Speed up test times :rocket:

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

Here are some of the slowest test times:

============================= slowest 50 durations =============================
14.37s call     tests/sampling/test_mcmc_external.py::TestNutpieAutoSelection::test_falls_back_to_pymc_for_disqualifying_kwargs[init-advi]
8.79s call     tests/sampling/test_jax.py::test_get_log_likelihood
7.04s call     tests/sampling/test_jax.py::test_transform_samples[scan-1-None-sampler0]
6.07s call     tests/sampling/test_mcmc_external.py::test_sample_var_names[pymc]
6.03s call     tests/sampling/test_jax.py::test_transform_samples[scan-2-None-sampler0]
6.03s call     tests/sampling/test_jax.py::test_transform_samples[scan-1-None-sampler1]
5.73s call     tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[nutpie]
5.71s call     tests/distributions/test_random_alternative_backends.py::test_mvstudentt[FAST_RUN]
5.34s call     tests/sampling/test_jax.py::test_transform_samples[vmap-2-cpu-sampler0]
5.29s call     tests/sampling/test_jax.py::test_transform_samples[vmap-2-None-sampler0]
5.12s call     tests/sampling/test_jax.py::test_transform_samples[scan-2-cpu-sampler0]
5.12s call     tests/sampling/test_jax.py::test_transform_samples[vmap-1-cpu-sampler0]
5.06s call     tests/sampling/test_jax.py::test_transform_samples[scan-2-None-sampler1]
5.01s call     tests/sampling/test_jax.py::test_get_batched_jittered_initial_points
4.81s call     tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[blackjax]
4.65s call     tests/sampling/test_mcmc_external.py::test_sample_var_names[blackjax]
4.61s call     tests/sampling/test_jax.py::test_transform_samples[vmap-1-None-sampler0]
4.59s call     tests/sampling/test_jax.py::test_transform_samples[vmap-2-cpu-sampler1]
4.54s call     tests/sampling/test_jax.py::test_transform_samples[scan-1-cpu-sampler0]
4.37s call     tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[pymc]
4.33s call     tests/sampling/test_jax.py::test_transform_samples[vmap-2-None-sampler1]
4.21s call     tests/sampling/test_mcmc_external.py::test_sample_var_names[numpyro]
4.03s call     tests/sampling/test_jax.py::test_transform_samples[scan-2-cpu-sampler1]
3.99s call     tests/sampling/test_mcmc_external.py::test_sample_var_names[nutpie]
3.95s call     tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[numpyro]
3.90s call     tests/distributions/test_random_alternative_backends.py::test_dirichlet_multinomial[FAST_RUN]
3.69s call     tests/sampling/test_jax.py::test_seeding[2-None-sampler0]
3.55s call     tests/sampling/test_jax.py::test_transform_samples[vmap-1-cpu-sampler1]
3.48s call     tests/sampling/test_jax.py::test_seeding[2-123-sampler0]
3.38s call     tests/sampling/test_jax.py::test_initvals_without_jitter[sampler0]
3.31s call     tests/sampling/test_jax.py::test_initvals_without_jitter[sampler1]
3.25s call     tests/sampling/test_jax.py::test_transform_samples[vmap-1-None-sampler1]
3.20s call     tests/sampling/test_jax.py::test_seeding[1-None-sampler0]
3.20s call     tests/sampling/test_jax.py::test_seeding[2-123-sampler1]
3.19s call     tests/sampling/test_jax.py::test_transform_samples[scan-1-cpu-sampler1]
3.10s call     tests/sampling/test_jax.py::test_seeding[1-123-sampler0]
2.66s call     tests/distributions/test_random_alternative_backends.py::test_dirichlet_multinomial_dims[JAX]
2.53s call     tests/sampling/test_jax.py::test_seeding[2-None-sampler1]
2.26s call     tests/sampling/test_jax.py::test_seeding[1-None-sampler1]
2.18s call     tests/sampling/test_mcmc_external.py::test_initvals[nutpie-unconstrained_partial]
2.17s call     tests/sampling/test_jax.py::test_idata_kwargs[None-idata_kwargs0-sampler1]
2.12s call     tests/sampling/test_jax.py::test_deterministic_samples[sampler0]
2.12s call     tests/sampling/test_jax.py::test_idata_contains_stats[sample_blackjax_nuts]
2.09s call     tests/sampling/test_mcmc_external.py::test_initvals[blackjax-full_constrained]
2.05s call     tests/sampling/test_jax.py::test_idata_kwargs[None-idata_kwargs0-sampler0]
1.97s call     tests/sampling/test_jax.py::test_seeding[1-123-sampler1]
1.94s call     tests/sampling/test_mcmc_external.py::TestNutpieAutoSelection::test_falls_back_to_pymc_for_disqualifying_kwargs[backend-c]
1.93s call     tests/sampling/test_jax.py::test_idata_kwargs[cpu-idata_kwargs1-sampler0]
1.90s call     tests/sampling/test_jax.py::test_idata_kwargs[None-idata_kwargs3-sampler1]
1.89s call     tests/sampling/test_jax.py::test_idata_kwargs[None-idata_kwargs1-sampler0]
================= 131 passed, 27 warnings in 285.32s (0:04:45) =================

============================ slowest 50 durations =============================
22.08s call     tests/sampling/test_mcmc.py::test_step_args
21.16s call     tests/distributions/test_transform.py::TestLJKCholeskyCorrTransform::test_log_jac_det
21.07s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-advi]
11.76s call     tests/distributions/test_transform.py::test_ordered
11.59s call     tests/sampling/test_mcmc.py::test_sample_var_names
10.95s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_half_normal_ordered[sigma1-size1]
9.89s call     tests/distributions/test_transform.py::TestLJKCholeskyCorrTransform::test_backward
9.82s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-advi]
9.78s call     tests/distributions/test_transform.py::test_simplex_bounds
9.71s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-advi]
9.70s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_dirichlet[a1-None]
9.69s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-advi]
9.61s call     tests/distributions/test_transform.py::TestCholeskyCovTransform::test_log_jac_det
8.94s call     tests/ode/test_ode.py::TestDiffEqModel::test_vector_ode_1_param
8.91s call     tests/sampling/test_mcmc.py::test_blas_cores
8.34s call     tests/sampling/test_mcmc.py::test_sample_find_MAP_does_not_modify_start
7.99s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_mvnormal_transform[transform0-mu0-cov0-None-shape0]
7.91s call     tests/ode/test_ode.py::TestDiffEqModel::test_vector_ode_2_param
7.78s call     tests/distributions/test_transform.py::test_interval
7.78s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-map]
6.97s call     tests/sampling/test_mcmc.py::TestSample::test_sample_does_not_rely_on_external_global_seeding
6.95s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-map]
6.90s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[advi]
6.74s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_beta_ordered[a1-b1-size1]
6.59s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-map]
6.38s call     tests/distributions/test_transform.py::TestLJKCholeskyCorrTransform::test_backward_produces_valid_cholesky_corr[3]
6.35s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-jitter+adapt_diag]
6.28s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-jitter+adapt_diag]
6.23s call     tests/distributions/test_transform.py::test_simplex
6.15s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-jitter+adapt_diag]
6.09s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[map]
5.74s call     tests/sampling/test_mcmc.py::TestSample::test_sample_init[advi]
5.63s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_other[0.5-5.5-size1-transform1]
5.57s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_ordered[lower1-upper1-size1]
5.28s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_vonmises_ordered[mu1-kappa1-size1]
5.02s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_mvnormal_transform[transform0-mu1-cov1-size1-shape1]
4.83s call     tests/distributions/test_transform.py::test_chain_jacob_det
4.62s call     tests/ode/test_ode.py::TestDiffEqModel::test_scalar_ode_2_param
4.58s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_dirichlet[a2-size2]
4.39s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-1-advi]
4.37s call     tests/distributions/test_transform.py::test_logodds
4.20s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-2-advi]
4.16s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-2-advi]
4.08s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-2-advi]
4.05s call     tests/distributions/test_transform.py::TestCholeskyCovTransform::test_backward_produces_valid_spd_matrix[3]
3.98s call     tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[False]
3.97s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-1-advi]
3.94s call     tests/distributions/test_transform.py::test_sum_to_1
3.93s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-1-advi]
3.89s call     tests/sampling/test_mcmc.py::TestSample::test_default_sample_does_not_set_global_seed
========== 210 passed, 7 skipped, 212 warnings in 565.31s (0:09:25) ===========

============================ slowest 50 durations =============================
19.82s call     tests/distributions/test_transform.py::TestLJKCholeskyCorrTransform::test_log_jac_det
18.98s call     tests/sampling/test_mcmc.py::test_step_args
17.50s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-advi]
10.81s call     tests/distributions/test_transform.py::test_ordered
10.15s call     tests/sampling/test_mcmc.py::test_sample_var_names
9.26s call     tests/distributions/test_transform.py::TestLJKCholeskyCorrTransform::test_backward
9.09s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_half_normal_ordered[sigma1-size1]
8.73s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_dirichlet[a1-None]
8.71s call     tests/distributions/test_transform.py::test_simplex_bounds
8.17s call     tests/sampling/test_mcmc.py::test_blas_cores
8.10s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-advi]
8.00s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-advi]
7.98s call     tests/ode/test_ode.py::TestDiffEqModel::test_vector_ode_1_param
7.92s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-advi]
7.55s call     tests/distributions/test_transform.py::TestCholeskyCovTransform::test_log_jac_det
7.32s call     tests/sampling/test_mcmc.py::test_sample_find_MAP_does_not_modify_start
6.88s call     tests/distributions/test_transform.py::test_interval
6.59s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-map]
6.38s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[advi]
6.29s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_beta_ordered[a1-b1-size1]
6.14s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_mvnormal_transform[transform0-mu0-cov0-None-shape0]
6.13s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-map]
6.01s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-map]
5.95s call     tests/distributions/test_transform.py::TestLJKCholeskyCorrTransform::test_backward_produces_valid_cholesky_corr[3]
5.90s call     tests/sampling/test_mcmc.py::TestSample::test_sample_does_not_rely_on_external_global_seeding
5.54s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[map]
5.42s call     tests/distributions/test_transform.py::test_simplex
5.30s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_other[0.5-5.5-size1-transform1]
5.21s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_ordered[lower1-upper1-size1]
5.17s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-jitter+adapt_diag]
5.17s call     tests/sampling/test_mcmc.py::TestSample::test_sample_init[advi]
5.17s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-jitter+adapt_diag]
5.17s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-jitter+adapt_diag]
4.87s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_vonmises_ordered[mu1-kappa1-size1]
4.80s call     tests/ode/test_ode.py::TestDiffEqModel::test_vector_ode_2_param
4.69s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_mvnormal_transform[transform0-mu1-cov1-size1-shape1]
4.26s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_dirichlet[a2-size2]
4.20s call     tests/distributions/test_transform.py::test_chain_jacob_det
3.85s call     tests/distributions/test_transform.py::test_logodds
3.81s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_beta_ordered[1.0-1.0-size0]
3.75s call     tests/distributions/test_transform.py::TestCholeskyCovTransform::test_backward_produces_valid_spd_matrix[3]
3.53s call     tests/distributions/test_transform.py::test_sum_to_1
3.49s call     tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[False]
3.48s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-1-advi]
3.48s call     tests/sampling/test_mcmc.py::TestSample::test_default_sample_does_not_set_global_seed
3.41s call     tests/sampling/test_mcmc.py::test_no_init_nuts_compound
3.37s call     tests/sampling/test_mcmc.py::TestSampleReturn::test_logs_sampler_warnings[2]
3.33s call     tests/distributions/test_transform.py::test_log
3.33s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-2-advi]
3.33s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-2-advi]
========== 210 passed, 7 skipped, 212 warnings in 497.40s (0:08:17) ===========

