_params-rmsprop]
0.50s call     tests/backends/test_zarr.py::test_sample[single_step-discard_transformed-keep_tuning-return_idata-keep_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
0.49s setup    tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-discard_tuning-return_idata-keep_warning_stat-parallel_sampling-no_loglike-sparse_writes]
0.49s call     tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-keep_tuning-return_zarr-discard_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
0.49s call     tests/backends/test_zarr.py::test_sample[single_step-include_transformed-keep_tuning-return_idata-discard_warning_stat-parallel_sampling-no_loglike-frequent_writes]
0.48s call     tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-keep_tuning-return_idata-discard_warning_stat-sequential_sampling-compute_loglike-frequent_writes]
0.48s setup    tests/backends/test_zarr.py::test_split_warmup[compound_step-include_transformed-5]
0.47s setup    tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-discard_tuning-return_zarr-keep_warning_stat-parallel_sampling-no_loglike-sparse_writes]
0.47s call     tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-keep_tuning-return_idata-discard_warning_stat-parallel_sampling-no_loglike-frequent_writes]
0.47s call     tests/backends/test_zarr.py::test_sample[single_step-include_transformed-keep_tuning-return_zarr-keep_warning_stat-parallel_sampling-compute_loglike-sparse_writes]
=========== 482 passed, 64 skipped, 3 warnings in 223.25s (0:03:43) ============

============================= slowest 50 durations =============================
12.54s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-advi]
5.85s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[advi]
5.08s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[map]
3.51s call     tests/sampling/test_mcmc.py::TestSample::test_sample_init[advi]
3.22s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-map]
3.21s call     tests/sampling/test_mcmc.py::test_step_args
3.06s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-advi]
2.84s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-1-advi]
2.80s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-1-advi]
2.73s call     tests/sampling/test_mcmc.py::test_sample_var_names
2.58s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-2-advi]
2.53s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-advi]
2.46s call     tests/sampling/test_mcmc.py::TestSample::test_sample_init[advi_map]
2.42s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-2-advi]
2.36s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-1-advi]
2.36s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[ADVI+adapt_diag]
2.31s call     tests/sampling/test_mcmc.py::TestSample::test_sample_init[map]
2.28s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-advi]
2.21s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-1-advi]
2.20s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-1-advi]
2.18s call     tests/sampling/test_mcmc.py::TestType::test_float32
2.14s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[advi_map]
1.98s call     tests/sampling/test_mcmc.py::TestShared::test_sample
1.98s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-2-advi]
1.96s setup    tests/sampling/test_mcmc.py::TestInitNuts::test_checks_seeds_kwarg
1.64s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-1-map]
1.30s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-jitter+adapt_diag]
1.30s call     tests/sampling/test_mcmc.py::TestNamedSampling::test_shared_named
1.23s call     tests/sampling/test_mcmc.py::TestSample::test_deterministic_of_unobserved[False]
1.08s call     tests/sampling/test_mcmc.py::test_sample_find_MAP_does_not_modify_start
1.06s call     tests/sampling/test_mcmc.py::TestType::test_float64
1.01s call     tests/sampling/test_mcmc.py::TestSample::test_deterministic_of_unobserved[True]
0.99s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-1-map]
0.99s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-map]
0.99s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-1-map]
0.92s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-map]
0.91s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[adapt_diag]
0.83s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-1-map]
0.79s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-map]
0.75s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-2-map]
0.72s call     tests/sampling/test_mcmc.py::test_blas_cores
0.72s call     tests/sampling/test_mcmc.py::TestSampleReturn::test_categorical_gibbs_respects_driver_tune_boundary
0.70s call     tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[False]
0.69s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-2-map]
0.68s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-2-map]
0.66s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-1-map]
0.63s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[jitter+adapt_diag]
0.63s call     tests/sampling/test_mcmc.py::TestSample::test_sample_does_not_rely_on_external_global_seeding
0.57s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-jitter+adapt_diag]
0.57s call     tests/sampling/test_mcmc.py::TestSample::test_default_sample_does_not_set_global_seed
=========== 102 passed, 5 skipped, 27 warnings in 116.18s (0:01:56) ============

============================= slowest 50 durations =============================
12.29s call     tests/backends/test_arviz.py::TestDataPyMC::test_mv_missing_data_model
4.84s call     tests/backends/test_zarr.py::test_record[single_step-include_transformed-frequent_writes]
3.99s setup    tests/backends/test_arviz.py::TestDataPyMC::test_to_idata
3.04s call     tests/backends/test_arviz.py::TestDataPyMC::test_multivariate_observations
2.62s call     tests/backends/test_arviz.py::TestDataPyMC::test_autodetect_coords_from_model[True]
2.57s call     tests/variational/test_updates.py::test_updates_fast[scalar-without_args-all_params-adagrad_window]
2.16s call     tests/backends/test_arviz.py::TestDataPyMC::test_single_observation
1.72s call     tests/variational/test_updates.py::test_updates_fast[scalar-without_args-all_params-adam]
1.64s setup    tests/backends/test_zarr.py::test_sampling_consistency[compound_step-frequent_writes]
1.64s call     tests/backends/test_arviz.py::TestDataPyMC::test_missing_data_model
1.57s call     tests/variational/test_updates.py::test_updates_fast[mixed-without_args-all_params-adadelta]
1.53s call     tests/backends/test_zarr.py::test_record[compound_step-include_transformed-frequent_writes]
1.52s call     tests/variational/test_updates.py::test_updates_fast[scalar-without_args-all_params-momentum]
1.46s setup    tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-keep_tuning-return_idata-discard_warning_stat-sequential_sampling-no_loglike-sparse_writes]
1.40s call     tests/backends/test_arviz.py::TestDataPyMC::test_to_idata
1.39s setup    tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-discard_tuning-return_zarr-discard_warning_stat-sequential_sampling-no_loglike-sparse_writes]
1.35s setup    tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-discard_tuning-return_idata-discard_warning_stat-sequential_sampling-no_loglike-sparse_writes]
1.35s call     tests/variational/test_updates.py::test_updates_fast[matrix-without_args-all_params-adadelta]
1.32s setup    tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-discard_tuning-return_idata-keep_warning_stat-parallel_sampling-compute_loglike-sparse_writes]
1.29s call     tests/backends/test_zarr.py::test_sample[single_step-discard_transformed-keep_tuning-return_zarr-keep_warning_stat-parallel_sampling-compute_loglike-sparse_writes]
1.18s setup    tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-keep_tuning-return_zarr-keep_warning_stat-parallel_sampling-no_loglike-frequent_writes]
1.11s call     tests/variational/test_updates.py::test_updates_fast[scalar-without_args-all_params-adadelta]
1.11s call     tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-keep_tuning-return_idata-keep_warning_stat-sequential_sampling-compute_loglike-sparse_writes]
1.09s setup    tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-discard_tuning-return_zarr-discard_warning_stat-parallel_sampling-compute_loglike-sparse_writes]
1.05s call     tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-discard_tuning-return_idata-discard_warning_stat-sequential_sampling-compute_loglike-frequent_writes]
0.98s call     tests/backends/test_zarr.py::test_sample[single_step-include_transformed-keep_tuning-return_idata-discard_warning_stat-parallel_sampling-no_loglike-frequent_writes]
0.97s setup    tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-discard_tuning-return_idata-keep_warning_stat-parallel_sampling-no_loglike-frequent_writes]
0.85s call     tests/backends/test_zarr.py::test_sample[single_step-include_transformed-discard_tuning-return_idata-keep_warning_stat-parallel_sampling-no_loglike-frequent_writes]
0.85s call     tests/backends/test_zarr.py::test_sampling_consistency[single_step-frequent_writes]
0.85s call     tests/backends/test_arviz.py::TestDataPyMC::test_multiple_observed_rv[True]
0.81s call     tests/backends/test_zarr.py::test_sampling_consistency[compound_step-frequent_writes]
0.81s setup    tests/backends/test_zarr.py::test_sample[single_step-include_transformed-keep_tuning-return_zarr-keep_warning_stat-sequential_sampling-no_loglike-sparse_writes]
0.81s call     tests/backends/test_arviz.py::TestDataPyMC::test_overwrite_model_coords_dims
0.80s call     tests/backends/test_arviz.py::TestDataPyMC::test_constant_data[True]
0.80s call     tests/backends/test_arviz.py::TestDataPyMC::test_predictions_constant_data
0.79s call     tests/variational/test_updates.py::test_updates_fast[mixed-without_args-all_params-momentum]
0.78s setup    tests/backends/test_zarr.py::test_sample[single_step-discard_transformed-keep_tuning-return_idata-keep_warning_stat-parallel_sampling-no_loglike-frequent_writes]
0.76s setup    tests/backends/test_zarr.py::test_sample[single_step-discard_transformed-discard_tuning-return_zarr-keep_warning_stat-parallel_sampling-no_loglike-sparse_writes]
0.75s setup    tests/backends/test_zarr.py::test_record[single_step-discard_transformed-sparse_writes]
0.75s call     tests/backends/test_zarr.py::test_sample[single_step-include_transformed-discard_tuning-return_idata-keep_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
0.72s setup    tests/backends/test_zarr.py::test_sample[single_step-include_transformed-keep_tuning-return_idata-keep_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
0.71s setup    tests/backends/test_zarr.py::test_sample[single_step-discard_transformed-discard_tuning-return_idata-keep_warning_stat-sequential_sampling-compute_loglike-sparse_writes]
0.70s call     tests/variational/test_updates.py::test_updates_fast[matrix-without_args-all_params-adagrad]
0.70s call     tests/backends/test_zarr.py::test_sampling_consistency[single_step-sparse_writes]
0.69s call     tests/backends/test_zarr.py::test_record[single_step-include_transformed-sparse_writes]
0.69s setup    tests/backends/test_zarr.py::test_split_warmup[compound_step-discard_transformed-10]
0.67s setup    tests/backends/test_zarr.py::test_sample[single_step-include_transformed-discard_tuning-return_zarr-keep_warning_stat-parallel_sampling-no_loglike-sparse_writes]
0.64s call     tests/variational/test_updates.py::test_updates_fast[matrix-without_args-all_params-momentum]
0.63s setup    tests/backends/test_zarr.py::test_split_warmup[single_step-discard_transformed-0]
0.63s setup    tests/backends/test_zarr.py::test_sample[single_step-include_transformed-discard_tuning-return_idata-discard_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
============ 482 passed, 64 skipped, 1 warning in 223.90s (0:03:43) ============

============================= slowest 50 durations =============================
18.51s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-advi]
10.88s call     tests/sampling/test_mcmc.py::TestSample::test_sample_init[advi]
9.36s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[advi]
9.31s call     tests/sampling/test_mcmc.py::test_sample_var_names
6.87s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[map]
5.46s call     tests/sampling/test_mcmc.py::TestType::test_float32
5.15s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[advi_map]
5.04s call     tests/sampling/test_mcmc.py::test_sample_find_MAP_does_not_modify_start
5.03s call     tests/sampling/test_mcmc.py::test_step_args
4.35s call     tests/sampling/test_mcmc.py::TestType::test_float64
3.67s setup    tests/sampling/test_mcmc.py::TestInitNuts::test_checks_seeds_kwarg
3.49s call     tests/sampling/test_mcmc.py::TestSampleReturn::test_categorical_gibbs_respects_driver_tune_boundary
3.26s call     tests/sampling/test_mcmc.py::TestSample::test_deterministic_of_unobserved[False]
3.26s call     tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[False]
3.23s call     tests/sampling/test_mcmc.py::TestShared::test_sample
2.52s call     tests/sampling/test_mcmc.py::TestSample::test_sample_init[map]
2.43s call     tests/sampling/test_mcmc.py::TestSample::test_deterministic_of_unobserved[True]
2.13s call     tests/sampling/test_mcmc.py::test_blas_cores
1.82s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-jitter+adapt_diag]
1.74s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-1-advi]
1.57s call     tests/sampling/test_mcmc.py::TestSample::test_default_sample_does_not_set_global_seed
1.56s call     tests/sampling/test_mcmc.py::TestSample::test_sample_init[advi_map]
1.38s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-map]
1.32s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-advi]
1.23s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-1-map]
1.23s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[ADVI+adapt_diag]
1.22s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-1-advi]
1.22s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-1-advi]
1.21s call     tests/sampling/test_mcmc.py::TestNamedSampling::test_shared_named
1.19s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-advi]
1.15s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-2-advi]
1.10s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-1-advi]
1.09s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-1-advi]
1.06s call     tests/sampling/test_mcmc.py::TestSampleReturn::test_sample_return_lengths
1.04s call     tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[True]
1.01s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-2-advi]
0.97s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-advi]
0.92s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-2-advi]
0.84s setup    tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[False]
0.84s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-1-map]
0.83s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-1-map]
0.81s call     tests/sampling/test_mcmc.py::TestSample::test_sample_does_not_rely_on_external_global_seeding
0.78s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-map]
0.72s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-map]
0.65s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-map]
0.63s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-2-map]
0.61s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-2-map]
0.61s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-2-map]
0.57s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-1-map]
0.55s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-1-map]
=========== 102 passed, 5 skipped, 27 warnings in 153.26s (0:02:33) ============

