Speed up test times :rocket: · pymc-devs/pymc#7686

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help wanted

Repository metrics

Stars: (7,926 stars)
PR merge metrics: (平均マージ 11d) (30d で 7 merged PRs)

説明

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 =============================
21.47s call     tests/distributions/test_transform.py::TestLJKCholeskyCorrTransform::test_log_jac_det
19.91s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-advi]
19.49s call     tests/sampling/test_mcmc.py::test_step_args
12.66s call     tests/distributions/test_transform.py::test_ordered
12.48s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_dirichlet[a1-None]
11.82s call     tests/sampling/test_mcmc.py::test_sample_var_names
11.78s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_half_normal_ordered[sigma1-size1]
10.60s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_mvnormal_transform[transform0-mu1-cov1-size1-shape1]
10.56s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-advi]
10.48s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-advi]
10.42s call     tests/distributions/test_transform.py::test_simplex_bounds
10.38s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-advi]
9.73s call     tests/ode/test_ode.py::TestDiffEqModel::test_vector_ode_1_param
8.38s call     tests/sampling/test_mcmc.py::test_blas_cores
8.31s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[advi]
7.90s call     tests/distributions/test_transform.py::TestCholeskyCovTransform::test_log_jac_det
7.85s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-map]
7.82s call     tests/distributions/test_transform.py::test_interval
7.73s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-map]
7.71s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-map]
7.67s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_beta_ordered[a1-b1-size1]
7.66s call     tests/ode/test_ode.py::TestDiffEqModel::test_vector_ode_2_param
7.65s call     tests/distributions/test_transform.py::test_simplex
7.63s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-jitter+adapt_diag]
7.34s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[map]
7.27s call     tests/sampling/test_mcmc.py::test_sample_find_MAP_does_not_modify_start
6.94s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_other[0.5-5.5-size1-transform1]
6.85s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_dirichlet[a2-size2]
6.69s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-jitter+adapt_diag]
6.65s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-jitter+adapt_diag]
6.43s call     tests/sampling/test_mcmc.py::TestSample::test_sample_init[advi]
6.43s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_ordered[lower1-upper1-size1]
6.17s call     tests/sampling/test_mcmc.py::TestSample::test_sample_does_not_rely_on_external_global_seeding
5.99s call     tests/distributions/test_transform.py::TestLJKCholeskyCorrTransform::test_backward_produces_valid_cholesky_corr[3]
5.84s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_vonmises_ordered[mu1-kappa1-size1]
5.34s call     tests/distributions/test_transform.py::test_chain_jacob_det
4.91s call     tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[False]
4.91s call     tests/distributions/test_transform.py::TestLJKCholeskyCorrTransform::test_backward_produces_valid_cholesky_corr[10]
4.68s call     tests/distributions/test_transform.py::test_log
4.63s call     tests/distributions/test_transform.py::test_logodds
4.53s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-1-advi]
4.42s call     tests/distributions/test_transform.py::test_sum_to_1
4.41s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-1-advi]
4.38s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-1-advi]
4.34s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-1-advi]
4.23s call     tests/distributions/test_transform.py::TestCholeskyCovTransform::test_backward_produces_valid_spd_matrix[3]
4.21s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-1-advi]
4.16s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_mvnormal_transform[transform0-mu0-cov0-None-shape0]
4.12s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-2-advi]
4.10s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_other[lower2-upper2-size2-transform2]
========== 206 passed, 7 skipped, 210 warnings in 599.99s (0:09:59) ===========

============================= slowest 50 durations =============================
16.90s call     tests/sampling/test_mcmc_external.py::TestNutpieAutoSelection::test_falls_back_to_pymc_for_disqualifying_kwargs[init-advi]
10.07s call     tests/sampling/test_jax.py::test_get_log_likelihood
9.66s call     tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[nutpie]
8.66s call     tests/sampling/test_mcmc_external.py::test_sample_var_names[pymc]
8.42s call     tests/sampling/test_mcmc_external.py::test_sample_var_names[nutpie]
7.43s call     tests/sampling/test_jax.py::test_transform_samples[scan-1-None-sampler0]
6.79s call     tests/sampling/test_jax.py::test_transform_samples[scan-2-None-sampler0]
6.50s call     tests/sampling/test_jax.py::test_transform_samples[scan-1-None-sampler1]
6.21s call     tests/distributions/test_random_alternative_backends.py::test_mvstudentt[NUMBA]
6.05s call     tests/sampling/test_jax.py::test_transform_samples[scan-2-cpu-sampler0]
5.84s call     tests/sampling/test_jax.py::test_transform_samples[vmap-2-None-sampler0]
5.80s call     tests/sampling/test_jax.py::test_transform_samples[vmap-2-cpu-sampler0]
5.74s call     tests/sampling/test_jax.py::test_transform_samples[vmap-1-cpu-sampler0]
5.65s call     tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[pymc]
5.41s call     tests/sampling/test_mcmc_external.py::test_sample_var_names[blackjax]
5.39s call     tests/sampling/test_jax.py::test_transform_samples[vmap-2-None-sampler1]
5.33s call     tests/sampling/test_jax.py::test_transform_samples[vmap-1-None-sampler0]
5.30s call     tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[blackjax]
5.24s call     tests/sampling/test_jax.py::test_transform_samples[scan-1-cpu-sampler0]
5.14s call     tests/sampling/test_jax.py::test_transform_samples[scan-2-None-sampler1]
4.87s call     tests/sampling/test_mcmc_external.py::test_sample_var_names[numpyro]
4.80s call     tests/sampling/test_jax.py::test_transform_samples[vmap-2-cpu-sampler1]
4.64s call     tests/sampling/test_jax.py::test_transform_samples[scan-2-cpu-sampler1]
4.44s call     tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[numpyro]
4.08s call     tests/distributions/test_random_alternative_backends.py::test_dirichlet_multinomial[NUMBA]
3.94s call     tests/sampling/test_jax.py::test_seeding[2-None-sampler0]
3.84s call     tests/sampling/test_jax.py::test_transform_samples[vmap-1-None-sampler1]
3.83s call     tests/sampling/test_jax.py::test_transform_samples[vmap-1-cpu-sampler1]
3.82s call     tests/sampling/test_jax.py::test_initvals_without_jitter[sampler0]
3.77s call     tests/sampling/test_jax.py::test_transform_samples[scan-1-cpu-sampler1]
3.73s call     tests/sampling/test_jax.py::test_seeding[2-123-sampler0]
3.55s call     tests/sampling/test_mcmc_external.py::test_initvals[pymc-negative_control]
3.50s call     tests/sampling/test_jax.py::test_seeding[1-None-sampler0]
3.33s call     tests/sampling/test_jax.py::test_seeding[1-123-sampler0]
3.21s call     tests/sampling/test_jax.py::test_initvals_without_jitter[sampler1]
2.99s call     tests/sampling/test_mcmc_external.py::test_initvals[nutpie-negative_control]
2.85s call     tests/sampling/test_mcmc_external.py::test_initvals[blackjax-partial_constrained]
2.73s call     tests/sampling/test_jax.py::test_seeding[2-None-sampler1]
2.72s call     tests/sampling/test_jax.py::test_seeding[2-123-sampler1]
2.70s call     tests/distributions/test_random_alternative_backends.py::test_dirichlet_multinomial_dims[JAX]
2.48s call     tests/sampling/test_jax.py::test_seeding[1-None-sampler1]
2.44s call     tests/sampling/test_jax.py::test_get_batched_jittered_initial_points
2.36s call     tests/sampling/test_jax.py::test_deterministic_samples[sampler0]
2.33s call     tests/sampling/test_jax.py::test_idata_kwargs[None-idata_kwargs0-sampler1]
2.31s call     tests/sampling/test_jax.py::test_idata_kwargs[None-idata_kwargs0-sampler0]
2.29s call     tests/sampling/test_jax.py::test_idata_contains_stats[sample_blackjax_nuts]
2.24s call     tests/distributions/test_random_alternative_backends.py::test_mvstudentt[FAST_RUN]
2.23s call     tests/sampling/test_jax.py::test_deterministic_samples[sampler1]
2.23s call     tests/sampling/test_jax.py::test_idata_kwargs[cpu-idata_kwargs1-sampler0]
2.20s call     tests/sampling/test_mcmc_external.py::test_initvals[blackjax-full_constrained]
================= 130 passed, 30 warnings in 324.84s (0:05:24) =================

============================= slowest 50 durations =============================
12.20s call     tests/sampling/test_mcmc_external.py::TestNutpieAutoSelection::test_falls_back_to_pymc_for_disqualifying_kwargs[init-advi]
10.39s call     tests/sampling/test_jax.py::test_get_log_likelihood
9.70s call     tests/sampling/test_jax.py::test_get_batched_jittered_initial_points
8.15s call     tests/sampling/test_jax.py::test_transform_samples[scan-1-None-sampler0]
7.01s call     tests/sampling/test_mcmc_external.py::test_sample_var_names[pymc]
6.98s call     tests/sampling/test_jax.py::test_transform_samples[scan-2-None-sampler0]
6.62s call     tests/sampling/test_jax.py::test_transform_samples[scan-1-None-sampler1]
6.55s call     tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[nutpie]
6.50s call     tests/sampling/test_jax.py::test_transform_samples[vmap-2-None-sampler0]
6.42s call     tests/distributions/test_random_alternative_backends.py::test_mvstudentt[FAST_RUN]
6.09s call     tests/sampling/test_jax.py::test_transform_samples[vmap-2-cpu-sampler0]
6.06s call     tests/sampling/test_jax.py::test_transform_samples[scan-2-cpu-sampler0]
5.90s call     tests/sampling/test_jax.py::test_transform_samples[vmap-1-cpu-sampler0]
5.84s call     tests/sampling/test_mcmc_external.py::test_sample_var_names[nutpie]
5.57s call     tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[blackjax]
5.57s call     tests/sampling/test_jax.py::test_transform_samples[vmap-1-None-sampler0]
5.56s call     tests/sampling/test_mcmc_external.py::test_sample_var_names[blackjax]
5.53s call     tests/sampling/test_jax.py::test_transform_samples[scan-1-cpu-sampler0]
5.33s call     tests/sampling/test_jax.py::test_transform_samples[scan-2-None-sampler1]
5.20s call     tests/sampling/test_jax.py::test_transform_samples[scan-2-cpu-sampler1]
5.05s call     tests/sampling/test_mcmc_external.py::test_sample_var_names[numpyro]
5.00s call     tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[pymc]
4.82s call     tests/sampling/test_jax.py::test_transform_samples[vmap-2-cpu-sampler1]
4.76s call     tests/sampling/test_jax.py::test_transform_samples[vmap-2-None-sampler1]
4.55s call     tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[numpyro]
4.12s call     tests/distributions/test_random_alternative_backends.py::test_dirichlet_multinomial[FAST_RUN]
4.11s call     tests/sampling/test_jax.py::test_transform_samples[vmap-1-cpu-sampler1]
4.08s call     tests/sampling/test_jax.py::test_seeding[2-None-sampler0]
3.98s call     tests/sampling/test_jax.py::test_seeding[2-123-sampler0]
3.97s call     tests/sampling/test_jax.py::test_initvals_without_jitter[sampler0]
3.94s call     tests/sampling/test_jax.py::test_transform_samples[vmap-1-None-sampler1]
3.84s call     tests/sampling/test_jax.py::test_transform_samples[scan-1-cpu-sampler1]
3.64s call     tests/sampling/test_jax.py::test_seeding[1-None-sampler0]
3.51s call     tests/sampling/test_jax.py::test_seeding[1-123-sampler0]
3.29s call     tests/sampling/test_jax.py::test_initvals_without_jitter[sampler1]
3.00s call     tests/sampling/test_mcmc_external.py::test_initvals[blackjax-partial_constrained]
2.90s call     tests/sampling/test_jax.py::test_deterministic_samples[sampler0]
2.80s call     tests/sampling/test_jax.py::test_seeding[2-None-sampler1]
2.78s call     tests/sampling/test_jax.py::test_seeding[2-123-sampler1]
2.71s call     tests/distributions/test_random_alternative_backends.py::test_dirichlet_multinomial_dims[JAX]
2.57s call     tests/sampling/test_jax.py::test_seeding[1-None-sampler1]
2.40s call     tests/sampling/test_jax.py::test_idata_kwargs[None-idata_kwargs0-sampler1]
2.39s call     tests/sampling/test_jax.py::test_idata_contains_stats[sample_blackjax_nuts]
2.36s call     tests/sampling/test_jax.py::test_idata_kwargs[None-idata_kwargs0-sampler0]
2.29s call     tests/sampling/test_mcmc_external.py::test_initvals[blackjax-full_constrained]
2.25s call     tests/sampling/test_jax.py::test_idata_kwargs[cpu-idata_kwargs1-sampler0]
2.22s call     tests/sampling/test_jax.py::test_idata_kwargs[None-idata_kwargs1-sampler0]
2.19s call     tests/sampling/test_jax.py::test_seeding[1-123-sampler1]
2.18s call     tests/sampling/test_mcmc_external.py::TestNutpieAutoSelection::test_falls_back_to_pymc_for_disqualifying_kwargs[backend-c]
2.15s call     tests/sampling/test_jax.py::test_idata_kwargs[cpu-idata_kwargs3-sampler0]
================= 130 passed, 27 warnings in 323.16s (0:05:23) =================

============================ slowest 50 durations =============================
21.67s call     tests/distributions/test_transform.py::TestLJKCholeskyCorrTransform::test_log_jac_det
19.83s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-advi]
19.72s call     tests/sampling/test_mcmc.py::test_step_args
12.81s call     tests/distributions/test_transform.py::test_ordered
12.61s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_dirichlet[a1-None]
11.72s call     tests/sampling/test_mcmc.py::test_sample_var_names
10.79s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-advi]
10.73s call     tests/distributions/test_transform.py::test_simplex_bounds
10.36s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_half_normal_ordered[sigma1-size1]
10.35s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-advi]
10.25s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-advi]
9.16s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_mvnormal_transform[transform0-mu1-cov1-size1-shape1]
8.66s call     tests/ode/test_ode.py::TestDiffEqModel::test_vector_ode_1_param
8.57s call     tests/sampling/test_mcmc.py::test_blas_cores
8.37s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[advi]
8.06s call     tests/distributions/test_transform.py::TestCholeskyCovTransform::test_log_jac_det
7.84s call     tests/distributions/test_transform.py::test_interval
7.77s call     tests/sampling/test_mcmc.py::test_sample_find_MAP_does_not_modify_start
7.76s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_beta_ordered[a1-b1-size1]
7.74s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-map]
7.74s call     tests/distributions/test_transform.py::test_simplex
7.68s call     tests/ode/test_ode.py::TestDiffEqModel::test_vector_ode_2_param
7.54s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-map]
7.51s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-map]
7.30s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[map]
6.94s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_other[0.5-5.5-size1-transform1]
6.71s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-jitter+adapt_diag]
6.69s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-jitter+adapt_diag]
6.66s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-jitter+adapt_diag]
6.62s call     tests/sampling/test_mcmc.py::TestSample::test_sample_does_not_rely_on_external_global_seeding
6.55s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_ordered[lower1-upper1-size1]
6.52s call     tests/sampling/test_mcmc.py::TestSample::test_sample_init[advi]
6.34s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_dirichlet[a2-size2]
5.98s call     tests/distributions/test_transform.py::TestLJKCholeskyCorrTransform::test_backward_produces_valid_cholesky_corr[3]
5.85s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_vonmises_ordered[mu1-kappa1-size1]
5.29s call     tests/distributions/test_transform.py::test_chain_jacob_det
4.70s call     tests/distributions/test_transform.py::test_log
4.62s call     tests/distributions/test_transform.py::test_logodds
4.43s call     tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[False]
4.42s call     tests/distributions/test_transform.py::test_sum_to_1
4.39s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-1-advi]
4.36s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-1-advi]
4.33s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-1-advi]
4.27s call     tests/distributions/test_transform.py::TestCholeskyCovTransform::test_backward_produces_valid_spd_matrix[3]
4.25s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_other[lower2-upper2-size2-transform2]
4.15s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_mvnormal_transform[transform0-mu0-cov0-None-shape0]
4.11s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-1-advi]
4.11s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-1-advi]
4.04s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[advi_map]
4.04s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-2-advi]
========== 206 passed, 7 skipped, 210 warnings in 598.78s (0:09:58) ===========