============================= slowest 50 durations =============================
34.70s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-advi]
12.08s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[advi]
9.54s call     tests/sampling/test_mcmc.py::test_sample_var_names
8.57s call     tests/sampling/test_mcmc.py::TestType::test_float32
8.51s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[advi_map]
7.68s setup    tests/sampling/test_mcmc.py::TestInitNuts::test_checks_seeds_kwarg
7.53s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[map]
6.75s call     tests/sampling/test_mcmc.py::TestSample::test_sample_init[advi]
5.62s call     tests/sampling/test_mcmc.py::TestType::test_float64
5.43s call     tests/sampling/test_mcmc.py::test_sample_find_MAP_does_not_modify_start
4.31s call     tests/sampling/test_mcmc.py::test_step_args
4.05s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-jitter+adapt_diag]
3.96s call     tests/sampling/test_mcmc.py::TestSampleReturn::test_categorical_gibbs_respects_driver_tune_boundary
3.17s call     tests/sampling/test_mcmc.py::TestShared::test_sample
2.78s call     tests/sampling/test_mcmc.py::TestSample::test_deterministic_of_unobserved[False]
2.47s call     tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[False]
2.36s call     tests/sampling/test_mcmc.py::test_blas_cores
1.93s call     tests/sampling/test_mcmc.py::TestNamedSampling::test_shared_named
1.90s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-advi]
1.80s call     tests/sampling/test_mcmc.py::TestSample::test_deterministic_of_unobserved[True]
1.74s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-map]
1.68s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-1-advi]
1.65s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-advi]
1.59s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-1-advi]
1.59s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-2-advi]
1.50s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-1-advi]
1.40s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-1-map]
1.37s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[ADVI+adapt_diag]
1.35s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-1-map]
1.33s call     tests/sampling/test_mcmc.py::TestSample::test_sample_init[map]
1.33s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-1-advi]
1.29s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-1-advi]
1.28s call     tests/sampling/test_mcmc.py::TestDefaultTuneSteps::test_compound_step
1.27s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-2-advi]
1.23s call     tests/sampling/test_mcmc.py::TestSample::test_default_sample_does_not_set_global_seed
1.21s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-2-advi]
1.21s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-1-map]
1.15s call     tests/sampling/test_mcmc.py::TestSample::test_sample_init[advi_map]
1.15s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-advi]
1.14s call     tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[True]
1.11s call     tests/sampling/test_mcmc.py::test_setup_chain_receives_draw_counts[sequential]
1.08s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-2-map]
1.05s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-1-map]
0.95s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-map]
0.90s call     tests/sampling/test_mcmc.py::TestDefaultTuneSteps::test_sample
0.90s call     tests/sampling/test_mcmc.py::TestDefaultTuneSteps::test_custom_step
0.90s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-2-map]
0.79s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-map]
0.78s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-2-map]
0.75s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-1-map]
============ 109 passed, 5 skipped, 5 warnings in 215.93s (0:03:35) ============

============================= slowest 50 durations =============================
22.36s call     tests/backends/test_arviz.py::TestDataPyMC::test_mv_missing_data_model
5.64s call     tests/backends/test_arviz.py::TestDataPyMC::test_multivariate_observations
4.70s setup    tests/backends/test_arviz.py::TestDataPyMC::test_to_idata
3.49s call     tests/backends/test_zarr.py::test_record[single_step-include_transformed-frequent_writes]
3.32s call     tests/backends/test_arviz.py::TestDataPyMC::test_autodetect_coords_from_model[True]
2.08s call     tests/backends/test_arviz.py::TestDataPyMC::test_single_observation
2.03s call     tests/backends/test_zarr.py::test_record[compound_step-include_transformed-frequent_writes]
1.78s call     tests/backends/test_arviz.py::TestDataPyMC::test_missing_data_model
1.77s setup    tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-keep_tuning-return_idata-keep_warning_stat-sequential_sampling-no_loglike-frequent_writes]
1.55s call     tests/backends/test_arviz.py::TestDataPyMC::test_to_idata
1.51s setup    tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-keep_tuning-return_zarr-discard_warning_stat-sequential_sampling-compute_loglike-frequent_writes]
1.45s 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]
1.35s 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]
1.25s call     tests/backends/test_zarr.py::test_sample[single_step-discard_transformed-keep_tuning-return_zarr-discard_warning_stat-parallel_sampling-compute_loglike-sparse_writes]
1.25s setup    tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-discard_tuning-return_idata-discard_warning_stat-parallel_sampling-no_loglike-sparse_writes]
1.22s setup    tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-keep_tuning-return_zarr-discard_warning_stat-sequential_sampling-no_loglike-frequent_writes]
1.19s 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]
1.18s setup    tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-discard_tuning-return_zarr-discard_warning_stat-parallel_sampling-no_loglike-sparse_writes]
1.12s setup    tests/backends/test_zarr.py::test_sample[single_step-discard_transformed-discard_tuning-return_idata-discard_warning_stat-sequential_sampling-no_loglike-frequent_writes]
1.11s setup    tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-keep_tuning-return_idata-discard_warning_stat-sequential_sampling-compute_loglike-frequent_writes]
1.11s call     tests/backends/test_zarr.py::test_sample[single_step-discard_transformed-keep_tuning-return_idata-keep_warning_stat-sequential_sampling-compute_loglike-frequent_writes]
1.09s call     tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-keep_tuning-return_idata-discard_warning_stat-parallel_sampling-no_loglike-sparse_writes]
1.04s call     tests/backends/test_zarr.py::test_sampling_consistency[compound_step-frequent_writes]
1.03s 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]
1.02s call     tests/backends/test_zarr.py::test_record[single_step-discard_transformed-frequent_writes]
1.01s 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]
1.01s call     tests/backends/test_arviz.py::TestDataPyMC::test_constant_data[True]
0.99s call     tests/backends/test_arviz.py::TestDataPyMC::test_overwrite_model_coords_dims
0.96s call     tests/backends/test_zarr.py::test_sample[single_step-include_transformed-keep_tuning-return_zarr-keep_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
0.91s call     tests/backends/test_arviz.py::TestDataPyMC::test_predictions_constant_data
0.91s call     tests/backends/test_zarr.py::test_sample[single_step-discard_transformed-discard_tuning-return_idata-discard_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
0.89s call     tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-keep_tuning-return_idata-keep_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
0.87s call     tests/backends/test_arviz.py::TestDataPyMC::test_multiple_observed_rv[True]
0.83s 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]
0.82s setup    tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-keep_tuning-return_idata-keep_warning_stat-sequential_sampling-compute_loglike-frequent_writes]
0.80s call     tests/backends/test_zarr.py::test_sample[single_step-include_transformed-keep_tuning-return_zarr-keep_warning_stat-parallel_sampling-compute_loglike-sparse_writes]
0.79s setup    tests/backends/test_zarr.py::test_sample[single_step-include_transformed-keep_tuning-return_idata-discard_warning_stat-parallel_sampling-compute_loglike-sparse_writes]
0.78s call     tests/backends/test_zarr.py::test_sampling_consistency[single_step-frequent_writes]
0.78s call     tests/backends/test_zarr.py::test_sampling_consistency[compound_step-sparse_writes]
0.76s 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]
0.75s call     tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-keep_tuning-return_idata-keep_warning_stat-parallel_sampling-compute_loglike-sparse_writes]
0.73s setup    tests/backends/test_zarr.py::test_sample[single_step-include_transformed-keep_tuning-return_zarr-discard_warning_stat-parallel_sampling-no_loglike-frequent_writes]
0.72s call     tests/backends/test_arviz.py::TestDataPyMC::test_observed_data_also_constant[True]
0.72s call     tests/backends/test_zarr.py::test_sample[single_step-discard_transformed-discard_tuning-return_idata-discard_warning_stat-parallel_sampling-compute_loglike-sparse_writes]
0.72s call     tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-keep_tuning-return_idata-keep_warning_stat-parallel_sampling-no_loglike-sparse_writes]
0.70s call     tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-keep_tuning-return_zarr-discard_warning_stat-parallel_sampling-compute_loglike-sparse_writes]
0.70s setup    tests/backends/test_zarr.py::test_sample[single_step-include_transformed-discard_tuning-return_idata-keep_warning_stat-sequential_sampling-no_loglike-sparse_writes]
0.65s call     tests/backends/test_zarr.py::test_record[compound_step-discard_transformed-frequent_writes]
0.63s 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]
0.62s 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]
========== 481 passed, 64 skipped, 266 warnings in 242.32s (0:04:02) ===========

============================= slowest 50 durations =============================
21.65s call     tests/sampling/test_mcmc_external.py::TestNutpieAutoSelection::test_falls_back_to_pymc_for_disqualifying_kwargs[init-advi]
11.50s call     tests/sampling/test_jax.py::test_get_log_likelihood
10.15s call     tests/sampling/test_mcmc_external.py::test_sample_var_names[pymc]
9.57s call     tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[nutpie]
7.56s call     tests/sampling/test_mcmc_external.py::test_sample_var_names[nutpie]
6.73s call     tests/sampling/test_jax.py::test_transform_samples[scan-1-None-sampler0]
6.55s call     tests/sampling/test_jax.py::test_transform_samples[scan-2-None-sampler0]
6.40s call     tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[pymc]
6.25s 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]
5.76s call     tests/sampling/test_jax.py::test_get_batched_jittered_initial_points
5.48s call     tests/sampling/test_jax.py::test_transform_samples[scan-2-cpu-sampler0]
5.46s call     tests/sampling/test_jax.py::test_transform_samples[vmap-2-None-sampler0]
5.45s call     tests/sampling/test_jax.py::test_transform_samples[vmap-2-cpu-sampler0]
5.30s call     tests/sampling/test_jax.py::test_transform_samples[vmap-1-cpu-sampler0]
5.20s call     tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[blackjax]
5.09s call     tests/sampling/test_mcmc_external.py::test_sample_var_names[blackjax]
4.94s call     tests/sampling/test_jax.py::test_transform_samples[vmap-1-None-sampler0]
4.88s call     tests/sampling/test_jax.py::test_transform_samples[scan-1-cpu-sampler0]
4.66s call     tests/sampling/test_jax.py::test_transform_samples[vmap-2-cpu-sampler1]
4.65s call     tests/sampling/test_jax.py::test_transform_samples[scan-2-None-sampler1]
4.51s call     tests/sampling/test_mcmc_external.py::test_sample_var_names[numpyro]
4.33s call     tests/sampling/test_jax.py::test_transform_samples[vmap-2-None-sampler1]
4.31s call     tests/sampling/test_jax.py::test_transform_samples[scan-2-cpu-sampler1]
4.29s call     tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[numpyro]
4.16s call     tests/sampling/test_mcmc_external.py::test_initvals[pymc-negative_control]
4.09s call     tests/sampling/test_jax.py::test_initvals_without_jitter[sampler0]
4.05s call     tests/sampling/test_jax.py::test_seeding[2-None-sampler0]
3.93s call     tests/distributions/test_random_alternative_backends.py::test_dirichlet_multinomial[NUMBA]
3.78s call     tests/sampling/test_jax.py::test_seeding[2-123-sampler0]
3.49s call     tests/sampling/test_jax.py::test_transform_samples[vmap-1-cpu-sampler1]
3.49s call     tests/sampling/test_jax.py::test_seeding[1-None-sampler0]
3.47s call     tests/sampling/test_jax.py::test_transform_samples[vmap-1-None-sampler1]
3.44s call     tests/sampling/test_jax.py::test_transform_samples[scan-1-cpu-sampler1]
3.39s call     tests/sampling/test_jax.py::test_seeding[1-123-sampler0]
3.00s call     tests/distributions/test_random_alternative_backends.py::test_dirichlet_multinomial_dims[JAX]
2.93s call     tests/sampling/test_mcmc_external.py::test_initvals[nutpie-negative_control]
2.92s call     tests/sampling/test_jax.py::test_initvals_without_jitter[sampler1]
2.69s call     tests/sampling/test_jax.py::test_seeding[2-None-sampler1]
2.65s call     tests/sampling/test_jax.py::test_convergence_warnings[blackjax]
2.63s call     tests/sampling/test_jax.py::test_seeding[2-123-sampler1]
2.53s call     tests/distributions/test_random_alternative_backends.py::test_mvstudentt[FAST_RUN]
2.40s call     tests/sampling/test_jax.py::test_seeding[1-None-sampler1]
2.29s call     tests/sampling/test_jax.py::test_idata_contains_stats[sample_blackjax_nuts]
2.28s call     tests/sampling/test_jax.py::test_deterministic_samples[sampler0]
2.28s call     tests/sampling/test_mcmc_external.py::test_initvals[blackjax-full_constrained]
2.22s call     tests/sampling/test_jax.py::test_idata_kwargs[None-idata_kwargs0-sampler1]
2.19s call     tests/sampling/test_jax.py::test_idata_kwargs[None-idata_kwargs0-sampler0]
2.10s call     tests/sampling/test_jax.py::test_seeding[1-123-sampler1]
2.07s call     tests/sampling/test_mcmc_external.py::test_initvals[blackjax-unconstrained_partial]
================= 131 passed, 30 warnings in 325.34s (0:05:25) =================