============================ slowest 50 durations =============================
50.81s call     tests/variational/test_inference.py::test_replacements[FullRankADVI]
48.64s call     tests/variational/test_inference.py::test_replacements[ASVGD]
43.17s call     tests/variational/test_inference.py::test_replacements[ADVI]
32.08s call     tests/variational/test_inference.py::test_fit_oo[SVGD-full]
31.54s call     tests/variational/test_inference.py::test_replacements[SVGD]
20.65s call     tests/variational/test_inference.py::test_fit_data_coords
20.20s call     tests/variational/test_approximations.py::test_empirical_from_trace
19.76s call     tests/variational/test_approximations.py::test_seeding_advi_fit
15.98s call     tests/variational/test_inference.py::test_fit_oo[FullRankADVI-full]
15.14s call     tests/variational/test_inference.py::test_fit_with_nans[True]
14.99s call     tests/variational/test_inference.py::test_fit_oo[ADVI-mini]
11.99s call     tests/variational/test_inference.py::test_fit_data[SVGD-full]
10.83s call     tests/variational/test_inference.py::test_fit_oo[ASVGD-full]
10.27s call     tests/variational/test_approximations.py::test_elbo
10.14s call     tests/variational/test_inference.py::test_fit_fn_text[svgd-kwargs4-None]
8.22s call     tests/variational/test_inference.py::test_fit_fn_text[fullrank_advi-kwargs3-None]
7.85s call     tests/variational/test_inference.py::test_fit_fn_text[advi-kwargs2-None]
7.75s call     tests/variational/test_inference.py::test_multiple_minibatch_variables
7.50s call     tests/variational/test_inference.py::test_fit_oo[FullRankADVI-mini]
5.89s call     tests/variational/test_inference.py::test_fit_oo[ADVI-full]
5.85s call     tests/variational/test_inference.py::test_var_replacement
5.63s call     tests/variational/test_inference.py::test_fit_fn_text[asvgd-kwargs7-None]
5.29s call     tests/variational/test_inference.py::test_fit_with_nans[False]
4.79s call     tests/variational/test_approximations.py::test_empirical_does_not_support_inference_data
4.72s call     tests/variational/test_inference.py::test_fit_data[FullRankADVI-full]
4.61s call     tests/variational/test_inference.py::test_fit_data[ASVGD-full]
4.40s call     tests/variational/test_inference.py::test_fit_data[FullRankADVI-mini]
4.40s call     tests/variational/test_opvi.py::test_init_groups[raises0-grouping0]
3.72s call     tests/variational/test_inference.py::test_fit_start[SVGD-full]
3.21s call     tests/variational/test_opvi.py::test_logq_globals[FullRankGroup: None, MeanFieldGroup: ['one']]
2.95s call     tests/variational/test_inference.py::test_fit_data[ADVI-mini]
2.91s call     tests/variational/test_opvi.py::test_init_groups[raises1-grouping1]
2.68s call     tests/variational/test_approximations.py::test_scale_cost_to_minibatch_works[5]
2.63s call     tests/variational/test_inference.py::test_fit_fn_text[svgd-kwargs5-None]
1.98s call     tests/variational/test_inference.py::test_fit_start[FullRankADVI-mini]
1.95s call     tests/variational/test_approximations.py::test_scale_cost_to_minibatch_works[8]
1.93s call     tests/variational/test_opvi.py::test_logq_mini_2_sample_2_var[MeanFieldGroup: {}]
1.87s call     tests/variational/test_approximations.py::test_elbo_beta_kl[5]
1.85s call     tests/variational/test_approximations.py::test_elbo_beta_kl[8]
1.84s call     tests/variational/test_inference.py::test_fit_start[FullRankADVI-full]
1.80s call     tests/variational/test_inference.py::test_clear_cache
1.60s call     tests/variational/test_inference.py::test_fit_data[ADVI-full]
1.53s call     tests/variational/test_inference.py::test_profile[FullRankADVI-mini]
1.53s call     tests/variational/test_inference.py::test_fit_start[ADVI-mini]
1.51s call     tests/variational/test_inference.py::test_profile[ADVI-mini]
1.50s call     tests/variational/test_inference.py::test_remove_scan_op
1.44s call     tests/variational/test_inference.py::test_fit_start[ADVI-full]
1.42s call     tests/variational/test_inference.py::test_profile[ADVI-full]
1.40s call     tests/variational/test_inference.py::test_profile[FullRankADVI-full]
1.33s call     tests/variational/test_approximations.py::test_scale_cost_to_minibatch_works[2]
=========== 122 passed, 10 skipped, 2 warnings in 507.19s (0:08:27) ===========

============================ slowest 50 durations =============================
47.77s call     tests/sampling/test_mcmc.py::test_step_args
24.40s call     tests/sampling/test_mcmc.py::test_sample_var_names
24.27s call     tests/sampling/test_mcmc.py::test_blas_cores
22.48s call     tests/sampling/test_mcmc.py::test_sample_find_MAP_does_not_modify_start
20.61s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-advi]
19.76s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-map]
19.54s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-advi]
18.13s call     tests/sampling/test_mcmc.py::TestSample::test_sample_does_not_rely_on_external_global_seeding
17.96s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-advi]
17.77s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-advi]
17.47s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-map]
16.78s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-map]
15.60s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-jitter+adapt_diag]
15.49s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-jitter+adapt_diag]
15.44s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-jitter+adapt_diag]
12.07s call     tests/model/test_core.py::TestImputationMissingData::test_missing_multivariate_separable
11.15s call     tests/model/test_core.py::TestNested::test_nested_model_to_netcdf
9.93s call     tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[False]
9.41s call     tests/sampling/test_mcmc.py::TestSample::test_default_sample_does_not_set_global_seed
9.00s call     tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[True]
8.91s call     tests/sampling/test_mcmc.py::TestSample::test_sample_init[advi]
8.49s call     tests/model/test_core.py::TestImputationMissingData::test_missing_dual_observations
8.23s call     tests/sampling/test_mcmc.py::test_no_init_nuts_compound
8.17s call     tests/sampling/test_mcmc.py::TestSample::test_sample_callback
8.13s call     tests/sampling/test_mcmc.py::test_init_nuts
8.08s call     tests/sampling/test_mcmc.py::TestSample::test_parallel_start
7.90s call     tests/sampling/test_mcmc.py::test_no_init_nuts_step
7.81s call     tests/sampling/test_mcmc.py::TestSampleReturn::test_logs_sampler_warnings[2]
7.06s call     tests/model/test_core.py::test_model_d2logp[True]
6.96s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[advi]
6.62s call     tests/model/test_core.py::TestValueGradFunction::test_missing_data
5.75s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[map]
5.73s call     tests/model/test_core.py::TestModelDebug::test_invalid_parameter[logp]
5.60s call     tests/sampling/test_mcmc.py::TestType::test_float32
5.53s call     tests/model/test_core.py::TestImputationMissingData::test_interval_missing_observations
5.09s call     tests/model/test_core.py::TestImputationMissingData::test_missing_multivariate_unseparable
5.03s call     tests/model/test_core.py::TestTransformArgs::test_default_transform_is_applied
4.95s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[advi_map]
4.84s call     tests/model/test_core.py::TestImputationMissingData::test_truncated_normal
4.55s call     tests/model/test_core.py::TestValueGradFunction::test_edge_case
3.97s call     tests/model/test_core.py::TestModelDebug::test_invalid_observed_value
3.40s call     tests/sampling/test_mcmc.py::TestShared::test_sample
3.18s call     tests/sampling/test_mcmc.py::TestType::test_float64
3.13s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-2-advi]
3.11s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-2-advi]
3.06s call     tests/model/test_core.py::TestImputationMissingData::test_coordinates
2.99s call     tests/sampling/test_mcmc.py::TestSampleReturn::test_categorical_gibbs_respects_driver_tune_boundary
2.99s call     tests/model/test_core.py::TestModelDebug::test_invalid_parameter_cant_be_evaluated[logp-True]
2.98s call     tests/model/test_core.py::TestObserved::test_observed_compute_test_value
2.91s call     tests/model/test_core.py::TestPytensorRelatedLogpBugs::test_pytensor_switch_broadcast_edge_cases_2
========== 227 passed, 5 skipped, 218 warnings in 657.66s (0:10:57) ===========

============================ slowest 50 durations =============================
94.28s call     tests/variational/test_inference.py::test_replacements[ASVGD]
84.42s call     tests/variational/test_inference.py::test_replacements[FullRankADVI]
67.85s call     tests/variational/test_inference.py::test_replacements[ADVI]
54.36s call     tests/variational/test_inference.py::test_replacements[SVGD]
47.04s call     tests/variational/test_inference.py::test_fit_oo[SVGD-full]
24.67s call     tests/variational/test_approximations.py::test_seeding_advi_fit
23.94s call     tests/variational/test_inference.py::test_fit_oo[ASVGD-full]
22.90s call     tests/variational/test_inference.py::test_fit_oo[FullRankADVI-full]
22.10s call     tests/variational/test_inference.py::test_fit_data_coords
19.29s call     tests/variational/test_approximations.py::test_empirical_from_trace
18.62s call     tests/variational/test_inference.py::test_fit_oo[ADVI-mini]
16.68s call     tests/variational/test_inference.py::test_fit_fn_text[asvgd-kwargs7-None]
16.44s call     tests/variational/test_inference.py::test_fit_fn_text[svgd-kwargs4-None]
14.14s call     tests/variational/test_inference.py::test_fit_data[SVGD-full]
13.36s call     tests/variational/test_inference.py::test_fit_oo[FullRankADVI-mini]
12.94s call     tests/variational/test_inference.py::test_multiple_minibatch_variables
12.51s call     tests/variational/test_inference.py::test_fit_with_nans[True]
10.91s call     tests/variational/test_approximations.py::test_elbo
10.52s call     tests/variational/test_inference.py::test_fit_fn_text[fullrank_advi-kwargs3-None]
10.18s call     tests/variational/test_inference.py::test_var_replacement
9.55s call     tests/variational/test_opvi.py::test_logq_globals[FullRankGroup: None, MeanFieldGroup: ['one']]
8.83s call     tests/variational/test_inference.py::test_fit_fn_text[svgd-kwargs5-None]
8.79s call     tests/variational/test_inference.py::test_fit_data[ASVGD-full]
8.33s call     tests/variational/test_inference.py::test_fit_oo[ADVI-full]
7.46s call     tests/variational/test_inference.py::test_fit_fn_text[advi-kwargs2-None]
7.12s call     tests/variational/test_inference.py::test_fit_with_nans[False]
6.74s call     tests/variational/test_inference.py::test_fit_data[FullRankADVI-mini]
6.67s call     tests/variational/test_inference.py::test_profile[FullRankADVI-full]
6.57s call     tests/variational/test_inference.py::test_profile[FullRankADVI-mini]
6.29s call     tests/variational/test_inference.py::test_sample_replacements[FullRankADVI]
6.12s call     tests/variational/test_inference.py::test_fit_data[ADVI-mini]
6.09s call     tests/variational/test_inference.py::test_fit_data[FullRankADVI-full]
5.40s call     tests/variational/test_inference.py::test_profile[ADVI-mini]
5.20s call     tests/variational/test_opvi.py::test_init_groups[raises0-grouping0]
4.55s call     tests/variational/test_inference.py::test_profile[ADVI-full]
4.19s call     tests/variational/test_inference.py::test_remove_scan_op
4.16s call     tests/variational/test_approximations.py::test_scale_cost_to_minibatch_works[5]
3.79s call     tests/variational/test_inference.py::test_sample_replacements[SVGD]
3.64s call     tests/variational/test_approximations.py::test_scale_cost_to_minibatch_works[8]
3.57s call     tests/variational/test_opvi.py::test_init_groups[raises1-grouping1]
3.34s call     tests/variational/test_approximations.py::test_empirical_does_not_support_inference_data
3.30s call     tests/variational/test_opvi.py::test_logq_globals[MeanFieldGroup: None]
3.28s call     tests/variational/test_approximations.py::test_elbo_beta_kl[8]
3.11s call     tests/variational/test_opvi.py::test_init_groups[raises4-grouping4]
3.04s call     tests/variational/test_inference.py::test_fit_data[ADVI-full]
2.83s call     tests/variational/test_inference.py::test_fit_start[SVGD-full]
2.82s call     tests/variational/test_approximations.py::test_elbo_beta_kl[5]
2.52s call     tests/variational/test_opvi.py::test_group_api_params[raises1-params1-FullRankGroup-kw1-None]
2.39s call     tests/variational/test_opvi.py::test_pickle_approx[MeanFieldGroup: ['one'], EmpiricalGroup: ['two', 'three']]
2.29s call     tests/variational/test_inference.py::test_sample_replacements[ADVI]
=========== 122 passed, 10 skipped, 2 warnings in 793.24s (0:13:13) ===========