============================= slowest 50 durations =============================
6.73s call     tests/sampling/test_parallel.py::test_context
6.58s call     tests/model/test_core.py::test_model_d2logp[True]
6.41s call     tests/test_data.py::TestData::test_shared_data_as_rv_input
4.55s call     tests/model/test_core.py::TestImputationMissingData::test_missing_dual_observations
3.77s call     tests/sampling/test_parallel.py::test_remote_pipe_closed
3.66s call     tests/sampling/test_parallel.py::test_spawn_densitydist_bound_method
3.59s call     tests/model/test_core.py::TestImputationMissingData::test_missing_multivariate_separable
3.51s call     tests/model/test_core.py::TestImputationMissingData::test_coordinates
3.22s call     tests/model/test_core.py::TestImputationMissingData::test_interval_missing_observations
2.80s call     tests/sampling/test_parallel.py::test_spawn_densitydist_function
2.50s call     tests/model/test_core.py::TestValueGradFunction::test_missing_data
2.45s call     tests/sampling/test_parallel.py::test_bad_unpickle
2.44s call     tests/sampling/test_parallel.py::test_explicit_sample[spawn]
2.38s call     tests/model/test_core.py::TestPytensorRelatedLogpBugs::test_pytensor_switch_broadcast_edge_cases_1
2.18s call     tests/model/test_core.py::TestModelDebug::test_invalid_parameter[logp]
2.11s call     tests/test_data.py::TestData::test_sample
1.99s call     tests/test_data.py::TestData::test_shared_data_as_index
1.86s call     tests/model/test_core.py::TestModelDebug::test_invalid_observed_value
1.86s call     tests/model/test_core.py::TestTransformArgs::test_default_transform_is_applied
1.84s call     tests/model/test_core.py::test_model_d2logp[False]
1.83s call     tests/model/test_core.py::TestImputationMissingData::test_missing_basic[pandas]
1.81s call     tests/variational/test_minibatch_rv.py::TestMinibatchRandomVariable::test_minibatch_parameter_and_value
1.56s call     tests/model/test_core.py::test_datalogp_multiple_shapes
1.40s call     tests/model/test_core.py::TestModelDebug::test_invalid_parameter_cant_be_evaluated[dlogp-True]
1.38s call     tests/model/test_core.py::TestImputationMissingData::test_missing_vector_parameter
1.35s call     tests/model/test_core.py::TestModelDebug::test_invalid_parameter_cant_be_evaluated[dlogp-False]
1.26s call     tests/model/test_core.py::TestValueGradFunction::test_edge_case
1.22s call     tests/model/test_core.py::TestImputationMissingData::test_missing_with_predictors
1.21s call     tests/test_data.py::TestData::test_sample_posterior_predictive_after_set_data_with_coords
1.17s call     tests/model/test_core.py::TestImputationMissingData::test_missing_basic[masked]
1.16s call     tests/model/test_core.py::TestSetUpdateCoords::test_resize_from_set_data_and_set_dim
1.12s call     tests/test_data.py::TestData::test_sample_after_set_data
1.04s call     tests/model/test_core.py::TestModelDebug::test_invalid_parameter_cant_be_evaluated[logp-True]
0.98s call     tests/test_data.py::TestMinibatch::test_1d
0.96s call     tests/model/test_core.py::TestModelDebug::test_invalid_value
0.93s call     tests/model/test_core.py::test_model_dlogp[True]
0.89s call     tests/model/test_core.py::test_model_logp[True]
0.82s call     tests/model/test_core.py::TestPytensorRelatedLogpBugs::test_pytensor_switch_broadcast_edge_cases_2
0.78s call     tests/model/test_core.py::test_tempered_logp_dlogp[True]
0.76s call     tests/model/test_core.py::TestImputationMissingData::test_truncated_normal
0.75s call     tests/model/test_core.py::test_tempered_logp_dlogp[False]
0.75s call     tests/model/test_core.py::TestModelDebug::test_invalid_parameter_cant_be_evaluated[random-True]
0.74s call     tests/test_data.py::TestData::test_sample_posterior_predictive_after_set_data
0.70s call     tests/model/test_core.py::test_model_dlogp[False]
0.70s call     tests/test_data.py::TestData::test_set_data_to_non_data_container_variables
0.70s call     tests/test_data.py::TestMinibatch::test_assert
0.67s call     tests/model/test_core.py::TestImputationMissingData::test_missing_multivariate_unseparable
0.65s call     tests/model/test_core.py::TestModelCopy::test_copy_model[copy]
0.62s call     tests/model/test_core.py::test_model_logp[False]
0.61s call     tests/model/test_core.py::TestModelDebug::test_invalid_parameter[random]
====== 176 passed, 2 skipped, 1 xfailed, 15 warnings in 139.93s (0:02:19) ======

============================= slowest 50 durations =============================
15.27s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-advi]
5.96s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[advi]
5.24s call     tests/sampling/test_mcmc.py::TestSample::test_sample_init[advi]
4.99s call     tests/sampling/test_mcmc.py::test_sample_var_names
4.57s call     tests/sampling/test_mcmc.py::TestType::test_float32
3.74s call     tests/sampling/test_mcmc.py::TestType::test_float64
3.27s setup    tests/sampling/test_mcmc.py::TestInitNuts::test_checks_seeds_kwarg
3.25s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[advi_map]
2.93s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[map]
2.81s call     tests/sampling/test_mcmc.py::test_sample_find_MAP_does_not_modify_start
2.43s call     tests/sampling/test_mcmc.py::TestSampleReturn::test_categorical_gibbs_respects_driver_tune_boundary
1.96s call     tests/sampling/test_mcmc.py::TestSample::test_deterministic_of_unobserved[False]
1.95s call     tests/sampling/test_mcmc.py::TestShared::test_sample
1.80s call     tests/sampling/test_mcmc.py::test_step_args
1.80s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-jitter+adapt_diag]
1.76s call     tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[False]
1.43s call     tests/sampling/test_mcmc.py::TestSample::test_deterministic_of_unobserved[True]
1.24s call     tests/sampling/test_mcmc.py::test_blas_cores
1.16s call     tests/sampling/test_mcmc.py::TestSample::test_sample_init[map]
1.05s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-advi]
0.99s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-1-advi]
0.96s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-2-advi]
0.92s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-2-advi]
0.91s call     tests/sampling/test_mcmc.py::TestSample::test_sample_init[advi_map]
0.87s call     tests/sampling/test_mcmc.py::TestSample::test_default_sample_does_not_set_global_seed
0.85s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-1-advi]
0.85s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-advi]
0.85s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-2-advi]
0.85s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-advi]
0.84s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-1-advi]
0.81s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-1-advi]
0.81s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-1-advi]
0.74s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-map]
0.72s call     tests/sampling/test_mcmc.py::TestNamedSampling::test_shared_named
0.69s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-1-map]
0.68s call     tests/sampling/test_mcmc.py::TestDefaultTuneSteps::test_compound_step
0.68s call     tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[True]
0.65s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-1-map]
0.62s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-1-map]
0.60s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[ADVI+adapt_diag]
0.59s call     tests/sampling/test_mcmc.py::TestSampleReturn::test_sample_return_lengths
0.57s call     tests/sampling/test_mcmc.py::TestDefaultTuneSteps::test_custom_step
0.56s call     tests/sampling/test_mcmc.py::TestDefaultTuneSteps::test_sample
0.56s call     tests/sampling/test_mcmc.py::TestSample::test_sample_does_not_rely_on_external_global_seeding
0.52s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-map]
0.52s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-map]
0.50s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-map]
0.46s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-2-map]
0.46s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-1-map]
0.45s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-1-map]
============ 106 passed, 5 skipped, 5 warnings in 113.31s (0:01:53) ============

============================= slowest 50 durations =============================
25.31s call     tests/backends/test_arviz.py::TestDataPyMC::test_mv_missing_data_model
11.33s setup    tests/backends/test_arviz.py::TestDataPyMC::test_to_idata
9.55s call     tests/backends/test_arviz.py::TestDataPyMC::test_multivariate_observations
6.85s call     tests/backends/test_arviz.py::TestDataPyMC::test_autodetect_coords_from_model[True]
6.28s call     tests/backends/test_arviz.py::TestDataPyMC::test_single_observation
5.16s setup    tests/backends/test_zarr.py::test_record[single_step-include_transformed-frequent_writes]
4.39s call     tests/backends/test_arviz.py::TestDataPyMC::test_missing_data_model
3.77s call     tests/backends/test_arviz.py::TestDataPyMC::test_overwrite_model_coords_dims
2.76s call     tests/backends/test_arviz.py::TestDataPyMC::test_constant_data[True]
2.61s setup    tests/backends/test_zarr.py::test_record[compound_step-include_transformed-frequent_writes]
1.98s call     tests/backends/test_zarr.py::test_record[single_step-include_transformed-frequent_writes]
1.71s call     tests/backends/test_arviz.py::TestDataPyMC::test_single_chain[1]
1.70s call     tests/backends/test_arviz.py::TestPyMCWarmupHandling::test_save_warmup[0-50-1-False]
1.55s call     tests/backends/test_arviz.py::TestDataPyMC::test_to_idata
1.54s call     tests/backends/test_arviz.py::TestDataPyMC::test_predictions_constant_data
1.47s call     tests/backends/test_arviz.py::TestDataPyMC::test_potential
1.23s 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]
1.01s call     tests/backends/test_zarr.py::test_sample[single_step-discard_transformed-discard_tuning-return_idata-discard_warning_stat-parallel_sampling-no_loglike-sparse_writes]
0.87s 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]
0.81s call     tests/backends/test_arviz.py::TestDataPyMC::test_conversion_from_variables_subset
0.80s 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]
0.80s call     tests/backends/test_zarr.py::test_sample[single_step-include_transformed-keep_tuning-return_idata-discard_warning_stat-sequential_sampling-no_loglike-sparse_writes]
0.77s call     tests/backends/test_arviz.py::TestDataPyMC::test_include_transformed
0.74s call     tests/backends/test_zarr.py::test_sample[single_step-include_transformed-keep_tuning-return_idata-discard_warning_stat-parallel_sampling-compute_loglike-sparse_writes]
0.74s call     tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-keep_tuning-return_idata-keep_warning_stat-parallel_sampling-no_loglike-frequent_writes]
0.73s 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]
0.72s call     tests/backends/test_zarr.py::test_sample[single_step-include_transformed-keep_tuning-return_idata-discard_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
0.71s call     tests/backends/test_zarr.py::test_sample[single_step-discard_transformed-discard_tuning-return_zarr-discard_warning_stat-sequential_sampling-compute_loglike-frequent_writes]
0.70s call     tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-keep_tuning-return_idata-keep_warning_stat-sequential_sampling-compute_loglike-frequent_writes]
0.69s call     tests/backends/test_zarr.py::test_sample[single_step-include_transformed-discard_tuning-return_zarr-discard_warning_stat-parallel_sampling-compute_loglike-sparse_writes]
0.69s call     tests/backends/test_zarr.py::test_sample[single_step-discard_transformed-keep_tuning-return_zarr-discard_warning_stat-sequential_sampling-compute_loglike-frequent_writes]
0.64s call     tests/backends/test_zarr.py::test_sampling_consistency[single_step-frequent_writes]
0.64s call     tests/backends/test_zarr.py::test_sampling_consistency[compound_step-frequent_writes]
0.64s call     tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-keep_tuning-return_zarr-keep_warning_stat-sequential_sampling-compute_loglike-frequent_writes]
0.62s call     tests/backends/test_zarr.py::test_sample[single_step-include_transformed-discard_tuning-return_idata-discard_warning_stat-parallel_sampling-compute_loglike-sparse_writes]
0.62s call     tests/backends/test_zarr.py::test_sample[single_step-discard_transformed-keep_tuning-return_zarr-keep_warning_stat-sequential_sampling-compute_loglike-frequent_writes]
0.61s call     tests/backends/test_zarr.py::test_sample[single_step-include_transformed-discard_tuning-return_idata-discard_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
0.61s setup    tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-keep_tuning-return_zarr-discard_warning_stat-parallel_sampling-no_loglike-frequent_writes]
0.58s setup    tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-discard_tuning-return_zarr-keep_warning_stat-sequential_sampling-compute_loglike-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/backends/test_zarr.py::test_sample[single_step-include_transformed-discard_tuning-return_zarr-discard_warning_stat-sequential_sampling-compute_loglike-frequent_writes]
0.58s setup    tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-discard_tuning-return_idata-discard_warning_stat-sequential_sampling-no_loglike-frequent_writes]
0.58s call     tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-discard_tuning-return_zarr-keep_warning_stat-sequential_sampling-compute_loglike-frequent_writes]
0.57s call     tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-discard_tuning-return_zarr-discard_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
0.57s setup    tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-discard_tuning-return_zarr-keep_warning_stat-parallel_sampling-compute_loglike-sparse_writes]
0.56s 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]
0.56s call     tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-discard_tuning-return_idata-keep_warning_stat-sequential_sampling-compute_loglike-sparse_writes]
0.56s setup    tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-keep_tuning-return_zarr-keep_warning_stat-parallel_sampling-no_loglike-sparse_writes]
0.55s setup    tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-keep_tuning-return_idata-discard_warning_stat-sequential_sampling-no_loglike-sparse_writes]
0.55s setup    tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-keep_tuning-return_idata-discard_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
========== 481 passed, 64 skipped, 266 warnings in 272.01s (0:04:32) ===========