============================ slowest 50 durations =============================
32.23s call     tests/variational/test_inference.py::test_fit_oo[SVGD-full]
31.27s call     tests/variational/test_inference.py::test_replacements[FullRankADVI]
28.62s call     tests/variational/test_inference.py::test_replacements[ASVGD]
23.84s call     tests/variational/test_inference.py::TestUntransformedData::test_state_dirichlet
21.93s call     tests/variational/test_inference.py::test_replacements[ADVI]
20.99s call     tests/variational/test_inference.py::test_fit_data_coords
19.00s call     tests/variational/test_inference.py::test_replacements[SVGD]
17.31s call     tests/variational/test_approximations.py::test_seeding_advi_fit
15.67s call     tests/variational/test_inference.py::test_fit_with_nans[True]
14.95s call     tests/variational/test_inference.py::test_fit_oo[ASVGD-full]
14.54s call     tests/variational/test_inference.py::test_fit_oo[FullRankADVI-full]
14.30s call     tests/variational/test_inference.py::test_fit_oo[ADVI-mini]
12.63s call     tests/variational/test_inference.py::test_fit_data[SVGD-full]
9.99s call     tests/variational/test_approximations.py::test_elbo
8.70s call     tests/variational/test_inference.py::test_fit_fn_text[svgd-kwargs4-None]
8.04s call     tests/variational/test_inference.py::test_fit_oo[FullRankADVI-mini]
7.81s call     tests/variational/test_inference.py::test_multiple_minibatch_variables
7.77s call     tests/variational/test_inference.py::test_fit_fn_text[fullrank_advi-kwargs3-None]
7.09s call     tests/variational/test_inference.py::test_sample_posterior_after_minibatch
6.69s call     tests/variational/test_inference.py::TestUntransformedData::test_state_full_rank
6.62s call     tests/variational/test_approximations.py::test_empirical_from_trace
6.32s call     tests/variational/test_inference.py::test_fit_fn_text[advi-kwargs2-None]
5.80s call     tests/variational/test_inference.py::test_fit_data[ASVGD-full]
5.44s 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
5.16s call     tests/variational/test_inference.py::test_var_replacement
4.78s call     tests/variational/test_opvi.py::test_init_groups[raises0-grouping0]
4.75s call     tests/variational/test_inference.py::test_fit_fn_text[asvgd-kwargs7-None]
3.94s call     tests/variational/test_inference.py::test_fit_with_nans[False]
3.91s call     tests/variational/test_opvi.py::test_logq_globals[FullRankGroup: None, MeanFieldGroup: ['one']]
3.52s call     tests/variational/test_inference.py::TestUntransformedData::test_state_empirical_std_is_none
3.19s call     tests/variational/test_inference.py::TestUntransformedData::test_state_mean_field
2.91s call     tests/variational/test_inference.py::test_fit_data[FullRankADVI-mini]
2.84s call     tests/variational/test_opvi.py::test_logq_mini_2_sample_2_var[MeanFieldGroup: {}]
2.55s call     tests/variational/test_inference.py::TestUntransformedData::test_state_in_callback
2.49s call     tests/variational/test_approximations.py::test_scale_cost_to_minibatch_works[5]
2.31s call     tests/variational/test_inference.py::test_fit_start[SVGD-full]
2.24s call     tests/variational/test_inference.py::test_fit_data[ADVI-mini]
2.21s call     tests/variational/test_inference.py::test_fit_data[FullRankADVI-full]
2.09s call     tests/variational/test_opvi.py::test_init_groups[raises1-grouping1]
2.04s call     tests/variational/test_opvi.py::test_group_api_params[raises0-params0-MeanFieldGroup-kw0-None]
1.91s call     tests/variational/test_inference.py::test_fit_start[FullRankADVI-full]
1.81s call     tests/variational/test_approximations.py::test_elbo_beta_kl[5]
1.75s call     tests/variational/test_approximations.py::test_scale_cost_to_minibatch_works[8]
1.69s call     tests/variational/test_inference.py::TestUntransformedData::test_state_include_transformed
1.67s call     tests/variational/test_approximations.py::test_elbo_beta_kl[8]
1.40s call     tests/test_initial_point.py::TestInitvalEvaluation::test_dependent_initval_from_OFG[False]
1.40s call     tests/variational/test_opvi.py::test_logq_globals[MeanFieldGroup: None]
1.33s call     tests/variational/test_inference.py::TestUntransformedData::test_state_include_transformed_dirichlet
1.25s call     tests/variational/test_inference.py::test_remove_scan_op
=========== 132 passed, 10 skipped, 3 warnings in 461.87s (0:07:41) ===========

============================= slowest 50 durations =============================
16.81s call     tests/sampling/test_parallel.py::test_context
13.91s call     tests/model/test_core.py::TestImputationMissingData::test_missing_multivariate_separable
9.90s call     tests/sampling/test_parallel.py::test_remote_pipe_closed
7.26s call     tests/model/test_core.py::TestValueGradFunction::test_missing_data
7.03s call     tests/model/test_core.py::TestImputationMissingData::test_missing_dual_observations
6.88s call     tests/model/test_core.py::TestImputationMissingData::test_coordinates
6.28s call     tests/test_data.py::TestData::test_sample
5.78s call     tests/model/test_core.py::TestModelDebug::test_invalid_parameter[logp]
5.18s call     tests/model/test_core.py::test_model_logp_fast_compile
5.16s call     tests/model/test_core.py::TestTransformArgs::test_default_transform_is_applied
4.76s call     tests/model/test_core.py::TestImputationMissingData::test_interval_missing_observations
4.66s call     tests/sampling/test_parallel.py::test_explicit_sample[spawn]
4.56s call     tests/sampling/test_parallel.py::test_spawn_densitydist_bound_method
4.43s call     tests/test_data.py::TestData::test_shared_data_as_index
4.43s call     tests/model/test_core.py::TestModelDebug::test_invalid_observed_value
4.12s call     tests/model/test_core.py::TestValueGradFunction::test_edge_case
4.04s call     tests/model/test_core.py::test_model_d2logp[True]
3.98s call     tests/sampling/test_parallel.py::test_spawn_densitydist_function
3.88s call     tests/test_data.py::TestData::test_shared_data_as_rv_input
3.70s call     tests/model/test_core.py::TestImputationMissingData::test_truncated_normal
3.30s call     tests/model/test_core.py::TestModelDebug::test_invalid_parameter_cant_be_evaluated[logp-True]
2.98s call     tests/sampling/test_parallel.py::test_bad_unpickle
2.66s call     tests/variational/test_minibatch_rv.py::TestMinibatchRandomVariable::test_minibatch_parameter_and_value
2.65s call     tests/model/test_core.py::TestPytensorRelatedLogpBugs::test_pytensor_switch_broadcast_edge_cases_2
2.50s call     tests/test_data.py::test_scaling_data_works_in_likelihood
2.20s call     tests/model/test_core.py::TestImputationMissingData::test_missing_multivariate_unseparable
2.13s call     tests/test_data.py::TestData::test_sample_posterior_predictive_after_set_data_with_coords
2.11s call     tests/model/test_core.py::TestImputationMissingData::test_missing_basic[pandas]
2.02s call     tests/model/test_core.py::TestFrozenModelCaching::test_logp_dlogp_function_weights_are_per_call
2.01s call     tests/model/test_core.py::TestPytensorRelatedLogpBugs::test_pytensor_switch_broadcast_edge_cases_1
1.99s call     tests/model/test_core.py::TestFrozenModelCaching::test_logp_dlogp_function_extra_values_are_per_call
1.77s call     tests/model/test_core.py::test_model_dlogp[True]
1.73s call     tests/test_data.py::TestData::test_set_data_to_non_data_container_variables
1.68s call     tests/model/test_core.py::TestModelDebug::test_invalid_parameter[dlogp]
1.65s call     tests/model/test_core.py::test_tempered_logp_dlogp[False]
1.64s call     tests/model/test_core.py::TestImputationMissingData::test_missing_logp1
1.62s call     tests/model/test_core.py::TestModelDebug::test_invalid_parameter_cant_be_evaluated[dlogp-True]
1.60s call     tests/model/test_core.py::TestImputationMissingData::test_missing_vector_parameter
1.57s call     tests/model/test_core.py::test_datalogp_multiple_shapes
1.54s call     tests/model/test_core.py::TestCheckStartVals::test_valid_start_point
1.46s call     tests/model/test_core.py::TestImputationMissingData::test_missing_basic[masked]
1.43s call     tests/model/test_core.py::TestImputationMissingData::test_missing_logp2
1.39s call     tests/model/test_core.py::TestFrozenModelCaching::test_compile_fn_jax_bypasses_cache_but_stays_seeded
1.34s call     tests/model/test_core.py::TestFrozenModelCaching::test_unfrozen_model_does_not_cache
1.32s call     tests/model/test_core.py::test_model_d2logp[False]
1.31s call     tests/model/test_core.py::TestFrozenModelCaching::test_logp_dlogp_d2logp_graphs_are_cached
1.31s call     tests/model/test_core.py::TestImputationMissingData::test_symbolic_random_variable
1.24s call     tests/model/test_core.py::TestImputationMissingData::test_missing_with_predictors
1.16s call     tests/model/test_core.py::TestModelDebug::test_invalid_value
1.12s call     tests/test_data.py::TestData::test_deterministic
====== 198 passed, 2 skipped, 1 xfailed, 17 warnings in 233.76s (0:03:53) ======

============================= slowest 50 durations =============================
10.03s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-advi]
3.19s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[advi]
2.84s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[map]
2.61s call     tests/sampling/test_mcmc.py::TestSample::test_sample_init[advi]
2.05s call     tests/sampling/test_mcmc.py::test_sample_var_names
1.79s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-2-advi]
1.73s setup    tests/sampling/test_mcmc.py::TestInitNuts::test_checks_seeds_kwarg
1.73s call     tests/sampling/test_mcmc.py::test_step_args
1.69s call     tests/sampling/test_mcmc.py::TestSampleReturn::test_categorical_gibbs_respects_driver_tune_boundary
1.65s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-advi]
1.60s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-1-advi]
1.59s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-advi]
1.58s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-1-advi]
1.55s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-advi]
1.52s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-1-advi]
1.51s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-1-advi]
1.50s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[advi_map]
1.47s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-2-advi]
1.47s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-map]
1.46s call     tests/sampling/test_mcmc.py::TestShared::test_sample
1.45s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-2-advi]
1.43s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-1-advi]
1.40s call     tests/sampling/test_mcmc.py::TestType::test_float32
1.35s call     tests/sampling/test_mcmc.py::TestType::test_float64
1.20s call     tests/sampling/test_mcmc.py::TestSample::test_sample_init[advi_map]
1.18s call     tests/sampling/test_mcmc.py::TestNamedSampling::test_shared_named
1.08s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[ADVI+adapt_diag]
1.04s call     tests/sampling/test_mcmc.py::test_sample_find_MAP_does_not_modify_start
0.91s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-1-map]
0.86s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-jitter+adapt_diag]
0.80s call     tests/sampling/test_mcmc.py::TestSample::test_sample_init[map]
0.73s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-1-map]
0.72s call     tests/sampling/test_mcmc.py::TestSample::test_deterministic_of_unobserved[True]
0.68s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-1-map]
0.67s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-map]
0.63s call     tests/sampling/test_mcmc.py::TestSample::test_sample_does_not_rely_on_external_global_seeding
0.62s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-1-map]
0.62s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-2-map]
0.59s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-map]
0.57s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-map]
0.57s call     tests/sampling/test_mcmc.py::TestSample::test_deterministic_of_unobserved[False]
0.55s call     tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[False]
0.54s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[jitter+adapt_diag]
0.49s call     tests/sampling/test_mcmc.py::test_blas_cores
0.48s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-2-map]
0.47s 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
0.46s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-1-map]
0.46s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-2-map]
0.37s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-1-jitter+adapt_diag]
============ 109 passed, 5 skipped, 5 warnings in 98.99s (0:01:38) =============