============================ slowest 50 durations =============================
41.38s setup    tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[FITC]
30.23s call     tests/smc/test_smc.py::TestSMC::test_marginal_likelihood
22.26s call     tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[FITC]
20.22s call     tests/sampling/test_parallel.py::test_sampling_with_random_generator_matches[2]
19.60s call     tests/smc/test_smc.py::TestSMC::test_return_datatype[2]
16.87s call     tests/smc/test_smc.py::TestMHKernel::test_normal_model
15.73s call     tests/ode/test_ode.py::TestSensitivityInitialCondition::test_sens_ic_vector_2_param_tensor
15.72s call     tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[VFE]
14.85s call     tests/sampling/test_parallel.py::test_iterator
13.73s call     tests/smc/test_smc.py::TestSMC::test_sample[parallel]
13.07s call     tests/sampling/test_parallel.py::test_remote_pipe_closed
12.82s call     tests/smc/test_smc.py::TestSMC::test_parallel_custom
11.26s call     tests/sampling/test_parallel.py::test_spawn_densitydist_bound_method
11.19s call     tests/smc/test_smc.py::test_smc_with_custom_op
10.80s call     tests/sampling/test_parallel.py::test_context
10.42s call     tests/sampling/test_parallel.py::test_spawn_densitydist_function
10.06s call     tests/smc/test_smc.py::TestSMC::test_convergence_checks
9.99s call     tests/sampling/test_parallel.py::test_bad_unpickle
8.11s call     tests/smc/test_smc.py::TestSMC::test_unobserved_categorical
7.23s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginalApprox[FITC]
7.17s call     tests/sampling/test_parallel.py::test_explicit_sample[spawn]
7.12s call     tests/smc/test_smc.py::TestSMC::test_sample[sequential]
6.96s call     tests/ode/test_ode.py::TestSensitivityInitialCondition::test_sens_ic_vector_1_param
6.95s call     tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[DTC]
6.90s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginalApprox[DTC]
6.82s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginalApprox[VFE]
6.76s call     tests/ode/test_ode.py::test_simulate
6.31s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveLatent
6.07s setup    tests/gp/test_gp.py::TestMarginalKron::testMarginalKronvsMarginalpredict
5.91s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginal
5.54s call     tests/smc/test_smc.py::TestSMC::test_unobserved_bernoulli
5.50s call     tests/ode/test_ode.py::TestDiffEqModel::test_vector_ode_1_param
5.40s setup    tests/gp/test_gp.py::TestMarginalKron::testMarginalKronRaises
5.27s call     tests/smc/test_smc.py::TestSMC::test_ordered
5.13s call     tests/gp/test_gp.py::TestLatentKron::testLatentKronvsLatent
5.10s call     tests/ode/test_ode.py::TestDiffEqModel::test_vector_ode_2_param
4.97s setup    tests/gp/test_gp.py::TestMarginalKron::testMarginalKronvsMarginal
4.88s call     tests/gp/test_gp.py::TestMarginalVsLatent::testLatentMultioutput
4.58s call     tests/ode/test_ode.py::TestSensitivityInitialCondition::test_sens_ic_vector_3_params
4.41s call     tests/gp/test_gp.py::TestMarginalKron::testMarginalKronvsMarginalpredict
4.07s call     tests/smc/test_smc.py::TestSMC::test_start
3.92s call     tests/gp/test_cov.py::TestStability::test_stable
3.84s call     tests/ode/test_ode.py::TestSensitivityInitialCondition::test_sens_ic_vector_2_param
3.71s call     tests/gp/test_gp.py::TestTP::testTPvsLatent
3.54s call     tests/ode/test_ode.py::TestDiffEqModel::test_scalar_ode_1_param
3.51s setup    tests/gp/test_gp.py::TestLatentKron::testLatentKronvsLatent
3.18s call     tests/gp/test_gp.py::TestMarginalKron::testMarginalKronvsMarginal
3.07s setup    tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[DTC]
3.02s setup    tests/gp/test_gp.py::TestMarginalVsLatent::testLatent1
2.82s call     tests/ode/test_ode.py::TestSensitivityInitialCondition::test_sens_ic_scalar_2_param
=========== 177 passed, 2 skipped, 23 warnings in 537.48s (0:08:57) ===========

============================ slowest 50 durations =============================
62.31s call     tests/sampling/test_mcmc.py::test_step_args
42.27s call     tests/sampling/test_mcmc.py::test_sample_var_names
33.95s call     tests/sampling/test_mcmc.py::test_blas_cores
31.29s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-advi]
31.03s call     tests/sampling/test_mcmc.py::test_sample_find_MAP_does_not_modify_start
30.16s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-advi]
29.54s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-advi]
29.05s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-advi]
22.89s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-map]
22.82s call     tests/sampling/test_mcmc.py::TestSample::test_sample_does_not_rely_on_external_global_seeding
22.58s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-map]
22.47s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-map]
20.65s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-jitter+adapt_diag]
19.59s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-jitter+adapt_diag]
19.54s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-jitter+adapt_diag]
19.05s call     tests/model/test_core.py::test_model_d2logp[True]
16.53s call     tests/model/test_core.py::TestImputationMissingData::test_missing_multivariate_separable
14.00s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[advi]
13.34s call     tests/model/test_core.py::TestImputationMissingData::test_missing_dual_observations
13.12s call     tests/model/test_core.py::TestNested::test_nested_model_to_netcdf
12.47s call     tests/sampling/test_mcmc.py::TestSample::test_sample_init[advi]
11.92s call     tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[False]
11.90s call     tests/sampling/test_mcmc.py::TestSample::test_default_sample_does_not_set_global_seed
11.39s call     tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[True]
11.06s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-2-advi]
10.71s call     tests/sampling/test_mcmc.py::TestSampleReturn::test_logs_sampler_warnings[2]
10.57s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-2-advi]
10.55s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-1-advi]
10.50s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-1-advi]
10.49s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-1-advi]
10.48s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-1-advi]
10.47s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-1-advi]
10.47s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-2-advi]
10.46s call     tests/sampling/test_mcmc.py::TestSample::test_sample_callback
10.45s call     tests/model/test_core.py::TestImputationMissingData::test_interval_missing_observations
10.35s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[map]
10.23s call     tests/sampling/test_mcmc.py::TestSample::test_parallel_start
9.94s call     tests/sampling/test_mcmc.py::test_no_init_nuts_compound
9.94s call     tests/sampling/test_mcmc.py::test_init_nuts
9.65s call     tests/sampling/test_mcmc.py::test_no_init_nuts_step
8.95s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[advi_map]
8.38s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[ADVI+adapt_diag]
8.19s call     tests/model/test_core.py::TestImputationMissingData::test_coordinates
7.10s call     tests/model/test_core.py::TestValueGradFunction::test_missing_data
7.07s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-map]
6.91s call     tests/model/test_core.py::TestImputationMissingData::test_missing_basic[pandas]
6.82s call     tests/sampling/test_mcmc.py::TestShared::test_sample
6.78s call     tests/model/test_core.py::TestPytensorRelatedLogpBugs::test_pytensor_switch_broadcast_edge_cases_1
5.95s call     tests/sampling/test_mcmc.py::TestType::test_float32
5.61s call     tests/model/test_core.py::TestObserved::test_observed_compute_test_value
========== 227 passed, 5 skipped, 218 warnings in 1011.16s (0:16:51) ==========

============================ slowest 50 durations =============================
91.80s setup    tests/step_methods/test_metropolis.py::TestMetropolisUniform::test_kstest
39.23s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSLKJCholeskyCov::test_kstest
37.47s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update[batched_dist3]
37.09s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update[batched_dist4]
35.18s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSUniform::test_kstest
34.81s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSUniform2::test_kstest
34.02s setup    tests/step_methods/test_slicer.py::TestSliceUniform::test_kstest
33.68s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSUniform3::test_kstest
19.06s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSNormal::test_kstest
18.58s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSBetaBinomial::test_kstest
17.54s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSStudentT::test_kstest
15.26s call     tests/step_methods/hmc/test_nuts.py::TestNutsCheckTrace::test_emits_energy_warnings
15.00s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update[batched_dist2]
13.32s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update[batched_dist1]
12.76s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update[batched_dist0]
12.27s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update_different_scales
10.99s call     tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_tuning_epsilon_parallel
6.13s call     tests/step_methods/hmc/test_nuts.py::TestNutsCheckTrace::test_multiple_samplers
4.85s call     tests/step_methods/test_metropolis.py::TestStepMetropolis::test_step_continuous[<function TestStepMetropolis.<lambda> at 0x000002C3A101DB20>-4000]
4.55s call     tests/step_methods/test_metropolis.py::TestStepMetropolis::test_step_discrete
3.69s call     tests/step_methods/test_metropolis.py::TestStepMetropolis::test_step_categorical[uniform]
3.14s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_tuning_reset
2.68s call     tests/step_methods/test_compound.py::TestCompoundStep::test_name
2.50s call     tests/step_methods/hmc/test_nuts.py::TestNutsCheckTrace::test_bad_init_nonparallel
2.46s call     tests/step_methods/test_metropolis.py::TestStepMetropolis::test_step_categorical[proportional]
2.40s call     tests/step_methods/test_slicer.py::TestStepSlicer::test_step_continuous[<function TestStepSlicer.<lambda> at 0x000002C3A0F67C40>-2000]
2.32s call     tests/step_methods/test_compound.py::TestStepCompound::test_step_continuous[<function TestStepCompound.<lambda> at 0x000002C3A10C11C0>-1000]
2.31s call     tests/step_methods/test_compound.py::TestCompoundStep::test_non_blocked
1.95s call     tests/step_methods/test_compound.py::TestStatsBijection::test_flatten_steps
1.78s call     tests/step_methods/test_metropolis.py::TestDEMetropolis::test_demcmc_tune_parameter
1.77s call     tests/step_methods/hmc/test_nuts.py::TestNutsCheckTrace::test_sampler_stats
1.77s call     tests/step_methods/hmc/test_nuts.py::TestStepNUTS::test_step_continuous[<lambda>-1000_1]
1.75s call     tests/step_methods/hmc/test_nuts.py::TestStepNUTS::test_step_continuous[<lambda>-1000_0]
1.69s call     tests/step_methods/test_slicer.py::TestStepSlicer::test_step_continuous[<function TestStepSlicer.<lambda> at 0x000002C3A0F67E20>-2000]
1.65s call     tests/step_methods/test_compound.py::TestCompoundStep::test_blocked
1.27s call     tests/step_methods/hmc/test_hmc.py::TestStepHamiltonianMC::test_step_continuous[<lambda>-1000_0]
1.26s call     tests/step_methods/hmc/test_hmc.py::TestStepHamiltonianMC::test_step_continuous[<lambda>-1000_1]
1.19s call     tests/step_methods/hmc/test_hmc.py::test_leapfrog_reversible
1.01s call     tests/step_methods/test_compound.py::TestStatsMetadata::test_stats_from_steps
1.01s call     tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_tuning_lambda_sequential
0.99s call     tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_tuning_reset
0.86s call     tests/step_methods/test_metropolis.py::TestRVsAssignmentMetropolis::test_discrete_steps[BinaryMetropolis]
0.74s call     tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_tuning_none
0.63s call     tests/step_methods/hmc/test_nuts.py::TestNutsCheckTrace::test_bad_init_parallel
0.51s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_multinomial_no_elemwise_update
0.44s call     tests/step_methods/test_metropolis.py::TestMetropolisUniform::test_neff
0.38s call     tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_custom_proposal_dist
0.38s call     tests/step_methods/hmc/test_nuts.py::test_nuts_step_legacy_value_grad_function
0.38s call     tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_tune_drop_fraction
0.37s call     tests/step_methods/hmc/test_nuts.py::TestNUTSUniform::test_Rhat
=========== 118 passed, 6 skipped, 25 warnings in 553.47s (0:09:13) ===========