============================= slowest 50 durations =============================
22.19s call     tests/backends/test_arviz.py::TestDataPyMC::test_mv_missing_data_model
6.08s setup    tests/backends/test_arviz.py::TestDataPyMC::test_to_idata
4.64s call     tests/backends/test_arviz.py::TestDataPyMC::test_autodetect_coords_from_model[True]
3.15s setup    tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-discard_tuning-return_idata-discard_warning_stat-sequential_sampling-compute_loglike-sparse_writes]
3.11s call     tests/backends/test_zarr.py::test_record[single_step-include_transformed-frequent_writes]
3.10s setup    tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-keep_tuning-return_idata-discard_warning_stat-sequential_sampling-no_loglike-sparse_writes]
3.08s 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]
3.00s call     tests/backends/test_arviz.py::TestDataPyMC::test_multivariate_observations
2.94s setup    tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-discard_tuning-return_zarr-discard_warning_stat-sequential_sampling-no_loglike-frequent_writes]
2.50s call     tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-discard_tuning-return_idata-discard_warning_stat-sequential_sampling-compute_loglike-sparse_writes]
2.43s setup    tests/backends/test_zarr.py::test_sampling_consistency[compound_step-frequent_writes]
2.42s 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]
2.17s call     tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-keep_tuning-return_zarr-discard_warning_stat-sequential_sampling-compute_loglike-sparse_writes]
2.06s call     tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-keep_tuning-return_zarr-keep_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
1.94s call     tests/backends/test_arviz.py::TestDataPyMC::test_missing_data_model
1.90s setup    tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-keep_tuning-return_idata-keep_warning_stat-parallel_sampling-no_loglike-frequent_writes]
1.89s call     tests/backends/test_arviz.py::TestDataPyMC::test_single_observation
1.88s setup    tests/backends/test_zarr.py::test_sample[single_step-discard_transformed-keep_tuning-return_zarr-discard_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
1.84s call     tests/backends/test_zarr.py::test_record[compound_step-include_transformed-frequent_writes]
1.71s call     tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-keep_tuning-return_zarr-keep_warning_stat-parallel_sampling-compute_loglike-sparse_writes]
1.66s 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]
1.62s call     tests/backends/test_arviz.py::TestDataPyMC::test_to_idata
1.40s call     tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-keep_tuning-return_zarr-discard_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
1.37s call     tests/backends/test_zarr.py::test_sampling_consistency[compound_step-frequent_writes]
1.32s setup    tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-discard_tuning-return_zarr-discard_warning_stat-parallel_sampling-compute_loglike-sparse_writes]
1.32s 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]
1.32s 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]
1.31s call     tests/backends/test_arviz.py::TestDataPyMC::test_predictions_constant_data
1.27s call     tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-keep_tuning-return_idata-discard_warning_stat-parallel_sampling-no_loglike-frequent_writes]
1.24s 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]
1.20s 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]
1.17s call     tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-keep_tuning-return_idata-discard_warning_stat-sequential_sampling-no_loglike-frequent_writes]
1.16s call     tests/backends/test_arviz.py::TestDataPyMC::test_overwrite_model_coords_dims
1.16s setup    tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-discard_tuning-return_idata-keep_warning_stat-sequential_sampling-no_loglike-sparse_writes]
1.15s 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]
1.14s call     tests/backends/test_zarr.py::test_sample[single_step-discard_transformed-discard_tuning-return_zarr-discard_warning_stat-sequential_sampling-compute_loglike-frequent_writes]
1.11s call     tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-keep_tuning-return_idata-discard_warning_stat-parallel_sampling-compute_loglike-sparse_writes]
1.11s setup    tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-discard_tuning-return_zarr-keep_warning_stat-sequential_sampling-compute_loglike-frequent_writes]
1.10s call     tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-keep_tuning-return_idata-discard_warning_stat-sequential_sampling-compute_loglike-sparse_writes]
1.10s call     tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-keep_tuning-return_idata-keep_warning_stat-sequential_sampling-no_loglike-frequent_writes]
1.07s call     tests/backends/test_zarr.py::test_record[single_step-discard_transformed-frequent_writes]
1.06s setup    tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-keep_tuning-return_idata-discard_warning_stat-sequential_sampling-compute_loglike-sparse_writes]
1.05s setup    tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-discard_tuning-return_zarr-discard_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
1.05s setup    tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-discard_tuning-return_zarr-keep_warning_stat-sequential_sampling-no_loglike-sparse_writes]
1.03s call     tests/backends/test_zarr.py::test_sampling_consistency[single_step-frequent_writes]
1.02s call     tests/backends/test_zarr.py::test_sample[single_step-discard_transformed-keep_tuning-return_zarr-discard_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
1.00s 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]
0.96s call     tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-keep_tuning-return_idata-keep_warning_stat-parallel_sampling-no_loglike-frequent_writes]
0.94s call     tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-keep_tuning-return_idata-discard_warning_stat-sequential_sampling-no_loglike-sparse_writes]
0.92s call     tests/backends/test_arviz.py::TestDataPyMC::test_multiple_observed_rv[True]
========== 481 passed, 64 skipped, 265 warnings in 316.36s (0:05:16) ===========

============================ slowest 50 durations =============================
75.83s call     tests/variational/test_inference.py::test_replacements[FullRankADVI]
74.02s call     tests/variational/test_inference.py::test_replacements[ASVGD]
54.93s call     tests/variational/test_inference.py::test_replacements[ADVI]
46.89s call     tests/variational/test_inference.py::test_replacements[SVGD]
36.23s call     tests/variational/test_inference.py::test_fit_oo[SVGD-full]
20.76s call     tests/variational/test_inference.py::test_fit_data_coords
17.59s call     tests/variational/test_inference.py::test_fit_oo[ASVGD-full]
16.96s call     tests/variational/test_approximations.py::test_seeding_advi_fit
16.65s call     tests/variational/test_inference.py::test_fit_oo[ADVI-mini]
15.92s call     tests/variational/test_inference.py::test_fit_oo[FullRankADVI-full]
14.77s call     tests/variational/test_inference.py::test_fit_data[SVGD-full]
13.56s call     tests/variational/test_approximations.py::test_elbo
13.44s call     tests/variational/test_inference.py::test_fit_fn_text[svgd-kwargs4-None]
11.66s call     tests/variational/test_inference.py::test_fit_oo[FullRankADVI-mini]
11.30s call     tests/variational/test_inference.py::test_multiple_minibatch_variables
11.18s call     tests/variational/test_inference.py::test_var_replacement
11.12s call     tests/variational/test_inference.py::test_sample_posterior_after_minibatch
11.06s call     tests/variational/test_inference.py::test_fit_with_nans[True]
10.57s call     tests/variational/test_inference.py::test_fit_fn_text[asvgd-kwargs7-None]
7.85s call     tests/variational/test_inference.py::test_fit_fn_text[fullrank_advi-kwargs3-None]
7.30s call     tests/variational/test_inference.py::test_fit_fn_text[svgd-kwargs5-None]
7.27s call     tests/variational/test_approximations.py::test_empirical_from_trace
7.24s call     tests/variational/test_inference.py::test_fit_fn_text[advi-kwargs2-None]
6.85s call     tests/variational/test_inference.py::test_fit_oo[ADVI-full]
6.61s call     tests/variational/test_inference.py::test_fit_data[ASVGD-full]
6.12s call     tests/variational/test_inference.py::test_fit_with_nans[False]
5.64s call     tests/variational/test_inference.py::test_fit_data[ADVI-mini]
5.58s call     tests/variational/test_inference.py::test_fit_data[FullRankADVI-mini]
5.56s call     tests/variational/test_inference.py::test_profile[FullRankADVI-full]
5.52s call     tests/variational/test_inference.py::test_profile[FullRankADVI-mini]
5.06s call     tests/variational/test_opvi.py::test_logq_globals[FullRankGroup: None, MeanFieldGroup: ['one']]
4.78s call     tests/variational/test_inference.py::test_sample_replacements[FullRankADVI]
4.77s call     tests/variational/test_opvi.py::test_init_groups[raises0-grouping0]
4.36s call     tests/variational/test_inference.py::test_profile[ADVI-mini]
4.27s call     tests/variational/test_inference.py::test_profile[ADVI-full]
4.10s call     tests/variational/test_approximations.py::test_empirical_does_not_support_inference_data
4.09s call     tests/variational/test_inference.py::test_sample_replacements[SVGD]
4.06s call     tests/variational/test_inference.py::test_fit_data[FullRankADVI-full]
3.87s call     tests/variational/test_inference.py::test_remove_scan_op
3.45s call     tests/variational/test_approximations.py::test_scale_cost_to_minibatch_works[5]
3.39s call     tests/variational/test_approximations.py::test_scale_cost_to_minibatch_works[8]
3.36s call     tests/variational/test_opvi.py::test_logq_mini_2_sample_2_var[MeanFieldGroup: {}]
3.35s call     tests/variational/test_opvi.py::test_init_groups[raises1-grouping1]
3.17s call     tests/variational/test_opvi.py::test_init_groups[raises4-grouping4]
2.84s call     tests/variational/test_opvi.py::test_logq_globals[MeanFieldGroup: None]
2.59s call     tests/variational/test_inference.py::test_fit_data[ADVI-full]
2.42s call     tests/variational/test_approximations.py::test_elbo_beta_kl[5]
2.25s call     tests/variational/test_opvi.py::test_pickle_approx[MeanFieldGroup: ['one'], EmpiricalGroup: ['two', 'three']]
2.23s call     tests/variational/test_approximations.py::test_elbo_beta_kl[8]
2.00s call     tests/variational/test_inference.py::test_sample_replacements[ADVI]
=========== 124 passed, 10 skipped, 3 warnings in 685.43s (0:11:25) ===========

============================= slowest 50 durations =============================
14.01s call     tests/model/test_core.py::TestImputationMissingData::test_missing_multivariate_separable
11.79s call     tests/sampling/test_parallel.py::test_context
10.77s call     tests/sampling/test_parallel.py::test_remote_pipe_closed
8.00s call     tests/model/test_core.py::TestImputationMissingData::test_missing_dual_observations
6.85s call     tests/model/test_core.py::TestValueGradFunction::test_missing_data
4.91s call     tests/model/test_core.py::TestTransformArgs::test_default_transform_is_applied
4.84s call     tests/test_data.py::TestData::test_sample
4.80s call     tests/model/test_core.py::TestImputationMissingData::test_interval_missing_observations
4.72s call     tests/model/test_core.py::TestModelDebug::test_invalid_parameter[logp]
4.66s call     tests/model/test_core.py::TestValueGradFunction::test_edge_case
4.64s call     tests/sampling/test_parallel.py::test_spawn_densitydist_bound_method
4.13s call     tests/sampling/test_parallel.py::test_explicit_sample[spawn]
3.98s call     tests/model/test_core.py::TestModelDebug::test_invalid_observed_value
3.96s call     tests/sampling/test_parallel.py::test_spawn_densitydist_function
3.83s call     tests/test_data.py::TestData::test_shared_data_as_index
3.72s call     tests/model/test_core.py::test_model_d2logp[True]
3.66s call     tests/test_data.py::TestData::test_shared_data_as_rv_input
3.48s call     tests/sampling/test_parallel.py::test_bad_unpickle
3.16s call     tests/model/test_core.py::TestModelDebug::test_invalid_parameter_cant_be_evaluated[logp-True]
2.96s call     tests/model/test_core.py::TestImputationMissingData::test_truncated_normal
2.68s call     tests/test_data.py::test_scaling_data_works_in_likelihood
2.66s call     tests/variational/test_minibatch_rv.py::TestMinibatchRandomVariable::test_minibatch_parameter_and_value
2.56s call     tests/model/test_core.py::TestImputationMissingData::test_coordinates
2.19s call     tests/model/test_core.py::test_datalogp_multiple_shapes
2.15s call     tests/model/test_core.py::TestPytensorRelatedLogpBugs::test_pytensor_switch_broadcast_edge_cases_2
1.96s call     tests/model/test_core.py::TestImputationMissingData::test_missing_logp2
1.88s call     tests/test_data.py::TestData::test_set_data_to_non_data_container_variables
1.86s call     tests/model/test_core.py::TestCheckStartVals::test_valid_start_point
1.85s call     tests/model/test_core.py::test_model_dlogp[True]
1.84s call     tests/test_data.py::TestData::test_sample_posterior_predictive_after_set_data_with_coords
1.73s call     tests/model/test_core.py::TestImputationMissingData::test_missing_logp1
1.64s call     tests/model/test_core.py::test_tempered_logp_dlogp[False]
1.57s call     tests/model/test_core.py::TestImputationMissingData::test_missing_multivariate_unseparable
1.49s call     tests/model/test_core.py::TestModelDebug::test_invalid_parameter[dlogp]
1.49s call     tests/model/test_core.py::TestModelDebug::test_invalid_parameter_cant_be_evaluated[dlogp-True]
1.38s call     tests/model/test_core.py::TestImputationMissingData::test_missing_vector_parameter
1.31s call     tests/model/test_core.py::test_model_d2logp[False]
1.22s call     tests/model/test_core.py::TestImputationMissingData::test_missing_basic[pandas]
1.21s call     tests/model/test_core.py::test_model_logp[False]
1.20s call     tests/model/test_core.py::TestPytensorRelatedLogpBugs::test_pytensor_switch_broadcast_edge_cases_1
1.19s call     tests/model/test_core.py::test_model_logp[True]
1.04s call     tests/model/test_core.py::TestImputationMissingData::test_missing_with_predictors
1.02s call     tests/model/test_core.py::TestImputationMissingData::test_symbolic_random_variable
1.01s call     tests/model/test_core.py::test_model_dlogp[False]
0.95s call     tests/test_data.py::TestData::test_deterministic
0.84s call     tests/model/test_core.py::TestProfile::test_profile_model
0.80s call     tests/model/test_core.py::TestImputationMissingData::test_missing_basic[masked]
0.78s call     tests/model/test_core.py::test_point_logps_potential
0.78s call     tests/test_data.py::TestData::test_shared_scalar_as_rv_input
0.78s call     tests/test_data.py::TestData::test_sample_after_set_data
====== 176 passed, 2 skipped, 1 xfailed, 12 warnings in 198.89s (0:03:18) ======

============================= slowest 50 durations =============================
8.99s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-advi]
3.92s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[advi]
3.58s call     tests/sampling/test_mcmc.py::TestSample::test_sample_init[advi]
3.53s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-advi]
3.36s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-advi]
2.94s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[map]
2.37s call     tests/sampling/test_mcmc.py::test_sample_var_names
2.34s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-1-advi]
2.25s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-1-advi]
1.93s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-1-advi]
1.92s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[advi_map]
1.87s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-1-advi]
1.84s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-map]
1.82s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-advi]
1.81s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-1-advi]
1.79s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-2-advi]
1.67s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-2-advi]
1.66s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-2-advi]
1.57s setup    tests/sampling/test_mcmc.py::TestInitNuts::test_checks_seeds_kwarg
1.52s call     tests/sampling/test_mcmc.py::TestType::test_float64
1.38s call     tests/sampling/test_mcmc.py::TestShared::test_sample
1.34s call     tests/sampling/test_mcmc.py::test_step_args
1.24s call     tests/sampling/test_mcmc.py::TestType::test_float32
1.09s call     tests/sampling/test_mcmc.py::TestSample::test_sample_init[advi_map]
1.01s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-1-map]
1.01s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-map]
0.99s call     tests/sampling/test_mcmc.py::TestNamedSampling::test_shared_named
0.90s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-1-map]
0.89s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-map]
0.86s call     tests/sampling/test_mcmc.py::TestSample::test_sample_init[map]
0.84s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[adapt_diag]
0.84s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-1-map]
0.82s call     tests/sampling/test_mcmc.py::test_sample_find_MAP_does_not_modify_start
0.81s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[ADVI+adapt_diag]
0.79s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-1-map]
0.77s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-map]
0.77s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-1-map]
0.77s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-jitter+adapt_diag]
0.71s call     tests/sampling/test_mcmc.py::TestSample::test_deterministic_of_unobserved[True]
0.68s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[jitter+adapt_diag]
0.66s call     tests/sampling/test_mcmc.py::TestSampleReturn::test_categorical_gibbs_respects_driver_tune_boundary
0.65s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-2-map]
0.63s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-2-map]
0.57s call     tests/sampling/test_mcmc.py::TestSample::test_sample_does_not_rely_on_external_global_seeding
0.56s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-2-map]
0.53s call     tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[False]
0.51s setup    tests/sampling/test_mcmc.py::TestSample::test_sample_start_good_shape[start2]
0.50s call     tests/sampling/test_mcmc.py::TestSample::test_deterministic_of_unobserved[False]
0.49s call     tests/sampling/test_mcmc.py::TestSample::test_default_sample_does_not_set_global_seed
0.47s call     tests/sampling/test_mcmc.py::TestNamedSampling::test_constant_named
============ 106 passed, 5 skipped, 5 warnings in 106.33s (0:01:46) ============