============================= slowest 50 durations =============================
21.29s call     tests/model/test_core.py::test_model_logp_fast_compile
8.24s call     tests/model/test_core.py::TestImputationMissingData::test_missing_multivariate_separable
6.39s call     tests/model/test_core.py::test_model_d2logp[True]
5.84s call     tests/model/test_core.py::TestImputationMissingData::test_coordinates
5.50s call     tests/model/test_core.py::TestImputationMissingData::test_missing_dual_observations
5.12s call     tests/sampling/test_parallel.py::test_context
3.96s call     tests/model/test_core.py::TestImputationMissingData::test_missing_with_predictors
3.90s call     tests/model/test_core.py::TestModelDebug::test_invalid_observed_value
3.57s call     tests/test_data.py::TestMinibatch::test_1d
3.54s call     tests/sampling/test_parallel.py::test_spawn_densitydist_bound_method
3.48s call     tests/model/test_core.py::TestImputationMissingData::test_interval_missing_observations
2.98s call     tests/sampling/test_parallel.py::test_remote_pipe_closed
2.77s call     tests/test_data.py::TestData::test_sample
2.42s call     tests/model/test_core.py::TestModelDebug::test_invalid_parameter_cant_be_evaluated[dlogp-True]
2.39s call     tests/model/test_core.py::TestImputationMissingData::test_missing_basic[pandas]
2.38s call     tests/test_data.py::TestData::test_shared_data_as_rv_input
2.38s call     tests/sampling/test_parallel.py::test_spawn_densitydist_function
2.18s call     tests/test_data.py::TestData::test_shared_data_as_index
1.93s call     tests/sampling/test_parallel.py::test_explicit_sample[spawn]
1.75s call     tests/model/test_core.py::TestTransformArgs::test_default_transform_is_applied
1.64s call     tests/sampling/test_parallel.py::test_bad_unpickle
1.61s call     tests/model/test_core.py::TestValueGradFunction::test_missing_data
1.57s call     tests/model/test_core.py::test_model_d2logp[False]
1.50s call     tests/model/test_core.py::TestModelDebug::test_invalid_parameter[logp]
1.46s call     tests/model/test_core.py::TestFrozenModelCaching::test_compile_fn_jax_bypasses_cache_but_stays_seeded
1.32s call     tests/model/test_core.py::TestSetUpdateCoords::test_resize_from_set_data_and_set_dim
1.28s call     tests/model/test_core.py::TestModelDebug::test_invalid_parameter_cant_be_evaluated[logp-True]
1.27s call     tests/model/test_core.py::TestImputationMissingData::test_missing_basic[masked]
1.25s call     tests/test_data.py::TestData::test_sample_after_set_data
1.24s call     tests/model/test_core.py::TestValueGradFunction::test_edge_case
1.20s call     tests/test_data.py::TestData::test_sample_posterior_predictive_after_set_data
1.19s call     tests/model/test_core.py::TestModelDebug::test_invalid_value
1.18s call     tests/model/test_core.py::test_model_dlogp[True]
1.14s call     tests/model/test_core.py::TestFrozenModelCaching::test_logp_dlogp_function_extra_values_are_per_call
1.11s call     tests/model/test_core.py::test_model_logp[True]
0.94s call     tests/test_data.py::TestData::test_sample_posterior_predictive_after_set_data_with_coords
0.93s call     tests/model/test_core.py::TestPytensorRelatedLogpBugs::test_pytensor_switch_broadcast_edge_cases_2
0.92s call     tests/model/test_core.py::TestNested::test_nested_model_to_netcdf
0.90s call     tests/model/test_core.py::TestModelDebug::test_invalid_parameter[random]
0.85s call     tests/variational/test_minibatch_rv.py::TestMinibatchRandomVariable::test_minibatch_parameter_and_value
0.85s call     tests/test_data.py::TestMinibatch::test_assert
0.84s call     tests/model/test_core.py::TestImputationMissingData::test_missing_logp2
0.83s call     tests/test_data.py::TestData::test_set_data_to_non_data_container_variables
0.83s call     tests/model/test_core.py::TestImputationMissingData::test_truncated_normal
0.80s call     tests/model/test_core.py::TestModelDebug::test_invalid_parameter[dlogp]
0.79s call     tests/model/test_core.py::test_tempered_logp_dlogp[True]
0.76s call     tests/model/test_core.py::test_model_logp[False]
0.70s call     tests/model/test_core.py::TestImputationMissingData::test_symbolic_random_variable
0.69s call     tests/model/test_core.py::TestImputationMissingData::test_missing_multivariate_unseparable
0.68s call     tests/model/test_core.py::test_datalogp_multiple_shapes
====== 198 passed, 2 skipped, 1 xfailed, 20 warnings in 169.30s (0:02:49) ======

============================= slowest 50 durations =============================
22.81s call     tests/backends/test_arviz.py::TestDataPyMC::test_mv_missing_data_model
10.15s setup    tests/backends/test_arviz.py::TestDataPyMC::test_to_idata
6.88s call     tests/backends/test_arviz.py::TestDataPyMC::test_autodetect_coords_from_model[True]
6.52s call     tests/backends/test_arviz.py::TestDataPyMC::test_multivariate_observations
5.18s call     tests/backends/test_arviz.py::TestDataPyMC::test_single_observation
4.64s setup    tests/backends/test_zarr.py::test_record[single_step-include_transformed-frequent_writes]
4.23s call     tests/backends/test_arviz.py::TestDataPyMC::test_missing_data_model
3.01s call     tests/backends/test_arviz.py::TestDataPyMC::test_overwrite_model_coords_dims
2.63s call     tests/backends/test_arviz.py::TestDataPyMC::test_constant_data[True]
2.60s setup    tests/backends/test_zarr.py::test_record[compound_step-include_transformed-frequent_writes]
1.85s call     tests/backends/test_zarr.py::test_record[single_step-include_transformed-frequent_writes]
1.68s call     tests/backends/test_arviz.py::TestDataPyMC::test_to_idata
1.39s call     tests/backends/test_arviz.py::TestDataPyMC::test_potential
1.28s call     tests/backends/test_arviz.py::TestDataPyMC::test_predictions_constant_data
1.18s call     tests/backends/test_arviz.py::TestDataPyMC::test_single_chain[1]
1.04s call     tests/backends/test_zarr.py::test_sample[single_step-include_transformed-discard_tuning-return_idata-keep_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
0.67s call     tests/backends/test_zarr.py::test_sampling_consistency[compound_step-frequent_writes]
0.67s call     tests/backends/test_arviz.py::TestDataPyMC::test_include_transformed
0.64s call     tests/backends/test_zarr.py::test_sample[single_step-discard_transformed-discard_tuning-return_idata-discard_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
0.64s call     tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-discard_tuning-return_idata-keep_warning_stat-sequential_sampling-compute_loglike-frequent_writes]
0.63s call     tests/backends/test_arviz.py::TestPyMCWarmupHandling::test_save_warmup[0-50-1-False]
0.62s call     tests/backends/test_arviz.py::TestDataPyMC::test_conversion_from_variables_subset
0.60s call     tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-discard_tuning-return_idata-discard_warning_stat-parallel_sampling-no_loglike-frequent_writes]
0.57s 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]
0.54s call     tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-keep_tuning-return_idata-discard_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
0.54s call     tests/backends/test_zarr.py::test_sample[single_step-include_transformed-keep_tuning-return_zarr-discard_warning_stat-sequential_sampling-compute_loglike-frequent_writes]
0.53s call     tests/backends/test_zarr.py::test_sampling_consistency[single_step-frequent_writes]
0.51s call     tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-discard_tuning-return_zarr-discard_warning_stat-sequential_sampling-compute_loglike-frequent_writes]
0.50s call     tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-keep_tuning-return_idata-keep_warning_stat-sequential_sampling-compute_loglike-frequent_writes]
0.49s call     tests/backends/test_zarr.py::test_record[single_step-discard_transformed-frequent_writes]
0.48s call     tests/backends/test_zarr.py::test_sample[single_step-discard_transformed-keep_tuning-return_idata-discard_warning_stat-sequential_sampling-compute_loglike-frequent_writes]
0.47s call     tests/backends/test_zarr.py::test_record[compound_step-discard_transformed-frequent_writes]
0.46s call     tests/backends/test_zarr.py::test_sample[single_step-discard_transformed-keep_tuning-return_idata-keep_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
0.45s 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]
0.45s 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]
0.44s 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]
0.44s call     tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-keep_tuning-return_zarr-keep_warning_stat-parallel_sampling-compute_loglike-sparse_writes]
0.44s call     tests/backends/test_zarr.py::test_record[compound_step-include_transformed-frequent_writes]
0.43s call     tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-keep_tuning-return_idata-keep_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
0.42s call     tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-discard_tuning-return_zarr-keep_warning_stat-sequential_sampling-compute_loglike-frequent_writes]
0.42s 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]
0.41s call     tests/backends/test_arviz.py::TestDataPyMC::test_multiple_observed_rv[log_likelihood2]
0.41s call     tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-discard_tuning-return_idata-discard_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
0.41s call     tests/backends/test_zarr.py::test_sample[single_step-discard_transformed-discard_tuning-return_idata-keep_warning_stat-sequential_sampling-no_loglike-frequent_writes]
0.40s call     tests/backends/test_zarr.py::test_sampling_consistency[compound_step-sparse_writes]
0.40s setup    tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-keep_tuning-return_zarr-discard_warning_stat-parallel_sampling-no_loglike-sparse_writes]
0.40s 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]
0.40s call     tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-keep_tuning-return_idata-discard_warning_stat-parallel_sampling-no_loglike-frequent_writes]
0.39s 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]
0.39s 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]
========== 481 passed, 64 skipped, 264 warnings in 207.23s (0:03:27) ===========

============================ slowest 50 durations =============================
53.42s call     tests/variational/test_inference.py::test_replacements[FullRankADVI]
52.55s call     tests/variational/test_inference.py::test_replacements[ASVGD]
40.67s call     tests/variational/test_inference.py::test_replacements[SVGD]
38.73s call     tests/variational/test_inference.py::test_replacements[ADVI]
33.73s call     tests/variational/test_inference.py::test_fit_oo[SVGD-full]
21.55s call     tests/variational/test_approximations.py::test_seeding_advi_fit
21.24s call     tests/variational/test_inference.py::TestUntransformedData::test_state_dirichlet
16.95s call     tests/variational/test_inference.py::test_fit_oo[ASVGD-full]
16.34s call     tests/variational/test_inference.py::test_fit_data_coords
15.69s call     tests/variational/test_inference.py::test_fit_oo[ADVI-mini]
14.45s call     tests/variational/test_inference.py::test_fit_oo[FullRankADVI-full]
12.94s call     tests/variational/test_inference.py::test_fit_data[SVGD-full]
11.15s call     tests/variational/test_inference.py::test_fit_fn_text[asvgd-kwargs7-None]
10.48s call     tests/variational/test_inference.py::test_fit_fn_text[svgd-kwargs4-None]
10.40s call     tests/variational/test_inference.py::test_multiple_minibatch_variables
10.22s call     tests/variational/test_inference.py::test_fit_with_nans[True]
10.16s call     tests/variational/test_inference.py::test_fit_oo[FullRankADVI-mini]
9.76s call     tests/variational/test_inference.py::test_sample_posterior_after_minibatch
7.68s call     tests/variational/test_inference.py::TestUntransformedData::test_state_full_rank
7.62s call     tests/variational/test_inference.py::test_var_replacement
7.28s call     tests/variational/test_approximations.py::test_empirical_from_trace
6.99s call     tests/variational/test_approximations.py::test_elbo
6.77s call     tests/variational/test_inference.py::TestUntransformedData::test_state_empirical_std_is_none
6.65s call     tests/variational/test_inference.py::test_fit_oo[ADVI-full]
6.51s call     tests/variational/test_inference.py::test_fit_fn_text[fullrank_advi-kwargs3-None]
6.34s call     tests/variational/test_inference.py::test_fit_data[ASVGD-full]
5.99s call     tests/variational/test_inference.py::test_fit_fn_text[advi-kwargs2-None]
5.70s call     tests/variational/test_inference.py::test_fit_fn_text[svgd-kwargs5-None]
5.50s call     tests/variational/test_opvi.py::test_logq_globals[FullRankGroup: None, MeanFieldGroup: ['one']]
5.31s call     tests/variational/test_inference.py::test_fit_with_nans[False]
5.16s call     tests/variational/test_inference.py::test_fit_data[FullRankADVI-mini]
5.06s call     tests/variational/test_inference.py::TestUntransformedData::test_state_mean_field
4.96s call     tests/variational/test_inference.py::test_fit_data[ADVI-mini]
4.84s call     tests/variational/test_opvi.py::test_init_groups[raises4-grouping4]
4.67s call     tests/variational/test_inference.py::test_profile[FullRankADVI-full]
4.47s call     tests/variational/test_inference.py::test_profile[FullRankADVI-mini]
4.39s call     tests/variational/test_inference.py::TestUntransformedData::test_state_include_transformed
4.17s call     tests/variational/test_inference.py::test_sample_replacements[FullRankADVI]
4.10s call     tests/variational/test_approximations.py::test_empirical_does_not_support_inference_data
4.08s call     tests/variational/test_opvi.py::test_init_groups[raises0-grouping0]
3.73s call     tests/variational/test_inference.py::test_profile[ADVI-full]
3.69s call     tests/variational/test_inference.py::test_profile[ADVI-mini]
3.56s call     tests/variational/test_inference.py::test_fit_data[FullRankADVI-full]
3.27s call     tests/variational/test_inference.py::test_remove_scan_op
3.22s call     tests/variational/test_approximations.py::test_scale_cost_to_minibatch_works[5]
3.12s call     tests/variational/test_opvi.py::test_logq_globals[MeanFieldGroup: None]
3.02s call     tests/variational/test_inference.py::test_sample_replacements[SVGD]
2.98s call     tests/variational/test_opvi.py::test_init_groups[raises1-grouping1]
2.80s call     tests/variational/test_approximations.py::test_scale_cost_to_minibatch_works[8]
2.37s call     tests/variational/test_inference.py::TestUntransformedData::test_state_is_single_group_approx_attr
=========== 132 passed, 10 skipped, 3 warnings in 618.04s (0:10:18) ===========