============================ slowest 50 durations =============================
128.68s setup    tests/step_methods/test_metropolis.py::TestMetropolisUniform::test_kstest
60.00s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update[batched_dist4]
43.69s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSLKJCholeskyCov::test_kstest
40.26s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update[batched_dist3]
38.42s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSUniform::test_kstest
37.76s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSUniform2::test_kstest
37.22s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSUniform3::test_kstest
36.68s setup    tests/step_methods/test_slicer.py::TestSliceUniform::test_kstest
20.47s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSNormal::test_kstest
18.09s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSStudentT::test_kstest
17.81s call     tests/step_methods/hmc/test_nuts.py::TestNutsCheckTrace::test_emits_energy_warnings
16.35s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSBetaBinomial::test_kstest
14.22s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update[batched_dist2]
13.65s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update[batched_dist1]
11.97s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update[batched_dist0]
11.55s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update_different_scales
10.54s call     tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_tuning_epsilon_parallel
7.53s call     tests/step_methods/test_metropolis.py::TestStepMetropolis::test_step_categorical[uniform]
6.54s call     tests/step_methods/test_metropolis.py::TestStepMetropolis::test_step_continuous[<function TestStepMetropolis.<lambda> at 0x0000019884B4FA60>-4000]
6.38s call     tests/step_methods/hmc/test_nuts.py::TestNutsCheckTrace::test_multiple_samplers
6.02s call     tests/step_methods/hmc/test_nuts.py::TestStepNUTS::test_step_continuous[<lambda>-1000_0]
2.95s call     tests/step_methods/test_metropolis.py::TestStepMetropolis::test_step_categorical[proportional]
2.91s call     tests/step_methods/test_metropolis.py::TestStepMetropolis::test_step_discrete
2.69s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_tuning_reset
2.47s call     tests/step_methods/test_compound.py::TestStepCompound::test_step_continuous[<function TestStepCompound.<lambda> at 0x0000019884BED260>-1000]
2.38s call     tests/step_methods/test_slicer.py::TestStepSlicer::test_step_continuous[<function TestStepSlicer.<lambda> at 0x0000019884B4EF20>-2000]
2.31s call     tests/step_methods/test_compound.py::TestCompoundStep::test_non_blocked
2.29s call     tests/step_methods/hmc/test_nuts.py::TestStepNUTS::test_step_continuous[<lambda>-1000_1]
1.55s call     tests/step_methods/hmc/test_nuts.py::TestNutsCheckTrace::test_bad_init_nonparallel
1.53s call     tests/step_methods/test_slicer.py::TestStepSlicer::test_step_continuous[<function TestStepSlicer.<lambda> at 0x0000019884B4F1A0>-2000]
1.44s call     tests/step_methods/hmc/test_nuts.py::TestNutsCheckTrace::test_sampler_stats
1.39s call     tests/step_methods/hmc/test_hmc.py::TestStepHamiltonianMC::test_step_continuous[<lambda>-1000_0]
1.38s call     tests/step_methods/hmc/test_hmc.py::TestStepHamiltonianMC::test_step_continuous[<lambda>-1000_1]
1.28s call     tests/step_methods/test_compound.py::TestCompoundStep::test_blocked
1.25s call     tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_tuning_reset
1.25s call     tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_tuning_lambda_sequential
1.09s call     tests/step_methods/hmc/test_hmc.py::test_leapfrog_reversible
0.94s call     tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_tuning_none
0.83s call     tests/step_methods/test_metropolis.py::TestDEMetropolis::test_demcmc_tune_parameter
0.78s call     tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_custom_proposal_dist
0.72s call     tests/step_methods/hmc/test_hmc.py::TestRVsAssignmentHamiltonianMC::test_continuous_steps[HamiltonianMC-step_kwargs0]
0.52s call     tests/step_methods/test_compound.py::TestStatsBijection::test_flatten_steps
0.44s call     tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_tune_drop_fraction
0.42s call     tests/step_methods/test_metropolis.py::TestMetropolisUniform::test_neff
0.42s call     tests/step_methods/test_compound.py::TestCompoundStep::test_name
0.41s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_proposal_choice
0.36s call     tests/step_methods/hmc/test_nuts.py::TestNutsCheckTrace::test_bad_init_parallel
0.35s call     tests/step_methods/hmc/test_nuts.py::test_nuts_step_legacy_value_grad_function
0.32s call     tests/step_methods/hmc/test_hmc.py::test_nuts_tuning
0.30s call     tests/step_methods/test_compound.py::TestRVsAssignmentCompound::test_compound_step
=========== 118 passed, 6 skipped, 27 warnings in 635.10s (0:10:35) ===========

============================ slowest 50 durations =============================
50.37s setup    tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[FITC]
30.28s call     tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[FITC]
29.66s call     tests/sampling/test_parallel.py::test_sampling_with_random_generator_matches[2]
24.58s call     tests/smc/test_smc.py::TestSMC::test_marginal_likelihood
22.90s call     tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[VFE]
18.84s call     tests/smc/test_smc.py::TestSMC::test_return_datatype[2]
18.07s call     tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[DTC]
16.29s setup    tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[DTC]
16.19s setup    tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[VFE]
16.14s call     tests/smc/test_smc.py::TestMHKernel::test_normal_model
14.15s call     tests/sampling/test_parallel.py::test_iterator
13.60s call     tests/smc/test_smc.py::test_smc_with_custom_op
12.57s call     tests/ode/test_ode.py::TestDiffEqModel::test_vector_ode_1_param
12.02s call     tests/ode/test_ode.py::TestDiffEqModel::test_vector_ode_2_param
11.48s call     tests/smc/test_smc.py::TestSMC::test_sample[parallel]
11.02s call     tests/smc/test_smc.py::TestSMC::test_parallel_custom
10.92s call     tests/sampling/test_parallel.py::test_spawn_densitydist_bound_method
10.79s call     tests/sampling/test_parallel.py::test_remote_pipe_closed
10.22s call     tests/gp/test_gp.py::TestLatentKron::testLatentKronvsLatent
10.16s call     tests/gp/test_gp.py::TestMarginalVsLatent::testLatentMultioutput
9.91s call     tests/sampling/test_parallel.py::test_context
9.77s call     tests/sampling/test_parallel.py::test_spawn_densitydist_function
9.74s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveLatent
9.40s call     tests/smc/test_smc.py::TestSMC::test_convergence_checks
9.25s call     tests/smc/test_smc.py::TestSMC::test_sample[sequential]
9.22s call     tests/sampling/test_parallel.py::test_bad_unpickle
9.11s call     tests/smc/test_smc.py::TestSMC::test_unobserved_categorical
8.45s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginal
7.39s setup    tests/gp/test_gp.py::TestMarginalKron::testMarginalKronvsMarginalpredict
7.38s call     tests/ode/test_ode.py::test_simulate
6.99s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginalApprox[FITC]
6.92s setup    tests/gp/test_gp.py::TestMarginalKron::testMarginalKronRaises
6.87s setup    tests/gp/test_gp.py::TestMarginalKron::testMarginalKronvsMarginal
6.86s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginalApprox[VFE]
6.78s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginalApprox[DTC]
6.16s call     tests/ode/test_ode.py::TestDiffEqModel::test_scalar_ode_2_param
5.90s call     tests/sampling/test_parallel.py::test_explicit_sample[spawn]
5.26s call     tests/smc/test_smc.py::TestSMC::test_unobserved_bernoulli
5.13s call     tests/gp/test_gp.py::TestTP::testTPvsLatent
5.10s call     tests/gp/test_gp.py::TestTP::testTPvsLatentReparameterized
5.08s call     tests/gp/test_gp.py::TestMarginalVsLatent::testLatent2
4.91s setup    tests/gp/test_gp.py::TestLatentKron::testLatentKronvsLatent
4.83s call     tests/gp/test_cov.py::TestCovAdd::test_rightadd_whitenoise
4.60s call     tests/gp/test_gp.py::TestMarginalKron::testMarginalKronvsMarginalpredict
4.58s call     tests/gp/test_cov.py::TestCovAdd::test_symadd_cov
4.46s call     tests/gp/test_cov.py::TestStability::test_stable
4.34s call     tests/smc/test_smc.py::TestSMC::test_start
3.63s call     tests/smc/test_smc.py::TestSMC::test_discrete_rounding_proposal
3.37s call     tests/gp/test_cov.py::TestCovKron::test_multiops
3.32s call     tests/gp/test_gp.py::TestMarginalVsLatent::testLatent1
=========== 177 passed, 2 skipped, 37 warnings in 640.30s (0:10:40) ===========

============================= slowest 50 durations =============================
19.56s call     tests/logprob/test_transform_value.py::test_default_value_transform_logprob[pt_dist17-dist_params17-<lambda>-size17]
15.82s call     tests/logprob/test_transform_value.py::test_weakref_leak
14.71s call     tests/logprob/test_transform_value.py::test_default_value_transform_logprob[pt_dist16-dist_params16-<lambda>-None]
13.42s call     tests/logprob/test_transforms.py::TestTransform::test_check_jac_det[transform2]
10.85s call     tests/backends/test_mcbackend.py::test_make_runmeta_and_point_fn
10.84s call     tests/logprob/test_transforms.py::test_extra_bijective_rv_transforms[pt_transform2-transform2]
10.54s call     tests/logprob/test_transform_value.py::test_default_value_transform_logprob[pt_dist15-dist_params15-<lambda>-size15]
8.60s call     tests/logprob/test_tensor.py::test_measurable_join_multivariate[size19-10-size29-10-2-False-2]
8.56s call     tests/logprob/test_scan.py::test_scan_joint_logprob[False]
8.12s setup    tests/backends/test_zarr.py::test_record[single_step-include_transformed-frequent_writes]
7.43s call     tests/distributions/test_truncated.py::test_truncated_inference
7.41s call     tests/backends/test_mcbackend.py::TestMcBackendSampling::test_return_inferencedata[3]
6.13s call     tests/distributions/test_truncated.py::test_truncation_continuous_random[False-True-rejection--1-inf]
5.80s call     tests/backends/test_zarr.py::test_sampling_consistency[single_step-frequent_writes]
5.74s call     tests/logprob/test_tensor.py::test_measurable_join_multivariate[size15-10-size25-10-1-True-1]
5.69s call     tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-discard_tuning-return_zarr-keep_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
5.62s call     tests/logprob/test_mixture.py::test_hetero_mixture_binomial[p_val2-size2-True]
5.61s call     tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-discard_tuning-return_zarr-discard_warning_stat-parallel_sampling-compute_loglike-sparse_writes]
5.53s call     tests/backends/test_zarr.py::test_sampling_consistency[compound_step-frequent_writes]
5.48s call     tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-keep_tuning-return_idata-keep_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
5.47s call     tests/backends/test_zarr.py::test_sample[single_step-discard_transformed-discard_tuning-return_idata-keep_warning_stat-parallel_sampling-compute_loglike-sparse_writes]
5.43s call     tests/logprob/test_composite_logprob.py::test_affine_join_interdependent[False]
5.39s call     tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-discard_tuning-return_idata-discard_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
5.38s call     tests/backends/test_zarr.py::test_sampling_consistency[single_step-sparse_writes]
5.32s call     tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-discard_tuning-return_zarr-discard_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
5.30s call     tests/logprob/test_checks.py::test_specify_shape_logprob
5.29s call     tests/backends/test_zarr.py::test_sampling_consistency[compound_step-sparse_writes]
5.29s call     tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-keep_tuning-return_zarr-keep_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
5.28s call     tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-keep_tuning-return_zarr-keep_warning_stat-parallel_sampling-compute_loglike-sparse_writes]
5.28s call     tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-keep_tuning-return_idata-discard_warning_stat-parallel_sampling-no_loglike-frequent_writes]
5.23s call     tests/backends/test_zarr.py::test_sample[single_step-include_transformed-keep_tuning-return_idata-keep_warning_stat-parallel_sampling-compute_loglike-sparse_writes]
5.23s call     tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-discard_tuning-return_idata-discard_warning_stat-parallel_sampling-no_loglike-frequent_writes]
5.22s call     tests/distributions/test_truncated.py::test_truncated_custom_dist_indexed_argument[rv_op0]
5.20s call     tests/backends/test_zarr.py::test_sample[single_step-discard_transformed-discard_tuning-return_idata-discard_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
5.19s call     tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-discard_tuning-return_zarr-keep_warning_stat-parallel_sampling-compute_loglike-sparse_writes]
5.19s call     tests/backends/test_zarr.py::test_sample[single_step-include_transformed-keep_tuning-return_zarr-discard_warning_stat-parallel_sampling-compute_loglike-sparse_writes]
5.19s call     tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-keep_tuning-return_zarr-discard_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
5.18s call     tests/backends/test_zarr.py::test_sample[single_step-include_transformed-discard_tuning-return_zarr-keep_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
5.17s call     tests/backends/test_zarr.py::test_sample[single_step-discard_transformed-discard_tuning-return_idata-keep_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
5.17s call     tests/backends/test_zarr.py::test_sample[single_step-discard_transformed-discard_tuning-return_idata-discard_warning_stat-parallel_sampling-no_loglike-frequent_writes]
5.17s call     tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-discard_tuning-return_idata-discard_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
5.15s call     tests/backends/test_mcbackend.py::TestMcBackendSampling::test_return_multitrace[False]
5.15s call     tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-keep_tuning-return_idata-keep_warning_stat-parallel_sampling-compute_loglike-sparse_writes]
5.14s call     tests/backends/test_zarr.py::test_sample[single_step-include_transformed-keep_tuning-return_zarr-discard_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
5.13s call     tests/backends/test_zarr.py::test_sample[single_step-include_transformed-keep_tuning-return_zarr-keep_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
5.13s call     tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-discard_tuning-return_idata-keep_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
5.12s call     tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-keep_tuning-return_zarr-discard_warning_stat-parallel_sampling-compute_loglike-sparse_writes]
5.11s call     tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-discard_tuning-return_idata-keep_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
5.10s call     tests/backends/test_zarr.py::test_sample[single_step-include_transformed-discard_tuning-return_zarr-keep_warning_stat-parallel_sampling-compute_loglike-sparse_writes]
5.09s call     tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-keep_tuning-return_idata-discard_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
==== 689 passed, 64 skipped, 12 xfailed, 128 warnings in 1253.77s (0:20:53) ====