============================ slowest 50 durations =============================
48.69s call     tests/variational/test_inference.py::test_replacements[FullRankADVI]
46.55s call     tests/variational/test_inference.py::test_replacements[ASVGD]
35.47s call     tests/variational/test_inference.py::test_replacements[ADVI]
28.55s call     tests/variational/test_inference.py::test_fit_oo[SVGD-full]
26.47s call     tests/variational/test_inference.py::test_replacements[SVGD]
17.31s call     tests/variational/test_inference.py::test_fit_data_coords
16.83s call     tests/variational/test_inference.py::test_fit_with_nans[True]
16.36s call     tests/variational/test_approximations.py::test_seeding_advi_fit
13.51s call     tests/variational/test_inference.py::test_fit_oo[ADVI-mini]
13.10s call     tests/variational/test_inference.py::test_fit_oo[FullRankADVI-full]
12.79s call     tests/variational/test_inference.py::test_fit_oo[ASVGD-full]
10.41s call     tests/variational/test_inference.py::test_fit_data[SVGD-full]
10.24s call     tests/variational/test_inference.py::test_fit_fn_text[svgd-kwargs4-None]
8.78s call     tests/variational/test_approximations.py::test_elbo
7.37s call     tests/variational/test_inference.py::test_fit_fn_text[fullrank_advi-kwargs3-None]
7.32s call     tests/variational/test_inference.py::test_sample_posterior_after_minibatch
7.29s call     tests/variational/test_inference.py::test_fit_oo[FullRankADVI-mini]
7.03s call     tests/variational/test_approximations.py::test_empirical_from_trace
6.78s call     tests/variational/test_inference.py::test_multiple_minibatch_variables
6.24s call     tests/variational/test_inference.py::test_fit_fn_text[advi-kwargs2-None]
5.57s call     tests/variational/test_inference.py::test_var_replacement
5.54s call     tests/variational/test_inference.py::test_fit_oo[ADVI-full]
5.24s call     tests/variational/test_approximations.py::test_empirical_does_not_support_inference_data
4.80s call     tests/variational/test_inference.py::test_fit_fn_text[asvgd-kwargs7-None]
4.17s call     tests/variational/test_inference.py::test_fit_with_nans[False]
4.12s call     tests/variational/test_opvi.py::test_init_groups[raises0-grouping0]
3.70s call     tests/variational/test_inference.py::test_fit_data[ASVGD-full]
2.90s call     tests/variational/test_opvi.py::test_logq_globals[FullRankGroup: None, MeanFieldGroup: ['one']]
2.68s call     tests/variational/test_opvi.py::test_logq_mini_2_sample_2_var[MeanFieldGroup: {}]
2.60s call     tests/variational/test_inference.py::test_fit_start[SVGD-full]
2.57s call     tests/variational/test_inference.py::test_fit_data[FullRankADVI-mini]
2.37s call     tests/variational/test_approximations.py::test_scale_cost_to_minibatch_works[5]
2.25s call     tests/variational/test_inference.py::test_fit_data[FullRankADVI-full]
2.05s call     tests/variational/test_inference.py::test_fit_data[ADVI-mini]
2.04s call     tests/variational/test_opvi.py::test_init_groups[raises1-grouping1]
2.01s call     tests/variational/test_inference.py::test_fit_start[FullRankADVI-full]
1.92s call     tests/variational/test_opvi.py::test_group_api_params[raises0-params0-MeanFieldGroup-kw0-None]
1.84s call     tests/variational/test_approximations.py::test_scale_cost_to_minibatch_works[8]
1.78s call     tests/variational/test_approximations.py::test_elbo_beta_kl[8]
1.59s call     tests/variational/test_approximations.py::test_elbo_beta_kl[5]
1.58s call     tests/variational/test_inference.py::test_fit_start[FullRankADVI-mini]
1.43s call     tests/variational/test_inference.py::test_fit_data[ADVI-full]
1.39s call     tests/variational/test_inference.py::test_fit_start[ADVI-mini]
1.31s call     tests/variational/test_inference.py::test_profile[FullRankADVI-full]
1.29s call     tests/variational/test_inference.py::test_remove_scan_op
1.20s call     tests/variational/test_inference.py::test_fit_fn_text[svgd-kwargs5-None]
1.20s call     tests/variational/test_inference.py::test_profile[FullRankADVI-mini]
1.20s call     tests/variational/test_inference.py::test_sample_replacements[FullRankADVI]
1.18s call     tests/variational/test_inference.py::test_clear_cache
1.17s call     tests/variational/test_opvi.py::test_logq_mini_1_sample_1_var[FullRankGroup: {}]
=========== 124 passed, 10 skipped, 3 warnings in 456.49s (0:07:36) ===========

============================ slowest 50 durations =============================
24.18s call     tests/sampling/test_mcmc.py::test_step_args
20.49s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-advi]
14.97s call     tests/sampling/test_mcmc.py::test_sample_var_names
13.88s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-advi]
13.77s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-advi]
13.75s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-advi]
12.12s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[advi]
11.59s call     tests/model/test_core.py::test_model_d2logp[True]
11.36s call     tests/model/test_core.py::TestImputationMissingData::test_missing_dual_observations
11.19s call     tests/sampling/test_mcmc.py::test_sample_find_MAP_does_not_modify_start
11.18s call     tests/sampling/test_mcmc.py::test_blas_cores
10.43s call     tests/model/test_core.py::TestImputationMissingData::test_missing_multivariate_separable
9.40s call     tests/sampling/test_mcmc.py::TestSample::test_sample_init[advi]
9.22s call     tests/model/test_core.py::test_datalogp_multiple_shapes
9.06s call     tests/sampling/test_mcmc.py::TestSample::test_sample_does_not_rely_on_external_global_seeding
8.82s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-map]
8.78s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-map]
8.61s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-map]
8.02s call     tests/model/test_core.py::TestImputationMissingData::test_coordinates
7.90s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-1-advi]
7.68s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-2-advi]
7.64s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-2-advi]
7.62s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[map]
7.45s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-jitter+adapt_diag]
7.43s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-jitter+adapt_diag]
7.38s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-jitter+adapt_diag]
7.09s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-1-advi]
7.04s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-1-advi]
7.03s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-1-advi]
7.01s call     tests/model/test_core.py::TestNested::test_nested_model_to_netcdf
7.00s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-2-advi]
6.98s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[advi_map]
6.91s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-1-advi]
6.52s call     tests/model/test_core.py::TestImputationMissingData::test_interval_missing_observations
5.84s call     tests/model/test_core.py::TestImputationMissingData::test_missing_basic[pandas]
5.15s call     tests/sampling/test_mcmc.py::TestSample::test_default_sample_does_not_set_global_seed
5.12s call     tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[False]
4.90s call     tests/sampling/test_mcmc.py::TestShared::test_sample
4.84s call     tests/sampling/test_mcmc.py::TestType::test_float32
4.71s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-map]
4.67s call     tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[True]
4.60s call     tests/model/test_core.py::TestValueGradFunction::test_missing_data
4.54s call     tests/sampling/test_mcmc.py::TestSampleReturn::test_logs_sampler_warnings[2]
4.13s call     tests/model/test_core.py::test_model_d2logp[False]
4.06s call     tests/sampling/test_mcmc.py::TestSample::test_sample_callback
3.98s call     tests/model/test_core.py::TestPytensorRelatedLogpBugs::test_pytensor_switch_broadcast_edge_cases_1
3.83s call     tests/sampling/test_mcmc.py::test_no_init_nuts_compound
3.79s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-1-map]
3.74s call     tests/model/test_core.py::TestTransformArgs::test_default_transform_is_applied
3.73s call     tests/sampling/test_mcmc.py::TestSample::test_parallel_start
========== 233 passed, 5 skipped, 202 warnings in 597.90s (0:09:57) ===========

============================ slowest 50 durations =============================
26.20s call     tests/sampling/test_mcmc.py::test_step_args
22.56s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-advi]
16.71s call     tests/sampling/test_mcmc.py::test_sample_var_names
14.60s call     tests/model/test_core.py::TestImputationMissingData::test_missing_multivariate_separable
12.41s call     tests/sampling/test_mcmc.py::test_sample_find_MAP_does_not_modify_start
11.51s call     tests/sampling/test_mcmc.py::test_blas_cores
11.21s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-advi]
11.05s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-advi]
10.73s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-advi]
10.43s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[advi]
10.25s call     tests/model/test_core.py::TestImputationMissingData::test_missing_dual_observations
9.64s call     tests/sampling/test_mcmc.py::TestSample::test_sample_init[advi]
9.61s call     tests/sampling/test_mcmc.py::TestSample::test_sample_does_not_rely_on_external_global_seeding
9.42s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-map]
9.15s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-map]
8.94s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-map]
8.39s call     tests/model/test_core.py::TestNested::test_nested_model_to_netcdf
8.23s call     tests/sampling/test_mcmc.py::TestType::test_float32
7.92s call     tests/model/test_core.py::TestValueGradFunction::test_missing_data
7.80s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-jitter+adapt_diag]
7.61s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-jitter+adapt_diag]
7.54s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-jitter+adapt_diag]
6.89s call     tests/model/test_core.py::TestTransformArgs::test_default_transform_is_applied
6.84s call     tests/model/test_core.py::TestModelDebug::test_invalid_parameter[logp]
6.45s call     tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[False]
6.38s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[advi_map]
6.18s call     tests/model/test_core.py::TestValueGradFunction::test_edge_case
6.04s call     tests/sampling/test_mcmc.py::TestSample::test_default_sample_does_not_set_global_seed
5.86s call     tests/model/test_core.py::test_model_d2logp[True]
5.72s call     tests/model/test_core.py::TestImputationMissingData::test_interval_missing_observations
5.72s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[map]
5.35s call     tests/model/test_core.py::TestModelDebug::test_invalid_observed_value
5.11s call     tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[True]
4.69s call     tests/sampling/test_mcmc.py::TestType::test_float64
4.60s call     tests/sampling/test_mcmc.py::TestSampleReturn::test_logs_sampler_warnings[2]
4.56s call     tests/model/test_core.py::TestImputationMissingData::test_truncated_normal
4.30s call     tests/model/test_core.py::TestModelDebug::test_invalid_parameter_cant_be_evaluated[logp-True]
4.30s call     tests/sampling/test_mcmc.py::TestShared::test_sample
4.12s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-1-advi]
4.08s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-2-advi]
4.05s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-1-advi]
4.04s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-2-advi]
3.92s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-1-advi]
3.91s call     tests/sampling/test_mcmc.py::test_no_init_nuts_compound
3.91s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-1-advi]
3.86s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-1-advi]
3.85s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-2-advi]
3.81s call     tests/sampling/test_mcmc.py::TestSample::test_parallel_start
3.76s call     tests/sampling/test_mcmc.py::test_init_nuts
3.75s call     tests/sampling/test_mcmc.py::test_no_init_nuts_step
========== 233 passed, 5 skipped, 202 warnings in 554.03s (0:09:14) ===========

============================ slowest 50 durations =============================
32.08s setup    tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[FITC]
19.73s call     tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[FITC]
16.22s call     tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[VFE]
16.13s call     tests/smc/test_smc.py::TestSMC::test_marginal_likelihood
14.25s call     tests/ode/test_ode.py::TestSensitivityInitialCondition::test_sens_ic_vector_2_param_tensor
11.19s call     tests/smc/test_smc.py::TestMHKernel::test_normal_model
9.52s call     tests/smc/test_smc.py::TestSMC::test_return_datatype[2]
8.40s call     tests/sampling/test_parallel.py::test_remote_pipe_closed
7.97s call     tests/ode/test_ode.py::TestSensitivityInitialCondition::test_sens_ic_vector_1_param
7.95s call     tests/sampling/test_parallel.py::test_sampling_with_random_generator_matches[2]
7.12s call     tests/ode/test_ode.py::TestDiffEqModel::test_vector_ode_1_param
7.10s call     tests/smc/test_smc.py::TestSMC::test_sample[parallel]
7.09s call     tests/smc/test_smc.py::TestSMC::test_sample[sequential]
6.97s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginalApprox[FITC]
6.91s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginalApprox[VFE]
6.81s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginalApprox[DTC]
6.79s call     tests/smc/test_smc.py::TestSMC::test_parallel_custom
6.59s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveLatent
6.39s call     tests/ode/test_ode.py::test_simulate
5.95s setup    tests/gp/test_gp.py::TestMarginalKron::testMarginalKronvsMarginalpredict
5.83s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginal
5.68s call     tests/sampling/test_parallel.py::test_spawn_densitydist_bound_method
5.61s call     tests/smc/test_smc.py::test_smc_with_custom_op
5.47s call     tests/sampling/test_parallel.py::test_iterator
5.40s call     tests/ode/test_ode.py::TestDiffEqModel::test_vector_ode_2_param
5.40s call     tests/gp/test_gp.py::TestLatentKron::testLatentKronvsLatent
5.37s call     tests/smc/test_smc.py::TestSMC::test_unobserved_categorical
5.22s call     tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[DTC]
5.21s call     tests/ode/test_ode.py::TestSensitivityInitialCondition::test_sens_ic_vector_3_params
5.20s call     tests/smc/test_smc.py::TestSMC::test_convergence_checks
5.19s setup    tests/gp/test_gp.py::TestMarginalKron::testMarginalKronRaises
5.17s setup    tests/gp/test_gp.py::TestMarginalKron::testMarginalKronvsMarginal
4.92s call     tests/ode/test_ode.py::TestSensitivityInitialCondition::test_sens_ic_vector_2_param
4.84s call     tests/gp/test_gp.py::TestMarginalVsLatent::testLatentMultioutput
4.65s call     tests/smc/test_smc.py::TestSMC::test_ordered
4.62s call     tests/sampling/test_parallel.py::test_context
4.50s call     tests/smc/test_smc.py::TestSMC::test_unobserved_bernoulli
4.40s call     tests/sampling/test_parallel.py::test_spawn_densitydist_function
4.32s call     tests/gp/test_gp.py::TestMarginalKron::testMarginalKronvsMarginalpredict
4.25s call     tests/smc/test_smc.py::TestSMC::test_start
4.09s call     tests/sampling/test_parallel.py::test_explicit_sample[spawn]
3.99s call     tests/gp/test_cov.py::TestStability::test_stable
3.95s call     tests/sampling/test_parallel.py::test_bad_unpickle
3.59s call     tests/gp/test_gp.py::TestTP::testTPvsLatent
3.39s call     tests/ode/test_ode.py::TestDiffEqModel::test_scalar_ode_1_param
3.24s setup    tests/gp/test_gp.py::TestLatentKron::testLatentKronvsLatent
3.06s call     tests/gp/test_gp.py::TestMarginalKron::testMarginalKronvsMarginal
2.92s call     tests/gp/test_cov.py::TestCovAdd::test_symadd_cov
2.76s call     tests/ode/test_ode.py::TestDiffEqModel::test_scalar_ode_2_param
2.68s setup    tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[VFE]
=========== 180 passed, 5 skipped, 29 warnings in 421.28s (0:07:01) ===========