============================ slowest 50 durations =============================
20.48s call     tests/sampling/test_mcmc.py::test_step_args
19.48s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-advi]
13.24s call     tests/model/test_core.py::TestImputationMissingData::test_missing_multivariate_separable
12.42s call     tests/sampling/test_mcmc.py::test_sample_var_names
11.86s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-advi]
11.09s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-advi]
11.09s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-advi]
11.06s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[advi]
9.50s call     tests/model/test_core.py::test_model_d2logp[True]
9.49s call     tests/model/test_core.py::TestImputationMissingData::test_missing_dual_observations
8.68s call     tests/sampling/test_mcmc.py::test_blas_cores
8.46s call     tests/sampling/test_mcmc.py::test_sample_find_MAP_does_not_modify_start
7.12s call     tests/sampling/test_mcmc.py::TestSample::test_sample_init[advi]
6.76s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-2-advi]
6.72s call     tests/sampling/test_mcmc.py::TestSample::test_sample_does_not_rely_on_external_global_seeding
6.48s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-map]
6.46s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-map]
6.32s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-map]
6.31s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-1-advi]
6.19s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-1-advi]
6.18s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-1-advi]
6.17s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-1-advi]
6.14s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-2-advi]
6.11s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-2-advi]
6.08s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-1-advi]
5.94s call     tests/model/test_core.py::TestNested::test_nested_model_to_netcdf
5.72s call     tests/model/test_core.py::TestImputationMissingData::test_coordinates
5.68s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[map]
5.52s call     tests/model/test_core.py::TestTransformArgs::test_default_transform_is_applied
5.51s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[advi_map]
5.47s call     tests/sampling/test_mcmc.py::TestShared::test_sample
5.46s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-jitter+adapt_diag]
5.42s call     tests/model/test_core.py::TestImputationMissingData::test_interval_missing_observations
5.35s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-jitter+adapt_diag]
5.35s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-jitter+adapt_diag]
5.21s call     tests/model/test_core.py::TestImputationMissingData::test_missing_basic[pandas]
4.80s call     tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[False]
4.42s call     tests/sampling/test_mcmc.py::TestType::test_float32
4.27s call     tests/model/test_core.py::TestValueGradFunction::test_missing_data
4.19s call     tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[True]
4.09s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-map]
3.99s call     tests/model/test_core.py::TestImputationMissingData::test_missing_with_predictors
3.81s call     tests/model/test_core.py::test_model_logp_fast_compile
3.80s call     tests/sampling/test_mcmc.py::TestSample::test_default_sample_does_not_set_global_seed
3.77s call     tests/sampling/test_mcmc.py::TestSample::test_sample_callback
3.73s call     tests/sampling/test_mcmc.py::test_setup_chain_receives_draw_counts[multiprocess]
3.71s call     tests/sampling/test_mcmc.py::test_no_init_nuts_compound
3.67s call     tests/sampling/test_mcmc.py::TestSampleReturn::test_logs_sampler_warnings[2]
3.49s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[ADVI+adapt_diag]
3.35s call     tests/sampling/test_mcmc.py::TestType::test_float64
========== 257 passed, 6 skipped, 209 warnings in 496.15s (0:08:16) ===========

============================ slowest 50 durations =============================
63.54s setup    tests/step_methods/test_metropolis.py::TestMetropolisUniform::test_kstest
43.86s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update[batched_dist4]
43.32s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update[batched_dist3]
38.18s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSLKJCholeskyCov::test_kstest
20.68s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSUniform::test_kstest
20.26s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSUniform3::test_kstest
19.41s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSUniform2::test_kstest
13.25s setup    tests/step_methods/test_slicer.py::TestSliceUniform::test_kstest
11.63s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSBetaBinomial::test_kstest
11.39s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSNormal::test_kstest
11.19s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSStudentT::test_kstest
8.09s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update[batched_dist2]
6.98s call     tests/step_methods/hmc/test_nuts.py::TestNutsCheckTrace::test_multiple_samplers
6.59s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update[batched_dist1]
6.26s call     tests/step_methods/hmc/test_nuts.py::TestNutsCheckTrace::test_emits_energy_warnings
5.88s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update[batched_dist0]
5.11s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update_different_scales
4.79s call     tests/step_methods/test_metropolis.py::TestStepMetropolis::test_step_continuous[<function TestStepMetropolis.<lambda> at 0x000001C1589FC180>-4000]
4.74s call     tests/step_methods/test_metropolis.py::TestStepMetropolis::test_step_categorical[uniform]
4.14s call     tests/step_methods/test_metropolis.py::TestStepMetropolis::test_step_discrete
3.77s call     tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_tuning_epsilon_parallel
3.18s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_tuning_reset
2.70s call     tests/step_methods/test_compound.py::TestCompoundStep::test_name
2.54s call     tests/step_methods/hmc/test_nuts.py::TestNutsCheckTrace::test_bad_init_nonparallel
2.30s call     tests/step_methods/test_metropolis.py::TestStepMetropolis::test_step_categorical[proportional]
2.12s call     tests/step_methods/test_slicer.py::TestStepSlicer::test_step_continuous[<function TestStepSlicer.<lambda> at 0x000001C1589FD6C0>-2000]
2.05s call     tests/step_methods/test_compound.py::TestStatsBijection::test_flatten_steps
1.91s call     tests/step_methods/test_compound.py::TestStepCompound::test_step_continuous[<function TestStepCompound.<lambda> at 0x000001C1589FF6A0>-1000]
1.74s call     tests/step_methods/hmc/test_nuts.py::TestNutsCheckTrace::test_sampler_stats
1.62s call     tests/step_methods/test_compound.py::TestCompoundStep::test_non_blocked
1.57s call     tests/step_methods/hmc/test_nuts.py::TestStepNUTS::test_step_continuous[<lambda>-1000_0]
1.53s call     tests/step_methods/hmc/test_nuts.py::TestStepNUTS::test_step_continuous[<lambda>-1000_1]
1.43s call     tests/step_methods/test_slicer.py::TestStepSlicer::test_step_continuous[<function TestStepSlicer.<lambda> at 0x000001C1589FD800>-2000]
1.40s call     tests/step_methods/test_metropolis.py::TestDEMetropolis::test_demcmc_tune_parameter
1.11s call     tests/step_methods/hmc/test_hmc.py::TestStepHamiltonianMC::test_step_continuous[<lambda>-1000_1]
1.09s call     tests/step_methods/hmc/test_hmc.py::TestStepHamiltonianMC::test_step_continuous[<lambda>-1000_0]
1.07s call     tests/step_methods/hmc/test_hmc.py::test_leapfrog_reversible
0.95s call     tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_tuning_lambda_sequential
0.92s call     tests/step_methods/test_compound.py::TestStatsMetadata::test_stats_from_steps
0.91s 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]
0.79s call     tests/step_methods/test_compound.py::TestCompoundStep::test_blocked
0.68s call     tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_tuning_none
0.29s call     tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_custom_proposal_dist
0.28s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_multinomial_no_elemwise_update
0.27s call     tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_tune_drop_fraction
0.26s call     tests/step_methods/test_metropolis.py::TestRVsAssignmentMetropolis::test_discrete_steps[CategoricalGibbsMetropolis]
0.23s call     tests/step_methods/hmc/test_hmc.py::test_nuts_tuning
0.23s call     tests/step_methods/test_compound.py::TestRVsAssignmentCompound::test_compound_step
0.21s call     tests/step_methods/hmc/test_nuts.py::TestNutsCheckTrace::test_bad_init_parallel
=========== 118 passed, 6 skipped, 34 warnings in 408.54s (0:06:48) ===========

============================= slowest 50 durations =============================
18.77s call     tests/distributions/test_transform.py::TestLJKCholeskyCorrTransform::test_log_jac_det
16.24s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-advi]
16.18s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_dirichlet[a1-None]
15.08s call     tests/distributions/test_transform.py::test_simplex
11.87s call     tests/distributions/test_transform.py::test_interval
11.77s call     tests/distributions/test_dist_math.py::test_multinomial_check_parameters
11.68s call     tests/tuning/test_starting.py::test_find_MAP
11.50s call     tests/sampling/test_mcmc.py::test_step_args
10.40s call     tests/distributions/test_transform.py::test_simplex_bounds
10.14s call     tests/sampling/test_mcmc.py::test_sample_var_names
9.95s call     tests/distributions/test_transform.py::test_ordered
9.17s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_half_normal_ordered[sigma1-size1]
9.15s call     tests/tuning/test_starting.py::test_find_MAP_discrete
7.53s call     tests/distributions/test_dist_math.py::TestI0e::test_grad
7.39s call     tests/distributions/test_transform.py::TestLJKCholeskyCorrTransform::test_backward
7.33s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_other[lower2-upper2-size2-transform2]
7.24s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[advi]
6.57s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_other[0.5-5.5-size1-transform1]
6.27s call     tests/sampling/test_mcmc.py::TestSample::test_sample_init[advi]
5.85s call     tests/sampling/test_mcmc.py::TestType::test_float32
5.84s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_mvnormal_transform[transform0-mu0-cov0-None-shape0]
5.72s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_dirichlet[a0-None]
5.66s call     tests/sampling/test_mcmc.py::test_sample_find_MAP_does_not_modify_start
5.37s call     tests/distributions/test_transform.py::TestLJKCholeskyCorrTransform::test_backward_produces_valid_cholesky_corr[3]
5.31s call     tests/sampling/test_parallel.py::test_remote_pipe_closed
5.30s call     tests/distributions/test_transform.py::TestCholeskyCovTransform::test_log_jac_det
5.04s call     tests/distributions/test_transform.py::test_logodds
5.02s call     tests/distributions/test_transform.py::test_log_exp_m1
4.60s call     tests/tuning/test_starting.py::test_find_MAP_issue_4488
4.28s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_triangular[-10-0-200-size1]
4.06s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[advi_map]
4.02s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_ordered[0.0-1.0-size0]
4.02s call     tests/sampling/test_mcmc.py::test_blas_cores
3.97s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform[0.5-5.5-size1]
3.93s call     tests/tuning/test_scaling.py::test_guess_scaling
3.93s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_ordered[lower1-upper1-size1]
3.91s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_other[0.0-1.0-size0-transform0]
3.87s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_beta[0.5-0.5-size1]
3.87s call     tests/distributions/test_transform.py::test_log
3.84s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_half_normal[5.0-size1]
3.78s call     tests/distributions/test_dist_math.py::test_logpow_stabilization_reaches_logp
3.69s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-advi]
3.69s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-advi]
3.67s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-advi]
3.65s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_half_normal_ordered[2.5-size0]
3.56s call     tests/distributions/test_transform.py::test_upperbound
3.47s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_vonmises[-0.5-5.5-size1]
3.43s call     tests/sampling/test_mcmc.py::TestType::test_float64
3.37s call     tests/distributions/test_transform.py::test_chain_jacob_det
3.29s call     tests/sampling/test_parallel.py::test_explicit_sample[spawn]
=========== 256 passed, 8 skipped, 14 warnings in 527.68s (0:08:47) ============