============================= slowest 50 durations =============================
22.50s call     tests/sampling/test_mcmc.py::test_step_args
17.04s call     tests/sampling/test_mcmc.py::test_sample_var_names
13.73s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-advi]
13.69s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_dirichlet[a1-None]
11.05s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-advi]
10.96s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-advi]
10.85s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-advi]
10.81s call     tests/tuning/test_starting.py::test_find_MAP
10.65s call     tests/distributions/test_transform.py::test_simplex
10.39s call     tests/distributions/test_dist_math.py::test_multinomial_check_parameters
10.02s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-map]
10.00s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-map]
9.96s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-map]
9.70s call     tests/distributions/test_transform.py::test_interval
9.62s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-jitter+adapt_diag]
9.52s call     tests/distributions/test_transform.py::test_simplex_bounds
9.35s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-jitter+adapt_diag]
9.29s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-jitter+adapt_diag]
9.14s call     tests/distributions/test_transform.py::test_ordered
8.94s call     tests/sampling/test_mcmc.py::test_sample_find_MAP_does_not_modify_start
8.55s call     tests/sampling/test_mcmc.py::test_blas_cores
8.31s call     tests/tuning/test_starting.py::test_find_MAP_discrete
7.99s call     tests/sampling/test_mcmc.py::TestSample::test_sample_init[advi]
7.77s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_half_normal_ordered[sigma1-size1]
7.35s call     tests/sampling/test_parallel.py::test_remote_pipe_closed
7.17s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[advi]
6.76s call     tests/sampling/test_parallel.py::test_iterator
6.40s call     tests/sampling/test_mcmc.py::TestSample::test_sample_does_not_rely_on_external_global_seeding
6.08s call     tests/distributions/test_dist_math.py::TestI0e::test_grad
5.95s call     tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[False]
5.81s call     tests/sampling/test_parallel.py::test_sampling_with_random_generator_matches[2]
5.68s call     tests/tuning/test_scaling.py::test_guess_scaling
5.61s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_other[0.5-5.5-size1-transform1]
5.44s call     tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[True]
5.43s call     tests/sampling/test_parallel.py::test_spawn_densitydist_bound_method
5.37s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_other[lower2-upper2-size2-transform2]
4.82s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[map]
4.77s call     tests/sampling/test_mcmc.py::test_no_init_nuts_compound
4.64s call     tests/distributions/test_transform.py::test_chain_jacob_det
4.61s call     tests/sampling/test_mcmc.py::TestSample::test_sample_callback
4.53s call     tests/distributions/test_transform.py::test_log_exp_m1
4.41s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_ordered[lower1-upper1-size1]
4.40s call     tests/sampling/test_parallel.py::test_explicit_sample[spawn]
4.32s call     tests/distributions/test_transform.py::test_logodds
4.01s call     tests/sampling/test_mcmc.py::TestType::test_float32
3.99s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_ordered[0.0-1.0-size0]
3.89s call     tests/sampling/test_mcmc.py::TestSample::test_default_sample_does_not_set_global_seed
3.83s call     tests/sampling/test_parallel.py::test_context
3.83s call     tests/sampling/test_parallel.py::test_spawn_densitydist_function
3.71s call     tests/sampling/test_parallel.py::test_bad_unpickle
====== 218 passed, 7 skipped, 1 xfailed, 32 warnings in 575.99s (0:09:35) ======

============================= slowest 50 durations =============================
23.20s call     tests/distributions/test_timeseries.py::TestAR::test_batched_sigma
22.19s setup    tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[FITC]
18.98s call     tests/gp/test_hsgp_approx.py::TestHSGP::test_prior[cov_func0-centered]
18.11s call     tests/distributions/test_timeseries.py::TestPredefinedRandomWalk::test_gaussian_inference
17.25s call     tests/gp/test_hsgp_approx.py::TestHSGPPeriodic::test_prior[100.0-cov_func0]
16.01s call     tests/gp/test_hsgp_approx.py::TestHSGPPeriodic::test_conditional_periodic[cov_func0]
16.01s call     tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[FITC]
16.00s call     tests/gp/test_hsgp_approx.py::TestHSGP::test_conditional[cov_func0-centered]
15.98s call     tests/gp/test_hsgp_approx.py::TestHSGP::test_conditional[cov_func1-noncentered]
15.76s call     tests/gp/test_hsgp_approx.py::TestHSGP::test_prior[cov_func1-noncentered]
14.61s call     tests/distributions/test_timeseries.py::TestAR::test_batched_size[False]
13.14s call     tests/distributions/test_timeseries.py::TestEulerMaruyama::test_linear_model
12.81s call     tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[True-omega]
10.26s call     tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[VFE]
9.97s call     tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[True-beta_1]
9.04s call     tests/model/transform/test_conditioning.py::test_change_value_transforms
9.01s call     tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[True-alpha_1]
8.90s call     tests/ode/test_ode.py::TestSensitivityInitialCondition::test_sens_ic_vector_2_param_tensor
8.41s call     tests/model/test_core.py::TestImputationMissingData::test_missing_multivariate_separable
8.16s call     tests/distributions/test_timeseries.py::TestPredefinedRandomWalk::test_mvgaussian_with_chol_cov_rv[chol]
7.62s call     tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[False-alpha_1]
7.32s call     tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[False-omega]
7.27s call     tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[False-beta_1]
7.15s call     tests/distributions/test_timeseries.py::TestAR::test_batched_rhos
7.03s call     tests/distributions/test_timeseries.py::TestEulerMaruyama::test_batched_size[True-1]
6.52s call     tests/model/test_core.py::TestImputationMissingData::test_missing_dual_observations
6.12s call     tests/distributions/test_timeseries.py::TestAR::test_batched_size[True]
5.94s call     tests/distributions/test_timeseries.py::TestEulerMaruyama::test_batched_size[True-2]
5.78s call     tests/ode/test_ode.py::TestSensitivityInitialCondition::test_sens_ic_vector_1_param
5.19s call     tests/distributions/test_timeseries.py::TestGARCH11::test_logp
5.10s call     tests/model/test_core.py::test_model_d2logp[True]
4.81s call     tests/model/test_core.py::TestValueGradFunction::test_missing_data
4.81s call     tests/distributions/test_timeseries.py::TestGARCH11::test_support_point[size1-expected1]
4.79s call     tests/model/test_core.py::TestImputationMissingData::test_interval_missing_observations
4.45s call     tests/model/test_core.py::TestNested::test_nested_model_to_netcdf
4.44s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveLatent
4.11s call     tests/model/test_core.py::TestModelDebug::test_invalid_observed_value
3.91s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginalApprox[FITC]
3.86s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginalApprox[VFE]
3.76s call     tests/ode/test_ode.py::TestSensitivityInitialCondition::test_sens_ic_vector_3_params
3.53s setup    tests/gp/test_gp.py::TestMarginalKron::testMarginalKronvsMarginalpredict
3.40s call     tests/model/test_core.py::TestTransformArgs::test_default_transform_is_applied
3.40s call     tests/model/test_core.py::TestImputationMissingData::test_truncated_normal
3.36s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginalApprox[DTC]
3.33s call     tests/model/test_core.py::TestObserved::test_observed_compute_test_value
3.32s call     tests/ode/test_ode.py::TestDiffEqModel::test_vector_ode_2_param
3.26s call     tests/model/test_core.py::TestModelDebug::test_invalid_parameter[logp]
3.18s call     tests/gp/test_gp.py::TestMarginalVsLatent::testLatentMultioutput
3.16s call     tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[DTC]
3.11s call     tests/gp/test_gp.py::TestLatentKron::testLatentKronvsLatent
=========== 462 passed, 2 xfailed, 16 warnings in 584.90s (0:09:44) ============