============================ slowest 50 durations =============================
59.32s setup    tests/step_methods/test_metropolis.py::TestMetropolisUniform::test_kstest
40.22s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update[batched_dist3]
37.77s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update[batched_dist4]
36.43s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSLKJCholeskyCov::test_kstest
21.07s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSUniform::test_kstest
20.55s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSUniform2::test_kstest
20.03s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSUniform3::test_kstest
14.19s setup    tests/step_methods/test_slicer.py::TestSliceUniform::test_kstest
13.53s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update[batched_dist2]
12.09s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSNormal::test_kstest
11.27s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSStudentT::test_kstest
10.58s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSBetaBinomial::test_kstest
8.21s call     tests/step_methods/test_metropolis.py::TestStepMetropolis::test_step_continuous[<function TestStepMetropolis.<lambda> at 0x0000024DD61A6520>-4000]
7.83s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update[batched_dist1]
6.68s call     tests/step_methods/test_metropolis.py::TestStepMetropolis::test_step_categorical[uniform]
5.78s call     tests/step_methods/hmc/test_nuts.py::TestNutsCheckTrace::test_emits_energy_warnings
5.60s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update[batched_dist0]
5.22s call     tests/step_methods/hmc/test_nuts.py::TestNutsCheckTrace::test_multiple_samplers
5.15s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update_different_scales
4.97s call     tests/step_methods/hmc/test_nuts.py::TestStepNUTS::test_step_continuous[<lambda>-1000_0]
4.51s call     tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_tuning_epsilon_parallel
2.66s call     tests/step_methods/test_slicer.py::TestStepSlicer::test_step_continuous[<function TestStepSlicer.<lambda> at 0x0000024DD5FCEAC0>-2000]
2.60s call     tests/step_methods/test_compound.py::TestStepCompound::test_step_continuous[<function TestStepCompound.<lambda> at 0x0000024DD6225080>-1000]
2.51s call     tests/step_methods/test_metropolis.py::TestStepMetropolis::test_step_categorical[proportional]
2.37s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_tuning_reset
2.26s call     tests/step_methods/test_metropolis.py::TestStepMetropolis::test_step_discrete
1.94s call     tests/step_methods/test_compound.py::TestCompoundStep::test_non_blocked
1.64s call     tests/step_methods/hmc/test_nuts.py::TestStepNUTS::test_step_continuous[<lambda>-1000_1]
1.32s call     tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_tuning_lambda_sequential
1.29s call     tests/step_methods/test_slicer.py::TestStepSlicer::test_step_continuous[<function TestStepSlicer.<lambda> at 0x0000024DD5FCEB60>-2000]
1.27s call     tests/step_methods/hmc/test_nuts.py::TestNutsCheckTrace::test_bad_init_nonparallel
1.23s call     tests/step_methods/hmc/test_hmc.py::TestStepHamiltonianMC::test_step_continuous[<lambda>-1000_0]
1.22s call     tests/step_methods/hmc/test_hmc.py::TestStepHamiltonianMC::test_step_continuous[<lambda>-1000_1]
1.16s call     tests/step_methods/hmc/test_nuts.py::TestNutsCheckTrace::test_sampler_stats
1.08s call     tests/step_methods/test_compound.py::TestCompoundStep::test_blocked
1.07s call     tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_tuning_reset
0.90s call     tests/step_methods/hmc/test_hmc.py::test_leapfrog_reversible
0.82s call     tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_tuning_none
0.73s call     tests/step_methods/test_metropolis.py::TestDEMetropolis::test_demcmc_tune_parameter
0.44s call     tests/step_methods/test_compound.py::TestStatsBijection::test_flatten_steps
0.41s call     tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_custom_proposal_dist
0.37s call     tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_tune_drop_fraction
0.35s call     tests/step_methods/test_compound.py::TestCompoundStep::test_name
0.30s call     tests/step_methods/hmc/test_nuts.py::test_nuts_step_legacy_value_grad_function
0.29s call     tests/step_methods/hmc/test_nuts.py::TestNutsCheckTrace::test_bad_init_parallel
0.27s call     tests/step_methods/hmc/test_hmc.py::test_nuts_tuning
0.25s call     tests/step_methods/test_compound.py::TestRVsAssignmentCompound::test_compound_step
0.23s call     tests/step_methods/test_compound.py::TestStatsMetadata::test_stats_from_steps
0.23s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_multinomial_no_elemwise_update
0.21s call     tests/step_methods/hmc/test_hmc.py::TestRVsAssignmentHamiltonianMC::test_continuous_steps[HamiltonianMC-step_kwargs0]
=========== 118 passed, 6 skipped, 35 warnings in 405.33s (0:06:45) ===========

============================ slowest 50 durations =============================
51.52s setup    tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[FITC]
27.29s call     tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[FITC]
20.84s call     tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[VFE]
17.04s call     tests/smc/test_smc.py::TestSMC::test_marginal_likelihood
16.56s call     tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[DTC]
15.75s setup    tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[DTC]
15.71s setup    tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[VFE]
12.09s call     tests/ode/test_ode.py::TestDiffEqModel::test_vector_ode_1_param
11.20s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveLatent
10.69s call     tests/smc/test_smc.py::TestMHKernel::test_normal_model
10.55s call     tests/smc/test_smc.py::TestSMC::test_return_datatype[2]
10.02s call     tests/gp/test_gp.py::TestLatentKron::testLatentKronvsLatent
9.92s call     tests/gp/test_gp.py::TestMarginalVsLatent::testLatentMultioutput
9.37s call     tests/smc/test_smc.py::TestSMC::test_unobserved_categorical
8.71s call     tests/ode/test_ode.py::TestDiffEqModel::test_vector_ode_2_param
8.56s call     tests/smc/test_smc.py::TestSMC::test_sample[sequential]
8.53s call     tests/sampling/test_parallel.py::test_sampling_with_random_generator_matches[2]
8.35s call     tests/smc/test_smc.py::test_smc_with_custom_op
8.34s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginal
7.50s call     tests/smc/test_smc.py::TestSMC::test_parallel_custom
7.44s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginalApprox[FITC]
7.32s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginalApprox[VFE]
7.24s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginalApprox[DTC]
7.07s call     tests/smc/test_smc.py::TestSMC::test_sample[parallel]
7.01s setup    tests/gp/test_gp.py::TestMarginalKron::testMarginalKronvsMarginalpredict
6.74s call     tests/ode/test_ode.py::test_simulate
6.67s setup    tests/gp/test_gp.py::TestMarginalKron::testMarginalKronRaises
6.66s setup    tests/gp/test_gp.py::TestMarginalKron::testMarginalKronvsMarginal
5.91s call     tests/sampling/test_parallel.py::test_iterator
5.61s call     tests/sampling/test_parallel.py::test_remote_pipe_closed
5.41s call     tests/gp/test_gp.py::TestMarginalVsLatent::testLatent2
5.39s call     tests/gp/test_gp.py::TestTP::testTPvsLatentReparameterized
5.33s call     tests/gp/test_gp.py::TestTP::testTPvsLatent
5.32s call     tests/smc/test_smc.py::TestSMC::test_convergence_checks
5.26s setup    tests/gp/test_gp.py::TestLatentKron::testLatentKronvsLatent
4.91s call     tests/sampling/test_parallel.py::test_spawn_densitydist_bound_method
4.83s call     tests/gp/test_gp.py::TestMarginalKron::testMarginalKronvsMarginalpredict
4.78s call     tests/ode/test_ode.py::TestDiffEqModel::test_scalar_ode_2_param
4.73s call     tests/smc/test_smc.py::TestSMC::test_unobserved_bernoulli
4.63s call     tests/sampling/test_parallel.py::test_context
4.47s call     tests/gp/test_cov.py::TestCovAdd::test_symadd_cov
4.38s call     tests/sampling/test_parallel.py::test_spawn_densitydist_function
4.37s call     tests/gp/test_gp.py::TestMarginalKron::testMarginalKronvsMarginal
4.21s call     tests/sampling/test_parallel.py::test_bad_unpickle
4.20s call     tests/gp/test_cov.py::TestCovAdd::test_rightadd_whitenoise
4.08s call     tests/gp/test_cov.py::TestStability::test_stable
3.79s call     tests/gp/test_gp.py::TestMarginalVsLatent::testLatent1
3.75s call     tests/sampling/test_parallel.py::test_explicit_sample[spawn]
3.40s call     tests/smc/test_smc.py::TestSMC::test_start
3.34s setup    tests/gp/test_gp.py::TestTP::testTPvsLatent
=========== 180 passed, 5 skipped, 43 warnings in 536.33s (0:08:56) ===========

============================ slowest 50 durations =============================
64.59s setup    tests/step_methods/test_metropolis.py::TestMetropolisUniform::test_kstest
39.46s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update[batched_dist3]
39.09s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update[batched_dist4]
35.97s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSLKJCholeskyCov::test_kstest
20.55s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSUniform::test_kstest
19.14s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSUniform2::test_kstest
19.11s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSUniform3::test_kstest
13.36s setup    tests/step_methods/test_slicer.py::TestSliceUniform::test_kstest
13.08s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSBetaBinomial::test_kstest
11.76s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSNormal::test_kstest
11.43s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSStudentT::test_kstest
8.13s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update[batched_dist2]
6.78s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update[batched_dist1]
6.51s call     tests/step_methods/hmc/test_nuts.py::TestNutsCheckTrace::test_emits_energy_warnings
6.49s call     tests/step_methods/hmc/test_nuts.py::TestNutsCheckTrace::test_multiple_samplers
6.12s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update[batched_dist0]
5.38s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update_different_scales
4.36s call     tests/step_methods/test_metropolis.py::TestStepMetropolis::test_step_continuous[<function TestStepMetropolis.<lambda> at 0x000001C7E33A23E0>-4000]
4.21s call     tests/step_methods/test_metropolis.py::TestStepMetropolis::test_step_discrete
3.97s call     tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_tuning_epsilon_parallel
3.97s call     tests/step_methods/test_metropolis.py::TestStepMetropolis::test_step_categorical[uniform]
3.30s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_tuning_reset
2.79s call     tests/step_methods/test_compound.py::TestCompoundStep::test_name
2.65s 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]
2.18s call     tests/step_methods/test_slicer.py::TestStepSlicer::test_step_continuous[<function TestStepSlicer.<lambda> at 0x000001C7E31CEAC0>-2000]
2.18s call     tests/step_methods/test_compound.py::TestStepCompound::test_step_continuous[<function TestStepCompound.<lambda> at 0x000001C7E3424F40>-1000]
1.97s call     tests/step_methods/test_compound.py::TestCompoundStep::test_non_blocked
1.95s call     tests/step_methods/test_compound.py::TestStatsBijection::test_flatten_steps
1.74s call     tests/step_methods/hmc/test_nuts.py::TestNutsCheckTrace::test_sampler_stats
1.74s call     tests/step_methods/hmc/test_nuts.py::TestStepNUTS::test_step_continuous[<lambda>-1000_0]
1.69s call     tests/step_methods/hmc/test_nuts.py::TestStepNUTS::test_step_continuous[<lambda>-1000_1]
1.69s call     tests/step_methods/test_metropolis.py::TestDEMetropolis::test_demcmc_tune_parameter
1.67s call     tests/step_methods/test_slicer.py::TestStepSlicer::test_step_continuous[<function TestStepSlicer.<lambda> at 0x000001C7E31CED40>-2000]
1.43s call     tests/step_methods/hmc/test_hmc.py::test_leapfrog_reversible
1.32s call     tests/step_methods/test_compound.py::TestCompoundStep::test_blocked
1.21s call     tests/step_methods/hmc/test_hmc.py::TestStepHamiltonianMC::test_step_continuous[<lambda>-1000_1]
1.21s call     tests/step_methods/hmc/test_hmc.py::TestStepHamiltonianMC::test_step_continuous[<lambda>-1000_0]
1.00s call     tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_tuning_lambda_sequential
0.98s call     tests/step_methods/test_compound.py::TestStatsMetadata::test_stats_from_steps
0.97s call     tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_tuning_reset
0.84s 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
0.36s call     tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_custom_proposal_dist
0.35s call     tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_tune_drop_fraction
0.30s call     tests/step_methods/hmc/test_nuts.py::test_nuts_step_legacy_value_grad_function
0.27s call     tests/step_methods/hmc/test_nuts.py::TestNutsCheckTrace::test_bad_init_parallel
0.26s call     tests/step_methods/hmc/test_hmc.py::test_nuts_tuning
0.25s call     tests/step_methods/test_compound.py::TestRVsAssignmentCompound::test_compound_step
0.22s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_multinomial_no_elemwise_update
=========== 118 passed, 6 skipped, 34 warnings in 401.46s (0:06:41) ===========

============================= slowest 50 durations =============================
21.23s call     tests/distributions/test_timeseries.py::TestAR::test_batched_sigma
19.16s setup    tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[FITC]
18.57s call     tests/gp/test_hsgp_approx.py::TestHSGP::test_prior[cov_func0-centered]
16.95s call     tests/gp/test_hsgp_approx.py::TestHSGPPeriodic::test_prior[100.0-cov_func0]
16.94s call     tests/distributions/test_timeseries.py::TestPredefinedRandomWalk::test_gaussian_inference
16.33s call     tests/gp/test_hsgp_approx.py::TestHSGPPeriodic::test_conditional_periodic[cov_func0]
15.64s call     tests/gp/test_hsgp_approx.py::TestHSGP::test_conditional[cov_func1-noncentered]
15.60s call     tests/gp/test_hsgp_approx.py::TestHSGP::test_conditional[cov_func0-centered]
15.35s call     tests/gp/test_hsgp_approx.py::TestHSGP::test_prior[cov_func1-noncentered]
14.48s call     tests/distributions/test_timeseries.py::TestAR::test_batched_size[False]
13.50s call     tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[FITC]
12.75s call     tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[True-omega]
11.57s call     tests/distributions/test_timeseries.py::TestEulerMaruyama::test_linear_model
11.06s call     tests/distributions/test_timeseries.py::TestPredefinedRandomWalk::test_mvgaussian_with_chol_cov_rv[chol]
10.57s call     tests/model/test_core.py::TestImputationMissingData::test_missing_multivariate_separable
10.54s call     tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[VFE]
9.64s call     tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[True-beta_1]
8.27s call     tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[True-alpha_1]
7.43s call     tests/model/transform/test_conditioning.py::test_change_value_transforms
7.14s call     tests/distributions/test_timeseries.py::TestEulerMaruyama::test_batched_size[True-1]
7.02s call     tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[False-alpha_1]
6.87s call     tests/distributions/test_timeseries.py::TestAR::test_batched_rhos
6.77s call     tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[False-omega]
6.74s call     tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[False-beta_1]
6.50s call     tests/model/test_core.py::TestImputationMissingData::test_missing_dual_observations
6.21s call     tests/distributions/test_timeseries.py::TestAR::test_batched_size[True]
5.48s call     tests/distributions/test_timeseries.py::TestEulerMaruyama::test_batched_size[True-2]
5.28s call     tests/ode/test_ode.py::TestSensitivityInitialCondition::test_sens_ic_vector_1_param
5.20s call     tests/ode/test_ode.py::TestSensitivityInitialCondition::test_sens_ic_vector_2_param_tensor
4.64s call     tests/distributions/test_timeseries.py::TestGARCH11::test_support_point[size1-expected1]
4.50s call     tests/distributions/test_timeseries.py::TestGARCH11::test_logp
4.32s call     tests/model/test_core.py::TestValueGradFunction::test_missing_data
4.02s call     tests/model/test_core.py::TestModelDebug::test_invalid_observed_value
3.93s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveLatent
3.88s call     tests/ode/test_ode.py::TestSensitivityInitialCondition::test_sens_ic_vector_3_params
3.82s call     tests/ode/test_ode.py::TestDiffEqModel::test_vector_ode_2_param
3.80s call     tests/model/test_core.py::TestImputationMissingData::test_interval_missing_observations
3.75s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginalApprox[VFE]
3.67s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginalApprox[DTC]
3.47s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginalApprox[FITC]
3.46s call     tests/ode/test_ode.py::TestDiffEqModel::test_vector_ode_1_param
3.42s setup    tests/gp/test_gp.py::TestMarginalKron::testMarginalKronvsMarginalpredict
3.38s call     tests/gp/test_gp.py::TestLatentKron::testLatentKronvsLatent
3.36s call     tests/ode/test_ode.py::TestSensitivityInitialCondition::test_sens_ic_vector_2_param
3.36s call     tests/model/test_core.py::TestImputationMissingData::test_truncated_normal
3.34s call     tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[DTC]
3.31s call     tests/model/test_core.py::TestTransformArgs::test_default_transform_is_applied
3.22s call     tests/model/test_core.py::TestModelDebug::test_invalid_parameter[logp]
3.13s call     tests/gp/test_gp.py::TestMarginalVsLatent::testLatentMultioutput
3.07s call     tests/distributions/test_timeseries.py::TestAR::test_batched_init_dist
=========== 475 passed, 2 xfailed, 27 warnings in 559.36s (0:09:19) ============