============================ slowest 50 durations =============================
32.21s setup    tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[FITC]
20.89s call     tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[FITC]
15.49s call     tests/smc/test_smc.py::TestSMC::test_marginal_likelihood
15.04s call     tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[VFE]
12.15s call     tests/ode/test_ode.py::TestSensitivityInitialCondition::test_sens_ic_vector_2_param_tensor
10.30s call     tests/smc/test_smc.py::TestMHKernel::test_normal_model
9.64s call     tests/smc/test_smc.py::TestSMC::test_return_datatype[2]
9.13s call     tests/ode/test_ode.py::TestDiffEqModel::test_vector_ode_2_param
8.04s call     tests/ode/test_ode.py::TestDiffEqModel::test_vector_ode_1_param
7.96s call     tests/sampling/test_parallel.py::test_remote_pipe_closed
6.72s call     tests/ode/test_ode.py::TestSensitivityInitialCondition::test_sens_ic_vector_1_param
6.57s call     tests/smc/test_smc.py::TestSMC::test_sample[sequential]
6.47s call     tests/ode/test_ode.py::test_simulate
6.44s call     tests/smc/test_smc.py::TestSMC::test_sample[parallel]
5.84s call     tests/smc/test_smc.py::TestSMC::test_parallel_custom
5.54s call     tests/sampling/test_parallel.py::test_sampling_with_random_generator_matches[2]
5.53s call     tests/smc/test_smc.py::test_smc_with_custom_op
5.33s call     tests/sampling/test_parallel.py::test_spawn_densitydist_bound_method
5.13s call     tests/sampling/test_parallel.py::test_iterator
5.10s call     tests/ode/test_ode.py::TestSensitivityInitialCondition::test_sens_ic_vector_3_params
4.98s call     tests/smc/test_smc.py::TestSMC::test_unobserved_categorical
4.65s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveLatent
4.57s call     tests/smc/test_smc.py::TestSMC::test_convergence_checks
4.56s call     tests/gp/test_cov.py::TestCovAdd::test_rightadd_whitenoise
4.40s call     tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[DTC]
4.39s call     tests/gp/test_cov.py::TestCovAdd::test_symadd_cov
4.38s call     tests/smc/test_smc.py::TestSMC::test_start
4.36s call     tests/gp/test_cov.py::TestCovKron::test_multiops
4.36s call     tests/smc/test_smc.py::TestSMC::test_unobserved_bernoulli
4.26s setup    tests/gp/test_gp.py::TestMarginalKron::testMarginalKronvsMarginalpredict
4.09s call     tests/smc/test_smc.py::TestSMC::test_ordered
3.99s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginalApprox[FITC]
3.94s call     tests/gp/test_cov.py::TestStability::test_stable
3.93s call     tests/sampling/test_parallel.py::test_explicit_sample[spawn]
3.93s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginalApprox[VFE]
3.90s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginalApprox[DTC]
3.90s call     tests/ode/test_ode.py::TestSensitivityInitialCondition::test_sens_ic_vector_2_param
3.79s call     tests/gp/test_gp.py::TestMarginalVsLatent::testLatentMultioutput
3.64s call     tests/gp/test_gp.py::TestLatentKron::testLatentKronvsLatent
3.57s call     tests/sampling/test_parallel.py::test_context
3.35s setup    tests/gp/test_gp.py::TestMarginalKron::testMarginalKronvsMarginal
3.32s setup    tests/gp/test_gp.py::TestMarginalKron::testMarginalKronRaises
3.25s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginal
3.25s call     tests/sampling/test_parallel.py::test_spawn_densitydist_function
3.10s call     tests/gp/test_gp.py::TestTP::testTPvsLatent
2.90s call     tests/sampling/test_parallel.py::test_bad_unpickle
2.77s call     tests/gp/test_cov.py::TestCovExponentiation::test_covexp_shared
2.63s call     tests/gp/test_gp.py::TestMarginalKron::testMarginalKronvsMarginalpredict
2.43s call     tests/ode/test_ode.py::TestDiffEqModel::test_scalar_ode_2_param
2.42s call     tests/ode/test_ode.py::TestDiffEqModel::test_scalar_ode_1_param
=========== 180 passed, 5 skipped, 28 warnings in 375.91s (0:06:15) ===========

============================= slowest 50 durations =============================
45.48s call     tests/dims/test_model.py::test_complex_model
24.84s call     tests/dims/test_model.py::test_simple_model
18.88s call     tests/dims/distributions/test_vector.py::test_dirichlet
15.81s call     tests/dims/distributions/test_core.py::test_multivariate_distribution_dims
13.18s call     tests/dims/distributions/test_vector.py::test_zerosumnormal_batch_sigma
13.17s call     tests/dims/test_model.py::test_zerosumnormal_model
7.76s call     tests/dims/distributions/test_core.py::test_density_helpers[True-True-True]
7.18s call     tests/dims/distributions/test_core.py::test_density_helpers[True-False-True]
6.98s call     tests/dims/distributions/test_core.py::test_density_helpers[True-False-False]
6.74s call     tests/dims/distributions/test_core.py::test_density_helpers[True-True-False]
4.81s call     tests/dims/distributions/test_core.py::test_distribution_dims
3.79s call     tests/dims/distributions/test_vector.py::test_categorical
3.78s call     tests/dims/distributions/test_scalar.py::test_uniform_transposed
0.68s call     tests/dims/distributions/test_core.py::test_density_helpers[False-True-True]
0.67s call     tests/dims/distributions/test_core.py::test_density_helpers[False-True-False]
0.55s call     tests/dims/test_model.py::test_data
0.44s call     tests/dims/distributions/test_scalar.py::test_truncated_normal
0.39s call     tests/dims/distributions/test_scalar.py::test_studentt
0.22s call     tests/dims/distributions/test_scalar.py::test_halfstudentt
0.22s call     tests/dims/distributions/test_scalar.py::test_uniform
0.20s call     tests/dims/distributions/test_scalar.py::test_beta
0.17s call     tests/dims/distributions/test_core.py::test_density_helpers[False-False-False]
0.17s call     tests/dims/distributions/test_scalar.py::test_inverse_gamma
0.17s call     tests/dims/distributions/test_core.py::test_density_helpers[False-False-True]
0.16s call     tests/dims/distributions/test_scalar.py::test_lognormal
0.14s call     tests/dims/distributions/test_censored.py::test_censored_basic[1--1]
0.14s call     tests/dims/distributions/test_scalar.py::test_halfnormal
0.14s call     tests/dims/distributions/test_vector.py::test_zerosumnormal
0.13s call     tests/dims/distributions/test_scalar.py::test_normal
0.12s call     tests/dims/distributions/test_scalar.py::test_negative_binomial
0.12s call     tests/dims/distributions/test_vector.py::test_mvnormal
0.12s call     tests/dims/distributions/test_censored.py::test_censored_basic[1-None]
0.11s call     tests/dims/distributions/test_scalar.py::test_exponential
0.11s call     tests/dims/distributions/test_censored.py::test_censored_basic[None--1]
0.10s call     tests/dims/distributions/test_scalar.py::test_gamma
0.08s call     tests/dims/distributions/test_censored.py::test_censored_basic[None-None]
0.07s call     tests/dims/distributions/test_scalar.py::test_laplace
0.07s call     tests/dims/distributions/test_scalar.py::test_weibull
0.06s call     tests/dims/distributions/test_scalar.py::test_halfcauchy
0.06s call     tests/dims/distributions/test_scalar.py::test_poisson
0.05s call     tests/dims/test_model.py::test_model_table_dims
0.05s call     tests/dims/distributions/test_scalar.py::test_cauchy
0.03s call     tests/dims/distributions/test_scalar.py::test_halfflat
0.03s call     tests/dims/distributions/test_scalar.py::test_diracdelta[float]
0.03s call     tests/dims/distributions/test_scalar.py::test_diracdelta[int]
0.02s call     tests/dims/distributions/test_scalar.py::test_diracdelta_observed
0.02s call     tests/dims/distributions/test_scalar.py::test_diracdelta_scalar
0.02s call     tests/dims/distributions/test_scalar.py::test_flat
0.01s call     tests/dims/test_model.py::test_model_table_xtensor_without_registered_dims
0.01s call     tests/dims/distributions/test_censored.py::test_censored_dims
======================== 52 passed in 186.30s (0:03:06) ========================

============================= slowest 50 durations =============================
17.10s call     tests/distributions/test_transform.py::TestLJKCholeskyCorrTransform::test_log_jac_det
10.86s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-advi]
10.29s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_dirichlet[a0-None]
9.70s call     tests/sampling/test_mcmc.py::test_step_args
9.28s call     tests/distributions/test_transform.py::TestLJKCholeskyCorrTransform::test_backward
8.71s call     tests/distributions/test_dist_math.py::TestI0e::test_grad
8.11s call     tests/distributions/test_transform.py::test_simplex_bounds
7.74s call     tests/distributions/test_transform.py::test_ordered
7.62s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_dirichlet[a1-None]
7.61s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_half_normal_ordered[sigma1-size1]
6.93s call     tests/sampling/test_mcmc.py::test_sample_var_names
6.31s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_mvnormal_transform[transform0-mu0-cov0-None-shape0]
5.88s call     tests/distributions/test_transform.py::test_interval
5.87s call     tests/distributions/test_transform.py::TestLJKCholeskyCorrTransform::test_backward_produces_valid_cholesky_corr[3]
5.71s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_beta_ordered[a1-b1-size1]
5.68s call     tests/distributions/test_transform.py::TestCholeskyCovTransform::test_log_jac_det
5.67s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[advi]
5.43s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-advi]
5.42s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[map]
5.41s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-advi]
5.34s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-advi]
4.75s call     tests/sampling/test_mcmc.py::TestSample::test_sample_init[advi]
4.52s call     tests/tuning/test_starting.py::test_find_MAP
4.47s call     tests/distributions/test_transform.py::test_simplex
4.29s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-2-advi]
4.19s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_dirichlet[a2-size2]
4.19s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_other[0.5-5.5-size1-transform1]
4.11s call     tests/sampling/test_mcmc.py::test_sample_find_MAP_does_not_modify_start
4.05s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_vonmises_ordered[mu1-kappa1-size1]
4.05s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_ordered[lower1-upper1-size1]
4.04s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_mvnormal_transform[transform0-mu1-cov1-size1-shape1]
4.02s call     tests/distributions/test_dist_math.py::test_multinomial_check_parameters
3.91s call     tests/sampling/test_mcmc.py::test_blas_cores
3.77s call     tests/distributions/test_transform.py::test_logodds
3.54s call     tests/tuning/test_starting.py::test_find_MAP_discrete
3.40s call     tests/distributions/test_transform.py::test_chain_jacob_det
3.38s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-1-advi]
3.37s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-jitter+adapt_diag]
3.34s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-1-advi]
3.33s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-1-advi]
3.33s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-1-advi]
3.30s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-1-advi]
3.27s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-2-advi]
3.27s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-2-advi]
3.18s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-map]
3.13s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-map]
3.12s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-map]
3.11s call     tests/sampling/test_mcmc.py::TestSample::test_sample_does_not_rely_on_external_global_seeding
2.98s call     tests/distributions/test_transform.py::test_log_exp_m1
2.94s call     tests/distributions/test_transform.py::test_sum_to_1
=========== 256 passed, 8 skipped, 22 warnings in 435.61s (0:07:15) ============