============================= slowest 50 durations =============================
18.73s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_categorical_bounds
15.54s call     tests/distributions/test_simulator.py::TestSimulator::test_multiple_simulators
11.40s call     tests/distributions/test_simulator.py::TestSimulator::test_nested_simulators
10.73s call     tests/distributions/test_simulator.py::TestSimulator::test_one_gaussian
9.15s call     tests/distributions/test_censored.py::TestCensored::test_censored_workflow[False]
8.88s setup    tests/sampling/test_forward.py::TestSamplePPC::test_logging_sampled_basic_rvs_posterior_mutable[MultiTrace]
8.81s call     tests/distributions/test_censored.py::TestCensored::test_censored_workflow[True]
8.58s call     tests/distributions/test_simulator.py::TestSimulator::test_simulator_metropolis_mcmc
7.12s call     tests/sampling/test_forward.py::TestSamplePPC::test_deterministic_of_observed_modified_interface
7.11s call     tests/distributions/test_custom.py::TestCustomDist::test_serialize_custom_dist
6.51s call     tests/distributions/test_simulator.py::TestSimulator::test_custom_dist_sum_stat[float32]
6.45s call     tests/sampling/test_forward.py::TestSamplePPC::test_deterministic_of_observed
6.05s call     tests/sampling/test_forward.py::TestSamplePPC::test_normal_scalar
5.69s call     tests/distributions/test_custom.py::TestCustomSymbolicDist::test_scan
5.57s call     tests/sampling/test_forward.py::TestSamplePPC::test_normal_vector_idata
5.56s call     tests/sampling/test_forward.py::TestSamplePriorPredictive::test_zeroinflatedpoisson
5.36s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_hypergeometric
5.31s call     tests/distributions/test_simulator.py::TestSimulator::test_custom_dist_sum_stat[float64]
5.31s call     tests/sampling/test_forward.py::TestNestedRandom::test_ZeroInflatedNegativeBinomial[10-(4, 3)-(0.5, (3,))-(None, (3,))-(None, (3,))]
5.26s call     tests/sampling/test_forward.py::TestSamplePPC::test_exceptions
5.18s call     tests/sampling/test_forward.py::TestSamplePPC::test_normal_scalar_idata
5.11s call     tests/distributions/test_simulator.py::TestSimulator::test_named_model
5.08s call     tests/sampling/test_forward.py::TestSamplePPC::test_variable_type
5.06s call     tests/sampling/test_forward.py::TestSamplePPC::test_idata_extension
4.30s call     tests/distributions/test_custom.py::TestCustomSymbolicDist::test_custom_dist_default_support_point_scan_recurring
4.08s call     tests/sampling/test_forward.py::TestSamplePriorPredictive::test_multivariate2
3.72s call     tests/distributions/test_discrete.py::TestDiscreteWeibull::test_distribution
3.65s call     tests/distributions/test_custom.py::TestCustomSymbolicDist::test_custom_dist_default_support_point_scan
3.51s call     tests/distributions/test_distribution.py::TestPartialObservedRV::test_multivariate_shared_mask_unseparable[False]
3.43s call     tests/sampling/test_deterministic.py::test_docstring_example
3.34s setup    tests/sampling/test_forward.py::TestSamplePosteriorPredictive::test_point_list_arg_bug_spp
3.34s call     tests/distributions/test_distribution.py::TestPartialObservedRV::test_multivariate_constant_mask_separable[True-True]
3.20s call     tests/sampling/test_forward.py::TestDraw::test_multivariate
3.14s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_orderedprobit[3]
3.01s call     tests/distributions/test_discrete.py::TestCategorical::test_distribution
2.98s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_negative_binomial
2.86s call     tests/distributions/test_distribution.py::TestPartialObservedRV::test_multivariate_shared_mask_separable
2.79s call     tests/distributions/test_distribution.py::TestPartialObservedRV::test_multivariate_shared_mask_unseparable[True]
2.75s call     tests/distributions/test_discrete.py::TestDiscreteUniform::test_distribution
2.75s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_beta_binomial
2.69s call     tests/distributions/test_discrete.py::TestBetaBinomial::test_distribution
2.56s call     tests/sampling/test_forward.py::TestNestedRandom::test_ZeroInflatedNegativeBinomial[10-(4, 3)-(0.5, (3,))-(None, (3,))-(None, (4, 3))]
2.41s call     tests/distributions/test_custom.py::TestCustomSymbolicDist::test_basic
2.41s call     tests/sampling/test_forward.py::TestSamplePPC::test_model_shared_variable
2.30s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_discrete_weibull
2.29s call     tests/sampling/test_forward.py::TestSamplePPC::test_logging_sampled_basic_rvs_posterior_mutable[MultiTrace]
2.26s call     tests/sampling/test_forward.py::TestSamplePPC::test_model_not_drawable_prior
2.24s call     tests/sampling/test_forward.py::TestSamplePriorPredictive::test_transformed
2.23s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_discrete_unif
2.14s call     tests/distributions/test_distribution.py::TestPartialObservedRV::test_multivariate_constant_mask_unseparable
=========== 384 passed, 1 xfailed, 107 warnings in 427.26s (0:07:07) ===========

============================= slowest 50 durations =============================
38.03s call     tests/progress_bar/test_manager.py::test_progressbar_nested_compound
31.92s call     tests/distributions/test_mixture.py::TestMixture::test_list_mvnormals_predictive_sampling_shape
19.81s call     tests/distributions/test_mixture.py::TestNormalMixture::test_normal_mixture_nd[(3, 3)-5]
17.21s call     tests/distributions/test_mixture.py::TestMixture::test_list_normals_sampling
16.98s call     tests/distributions/test_mixture.py::TestNormalMixture::test_normal_mixture_nd[3-5]
16.97s call     tests/test_func_utils.py::test_find_constrained_prior[0.5-StudentT-0-1-init_guess3-fixed_params3-None]
16.79s call     tests/distributions/test_mixture.py::TestNormalMixture::test_normal_mixture_nd[1-5]
15.15s call     tests/distributions/test_mixture.py::TestNormalMixture::test_normal_mixture_sampling
13.31s call     tests/test_func_utils.py::test_find_constrained_prior[0.95-StudentT-0-1-init_guess3-fixed_params3-None]
12.08s call     tests/distributions/test_mixture.py::TestMixture::test_single_poisson_predictive_sampling_shape
11.78s call     tests/distributions/test_mixture.py::TestMixture::test_single_poisson_sampling
11.35s call     tests/test_func_utils.py::test_find_constrained_prior[0.75-StudentT-0-1-init_guess3-fixed_params3-None]
11.26s call     tests/distributions/test_mixture.py::TestMixtureVsLatent::test_scalar_components
10.78s call     tests/distributions/test_mixture.py::TestNormalMixture::test_normal_mixture_nd[(3, 3)-3]
10.54s call     tests/distributions/test_mixture.py::TestMixtureVsLatent::test_vector_components
10.22s call     tests/distributions/test_mixture.py::TestMixture::test_change_dist_size[True-comp_dists2]
9.62s call     tests/distributions/test_mixture.py::TestMixture::test_list_poissons_sampling
9.06s call     tests/distributions/test_mixture.py::TestNormalMixture::test_normal_mixture_nd[3-3]
8.48s call     tests/distributions/test_mixture.py::TestNormalMixture::test_normal_mixture_nd[()-5]
8.03s call     tests/distributions/test_mixture.py::TestZeroInflatedMixture::test_zeroinflatednegativebinomial_logp
8.00s call     tests/test_func_utils.py::test_find_constrained_prior[0.5-Gamma-0.1-0.4-init_guess0-fixed_params0-None]
7.73s call     tests/distributions/test_mixture.py::TestMixtureSameFamily::test_with_multinomial[(3, 4)]
6.84s call     tests/test_func_utils.py::test_find_constrained_prior[0.95-Gamma-0.1-0.4-init_guess0-fixed_params0-None]
6.78s call     tests/distributions/test_mixture.py::TestMixture::test_nested_mixture
6.73s call     tests/distributions/test_mixture.py::TestMixture::test_single_multivariate_component_deterministic_weights[size2-component0-weights0]
6.15s call     tests/distributions/test_mixture.py::TestMixture::test_components_expanded_by_weights[comp_dists3]
6.05s call     tests/distributions/test_mixture.py::TestMixture::test_change_dist_size[False-comp_dists3]
5.87s call     tests/distributions/test_mixture.py::TestMixture::test_components_expanded_by_weights[comp_dists0]
5.86s call     tests/distributions/test_mixture.py::TestHurdleDistributions::test_hurdle_zero_draws[dist-0.1-non_psi_args0]
5.81s call     tests/distributions/test_mixture.py::TestMixture::test_components_expanded_by_weights[comp_dists2]
5.76s call     tests/test_func_utils.py::test_find_constrained_prior[0.75-Gamma-0.1-0.4-init_guess0-fixed_params0-None]
5.75s call     tests/distributions/test_mixture.py::TestMixture::test_change_dist_size[False-comp_dists0]
5.75s call     tests/distributions/test_mixture.py::TestMixture::test_list_multivariate_components_deterministic_weights[size2-components0-weights0]
5.68s call     tests/distributions/test_mixture.py::TestMixtureSameFamily::test_with_multinomial[(20,)]
5.65s call     tests/distributions/test_mixture.py::TestMixture::test_change_dist_size[True-comp_dists3]
5.54s call     tests/distributions/test_mixture.py::TestMixture::test_single_multivariate_component_deterministic_weights[None-component0-weights0]
5.54s call     tests/distributions/test_mixture.py::TestMixture::test_list_multivariate_components_deterministic_weights[size2-components0-weights1]
5.34s call     tests/distributions/test_mixture.py::TestMixture::test_change_dist_size[True-comp_dists0]
5.09s call     tests/distributions/test_mixture.py::TestMixture::test_single_multivariate_component_deterministic_weights[None-component0-weights1]
4.84s call     tests/distributions/test_mixture.py::TestMixture::test_change_dist_size[False-comp_dists2]
4.83s call     tests/distributions/test_mixture.py::TestZeroInflatedMixture::test_zero_inflated_poisson_support_point[0.2-mu3-size3-expected3]
4.77s call     tests/distributions/test_mixture.py::TestMixtureMoments::test_single_multivariate_component[weights2-comp_dists2-None-expected2]
4.41s call     tests/distributions/test_mixture.py::TestMixture::test_single_multivariate_component_deterministic_weights[None-component1-weights0]
4.39s call     tests/distributions/test_mixture.py::TestMixture::test_list_multivariate_components_deterministic_weights[None-components0-weights1]
4.33s call     tests/test_func_utils.py::test_find_constrained_prior[0.75-StudentT-0.1-0.4-init_guess2-fixed_params2-None]
4.28s call     tests/distributions/test_mixture.py::TestMixture::test_change_dist_size[False-comp_dists1]
4.28s call     tests/distributions/test_mixture.py::TestMixture::test_list_mvnormals_logp
4.28s call     tests/distributions/test_mixture.py::TestMixtureSameFamily::test_with_mvnormal
4.23s call     tests/distributions/test_mixture.py::TestZeroInflatedMixture::test_zeroinflatedpoisson_logp
4.08s call     tests/distributions/test_mixture.py::TestZeroInflatedMixture::test_zeroinflatedbinomial_logp
=========== 619 passed, 6 skipped, 131 warnings in 809.12s (0:13:29) ===========

============================= slowest 50 durations =============================
49.55s call     tests/distributions/test_multivariate.py::test_mvnormal_no_cholesky_in_model_logp
15.17s call     tests/distributions/test_continuous.py::TestMatchesScipy::test_interpolated
14.20s call     tests/distributions/test_multivariate.py::TestLKJCholeskCov::test_dist
12.74s call     tests/distributions/test_multivariate.py::TestZeroSumNormal::test_zsn_dims[dims0-None]
12.68s call     tests/distributions/test_multivariate.py::TestLKJCorr::test_distribution
12.43s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_mvnormal_indef
11.18s call     tests/distributions/test_multivariate.py::TestZeroSumNormal::test_zsn_dims[dims2-2]
8.83s call     tests/distributions/test_continuous.py::TestMatchesScipy::test_truncated_normal
8.60s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_mvnormal[1]
8.45s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_matrixnormal[1]
8.23s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_mvnormal[2]
7.82s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_kroneckernormal[0-3-2]
6.55s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_mvnormal[3]
5.53s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_kroneckernormal[1-3-2]
5.44s call     tests/distributions/test_multivariate.py::TestMvStudentTCov::test_distribution
5.38s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_multinomial[2]
5.28s call     tests/distributions/test_continuous.py::TestMatchesScipy::test_lognormal
5.04s call     tests/distributions/test_multivariate.py::TestMoments::test_zerosum_normal_support_point[shape1-2-expected1]
4.47s call     tests/distributions/test_continuous.py::TestMatchesScipy::test_uniform
3.71s call     tests/distributions/test_continuous.py::TestMatchesScipy::test_normal
3.57s call     tests/distributions/test_continuous.py::TestAsymmetricLaplace::test_distribution
3.54s call     tests/distributions/test_continuous.py::TestMatchesScipy::test_triangular
3.46s call     tests/distributions/test_continuous.py::TestMatchesScipy::test_logitnormal
3.40s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_wishart[2]
3.36s call     tests/distributions/test_continuous.py::TestWeibull::test_distribution
3.36s call     tests/distributions/moments/test_means.py::test_mean_equal_expected[LKJCholeskyCov-dist_params7-expected7]
3.26s setup    tests/distributions/test_multivariate.py::TestMatchesScipy::test_stickbreakingweights_vectorized[alpha0-3]
3.19s call     tests/distributions/test_multivariate.py::TestMoments::test_lkjcholeskycov_support_point[3-1-None-expected0]
3.09s call     tests/distributions/test_continuous.py::TestMatchesScipy::test_half_normal
3.02s call     tests/distributions/test_continuous.py::TestMatchesScipy::test_inverse_gamma_icdf
2.98s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_matrixnormal[2]
2.97s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_lkjcorr[x0-1-3-1.596312591138855]
2.88s call     tests/distributions/test_continuous.py::TestMatchesScipy::test_exponential
2.74s call     tests/distributions/test_multivariate.py::TestZeroSumNormal::test_zsn_change_dist_size[2]
2.72s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_mvt[1]
2.72s call     tests/distributions/test_multivariate.py::TestMoments::test_zerosum_normal_support_point[shape2-3-expected2]
2.71s call     tests/distributions/test_multivariate.py::TestMatrixNormal::test_distribution
2.66s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_mvt[2]
2.65s call     tests/distributions/test_multivariate.py::TestZeroSumNormal::test_zsn_change_dist_size[1]
2.51s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_dirichlet[2]
2.49s call     tests/distributions/test_multivariate.py::TestMoments::test_zerosum_normal_support_point[shape0-None-expected0]
2.41s call     tests/distributions/test_continuous.py::TestMatchesScipy::test_logistic
2.40s call     tests/distributions/test_continuous.py::TestMatchesScipy::test_pareto
2.40s call     tests/distributions/test_continuous.py::TestMatchesScipy::test_laplace
2.38s call     tests/distributions/test_continuous.py::TestMatchesScipy::test_cauchy
2.38s call     tests/distributions/test_continuous.py::TestMatchesScipy::test_half_cauchy
2.17s call     tests/distributions/test_continuous.py::TestMatchesScipy::test_wald_logp
2.06s call     tests/distributions/test_continuous.py::TestMatchesScipy::test_studentt_logcdf
2.05s call     tests/distributions/test_continuous.py::TestMatchesScipy::test_studentt_logp
1.98s call     tests/distributions/test_multivariate.py::TestZeroSumNormal::test_batched_sigma
=========== 650 passed, 3 xfailed, 66 warnings in 457.53s (0:07:37) ============