============================= slowest 50 durations =============================
21.35s call     tests/logprob/test_transform_value.py::test_default_value_transform_logprob[pt_dist17-dist_params17-<lambda>-size17]
17.77s call     tests/logprob/test_transform_value.py::test_default_value_transform_logprob[pt_dist16-dist_params16-<lambda>-None]
11.99s call     tests/logprob/test_transforms.py::TestTransform::test_check_jac_det[transform2]
11.55s call     tests/logprob/test_transform_value.py::test_default_value_transform_logprob[pt_dist15-dist_params15-<lambda>-size15]
10.79s call     tests/backends/test_mcbackend.py::test_make_runmeta_and_point_fn
8.55s call     tests/logprob/test_transforms.py::test_extra_bijective_rv_transforms[pt_transform2-transform2]
8.09s call     tests/logprob/test_scan.py::test_scan_joint_logprob[False]
7.39s setup    tests/backends/test_zarr.py::test_record[single_step-include_transformed-frequent_writes]
6.94s call     tests/logprob/test_tensor.py::test_measurable_join_multivariate[size19-10-size29-10-2-False-2]
6.53s call     tests/distributions/test_truncated.py::test_truncated_inference
6.07s call     tests/backends/test_mcbackend.py::TestMcBackendSampling::test_return_multitrace[False]
5.91s call     tests/distributions/test_truncated.py::test_truncation_continuous_random[False-True-rejection--1-inf]
5.28s call     tests/distributions/test_truncated.py::test_truncated_custom_dist_indexed_argument[rv_op0]
5.17s call     tests/logprob/test_mixture.py::test_hetero_mixture_binomial[p_val2-size2-True]
5.16s call     tests/logprob/test_tensor.py::test_measurable_join_multivariate[size15-10-size25-10-1-True-1]
5.06s call     tests/logprob/test_transform_value.py::test_scan_transform
5.00s call     tests/logprob/test_composite_logprob.py::test_affine_join_interdependent[False]
4.59s call     tests/logprob/test_checks.py::test_specify_shape_logprob
4.32s call     tests/logprob/test_transforms.py::TestLocScaleRVTransform::test_scale_transform_rv[rv_size2-matrix-False]
4.27s call     tests/distributions/test_truncated.py::test_truncation_continuous_random[False-False-rejection--1-inf]
4.26s call     tests/logprob/test_transforms.py::TestTransform::test_check_jac_det[transform0]
4.21s call     tests/logprob/test_transforms.py::test_monotonically_decreasing_transform_logcdf[pt_transform1-transform1]
4.03s call     tests/logprob/test_transforms.py::TestLocScaleRVTransform::test_loc_transform_rv[rv_size2-col-True]
4.00s call     tests/distributions/test_truncated.py::test_change_truncated_size
3.83s call     tests/distributions/test_truncated.py::test_vectorized_bounds
3.67s call     tests/logprob/test_mixture.py::test_scalar_switch_mixture
3.59s call     tests/logprob/test_scan.py::test_scan_non_pure_rv_output
3.58s call     tests/logprob/test_transform_value.py::test_weakref_leak
3.49s call     tests/logprob/test_cumsum.py::test_bernoulli_cumsum[size4-0]
3.47s call     tests/logprob/test_tensor.py::test_measurable_join_multivariate[None-2-None-2-0-True-0]
3.47s call     tests/logprob/test_cumsum.py::test_normal_cumsum[size4-0]
3.42s call     tests/logprob/test_cumsum.py::test_bernoulli_cumsum[size2-0]
3.42s call     tests/logprob/test_cumsum.py::test_normal_cumsum[size2-0]
3.31s call     tests/logprob/test_mixture.py::test_mixture_basics
3.29s call     tests/logprob/test_transforms.py::TestLocScaleRVTransform::test_scale_transform_rv[1-scale_type1-True]
3.24s call     tests/logprob/test_tensor.py::test_measurable_join_univariate[size15-size25-1-False]
3.24s call     tests/logprob/test_tensor.py::test_measurable_join_univariate[size14-size24-0-False]
3.23s call     tests/logprob/test_tensor.py::test_measurable_join_univariate[size16-size26-2-False]
3.20s call     tests/distributions/test_truncated.py::test_truncation_discrete_random[rejection-2-inf]
3.18s call     tests/backends/test_mcbackend.py::test_get_variables_and_point_fn
3.16s call     tests/logprob/test_switch.py::test_switch_non_overlapping_logp_matches_change_of_variables
3.15s call     tests/logprob/test_order.py::test_min_max_bernoulli
3.13s call     tests/logprob/test_transforms.py::TestLocScaleRVTransform::test_scale_transform_rv[rv_size0-scalar-True]
3.06s setup    tests/backends/test_zarr.py::test_record[compound_step-include_transformed-frequent_writes]
3.05s 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]
3.00s call     tests/logprob/test_cumsum.py::test_bernoulli_cumsum[10-None]
2.96s call     tests/logprob/test_transforms.py::TestPowerRVTransform::test_reciprocal_rv_transform[1.0]
2.92s call     tests/logprob/test_tensor.py::test_measurable_join_multivariate[size17-5-size27-5-0-False-0]
2.92s call     tests/backends/test_mcbackend.py::TestMcBackendSampling::test_return_inferencedata[3]
2.88s call     tests/logprob/test_mixture.py::test_ifelse_mixture_multiple_components
==== 685 passed, 64 skipped, 12 xfailed, 1712 warnings in 909.29s (0:15:09) ====

============================= slowest 50 durations =============================
46.32s call     tests/dims/test_model.py::test_complex_model
21.59s call     tests/dims/test_model.py::test_simple_model
14.78s call     tests/dims/distributions/test_vector.py::test_dirichlet
12.51s call     tests/dims/test_model.py::test_zerosumnormal_model
11.05s call     tests/dims/distributions/test_core.py::test_multivariate_distribution_dims
10.85s call     tests/dims/distributions/test_vector.py::test_zerosumnormal_batch_sigma
6.29s call     tests/dims/distributions/test_core.py::test_density_helpers[True-False-True]
6.19s call     tests/dims/distributions/test_core.py::test_density_helpers[True-True-True]
5.65s call     tests/dims/distributions/test_core.py::test_density_helpers[True-True-False]
5.64s call     tests/dims/distributions/test_core.py::test_density_helpers[True-False-False]
3.24s call     tests/dims/distributions/test_scalar.py::test_uniform_transposed
2.57s call     tests/dims/distributions/test_vector.py::test_categorical
2.32s call     tests/dims/distributions/test_censored.py::test_censored_custom_dist
2.16s call     tests/dims/distributions/test_core.py::test_distribution_dims
1.24s call     tests/dims/distributions/test_custom.py::TestCustomDistArbitrary::test_mu_as_model_var
0.80s call     tests/dims/distributions/test_vector.py::test_mvnormal
0.77s call     tests/dims/distributions/test_custom.py::TestCustomDistArbitrary::test_hybrid_basic_dims
0.75s call     tests/dims/distributions/test_scalar.py::test_truncated_normal
0.71s call     tests/dims/distributions/test_custom.py::TestCustomDistArbitrary::test_logp_inferred_with_other_overrides
0.66s call     tests/dims/distributions/test_custom.py::TestCustomDistArbitrary::test_hybrid_logp_override
0.65s call     tests/dims/distributions/test_censored.py::test_censored_custom_dist_derived
0.64s call     tests/dims/distributions/test_custom.py::TestCustomDistArbitrary::test_hybrid_dist_logp
0.63s call     tests/dims/distributions/test_custom.py::TestCustomDistArbitrary::test_hybrid_derived_params
0.57s call     tests/dims/distributions/test_custom.py::TestCustomDistSymbolic::test_compound_non_xrv_output
0.48s call     tests/dims/distributions/test_custom.py::TestCustomDistArbitrary::test_logp_basic
0.47s call     tests/dims/test_model.py::test_data
0.46s call     tests/dims/distributions/test_core.py::test_density_helpers[False-False-False]
0.42s call     tests/dims/distributions/test_core.py::test_density_helpers[False-True-True]
0.38s call     tests/dims/distributions/test_core.py::test_density_helpers[False-True-False]
0.31s call     tests/dims/distributions/test_core.py::test_density_helpers[False-False-True]
0.30s call     tests/dims/distributions/test_scalar.py::test_uniform
0.29s call     tests/dims/distributions/test_censored.py::test_censored_basic[1--1]
0.27s call     tests/dims/distributions/test_scalar.py::test_halfstudentt
0.27s call     tests/dims/distributions/test_scalar.py::test_beta
0.27s call     tests/dims/distributions/test_censored.py::test_censored_basic[1-None]
0.26s call     tests/dims/distributions/test_scalar.py::test_studentt
0.25s call     tests/dims/distributions/test_censored.py::test_censored_basic[None--1]
0.22s call     tests/dims/distributions/test_scalar.py::test_inverse_gamma
0.21s call     tests/dims/distributions/test_censored.py::test_censored_basic[None-None]
0.19s call     tests/dims/distributions/test_scalar.py::test_lognormal
0.18s call     tests/dims/distributions/test_scalar.py::test_halfnormal
0.16s call     tests/dims/distributions/test_vector.py::test_zerosumnormal
0.16s call     tests/dims/distributions/test_scalar.py::test_normal
0.16s call     tests/dims/distributions/test_scalar.py::test_negative_binomial
0.13s call     tests/dims/distributions/test_scalar.py::test_gamma
0.13s call     tests/dims/distributions/test_scalar.py::test_exponential
0.10s call     tests/dims/distributions/test_scalar.py::test_laplace
0.08s call     tests/dims/distributions/test_scalar.py::test_weibull
0.07s call     tests/dims/distributions/test_scalar.py::test_halfcauchy
0.07s call     tests/dims/distributions/test_scalar.py::test_poisson
======================== 66 passed in 171.78s (0:02:51) ========================

============================= slowest 50 durations =============================
13.81s call     tests/distributions/test_simulator.py::TestSimulator::test_multiple_simulators
10.51s call     tests/distributions/test_simulator.py::TestSimulator::test_nested_simulators
9.17s call     tests/distributions/test_simulator.py::TestSimulator::test_one_gaussian
6.26s setup    tests/sampling/test_forward.py::TestSamplePPC::test_logging_sampled_basic_rvs_posterior_mutable[MultiTrace]
6.23s call     tests/distributions/test_censored.py::TestCensored::test_censored_workflow[True]
6.04s call     tests/distributions/test_censored.py::TestCensored::test_censored_workflow[False]
6.03s call     tests/distributions/test_custom.py::TestCustomDist::test_custom_dist_multivariate_logp[None]
5.81s call     tests/distributions/test_simulator.py::TestSimulator::test_simulator_metropolis_mcmc
5.61s call     tests/sampling/test_forward.py::TestNestedRandom::test_ZeroInflatedNegativeBinomial[10-(4, 3)-(0.5, (3,))-(None, (3,))-(None, (3,))]
5.20s call     tests/distributions/test_custom.py::TestCustomSymbolicDist::test_scan
5.16s call     tests/sampling/test_forward.py::TestSamplePriorPredictive::test_zeroinflatedpoisson
5.00s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_hypergeometric
4.02s call     tests/distributions/test_custom.py::TestCustomSymbolicDist::test_custom_dist_default_support_point_scan_recurring
3.65s call     tests/distributions/test_simulator.py::TestSimulator::test_custom_dist_sum_stat[float32]
3.40s call     tests/sampling/test_forward.py::TestSamplePPC::test_deterministic_of_observed
3.38s call     tests/distributions/test_custom.py::TestCustomSymbolicDist::test_custom_dist_default_support_point_scan
3.36s call     tests/distributions/test_discrete.py::TestDiscreteWeibull::test_distribution
3.12s call     tests/distributions/test_distribution.py::TestPartialObservedRV::test_multivariate_shared_mask_unseparable[False]
3.03s call     tests/distributions/test_custom.py::TestCustomDist::test_serialize_custom_dist
2.91s call     tests/distributions/test_distribution.py::TestPartialObservedRV::test_multivariate_constant_mask_separable[True-True]
2.89s call     tests/sampling/test_forward.py::TestSamplePPC::test_normal_scalar
2.87s call     tests/distributions/test_simulator.py::TestSimulator::test_custom_dist_sum_stat[float64]
2.83s call     tests/distributions/test_distribution.py::TestBugfixes::test_issue_3051[2-MvNormal-kwargs0]
2.80s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_beta_binomial
2.78s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_negative_binomial
2.75s call     tests/sampling/test_forward.py::TestSamplePPC::test_deterministic_of_observed_modified_interface
2.71s call     tests/distributions/test_discrete.py::TestLogitCategorical::test_distribution
2.65s call     tests/sampling/test_forward.py::TestSamplePriorPredictive::test_transformed
2.64s call     tests/distributions/test_distribution.py::TestDiracDelta::TestDiracDelta::test_distribution
2.63s call     tests/distributions/test_discrete.py::TestDiscreteUniform::test_distribution
2.63s call     tests/distributions/test_discrete.py::TestCategorical::test_distribution
2.61s call     tests/distributions/test_distribution.py::TestPartialObservedRV::test_multivariate_shared_mask_unseparable[True]
2.55s call     tests/distributions/test_discrete.py::TestBetaBinomial::test_distribution
2.46s call     tests/distributions/test_simulator.py::TestSimulator::test_named_model
2.44s call     tests/sampling/test_forward.py::TestSamplePPC::test_normal_vector_idata
2.31s call     tests/sampling/test_forward.py::TestSamplePPC::test_model_shared_variable
2.31s call     tests/sampling/test_forward.py::TestNestedRandom::test_ZeroInflatedNegativeBinomial[10-(4, 3)-(0.5, (3,))-(None, (3,))-(None, (4, 3))]
2.28s call     tests/sampling/test_forward.py::TestSamplePPC::test_exceptions
2.17s call     tests/sampling/test_forward.py::TestSamplePPC::test_normal_scalar_idata
2.16s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_discrete_unif
2.15s call     tests/distributions/test_distribution.py::TestPartialObservedRV::test_multivariate_shared_mask_separable
2.14s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_discrete_weibull
2.11s setup    tests/sampling/test_forward.py::TestSamplePosteriorPredictive::test_point_list_arg_bug_spp
2.10s call     tests/distributions/test_custom.py::TestCustomSymbolicDist::test_basic
2.00s call     tests/sampling/test_forward.py::TestSamplePriorPredictive::test_respects_shape
1.98s call     tests/sampling/test_forward.py::TestDraw::test_multivariate
1.94s call     tests/sampling/test_forward.py::TestSamplePPC::test_idata_extension
1.92s call     tests/sampling/test_deterministic.py::test_docstring_example
1.91s call     tests/sampling/test_forward.py::TestSamplePriorPredictive::test_multivariate2
1.87s call     tests/sampling/test_forward.py::TestNestedRandom::test_ZeroInflatedNegativeBinomial[10-(3,)-(0.5, ())-(None, ())-(None, (3,))]
=========== 396 passed, 1 xfailed, 258 warnings in 345.80s (0:05:45) ===========