============================= slowest 50 durations =============================
24.03s call     tests/logprob/test_transform_value.py::test_default_value_transform_logprob[pt_dist17-dist_params17-<lambda>-size17]
16.95s call     tests/logprob/test_transform_value.py::test_default_value_transform_logprob[pt_dist16-dist_params16-<lambda>-None]
14.06s call     tests/backends/test_mcbackend.py::test_make_runmeta_and_point_fn
13.31s call     tests/logprob/test_transforms.py::TestTransform::test_check_jac_det[transform2]
11.51s call     tests/logprob/test_transform_value.py::test_default_value_transform_logprob[pt_dist15-dist_params15-<lambda>-size15]
10.17s call     tests/distributions/test_truncated.py::test_truncated_multiple_rngs
9.17s call     tests/logprob/test_transforms.py::test_extra_bijective_rv_transforms[pt_transform2-transform2]
8.47s setup    tests/backends/test_zarr.py::test_record[single_step-include_transformed-frequent_writes]
8.41s call     tests/logprob/test_tensor.py::test_measurable_join_multivariate[size19-10-size29-10-2-False-2]
8.24s call     tests/logprob/test_scan.py::test_scan_joint_logprob[False]
7.28s call     tests/distributions/test_truncated.py::test_truncated_inference
6.81s call     tests/distributions/test_truncated.py::test_truncation_continuous_random[False-True-rejection--1-inf]
6.55s call     tests/backends/test_mcbackend.py::TestMcBackendSampling::test_return_multitrace[False]
6.09s call     tests/logprob/test_binary.py::test_discrete_rv_comparison_bitwise[comparison_op0-<lambda>-<lambda>-inputs0]
6.02s call     tests/logprob/test_mixture.py::test_hetero_mixture_binomial[p_val2-size2-True]
5.92s call     tests/logprob/test_tensor.py::test_measurable_join_multivariate[size15-10-size25-10-1-True-1]
5.90s call     tests/distributions/test_truncated.py::test_truncated_custom_dist_indexed_argument[rv_op0]
5.51s call     tests/logprob/test_transform_value.py::test_scan_transform
5.40s call     tests/logprob/test_composite_logprob.py::test_affine_join_interdependent[False]
5.02s call     tests/logprob/test_transforms.py::test_monotonically_decreasing_transform_logcdf[pt_transform1-transform1]
4.95s call     tests/logprob/test_mixture.py::test_switch_mixture_vector[True]
4.84s call     tests/logprob/test_transforms.py::TestLocScaleRVTransform::test_scale_transform_rv[rv_size2-matrix-False]
4.82s call     tests/distributions/test_truncated.py::test_truncation_continuous_random[False-False-rejection--1-inf]
4.59s call     tests/logprob/test_transforms.py::TestLocScaleRVTransform::test_loc_transform_rv[rv_size2-col-True]
4.54s call     tests/logprob/test_cumsum.py::test_bernoulli_cumsum[size4-0]
4.48s call     tests/logprob/test_cumsum.py::test_normal_cumsum[size4-0]
4.46s call     tests/logprob/test_cumsum.py::test_bernoulli_cumsum[size2-0]
4.40s call     tests/distributions/test_truncated.py::test_change_truncated_size
4.36s call     tests/logprob/test_transforms.py::TestTransform::test_check_jac_det[transform0]
4.35s call     tests/logprob/test_tensor.py::TestMeasurableIdentityOps::test_scalar_from_tensor
4.24s call     tests/logprob/test_tensor.py::TestMeasurableJoinSplitDims::test_multivariate_indirect_join_within_batch
4.16s call     tests/distributions/test_truncated.py::test_vectorized_bounds
4.15s call     tests/backends/test_mcbackend.py::test_get_variables_and_point_fn
4.12s call     tests/logprob/test_scan.py::test_scan_non_pure_rv_output
4.01s call     tests/logprob/test_tensor.py::TestMeasurableJoinSplitDims::test_multivariate_indirect_join_within_support
3.94s call     tests/logprob/test_cumsum.py::test_normal_cumsum[size2-0]
3.94s call     tests/logprob/test_mixture.py::test_scalar_switch_mixture
3.90s call     tests/logprob/test_tensor.py::test_measurable_broadcast
3.82s call     tests/logprob/test_transform_value.py::test_weakref_leak
3.78s call     tests/logprob/test_mixture.py::test_hetero_mixture_categorical[X_args6-Y_args6-Z_args6-p_val6-comp_size6-idx_size6-extra_indices6-0-True]
3.77s call     tests/logprob/test_mixture.py::test_mixture_basics
3.76s call     tests/logprob/test_cumsum.py::test_bernoulli_cumsum[size5-1]
3.75s call     tests/logprob/test_tensor.py::test_measurable_join_univariate[size16-size26-2-False]
3.75s call     tests/logprob/test_tensor.py::test_measurable_join_univariate[size14-size24-0-False]
3.75s call     tests/logprob/test_cumsum.py::test_normal_cumsum[size5-1]
3.74s call     tests/logprob/test_tensor.py::test_measurable_join_univariate[size15-size25-1-False]
3.68s call     tests/logprob/test_tensor.py::test_measurable_join_multivariate[size17-5-size27-5-0-False-0]
3.68s call     tests/logprob/test_transforms.py::TestLocScaleRVTransform::test_scale_transform_rv[1-scale_type1-True]
3.63s call     tests/logprob/test_checks.py::test_specify_shape_logprob
3.60s call     tests/logprob/test_transforms.py::TestLocScaleRVTransform::test_scale_transform_rv[rv_size0-scalar-True]
====

============================ slowest 50 durations =============================
41.80s setup    tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[FITC]
22.14s call     tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[FITC]
15.45s call     tests/smc/test_smc.py::TestSMC::test_marginal_likelihood
14.95s call     tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[VFE]
12.31s call     tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[DTC]
10.41s call     tests/smc/test_smc.py::TestMHKernel::test_normal_model
10.27s call     tests/smc/test_smc.py::TestSMC::test_return_datatype[2]
10.15s setup    tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[DTC]
10.05s setup    tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[VFE]
9.63s call     tests/ode/test_ode.py::TestDiffEqModel::test_vector_ode_1_param
9.11s call     tests/ode/test_ode.py::TestDiffEqModel::test_vector_ode_2_param
8.28s call     tests/smc/test_smc.py::test_smc_with_custom_op
7.46s call     tests/smc/test_smc.py::TestSMC::test_unobserved_categorical
7.29s call     tests/smc/test_smc.py::TestSMC::test_sample[parallel]
6.97s call     tests/gp/test_gp.py::TestMarginalVsLatent::testLatentMultioutput
6.75s call     tests/gp/test_gp.py::TestLatentKron::testLatentKronvsLatent
6.62s call     tests/smc/test_smc.py::TestSMC::test_sample[sequential]
6.21s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveLatent
6.16s call     tests/ode/test_ode.py::test_simulate
6.09s call     tests/sampling/test_parallel.py::test_sampling_with_random_generator_matches[2]
6.03s call     tests/gp/test_cov.py::TestCovAdd::test_rightadd_whitenoise
5.94s call     tests/smc/test_smc.py::TestSMC::test_parallel_custom
5.44s call     tests/sampling/test_parallel.py::test_iterator
5.26s call     tests/sampling/test_parallel.py::test_remote_pipe_closed
5.22s call     tests/smc/test_smc.py::TestSMC::test_convergence_checks
4.97s call     tests/sampling/test_parallel.py::test_spawn_densitydist_bound_method
4.76s call     tests/gp/test_cov.py::TestCovKron::test_multiops
4.23s call     tests/gp/test_cov.py::TestCovAdd::test_symadd_cov
4.12s setup    tests/gp/test_gp.py::TestMarginalKron::testMarginalKronvsMarginalpredict
4.11s call     tests/smc/test_smc.py::TestSMC::test_unobserved_bernoulli
4.07s call     tests/ode/test_ode.py::TestDiffEqModel::test_scalar_ode_2_param
4.00s call     tests/smc/test_smc.py::TestSMC::test_start
3.84s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginal
3.83s call     tests/gp/test_gp.py::TestMarginalVsLatent::testLatent2
3.78s call     tests/sampling/test_parallel.py::test_context
3.60s call     tests/gp/test_cov.py::TestStability::test_stable
3.55s call     tests/sampling/test_parallel.py::test_explicit_sample[spawn]
3.51s call     tests/gp/test_gp.py::TestTP::testTPvsLatent
3.50s call     tests/sampling/test_parallel.py::test_spawn_densitydist_function
3.47s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginalApprox[FITC]
3.42s setup    tests/gp/test_gp.py::TestMarginalKron::testMarginalKronRaises
3.38s setup    tests/gp/test_gp.py::TestMarginalKron::testMarginalKronvsMarginal
3.31s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginalApprox[DTC]
3.17s call     tests/ode/test_ode.py::TestDiffEqModel::test_scalar_ode_1_param
3.10s call     tests/gp/test_cov.py::TestWhiteNoise::test_1d
3.06s setup    tests/gp/test_gp.py::TestLatentKron::testLatentKronvsLatent
3.05s call     tests/sampling/test_parallel.py::test_bad_unpickle
3.01s call     tests/gp/test_gp.py::TestTP::testTPvsLatentReparameterized
2.83s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginalApprox[VFE]
2.73s call     tests/smc/test_smc.py::TestSMC::test_discrete_rounding_proposal
=========== 180 passed, 5 skipped, 42 warnings in 414.68s (0:06:54) ===========

============================= slowest 50 durations =============================
19.64s call     tests/logprob/test_transform_value.py::test_default_value_transform_logprob[pt_dist17-dist_params17-<lambda>-size17]
18.60s call     tests/logprob/test_transform_value.py::test_weakref_leak
15.27s call     tests/distributions/test_truncated.py::test_truncated_multiple_rngs
13.20s call     tests/logprob/test_transforms.py::TestTransform::test_check_jac_det[transform2]
12.94s call     tests/logprob/test_transform_value.py::test_default_value_transform_logprob[pt_dist16-dist_params16-<lambda>-None]
8.02s call     tests/logprob/test_composite_logprob.py::test_affine_join_interdependent[False]
8.02s call     tests/logprob/test_transforms.py::test_extra_bijective_rv_transforms[pt_transform2-transform2]
7.56s call     tests/logprob/test_scan.py::test_convert_outer_out_to_in_sit_sot
7.38s call     tests/logprob/test_scan.py::test_scan_joint_logprob[False]
6.56s call     tests/logprob/test_mixture.py::test_switch_mixture_vector[True]
5.96s call     tests/logprob/test_transform_value.py::test_default_value_transform_logprob[pt_dist15-dist_params15-<lambda>-size15]
5.91s call     tests/logprob/test_scan.py::test_generative_graph_unchanged
5.38s call     tests/logprob/test_binary.py::test_discrete_rv_comparison_bitwise[comparison_op0-<lambda>-<lambda>-inputs0]
4.99s call     tests/logprob/test_tensor.py::test_measurable_join_multivariate[size19-10-size29-10-2-False-2]
4.85s call     tests/logprob/test_tensor.py::test_measurable_join_multivariate[size15-10-size25-10-1-True-1]
4.80s call     tests/logprob/test_tensor.py::test_measurable_join_univariate[size15-size25-1-False]
4.35s call     tests/logprob/test_tensor.py::test_measurable_join_multivariate[None-2-None-2-0-True-0]
4.35s call     tests/backends/test_mcbackend.py::TestMcBackendSampling::test_return_multitrace[False]
4.26s call     tests/logprob/test_tensor.py::test_measurable_join_multivariate[size12-2-size22-2-0-True-0]
4.24s call     tests/backends/test_zarr.py::test_record[single_step-include_transformed-frequent_writes]
4.22s call     tests/distributions/test_truncated.py::test_truncated_inference
4.06s call     tests/logprob/test_transform_value.py::test_scan_transform
3.92s call     tests/logprob/test_scan.py::test_convert_outer_out_to_in_mit_sot
3.43s call     tests/logprob/test_tensor.py::TestMeasurableSplit::test_multivariate
3.24s call     tests/logprob/test_transforms.py::test_monotonically_decreasing_transform_logcdf[pt_transform1-transform1]
3.20s call     tests/logprob/test_transforms.py::TestTransform::test_check_jac_det[transform0]
3.15s call     tests/backends/test_mcbackend.py::TestMcBackendSampling::test_return_inferencedata[1]
3.10s call     tests/logprob/test_transforms.py::TestTransform::test_fallback_log_jac_det[1]
3.08s call     tests/logprob/test_tensor.py::test_measurable_join_univariate[size12-size22-0-True]
3.03s call     tests/distributions/test_truncated.py::test_truncation_continuous_random[False-False-rejection--1-inf]
2.97s call     tests/distributions/test_truncated.py::test_change_truncated_size
2.96s call     tests/logprob/test_mixture.py::test_hetero_mixture_categorical[X_args1-Y_args1-Z_args1-p_val1-None-idx_size1-extra_indices1-0-True]
2.82s call     tests/logprob/test_tensor.py::test_measurable_join_univariate[size14-size24-0-False]
2.69s call     tests/backends/test_mcbackend.py::TestMcBackendSampling::test_return_inferencedata[3]
2.69s call     tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-discard_tuning-return_idata-discard_warning_stat-parallel_sampling-compute_loglike-sparse_writes]
2.65s call     tests/logprob/test_tensor.py::test_measurable_join_with_constant_input
2.62s call     tests/logprob/test_scan.py::test_scan_joint_logprob[True]
2.61s call     tests/logprob/test_tensor.py::test_measurable_join_multivariate[size17-5-size27-5-0-False-0]
2.58s call     tests/logprob/test_transforms.py::TestLocScaleRVTransform::test_scale_transform_rv[rv_size2-matrix-False]
2.52s call     tests/logprob/test_tensor.py::test_measurable_join_univariate[size16-size26-2-False]
2.49s call     tests/logprob/test_transforms.py::TestPowerRVTransform::test_reciprocal_rv_transform[1.0]
2.47s call     tests/logprob/test_composite_logprob.py::test_affine_join_interdependent[True]
2.44s call     tests/logprob/test_scan.py::test_scan_multiple_output_types
2.44s call     tests/logprob/test_composite_logprob.py::test_nested_scalar_mixtures
2.44s call     tests/logprob/test_tensor.py::TestMeasurableSplit::test_univariate
2.42s call     tests/distributions/test_truncated.py::test_truncation_discrete_random[rejection-2-inf]
2.42s call     tests/backends/test_zarr.py::test_sample[single_step-include_transformed-keep_tuning-return_zarr-discard_warning_stat-parallel_sampling-compute_loglike-sparse_writes]
2.37s call     tests/logprob/test_tensor.py::test_unmeasurable_dimshuffles
2.35s call     tests/backends/test_zarr.py::test_sampling_consistency[compound_step-frequent_writes]
2.31s call     tests/backends/test_zarr.py::test_sample[single_step-include_transformed-discard_tuning-return_zarr-keep_warning_stat-parallel_sampling-compute_loglike-sparse_writes]
==== 768 passed, 64 skipped, 15 xfailed, 1936 warnings in 881.42s (0:14:41) ====