============================= slowest 50 durations =============================
21.84s call     tests/sampling/test_mcmc.py::test_step_args
13.30s call     tests/sampling/test_mcmc.py::test_sample_var_names
12.56s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_dirichlet[a1-None]
12.22s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-advi]
12.14s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-advi]
11.95s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-advi]
10.63s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-advi]
10.01s call     tests/distributions/test_transform.py::test_ordered
9.84s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-map]
9.79s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-map]
9.78s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-map]
9.63s call     tests/distributions/test_transform.py::test_simplex_bounds
9.46s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_half_normal_ordered[sigma1-size1]
8.96s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-jitter+adapt_diag]
8.96s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-jitter+adapt_diag]
8.94s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-jitter+adapt_diag]
7.76s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[map]
7.52s call     tests/sampling/test_mcmc.py::test_blas_cores
7.49s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_other[0.5-5.5-size1-transform1]
7.10s call     tests/sampling/test_mcmc.py::TestSample::test_sample_init[advi]
6.68s call     tests/sampling/test_parallel.py::test_iterator
6.63s call     tests/distributions/test_transform.py::test_interval
6.57s call     tests/sampling/test_mcmc.py::test_sample_find_MAP_does_not_modify_start
6.24s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[advi]
6.11s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_dirichlet[a2-size2]
6.03s call     tests/sampling/test_parallel.py::test_remote_pipe_closed
5.94s call     tests/distributions/test_transform.py::test_simplex
5.73s call     tests/sampling/test_parallel.py::test_spawn_densitydist_bound_method
5.63s call     tests/sampling/test_mcmc.py::TestSample::test_sample_does_not_rely_on_external_global_seeding
5.59s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_beta_ordered[a1-b1-size1]
5.29s call     tests/distributions/test_transform.py::test_chain_jacob_det
5.27s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-2-advi]
5.17s call     tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[False]
5.00s call     tests/tuning/test_starting.py::test_find_MAP
4.97s call     tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[True]
4.92s call     tests/distributions/test_dist_math.py::TestI0e::test_grad
4.90s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_mvnormal_transform[transform0-mu0-cov0-None-shape0]
4.81s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_ordered[lower1-upper1-size1]
4.79s call     tests/sampling/test_parallel.py::test_sampling_with_random_generator_matches[2]
4.71s call     tests/sampling/test_mcmc.py::TestSample::test_sample_callback
4.67s call     tests/sampling/test_mcmc.py::test_no_init_nuts_compound
4.62s call     tests/tuning/test_scaling.py::test_guess_scaling
4.52s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-1-advi]
4.41s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_mvnormal_transform[transform0-mu1-cov1-size1-shape1]
4.38s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-1-advi]
4.30s call     tests/distributions/test_transform.py::test_log
4.27s call     tests/distributions/test_transform.py::test_sum_to_1
3.93s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_vonmises_ordered[mu1-kappa1-size1]
3.86s call     tests/distributions/test_transform.py::test_log_exp_m1
3.79s call     tests/distributions/test_dist_math.py::test_multinomial_check_parameters
====== 218 passed, 7 skipped, 1 xfailed, 39 warnings in 539.58s (0:08:59) ======

============================= slowest 50 durations =============================
36.15s call     tests/progress_bar/test_manager.py::test_progressbar_nested_compound
23.51s call     tests/test_func_utils.py::test_find_constrained_prior[0.5-StudentT-0-1-init_guess3-fixed_params3-None]
19.95s call     tests/test_func_utils.py::test_find_constrained_prior[0.5-Gamma-0.1-0.4-init_guess0-fixed_params0-None]
19.68s call     tests/distributions/test_mixture.py::TestNormalMixture::test_normal_mixture_nd[(3, 3)-5]
18.53s call     tests/distributions/test_mixture.py::TestNormalMixture::test_normal_mixture_nd[1-5]
17.51s call     tests/distributions/test_mixture.py::TestMixture::test_single_poisson_sampling
14.93s call     tests/distributions/test_mixture.py::TestNormalMixture::test_normal_mixture_nd[3-5]
13.18s call     tests/distributions/test_mixture.py::TestMixture::test_list_mvnormals_predictive_sampling_shape
11.96s call     tests/distributions/test_mixture.py::TestNormalMixture::test_normal_mixture_sampling
11.85s call     tests/distributions/test_mixture.py::TestMixture::test_list_normals_sampling
10.45s call     tests/distributions/test_mixture.py::TestMixture::test_list_mvnormals_logp
8.85s call     tests/distributions/test_mixture.py::TestMixture::test_list_poissons_sampling
8.11s call     tests/distributions/test_mixture.py::TestMixtureSameFamily::test_with_multinomial[(3, 4)]
8.08s call     tests/distributions/test_mixture.py::TestZeroInflatedMixture::test_zeroinflatednegativebinomial_logp
7.47s call     tests/distributions/test_mixture.py::TestMixtureSameFamily::test_with_multinomial[(20,)]
7.38s call     tests/distributions/test_mixture.py::TestNormalMixture::test_normal_mixture_nd[()-5]
7.16s call     tests/distributions/test_mixture.py::TestMixtureVsLatent::test_vector_components
6.15s call     tests/test_func_utils.py::test_find_constrained_prior_error_too_large[Gamma-0.1-0.4-init_guess0-fixed_params0]
6.10s call     tests/distributions/test_mixture.py::TestMixtureVsLatent::test_scalar_components
5.93s call     tests/distributions/test_mixture.py::TestHurdleDistributions::test_hurdle_zero_draws[dist-0.1-non_psi_args0]
5.73s call     tests/test_func_utils.py::test_find_constrained_prior[0.5-Normal-155-180-init_guess1-fixed_params1-None]
5.56s call     tests/distributions/test_mixture.py::TestMixture::test_nested_mixture
5.18s call     tests/test_pytensorf.py::TestBroadcasting::test_metropolis_sampling
5.14s call     tests/test_func_utils.py::test_find_constrained_prior[0.5-Binomial-0-8-init_guess6-fixed_params6-None]
4.75s call     tests/distributions/test_mixture.py::TestZeroInflatedMixture::test_zeroinflatedpoisson_logp
4.20s call     tests/test_func_utils.py::test_find_constrained_prior[0.75-StudentT-0-1-init_guess3-fixed_params3-None]
4.18s call     tests/test_func_utils.py::test_find_constrained_prior[0.95-StudentT-0-1-init_guess3-fixed_params3-None]
4.06s call     tests/test_func_utils.py::test_find_constrained_prior[0.5-StudentT-0.1-0.4-init_guess2-fixed_params2-None]
3.60s call     tests/distributions/test_mixture.py::TestZeroInflatedMixture::test_zeroinflatedbinomial_logp
3.56s call     tests/step_methods/hmc/test_hmc.py::TestStepHamiltonianMC::test_step_continuous[<lambda>-1000_0]
3.28s call     tests/test_pytensorf.py::TestCompile::test_check_parameters_can_be_replaced_by_ninf
3.26s call     tests/test_func_utils.py::test_find_constrained_prior[0.5-Poisson-19-41-init_guess8-fixed_params8-None]
3.25s call     tests/test_func_utils.py::test_find_constrained_prior[0.5-Poisson-1-15-init_guess7-fixed_params7-None]
3.19s call     tests/test_func_utils.py::test_find_constrained_prior[0.75-Normal-155-180-init_guess1-fixed_params1-None]
3.18s call     tests/test_func_utils.py::test_find_constrained_prior[0.95-Normal-155-180-init_guess1-fixed_params1-None]
3.15s call     tests/test_func_utils.py::test_find_constrained_prior[0.75-Gamma-0.1-0.4-init_guess0-fixed_params0-None]
3.12s call     tests/test_func_utils.py::test_find_constrained_prior[0.95-Gamma-0.1-0.4-init_guess0-fixed_params0-None]
3.05s call     tests/distributions/test_mixture.py::TestHurdleDistributions::test_hurdle_zero_draws[dist-0.15-non_psi_args4]
3.01s call     tests/distributions/test_mixture.py::TestHurdleDistributions::test_hurdle_dlogp_no_nan[HurdleLogNormal-dist_params1]
2.90s call     tests/distributions/test_mixture.py::TestMixtureDefaultTransforms::test_logp
2.86s call     tests/distributions/test_mixture.py::TestHurdleDistributions::test_hurdle_poisson_logp
2.81s call     tests/distributions/test_mixture.py::TestMixture::test_single_poisson_predictive_sampling_shape
2.71s call     tests/distributions/test_mixture.py::TestMixtureSameFamily::test_broadcasting_in_shape
2.56s call     tests/distributions/test_mixture.py::TestHurdleDistributions::test_hurdle_zero_draws[dist-0.25-non_psi_args5]
2.54s call     tests/test_func_utils.py::test_find_constrained_prior[0.95-StudentT-0.1-0.4-init_guess2-fixed_params2-None]
2.53s call     tests/test_func_utils.py::test_find_constrained_prior[0.75-StudentT-0.1-0.4-init_guess2-fixed_params2-None]
2.50s call     tests/test_func_utils.py::test_find_constrained_prior_error_too_large[Binomial-0-2-init_guess2-fixed_params2]
2.47s call     tests/distributions/test_mixture.py::TestNormalMixture::test_normal_mixture_nd[(3, 3)-3]
2.45s call     tests/distributions/test_mixture.py::TestMixtureSameFamily::test_with_mvnormal
2.43s call     tests/test_func_utils.py::test_find_constrained_prior[0.75-Binomial-0-8-init_guess6-fixed_params6-None]
=========== 619 passed, 6 skipped, 120 warnings in 480.09s (0:08:00) ===========