============================= slowest 50 durations =============================
17.42s call     tests/distributions/test_transform.py::TestLJKCholeskyCorrTransform::test_log_jac_det
10.28s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-advi]
10.03s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_dirichlet[a1-None]
9.16s call     tests/sampling/test_mcmc.py::test_step_args
8.97s call     tests/distributions/test_transform.py::test_ordered
8.81s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_half_normal_ordered[sigma1-size1]
8.70s call     tests/distributions/test_transform.py::test_simplex_bounds
7.87s call     tests/distributions/test_dist_math.py::TestI0e::test_grad
7.02s call     tests/sampling/test_mcmc.py::test_sample_var_names
6.92s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_mvnormal_transform[transform0-mu1-cov1-size1-shape1]
6.75s call     tests/distributions/test_transform.py::test_interval
6.50s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-advi]
6.43s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-advi]
6.41s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-advi]
6.35s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[advi]
6.29s call     tests/distributions/test_transform.py::test_simplex
5.96s call     tests/distributions/test_transform.py::TestCholeskyCovTransform::test_log_jac_det
5.81s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_beta_ordered[a1-b1-size1]
5.73s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_other[0.5-5.5-size1-transform1]
5.24s call     tests/sampling/test_mcmc.py::TestSample::test_sample_init[advi]
4.94s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[map]
4.89s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_ordered[lower1-upper1-size1]
4.77s call     tests/tuning/test_starting.py::test_find_MAP
4.72s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_dirichlet[a2-size2]
4.57s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-1-advi]
4.52s call     tests/distributions/test_transform.py::TestLJKCholeskyCorrTransform::test_backward_produces_valid_cholesky_corr[3]
4.51s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_vonmises_ordered[mu1-kappa1-size1]
4.41s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-2-advi]
4.16s call     tests/distributions/test_transform.py::test_chain_jacob_det
4.08s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-map]
4.05s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-map]
4.00s call     tests/distributions/test_transform.py::test_sum_to_1
3.96s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-map]
3.81s call     tests/sampling/test_mcmc.py::test_sample_find_MAP_does_not_modify_start
3.79s call     tests/distributions/test_transform.py::test_log
3.76s call     tests/distributions/test_transform.py::test_log_exp_m1
3.71s call     tests/distributions/test_dist_math.py::test_multinomial_check_parameters
3.62s call     tests/sampling/test_mcmc.py::test_blas_cores
3.61s call     tests/distributions/test_transform.py::TestLJKCholeskyCorrTransform::test_backward_produces_valid_cholesky_corr[10]
3.61s call     tests/distributions/test_transform.py::test_logodds
3.52s call     tests/tuning/test_starting.py::test_find_MAP_discrete
3.50s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-2-advi]
3.50s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-1-advi]
3.50s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-2-advi]
3.48s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-1-advi]
3.48s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-1-advi]
3.45s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-1-advi]
3.43s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-map]
3.37s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_other[0.0-1.0-size0-transform0]
3.26s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-jitter+adapt_diag]
=========== 249 passed, 8 skipped, 22 warnings in 456.34s (0:07:36) ============

============================= slowest 50 durations =============================
27.86s call     tests/distributions/test_mixture.py::TestMixture::test_list_mvnormals_predictive_sampling_shape
23.46s call     tests/progress_bar/test_manager.py::test_progressbar_nested_compound
19.40s call     tests/distributions/test_mixture.py::TestNormalMixture::test_normal_mixture_nd[(3, 3)-5]
19.03s call     tests/test_func_utils.py::test_find_constrained_prior[0.5-StudentT-0-1-init_guess3-fixed_params3-None]
18.21s call     tests/distributions/test_mixture.py::TestNormalMixture::test_normal_mixture_nd[1-5]
16.06s call     tests/distributions/test_mixture.py::TestMixtureSameFamily::test_with_multinomial[(3, 4)]
15.76s call     tests/distributions/test_mixture.py::TestNormalMixture::test_normal_mixture_nd[3-5]
14.65s call     tests/distributions/test_mixture.py::TestMixture::test_list_normals_sampling
13.62s call     tests/distributions/test_mixture.py::TestNormalMixture::test_normal_mixture_sampling
12.38s call     tests/distributions/test_mixture.py::TestZeroInflatedMixture::test_zeroinflatednegativebinomial_logp
12.16s call     tests/test_func_utils.py::test_find_constrained_prior[0.75-StudentT-0-1-init_guess3-fixed_params3-None]
12.06s call     tests/distributions/test_mixture.py::TestMixture::test_list_poissons_sampling
11.82s call     tests/test_func_utils.py::test_find_constrained_prior[0.95-StudentT-0-1-init_guess3-fixed_params3-None]
11.74s call     tests/distributions/test_mixture.py::TestNormalMixture::test_normal_mixture_nd[3-3]
11.41s call     tests/distributions/test_mixture.py::TestMixture::test_single_poisson_sampling
10.04s call     tests/distributions/test_mixture.py::TestNormalMixture::test_normal_mixture_nd[(3, 3)-3]
9.76s call     tests/distributions/test_mixture.py::TestMixture::test_list_multivariate_components_deterministic_weights[size2-components0-weights0]
9.35s call     tests/distributions/test_mixture.py::TestMixture::test_single_poisson_predictive_sampling_shape
8.58s call     tests/distributions/test_mixture.py::TestMixtureVsLatent::test_vector_components
8.19s call     tests/distributions/test_mixture.py::TestNormalMixture::test_normal_mixture_nd[()-5]
8.02s call     tests/test_func_utils.py::test_find_constrained_prior[0.5-Gamma-0.1-0.4-init_guess0-fixed_params0-None]
7.81s call     tests/distributions/test_mixture.py::TestMixture::test_change_dist_size[True-comp_dists0]
7.62s call     tests/distributions/test_mixture.py::TestMixtureVsLatent::test_scalar_components
7.52s call     tests/distributions/test_mixture.py::TestMixture::test_list_multivariate_components_deterministic_weights[None-components0-weights1]
7.34s call     tests/distributions/test_mixture.py::TestMixtureSameFamily::test_with_multinomial[(20,)]
7.16s call     tests/distributions/test_mixture.py::TestMixture::test_change_dist_size[True-comp_dists2]
5.96s call     tests/distributions/test_mixture.py::TestMixture::test_nested_mixture
5.75s call     tests/distributions/test_mixture.py::TestMixture::test_components_expanded_by_weights[comp_dists3]
5.74s call     tests/distributions/test_mixture.py::TestMixture::test_change_dist_size[False-comp_dists3]
5.73s call     tests/distributions/test_mixture.py::TestMixture::test_components_expanded_by_weights[comp_dists2]
5.71s call     tests/distributions/test_mixture.py::TestMixture::test_list_mvnormals_logp
5.60s call     tests/test_func_utils.py::test_find_constrained_prior[0.75-Gamma-0.1-0.4-init_guess0-fixed_params0-None]
5.52s call     tests/distributions/test_mixture.py::TestMixture::test_single_univariate_component_deterministic_weights[None-component0-weights1]
5.29s call     tests/distributions/test_mixture.py::TestMixtureSameFamily::test_with_mvnormal
5.26s call     tests/distributions/test_mixture.py::TestMixture::test_change_dist_size[True-comp_dists3]
4.99s call     tests/distributions/test_mixture.py::TestZeroInflatedMixture::test_zero_inflated_poisson_support_point[0.2-mu3-size3-expected3]
4.98s call     tests/test_func_utils.py::test_find_constrained_prior[0.95-Gamma-0.1-0.4-init_guess0-fixed_params0-None]
4.81s call     tests/distributions/test_mixture.py::TestMixture::test_single_multivariate_component_deterministic_weights[size2-component0-weights0]
4.71s call     tests/test_func_utils.py::test_find_constrained_prior[0.95-StudentT-0.1-0.4-init_guess2-fixed_params2-None]
4.70s call     tests/distributions/test_mixture.py::TestHurdleDistributions::test_hurdle_gamma_logp
4.63s call     tests/test_pytensorf.py::TestBroadcasting::test_metropolis_sampling
4.63s call     tests/distributions/test_mixture.py::TestMixture::test_change_dist_size[False-comp_dists2]
4.62s call     tests/distributions/test_mixture.py::TestMixture::test_change_dist_size[False-comp_dists0]
4.40s call     tests/distributions/test_mixture.py::TestZeroInflatedMixture::test_zeroinflatedbinomial_logp
4.29s call     tests/distributions/test_mixture.py::TestMixture::test_components_expanded_by_weights[comp_dists0]
4.13s call     tests/distributions/test_mixture.py::TestMixture::test_single_multivariate_component_deterministic_weights[None-component0-weights0]
4.10s call     tests/distributions/test_mixture.py::TestMixture::test_list_univariate_components_deterministic_weights[size2-components0-weights1]
4.05s call     tests/distributions/test_mixture.py::TestMixture::test_list_multivariate_components_deterministic_weights[None-components0-weights0]
3.94s call     tests/distributions/test_mixture.py::TestMixture::test_single_univariate_component_deterministic_weights[None-component3-weights0]
3.93s call     tests/test_func_utils.py::test_find_constrained_prior_error_too_large[Gamma-0.1-0.4-init_guess0-fixed_params0]
=========== 626 passed, 8 skipped, 92 warnings in 767.70s (0:12:47) ============

============================= slowest 50 durations =============================
29.23s call     tests/distributions/test_timeseries.py::TestAR::test_batched_sigma
23.83s setup    tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[FITC]
15.90s call     tests/gp/test_hsgp_approx.py::TestHSGPPeriodic::test_prior[100.0-cov_func0]
15.11s call     tests/gp/test_hsgp_approx.py::TestHSGP::test_prior[cov_func0-centered]
15.06s call     tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[True-omega]
15.05s call     tests/gp/test_hsgp_approx.py::TestHSGP::test_prior[cov_func1-noncentered]
14.96s call     tests/gp/test_hsgp_approx.py::TestHSGPPeriodic::test_conditional_periodic[cov_func0]
14.69s call     tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[FITC]
14.51s call     tests/gp/test_hsgp_approx.py::TestHSGP::test_conditional[cov_func0-centered]
14.49s call     tests/gp/test_hsgp_approx.py::TestHSGP::test_conditional[cov_func1-noncentered]
13.93s call     tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[True-beta_1]
12.82s call     tests/distributions/test_timeseries.py::TestPredefinedRandomWalk::test_mvgaussian_with_chol_cov_rv[chol]
12.78s call     tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[False-beta_1]
11.75s setup    tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[VFE]
11.62s call     tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[VFE]
11.56s call     tests/distributions/test_timeseries.py::TestAR::test_batched_size[False]
11.25s call     tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[DTC]
10.88s call     tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[False-omega]
10.85s call     tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[True-alpha_1]
9.93s call     tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[False-alpha_1]
9.80s setup    tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[DTC]
9.52s call     tests/distributions/test_timeseries.py::TestGARCH11::test_support_point[size1-expected1]
8.69s call     tests/distributions/test_timeseries.py::TestEulerMaruyama::test_linear_model
8.47s call     tests/distributions/test_timeseries.py::TestPredefinedRandomWalk::test_gaussian_inference
8.35s call     tests/distributions/test_timeseries.py::TestAR::test_support_point[size1-expected1]
8.14s call     tests/distributions/test_timeseries.py::TestAR::test_batched_rhos
7.63s call     tests/distributions/test_timeseries.py::TestAR::test_change_dist_size
7.61s call     tests/distributions/test_timeseries.py::TestEulerMaruyama::test_change_dist_size2
7.56s call     tests/distributions/test_timeseries.py::TestAR::test_support_point[None-expected0]
7.39s call     tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[True-initial_vol]
7.05s call     tests/model/test_core.py::TestImputationMissingData::test_missing_multivariate_separable
6.87s call     tests/distributions/test_timeseries.py::TestEulerMaruyama::test_batched_size[True-2]
6.82s call     tests/distributions/test_timeseries.py::TestRandomWalk::test_support_point[init_dist4-innovation_dist4-9-size4-expected4-False]
6.70s call     tests/model/test_core.py::TestImputationMissingData::test_missing_dual_observations
6.55s call     tests/distributions/test_timeseries.py::TestAR::test_batched_init_dist
6.48s call     tests/gp/test_gp.py::TestMarginalVsLatent::testLatentMultioutput
6.45s call     tests/distributions/test_timeseries.py::TestAR::test_batched_size[True]
6.37s call     tests/model/test_core.py::test_model_d2logp[True]
6.25s call     tests/distributions/test_timeseries.py::TestGARCH11::test_support_point[None-expected0]
6.05s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveLatent
6.05s call     tests/distributions/test_timeseries.py::TestEulerMaruyama::test_change_dist_size1
5.90s call     tests/distributions/test_timeseries.py::TestEulerMaruyama::test_batched_size[True-1]
5.84s call     tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[False-initial_vol]
5.74s call     tests/model/test_fgraph.py::test_multivariate_transform
5.71s call     tests/distributions/test_timeseries.py::TestRandomWalk::test_inconsistent_steps_and_shape[init_dist0-innovation_dist0-12-shape0]
5.69s call     tests/distributions/test_timeseries.py::TestRandomWalk::test_support_point[init_dist3-innovation_dist3-9-None-expected3-True]
5.53s call     tests/ode/test_ode.py::TestDiffEqModel::test_vector_ode_1_param
5.52s call     tests/distributions/test_timeseries.py::TestGARCH11::test_change_dist_size
5.24s call     tests/distributions/test_timeseries.py::TestRandomWalk::test_init_logp_multivariate[init_dist0]
5.17s setup    tests/gp/test_gp.py::TestMarginalKron::testMarginalKronvsMarginalpredict
=========== 475 passed, 2 xfailed, 37 warnings in 725.39s (0:12:05) ============

============================= slowest 50 durations =============================
10.84s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-advi]
10.11s call     tests/distributions/test_transform.py::TestLJKCholeskyCorrTransform::test_log_jac_det
10.00s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_dirichlet[a1-None]
9.15s call     tests/distributions/test_transform.py::test_simplex
8.78s call     tests/sampling/test_mcmc.py::test_step_args
8.25s call     tests/tuning/test_starting.py::test_find_MAP
8.17s call     tests/distributions/test_dist_math.py::test_multinomial_check_parameters
7.79s call     tests/distributions/test_transform.py::test_interval
7.38s call     tests/sampling/test_mcmc.py::test_sample_var_names
7.13s call     tests/distributions/test_transform.py::test_simplex_bounds
6.66s call     tests/distributions/test_transform.py::test_ordered
6.37s call     tests/tuning/test_starting.py::test_find_MAP_discrete
6.06s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_half_normal_ordered[sigma1-size1]
5.19s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[advi]
5.11s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_other[lower2-upper2-size2-transform2]
4.94s call     tests/sampling/test_mcmc.py::TestSample::test_sample_init[advi]
4.66s call     tests/distributions/test_dist_math.py::TestI0e::test_grad
4.36s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_other[0.5-5.5-size1-transform1]
4.07s call     tests/sampling/test_mcmc.py::test_sample_find_MAP_does_not_modify_start
4.06s call     tests/sampling/test_mcmc.py::TestType::test_float32
3.85s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-advi]
3.81s call     tests/sampling/test_parallel.py::test_remote_pipe_closed
3.57s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-advi]
3.55s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-advi]
3.41s call     tests/distributions/test_transform.py::TestLJKCholeskyCorrTransform::test_backward_produces_valid_cholesky_corr[3]
3.30s call     tests/distributions/test_transform.py::test_logodds
3.24s call     tests/distributions/test_transform.py::TestLJKCholeskyCorrTransform::test_backward
3.14s call     tests/sampling/test_mcmc.py::test_blas_cores
3.14s call     tests/distributions/test_transform.py::test_log_exp_m1
3.11s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-map]
3.10s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-map]
3.03s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-map]
2.93s call     tests/tuning/test_scaling.py::test_guess_scaling
2.87s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[advi_map]
2.85s call     tests/distributions/test_transform.py::TestCholeskyCovTransform::test_log_jac_det
2.82s call     tests/tuning/test_starting.py::test_find_MAP_issue_4488
2.77s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_ordered[0.0-1.0-size0]
2.76s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_ordered[lower1-upper1-size1]
2.71s call     tests/tuning/test_starting.py::test_mle_jacobian[False]
2.70s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_triangular[-10-0-200-size1]
2.69s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_other[0.0-1.0-size0-transform0]
2.67s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-jitter+adapt_diag]
2.67s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-jitter+adapt_diag]
2.65s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform[0.5-5.5-size1]
2.65s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_half_normal[5.0-size1]
2.61s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-jitter+adapt_diag]
2.60s call     tests/sampling/test_mcmc.py::TestSample::test_sample_does_not_rely_on_external_global_seeding
2.52s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_beta[0.5-0.5-size1]
2.52s call     tests/distributions/test_transform.py::test_log
2.50s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[map]
=========== 249 passed, 8 skipped, 14 warnings in 367.05s (0:06:07) ============