============================= slowest 50 durations =============================
65.43s call     tests/distributions/test_multivariate.py::TestLKJCorr::test_distribution
32.16s call     tests/distributions/test_continuous.py::TestMatchesScipy::test_interpolated
31.83s call     tests/distributions/test_multivariate.py::TestLKJCholeskCov::test_dist
27.77s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_mvnormal_indef
24.41s call     tests/distributions/test_continuous.py::TestInterpolated::test_distribution
19.28s call     tests/distributions/test_multivariate.py::TestLKJCholeskyCov::test_distribution
19.13s call     tests/distributions/test_multivariate.py::test_mvnormal_no_cholesky_in_model_logp
17.59s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_mvnormal[2]
16.26s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_mvnormal[3]
13.50s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_kroneckernormal[0-3-2]
12.90s call     tests/distributions/test_multivariate.py::TestLKJCholeskCov::test_change_dist_size
11.35s call     tests/distributions/moments/test_means.py::test_mean_equal_expected[LKJCholeskyCov-dist_params7-expected7]
11.00s call     tests/distributions/test_multivariate.py::TestZeroSumNormal::test_zsn_dims[dims2-2]
10.86s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_kroneckernormal[1-3-2]
10.56s call     tests/distributions/test_multivariate.py::TestMvStudentTCov::test_distribution
9.99s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_kroneckernormal[0-3-3]
9.95s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_mvnormal[1]
9.32s call     tests/distributions/test_multivariate.py::TestMatrixNormal::test_distribution
8.82s call     tests/distributions/test_multivariate.py::TestZeroSumNormal::test_zsn_dims[dims0-None]
8.52s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_kroneckernormal[1-3-3]
7.29s call     tests/distributions/test_multivariate.py::TestLKJCholeskCov::test_sd_dist_automatically_resized[size0-None-sd_dist1]
7.24s call     tests/distributions/test_multivariate.py::TestKroneckerNormal::test_distribution
6.49s call     tests/distributions/test_multivariate.py::TestMvNormalMisc::test_with_chol_rv
6.46s call     tests/distributions/test_multivariate.py::TestMoments::test_lkjcorr_support_point[5-1-size3-expected3]
6.16s call     tests/distributions/test_multivariate.py::TestMoments::test_lkjcorr_support_point[5-1-None-expected1]
5.99s call     tests/distributions/test_multivariate.py::TestMultinomial::test_distribution
5.78s call     tests/distributions/test_multivariate.py::TestStickBreakingWeights::test_distribution
5.63s call     tests/distributions/test_multivariate.py::TestMoments::test_lkjcholeskycov_support_point[3-1-None-expected0]
5.46s call     tests/distributions/test_multivariate.py::TestMoments::test_lkjcholeskycov_support_point[4-1-size3-expected3]
5.13s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_matrixnormal[1]
5.11s call     tests/distributions/test_continuous.py::TestMatchesScipy::test_truncated_normal
5.10s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_mvt[2]
5.06s call     tests/distributions/test_multivariate.py::TestDirichletMultinomial::test_distribution
5.02s call     tests/distributions/test_multivariate.py::TestMvNormalMisc::test_with_lkjcorr_matrix
4.81s call     tests/distributions/test_multivariate.py::TestMoments::test_lkjcholeskycov_support_point[4-1-None-expected1]
4.80s call     tests/distributions/moments/test_means.py::test_mean_equal_expected[LKJCorr-dist_params8-expected8]
4.78s call     tests/distributions/test_continuous.py::TestWeibull::test_distribution
4.77s call     tests/distributions/test_multivariate.py::TestZeroSumNormal::test_zsn_shape[2]
4.71s call     tests/distributions/test_multivariate.py::TestDirichletMultinomial_1D_n_2D_a::test_distribution
4.68s call     tests/distributions/test_multivariate.py::TestMvNormalCov::test_distribution
4.67s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_matrixnormal[2]
4.56s call     tests/distributions/test_multivariate.py::TestMoments::test_dirichlet_multinomial_support_point[a3-10-size3-expected3]
4.54s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_dirichlet_multinomial_vectorized[extra_size0-a2-10]
4.47s call     tests/distributions/test_continuous.py::TestAsymmetricLaplace::test_distribution
4.46s call     tests/distributions/test_continuous.py::TestExGaussian::test_distribution
4.28s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_wishart[2]
4.27s call     tests/distributions/test_multivariate.py::TestMoments::test_lkjcholeskycov_support_point[3-1-1-expected2]
4.27s call     tests/distributions/test_multivariate.py::TestWishart::test_distribution
4.23s call     tests/distributions/test_continuous.py::TestTruncatedNormal::test_distribution
4.21s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_matrixnormal[3]
========== 650 passed, 3 xfailed, 344 warnings in 1000.04s (0:16:40) ===========

============================= slowest 50 durations =============================
15.72s setup    tests/sampling/test_forward.py::TestSamplePPC::test_logging_sampled_basic_rvs_posterior_mutable[MultiTrace]
15.22s call     tests/distributions/test_censored.py::TestCensored::test_censored_workflow[False]
13.49s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_categorical_bounds
11.73s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_hypergeometric
11.36s call     tests/distributions/test_simulator.py::TestSimulator::test_multiple_simulators
10.16s call     tests/distributions/test_censored.py::TestCensored::test_censored_workflow[True]
8.56s call     tests/distributions/test_simulator.py::TestSimulator::test_nested_simulators
8.48s call     tests/distributions/test_simulator.py::TestSimulator::test_custom_dist_sum_stat[float32]
8.21s call     tests/distributions/test_distribution.py::TestPartialObservedRV::test_multivariate_constant_mask_separable[True-True]
7.97s call     tests/distributions/test_custom.py::TestCustomDist::test_serialize_custom_dist
7.92s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_negative_binomial
7.22s call     tests/sampling/test_forward.py::TestCompileForwardSampler::test_lkj_cholesky_cov
7.05s call     tests/distributions/test_simulator.py::TestSimulator::test_simulator_metropolis_mcmc
6.32s call     tests/sampling/test_forward.py::TestSamplePPC::test_deterministic_of_observed
6.23s call     tests/sampling/test_forward.py::TestSamplePPC::test_normal_scalar
5.41s call     tests/sampling/test_forward.py::TestSamplePPC::test_deterministic_of_observed_modified_interface
5.25s call     tests/sampling/test_forward.py::TestSamplePPC::test_normal_vector_idata
5.22s call     tests/distributions/test_custom.py::TestCustomSymbolicDist::test_inferred_logp_mixture
5.15s call     tests/sampling/test_forward.py::TestSamplePPC::test_exceptions
5.03s call     tests/distributions/test_distribution.py::TestPartialObservedRV::test_multivariate_shared_mask_separable
5.02s call     tests/sampling/test_forward.py::TestSamplePPC::test_normal_scalar_idata
4.97s call     tests/distributions/test_simulator.py::TestSimulator::test_named_model
4.82s call     tests/distributions/test_simulator.py::TestSimulator::test_custom_dist_sum_stat[float64]
4.82s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_geometric
4.74s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_beta_binomial
4.63s call     tests/sampling/test_forward.py::TestSamplePPC::test_idata_extension
4.52s call     tests/sampling/test_forward.py::TestSamplePPC::test_variable_type
4.29s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_orderedprobit[3]
4.14s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_categorical[2]
4.00s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_discrete_unif
3.84s call     tests/sampling/test_deterministic.py::test_docstring_example
3.82s call     tests/distributions/test_simulator.py::TestSimulator::test_one_gaussian
3.74s call     tests/stats/test_log_density.py::TestComputeLogLikelihood::test_multivariate
3.72s setup    tests/sampling/test_forward.py::TestSamplePosteriorPredictive::test_point_list_arg_bug_spp
3.71s call     tests/sampling/test_forward.py::TestSamplePPC::test_model_shared_variable
3.58s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_bernoulli
3.44s call     tests/distributions/test_discrete.py::TestDiscreteWeibull::test_distribution
3.26s call     tests/distributions/test_distribution.py::TestPartialObservedRV::test_multivariate_constant_mask_unseparable
3.21s call     tests/distributions/test_custom.py::TestCustomSymbolicDist::test_basic
2.90s call     tests/distributions/test_custom.py::TestCustomSymbolicDist::test_custom_dist_default_support_point_scan_recurring
2.70s call     tests/distributions/test_custom.py::TestCustomSymbolicDist::test_scan
2.57s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_binomial
2.42s call     tests/sampling/test_forward.py::TestSamplePriorPredictive::test_zeroinflatedpoisson
2.31s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_discrete_weibull
2.22s call     tests/distributions/test_custom.py::TestCustomDist::test_custom_dist_multivariate_logp[None]
2.22s call     tests/sampling/test_forward.py::TestSamplePPC::test_sum_normal
2.17s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_poisson
2.16s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_orderedprobit[2]
2.14s call     tests/distributions/test_distribution.py::TestPartialObservedRV::test_multivariate_shared_mask_unseparable[False]
2.09s call     tests/distributions/test_distribution.py::TestDiracDelta::TestDiracDelta::test_distribution
=========== 383 passed, 2 xfailed, 22 warnings in 356.41s (0:05:56) ============

============================= slowest 50 durations =============================
38.82s call     tests/dims/test_model.py::test_complex_model
20.01s call     tests/dims/test_model.py::test_simple_model
11.07s call     tests/dims/distributions/test_vector.py::test_dirichlet
9.61s call     tests/dims/test_model.py::test_zerosumnormal_model
8.51s call     tests/dims/distributions/test_vector.py::test_zerosumnormal_batch_sigma
6.39s call     tests/dims/distributions/test_core.py::test_multivariate_distribution_dims
5.02s call     tests/dims/distributions/test_core.py::test_density_helpers[True-True-True]
4.65s call     tests/dims/distributions/test_core.py::test_density_helpers[True-True-False]
4.62s call     tests/dims/distributions/test_core.py::test_density_helpers[True-False-True]
4.36s call     tests/dims/distributions/test_core.py::test_density_helpers[True-False-False]
2.52s call     tests/dims/distributions/test_scalar.py::test_uniform_transposed
1.73s call     tests/dims/distributions/test_core.py::test_distribution_dims
0.62s call     tests/dims/distributions/test_vector.py::test_mvnormal
0.61s call     tests/dims/distributions/test_scalar.py::test_truncated_normal
0.37s call     tests/dims/test_model.py::test_data
0.30s call     tests/dims/distributions/test_core.py::test_density_helpers[False-True-True]
0.25s call     tests/dims/distributions/test_core.py::test_density_helpers[False-True-False]
0.21s call     tests/dims/distributions/test_core.py::test_density_helpers[False-False-True]
0.20s call     tests/dims/distributions/test_core.py::test_density_helpers[False-False-False]
0.20s call     tests/dims/distributions/test_scalar.py::test_uniform
0.19s call     tests/dims/distributions/test_scalar.py::test_beta
0.19s call     tests/dims/distributions/test_scalar.py::test_halfstudentt
0.18s call     tests/dims/distributions/test_scalar.py::test_studentt
0.17s call     tests/dims/distributions/test_vector.py::test_categorical
0.15s call     tests/dims/distributions/test_scalar.py::test_inverse_gamma
0.13s call     tests/dims/distributions/test_scalar.py::test_lognormal
0.12s call     tests/dims/distributions/test_scalar.py::test_halfnormal
0.12s call     tests/dims/distributions/test_censored.py::test_censored_basic[1--1]
0.12s call     tests/dims/distributions/test_vector.py::test_zerosumnormal
0.11s call     tests/dims/distributions/test_scalar.py::test_normal
0.11s call     tests/dims/distributions/test_censored.py::test_censored_basic[None--1]
0.10s call     tests/dims/distributions/test_censored.py::test_censored_basic[1-None]
0.10s call     tests/dims/distributions/test_scalar.py::test_exponential
0.09s call     tests/dims/distributions/test_scalar.py::test_gamma
0.07s call     tests/dims/distributions/test_censored.py::test_censored_basic[None-None]
0.07s call     tests/dims/distributions/test_scalar.py::test_laplace
0.06s call     tests/dims/distributions/test_scalar.py::test_weibull
0.05s call     tests/dims/distributions/test_scalar.py::test_halfcauchy
0.04s call     tests/dims/distributions/test_scalar.py::test_cauchy
0.02s call     tests/dims/distributions/test_scalar.py::test_halfflat
0.01s call     tests/dims/distributions/test_scalar.py::test_flat
0.01s call     tests/dims/distributions/test_censored.py::test_censored_dims
0.00s call     tests/dims/test_model.py::test_freeze_dims_and_data
0.00s call     tests/dims/distributions/test_scalar.py::test_conditionally_constrained_transform_not_supported
0.00s setup    tests/dims/distributions/test_core.py::test_distribution_dims
0.00s setup    tests/dims/distributions/test_core.py::test_density_helpers[True-False-False]
0.00s setup    tests/dims/distributions/test_core.py::test_density_helpers[True-True-True]
0.00s setup    tests/dims/distributions/test_core.py::test_density_helpers[False-False-False]
0.00s setup    tests/dims/distributions/test_core.py::test_density_helpers[False-True-False]
0.00s setup    tests/dims/distributions/test_core.py::test_density_helpers[True-True-False]
================== 44 passed, 3 warnings in 125.51s (0:02:05) ==================

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Automatically generated by GitHub Action Latest run date: 2026-06-10 Run logs: 27066621195