============================= slowest 50 durations =============================
11.29s setup    tests/sampling/test_forward.py::TestSamplePPC::test_logging_sampled_basic_rvs_posterior_mutable[MultiTrace]
11.16s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_hypergeometric
10.91s call     tests/distributions/test_censored.py::TestCensored::test_censored_workflow[False]
10.28s call     tests/sampling/test_forward.py::TestCompileForwardSampler::test_lkj_cholesky_cov
8.95s call     tests/distributions/test_censored.py::TestCensored::test_censored_workflow[True]
8.62s call     tests/distributions/test_simulator.py::TestSimulator::test_multiple_simulators
8.36s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_negative_binomial
6.91s call     tests/distributions/test_distribution.py::TestPartialObservedRV::test_multivariate_constant_mask_separable[True-True]
5.84s call     tests/distributions/test_simulator.py::TestSimulator::test_nested_simulators
5.73s call     tests/distributions/test_simulator.py::TestSimulator::test_custom_dist_sum_stat[float32]
5.67s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_beta_binomial
5.28s call     tests/distributions/test_simulator.py::TestSimulator::test_simulator_metropolis_mcmc
4.95s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_geometric
4.74s call     tests/distributions/test_simulator.py::TestSimulator::test_one_gaussian
4.42s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_orderedprobit[3]
4.37s call     tests/distributions/test_custom.py::TestCustomSymbolicDist::test_inferred_logp_mixture
4.01s call     tests/distributions/test_custom.py::TestCustomDist::test_serialize_custom_dist
3.91s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_discrete_unif
3.91s call     tests/sampling/test_forward.py::TestSamplePPC::test_model_shared_variable
3.81s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_bernoulli
3.79s call     tests/distributions/test_distribution.py::TestPartialObservedRV::test_multivariate_shared_mask_separable
3.76s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_binomial
3.70s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_categorical[2]
3.53s call     tests/distributions/test_discrete.py::TestDiscreteWeibull::test_distribution
3.37s call     tests/sampling/test_forward.py::TestSamplePPC::test_normal_scalar
3.37s call     tests/distributions/test_discrete.py::TestLogitCategorical::test_distribution
3.29s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_discrete_weibull
3.28s call     tests/distributions/test_custom.py::TestCustomSymbolicDist::test_basic
3.17s call     tests/stats/test_log_density.py::TestComputeLogLikelihood::test_multivariate
3.13s call     tests/sampling/test_forward.py::TestSamplePPC::test_deterministic_of_observed
2.90s call     tests/distributions/test_custom.py::TestCustomSymbolicDist::test_scan
2.76s call     tests/distributions/test_custom.py::TestCustomDist::test_custom_dist_multivariate_logp[None]
2.73s call     tests/sampling/test_forward.py::TestSamplePriorPredictive::test_zeroinflatedpoisson
2.69s call     tests/distributions/test_distribution.py::TestPartialObservedRV::test_multivariate_constant_mask_unseparable
2.66s call     tests/distributions/test_custom.py::TestCustomSymbolicDist::test_custom_dist_default_support_point_scan_recurring
2.64s call     tests/sampling/test_forward.py::TestSamplePPC::test_deterministic_of_observed_modified_interface
2.41s call     tests/sampling/test_forward.py::TestSamplePPC::test_normal_vector_idata
2.39s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_poisson
2.39s setup    tests/sampling/test_forward.py::TestSamplePosteriorPredictive::test_point_list_arg_bug_spp
2.27s call     tests/sampling/test_forward.py::TestSamplePPC::test_exceptions
2.27s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_orderedprobit[2]
2.23s call     tests/distributions/test_simulator.py::TestSimulator::test_custom_dist_sum_stat[float64]
2.20s call     tests/distributions/test_distribution.py::TestPartialObservedRV::test_multivariate_shared_mask_unseparable[False]
2.14s call     tests/sampling/test_forward.py::TestSamplePPC::test_normal_scalar_idata
2.10s call     tests/distributions/test_simulator.py::TestSimulator::test_named_model
2.09s call     tests/distributions/test_distribution.py::TestDiracDelta::TestDiracDelta::test_distribution
2.02s call     tests/sampling/test_forward.py::TestSamplePPC::test_sum_normal
1.96s call     tests/distributions/test_distribution.py::TestPartialObservedRV::test_multivariate_shared_mask_unseparable[True]
1.93s call     tests/sampling/test_population.py::TestPopulationSamplers::test_demcmc_warning_on_small_populations
1.88s call     tests/sampling/test_forward.py::TestSamplePosteriorPredictiveVolatility::test_freeze_deterministic
=========== 395 passed, 2 xfailed, 173 warnings in 303.39s (0:05:03) ===========

============================= slowest 50 durations =============================
20.69s call     tests/logprob/test_transform_value.py::test_default_value_transform_logprob[pt_dist17-dist_params17-<lambda>-size17]
18.43s call     tests/logprob/test_transform_value.py::test_weakref_leak
13.04s call     tests/logprob/test_transform_value.py::test_default_value_transform_logprob[pt_dist16-dist_params16-<lambda>-None]
11.64s call     tests/logprob/test_transforms.py::TestTransform::test_check_jac_det[transform2]
10.98s call     tests/logprob/test_scan.py::test_scan_joint_logprob[False]
9.19s call     tests/logprob/test_tensor.py::test_measurable_join_multivariate[size19-10-size29-10-2-False-2]
9.01s call     tests/logprob/test_tensor.py::test_measurable_join_multivariate[size15-10-size25-10-1-True-1]
8.35s call     tests/logprob/test_tensor.py::test_measurable_join_multivariate[None-2-None-2-0-True-0]
7.51s call     tests/logprob/test_transforms.py::test_extra_bijective_rv_transforms[pt_transform2-transform2]
7.47s call     tests/logprob/test_tensor.py::test_measurable_join_multivariate[size12-2-size22-2-0-True-0]
7.38s call     tests/backends/test_mcbackend.py::TestMcBackendSampling::test_return_multitrace[False]
7.11s call     tests/logprob/test_transform_value.py::test_default_value_transform_logprob[pt_dist15-dist_params15-<lambda>-size15]
6.69s call     tests/distributions/test_truncated.py::test_truncated_multiple_rngs
4.98s call     tests/logprob/test_composite_logprob.py::test_affine_join_interdependent[False]
4.53s call     tests/backends/test_zarr.py::test_record[single_step-include_transformed-frequent_writes]
4.51s call     tests/distributions/test_truncated.py::test_truncation_continuous_random[False-False-rejection--1-inf]
4.36s call     tests/distributions/test_truncated.py::test_change_truncated_size
4.26s call     tests/logprob/test_transform_value.py::test_scan_transform
4.23s call     tests/logprob/test_scan.py::test_scan_joint_logprob[True]
4.14s call     tests/logprob/test_tensor.py::test_measurable_join_multivariate[size17-5-size27-5-0-False-0]
3.79s call     tests/logprob/test_tensor.py::test_measurable_join_multivariate[size14-5-size24-3-1-True-0]
3.77s call     tests/logprob/test_tensor.py::TestMeasurableSplit::test_multivariate
3.64s call     tests/logprob/test_tensor.py::test_measurable_dimshuffle[False-ds_order6]
3.57s call     tests/distributions/test_truncated.py::test_truncation_continuous_random[True-False-rejection--1-1.5]
3.44s call     tests/backends/test_mcbackend.py::TestMcBackendSampling::test_return_inferencedata[1]
3.32s call     tests/logprob/test_checks.py::test_specify_shape_logprob
3.16s call     tests/logprob/test_scan.py::test_convert_outer_out_to_in_sit_sot
3.16s call     tests/backends/test_mcbackend.py::TestMcBackendSampling::test_return_inferencedata[3]
3.10s call     tests/logprob/test_transforms.py::TestTransform::test_fallback_log_jac_det[1]
3.09s call     tests/distributions/test_truncated.py::test_truncated_inference
3.07s call     tests/logprob/test_tensor.py::test_measurable_join_univariate[size12-size22-0-True]
3.01s call     tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-discard_tuning-return_idata-keep_warning_stat-parallel_sampling-no_loglike-frequent_writes]
2.95s call     tests/logprob/test_tensor.py::test_measurable_join_univariate[size14-size24-0-False]
2.89s call     tests/logprob/test_tensor.py::test_measurable_join_with_constant_input
2.88s call     tests/logprob/test_composite_logprob.py::test_affine_join_interdependent[True]
2.87s call     tests/logprob/test_transforms.py::TestTransform::test_check_jac_det[transform0]
2.80s call     tests/logprob/test_composite_logprob.py::test_scalar_clipped_mixture
2.73s call     tests/logprob/test_tensor.py::test_measurable_dimshuffle[True-ds_order0]
2.71s call     tests/logprob/test_scan.py::test_scan_multiple_output_types
2.68s call     tests/logprob/test_transforms.py::test_monotonically_decreasing_transform_logcdf[pt_transform1-transform1]
2.58s call     tests/logprob/test_transforms.py::TestLocScaleRVTransform::test_scale_transform_rv[rv_size2-matrix-False]
2.57s 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]
2.57s call     tests/logprob/test_transforms.py::test_multivariate_rv_transform[2.0-1.5]
2.52s call     tests/distributions/test_truncated.py::test_truncated_identity_input[dist_op1]
2.50s call     tests/distributions/test_truncated.py::test_truncation_continuous_random[True-False-rejection--1-inf]
2.47s call     tests/logprob/test_transforms.py::TestPowerRVTransform::test_reciprocal_rv_transform[1.0]
2.47s call     tests/distributions/test_truncated.py::test_truncation_discrete_random[rejection-2-inf]
2.43s call     tests/backends/test_zarr.py::test_sample[single_step-include_transformed-discard_tuning-return_zarr-discard_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
2.38s call     tests/backends/test_zarr.py::test_record[compound_step-include_transformed-frequent_writes]
2.38s call     tests/backends/test_zarr.py::test_sample[single_step-include_transformed-keep_tuning-return_idata-keep_warning_stat-parallel_sampling-no_loglike-sparse_writes]
==== 682 passed, 64 skipped, 15 xfailed, 1718 warnings in 869.99s (0:14:29) ====

============================= slowest 50 durations =============================
43.17s call     tests/dims/test_model.py::test_complex_model
19.50s call     tests/dims/distributions/test_core.py::test_multivariate_distribution_dims
15.75s call     tests/dims/test_model.py::test_zerosumnormal_model
14.02s call     tests/dims/test_model.py::test_simple_model
9.82s call     tests/dims/distributions/test_vector.py::test_dirichlet
5.89s call     tests/dims/distributions/test_vector.py::test_zerosumnormal_batch_sigma
4.49s call     tests/dims/distributions/test_core.py::test_density_helpers[True-True-True]
4.37s call     tests/dims/distributions/test_scalar.py::test_uniform_transposed
4.31s call     tests/dims/distributions/test_core.py::test_distribution_dims
3.32s call     tests/dims/distributions/test_core.py::test_density_helpers[False-True-True]
3.22s call     tests/dims/distributions/test_core.py::test_density_helpers[True-False-True]
2.81s call     tests/dims/distributions/test_core.py::test_density_helpers[True-False-False]
2.13s call     tests/dims/distributions/test_core.py::test_density_helpers[False-False-False]
2.02s call     tests/dims/distributions/test_core.py::test_density_helpers[False-True-False]
1.76s call     tests/dims/distributions/test_core.py::test_density_helpers[False-False-True]
1.72s call     tests/dims/distributions/test_core.py::test_density_helpers[True-True-False]
1.58s call     tests/dims/distributions/test_censored.py::test_censored_custom_dist
1.24s call     tests/dims/distributions/test_custom.py::TestCustomDistArbitrary::test_hybrid_derived_params
0.83s call     tests/dims/distributions/test_vector.py::test_categorical
0.69s call     tests/dims/distributions/test_custom.py::TestCustomDistArbitrary::test_hybrid_basic_dims
0.63s call     tests/dims/distributions/test_censored.py::test_censored_basic[1-None]
0.59s call     tests/dims/distributions/test_scalar.py::test_truncated_normal
0.50s call     tests/dims/distributions/test_custom.py::TestCustomDistArbitrary::test_logp_inferred_with_other_overrides
0.49s call     tests/dims/distributions/test_custom.py::TestCustomDistArbitrary::test_hybrid_dist_logp
0.48s call     tests/dims/distributions/test_censored.py::test_censored_custom_dist_derived
0.48s call     tests/dims/distributions/test_custom.py::TestCustomDistArbitrary::test_mu_as_model_var
0.46s call     tests/dims/distributions/test_custom.py::TestCustomDistSymbolic::test_compound_non_xrv_output
0.44s call     tests/dims/distributions/test_custom.py::TestCustomDistArbitrary::test_hybrid_logp_override
0.41s call     tests/dims/test_model.py::test_data
0.39s call     tests/dims/distributions/test_vector.py::test_mvnormal
0.30s call     tests/dims/distributions/test_scalar.py::test_uniform
0.30s call     tests/dims/distributions/test_censored.py::test_censored_basic[1--1]
0.29s call     tests/dims/distributions/test_scalar.py::test_halfstudentt
0.28s call     tests/dims/distributions/test_scalar.py::test_beta
0.27s call     tests/dims/distributions/test_scalar.py::test_studentt
0.26s call     tests/dims/distributions/test_censored.py::test_censored_basic[None--1]
0.23s call     tests/dims/distributions/test_scalar.py::test_inverse_gamma
0.22s call     tests/dims/distributions/test_censored.py::test_censored_basic[None-None]
0.20s call     tests/dims/distributions/test_scalar.py::test_lognormal
0.20s call     tests/dims/distributions/test_custom.py::TestCustomDistArbitrary::test_logp_only_cannot_sample
0.18s call     tests/dims/distributions/test_scalar.py::test_halfnormal
0.17s call     tests/dims/distributions/test_vector.py::test_zerosumnormal
0.17s call     tests/dims/distributions/test_scalar.py::test_normal
0.17s call     tests/dims/distributions/test_scalar.py::test_negative_binomial
0.14s call     tests/dims/distributions/test_scalar.py::test_exponential
0.14s call     tests/dims/distributions/test_custom.py::TestCustomDistArbitrary::test_logp_basic
0.14s call     tests/dims/distributions/test_scalar.py::test_gamma
0.10s call     tests/dims/distributions/test_scalar.py::test_laplace
0.09s call     tests/dims/distributions/test_scalar.py::test_weibull
0.08s call     tests/dims/distributions/test_scalar.py::test_halfcauchy
======================== 66 passed in 160.55s (0:02:40) ========================

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Automatically generated by GitHub Action Latest run date: 2026-07-05 Run logs: 28624269097

コントリビューターガイド

調査方針: 問題にリストされている最も遅いテストの1つを選択し、プロファイル（PythonのcProfileを使用するなど）してボトルネックを特定し、MCMC反復回数の削減、高速なサンプリング方法の使用、テストアサーションの簡略化などの最適化を実装してください。テストが引き続き合格し、カバレッジを失わないようにしてください。
技術スタック: python
領域: testing
Issue 種別: パフォーマンス
難度: 2
推定時間: 半日
活動状況: アクティブ
明確さ: 明確
前提条件: Python
初心者向け度: 70

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