============================ slowest 50 durations =============================
23.25s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-advi]
22.51s call     tests/sampling/test_mcmc.py::test_step_args
16.24s call     tests/sampling/test_mcmc.py::test_sample_var_names
15.69s call     tests/model/test_core.py::TestImputationMissingData::test_missing_multivariate_separable
12.50s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[advi]
10.04s call     tests/model/test_core.py::TestImputationMissingData::test_missing_dual_observations
9.80s call     tests/sampling/test_mcmc.py::test_sample_find_MAP_does_not_modify_start
8.86s call     tests/sampling/test_mcmc.py::TestSample::test_sample_init[advi]
8.66s call     tests/sampling/test_mcmc.py::test_blas_cores
8.56s call     tests/sampling/test_mcmc.py::TestType::test_float32
8.50s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-advi]
8.40s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-advi]
8.39s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-advi]
8.18s call     tests/model/test_core.py::TestValueGradFunction::test_missing_data
7.32s call     tests/model/test_core.py::TestNested::test_nested_model_to_netcdf
7.31s call     tests/sampling/test_mcmc.py::TestSample::test_sample_does_not_rely_on_external_global_seeding
6.98s call     tests/model/test_core.py::TestImputationMissingData::test_coordinates
6.90s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-map]
6.86s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-map]
6.82s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-map]
6.82s call     tests/model/test_core.py::TestTransformArgs::test_default_transform_is_applied
6.61s call     tests/model/test_core.py::TestModelDebug::test_invalid_parameter[logp]
6.47s call     tests/model/test_core.py::TestValueGradFunction::test_edge_case
6.28s call     tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[False]
5.63s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-jitter+adapt_diag]
5.55s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-jitter+adapt_diag]
5.55s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-jitter+adapt_diag]
5.41s call     tests/model/test_core.py::test_model_d2logp[True]
5.30s call     tests/model/test_core.py::TestImputationMissingData::test_interval_missing_observations
5.19s call     tests/model/test_core.py::TestModelDebug::test_invalid_observed_value
5.13s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[map]
4.97s call     tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[True]
4.88s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[advi_map]
4.54s call     tests/sampling/test_mcmc.py::TestType::test_float64
4.36s call     tests/sampling/test_mcmc.py::TestSample::test_default_sample_does_not_set_global_seed
4.31s call     tests/model/test_core.py::TestImputationMissingData::test_truncated_normal
4.28s call     tests/sampling/test_mcmc.py::TestShared::test_sample
4.19s call     tests/model/test_core.py::TestModelDebug::test_invalid_parameter_cant_be_evaluated[logp-True]
3.96s call     tests/sampling/test_mcmc.py::test_no_init_nuts_compound
3.81s call     tests/sampling/test_mcmc.py::test_setup_chain_receives_draw_counts[multiprocess]
3.75s call     tests/sampling/test_mcmc.py::TestSampleReturn::test_logs_sampler_warnings[2]
3.64s call     tests/sampling/test_mcmc.py::TestSample::test_sample_callback
3.63s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-1-advi]
3.56s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-1-advi]
3.55s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-2-advi]
3.43s call     tests/model/test_core.py::TestPytensorRelatedLogpBugs::test_pytensor_switch_broadcast_edge_cases_2
3.39s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-1-advi]
3.34s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-2-advi]
3.34s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-1-advi]
3.33s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-1-advi]
========== 257 passed, 6 skipped, 209 warnings in 502.79s (0:08:22) ===========

============================= slowest 50 durations =============================
21.09s call     tests/distributions/test_timeseries.py::TestAR::test_batched_sigma
17.10s setup    tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[FITC]
16.51s call     tests/gp/test_hsgp_approx.py::TestHSGP::test_prior[cov_func0-centered]
15.49s call     tests/gp/test_hsgp_approx.py::TestHSGPPeriodic::test_prior[100.0-cov_func0]
14.70s call     tests/gp/test_hsgp_approx.py::TestHSGP::test_conditional[cov_func0-centered]
14.63s call     tests/gp/test_hsgp_approx.py::TestHSGPPeriodic::test_conditional_periodic[cov_func0]
14.47s call     tests/gp/test_hsgp_approx.py::TestHSGP::test_conditional[cov_func1-noncentered]
14.41s call     tests/gp/test_hsgp_approx.py::TestHSGP::test_prior[cov_func1-noncentered]
14.22s call     tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[True-omega]
12.25s call     tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[FITC]
11.11s call     tests/distributions/test_timeseries.py::TestGARCH11::test_support_point[size1-expected1]
10.46s call     tests/distributions/test_timeseries.py::TestPredefinedRandomWalk::test_mvgaussian_with_chol_cov_rv[chol]
8.11s call     tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[True-beta_1]
7.91s call     tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[VFE]
7.64s call     tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[False-beta_1]
7.59s call     tests/distributions/test_timeseries.py::TestAR::test_support_point[size1-expected1]
7.59s call     tests/distributions/test_timeseries.py::TestAR::test_batched_size[False]
7.28s call     tests/model/test_core.py::test_model_logp_fast_compile
7.11s call     tests/distributions/test_timeseries.py::TestEulerMaruyama::test_linear_model
6.90s setup    tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[DTC]
6.85s call     tests/distributions/test_timeseries.py::TestPredefinedRandomWalk::test_gaussian_inference
6.81s call     tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[DTC]
6.70s call     tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[True-alpha_1]
6.55s call     tests/distributions/test_timeseries.py::TestEulerMaruyama::test_batched_size[True-1]
6.39s call     tests/distributions/test_timeseries.py::TestGARCH11::test_support_point[None-expected0]
6.07s call     tests/model/test_fgraph.py::test_multivariate_transform
5.86s call     tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[False-omega]
5.81s call     tests/distributions/test_timeseries.py::TestAR::test_batched_rhos
5.79s setup    tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[VFE]
5.74s call     tests/distributions/test_timeseries.py::TestRandomWalk::test_init_logp_multivariate[init_dist0]
5.72s call     tests/distributions/test_timeseries.py::TestEulerMaruyama::test_change_dist_size2
5.61s call     tests/distributions/test_timeseries.py::TestAR::test_change_dist_size
5.54s call     tests/model/test_core.py::TestImputationMissingData::test_missing_dual_observations
5.52s call     tests/distributions/test_timeseries.py::TestRandomWalk::test_support_point[init_dist4-innovation_dist4-9-size4-expected4-False]
5.20s call     tests/distributions/test_timeseries.py::TestAR::test_support_point[None-expected0]
5.20s call     tests/model/test_core.py::test_model_d2logp[True]
5.15s call     tests/distributions/test_timeseries.py::TestRandomWalk::test_inconsistent_steps_and_shape[init_dist0-innovation_dist0-12-shape0]
5.13s call     tests/model/test_core.py::TestImputationMissingData::test_interval_missing_observations
5.06s call     tests/ode/test_ode.py::TestDiffEqModel::test_vector_ode_1_param
5.06s call     tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[False-alpha_1]
4.98s call     tests/gp/test_gp.py::TestLatentKron::testLatentKronvsLatent
4.72s call     tests/distributions/test_timeseries.py::TestAR::test_batched_init_dist
4.59s call     tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[True-initial_vol]
4.58s call     tests/distributions/test_timeseries.py::TestAR::test_batched_size[True]
4.56s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveLatent
4.45s call     tests/distributions/test_timeseries.py::TestAR::test_multivariate_init_dist
4.44s call     tests/model/test_core.py::TestImputationMissingData::test_missing_multivariate_separable
4.43s call     tests/distributions/test_timeseries.py::TestEulerMaruyama::test_change_dist_size1
4.28s call     tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[False-initial_vol]
4.25s call     tests/distributions/test_timeseries.py::TestGARCH11::test_change_dist_size
=========== 498 passed, 2 xfailed, 41 warnings in 582.91s (0:09:42) ============

============================= slowest 50 durations =============================
31.48s call     tests/dims/test_model.py::test_complex_model
17.04s call     tests/dims/distributions/test_core.py::test_multivariate_distribution_dims
14.19s call     tests/dims/test_model.py::test_zerosumnormal_model
11.22s call     tests/dims/test_model.py::test_simple_model
11.06s call     tests/dims/distributions/test_vector.py::test_dirichlet
4.46s call     tests/dims/distributions/test_vector.py::test_categorical
4.16s call     tests/dims/distributions/test_core.py::test_distribution_dims
4.14s call     tests/dims/distributions/test_vector.py::test_zerosumnormal_batch_sigma
4.14s call     tests/dims/distributions/test_core.py::test_density_helpers[True-True-True]
4.10s call     tests/dims/distributions/test_core.py::test_density_helpers[True-False-True]
2.91s call     tests/dims/distributions/test_core.py::test_density_helpers[True-False-False]
2.57s call     tests/dims/distributions/test_core.py::test_density_helpers[False-True-True]
2.29s call     tests/dims/distributions/test_core.py::test_density_helpers[False-True-False]
1.90s call     tests/dims/distributions/test_core.py::test_density_helpers[True-True-False]
1.75s call     tests/dims/distributions/test_core.py::test_density_helpers[False-False-False]
1.19s call     tests/dims/distributions/test_scalar.py::test_uniform_transposed
0.59s call     tests/dims/distributions/test_vector.py::test_mvnormal
0.40s call     tests/dims/test_model.py::test_data
0.40s call     tests/dims/distributions/test_scalar.py::test_truncated_normal
0.23s call     tests/dims/distributions/test_core.py::test_density_helpers[False-False-True]
0.22s call     tests/dims/distributions/test_scalar.py::test_uniform
0.21s call     tests/dims/distributions/test_scalar.py::test_halfstudentt
0.19s call     tests/dims/distributions/test_scalar.py::test_studentt
0.18s call     tests/dims/distributions/test_scalar.py::test_beta
0.16s call     tests/dims/distributions/test_scalar.py::test_inverse_gamma
0.15s call     tests/dims/distributions/test_scalar.py::test_lognormal
0.14s call     tests/dims/distributions/test_censored.py::test_censored_basic[1--1]
0.14s call     tests/dims/distributions/test_scalar.py::test_halfnormal
0.12s call     tests/dims/distributions/test_vector.py::test_zerosumnormal
0.12s call     tests/dims/distributions/test_scalar.py::test_normal
0.11s call     tests/dims/distributions/test_scalar.py::test_negative_binomial
0.11s call     tests/dims/distributions/test_censored.py::test_censored_basic[1-None]
0.11s call     tests/dims/distributions/test_censored.py::test_censored_basic[None--1]
0.10s call     tests/dims/distributions/test_scalar.py::test_exponential
0.10s call     tests/dims/distributions/test_scalar.py::test_gamma
0.07s call     tests/dims/distributions/test_censored.py::test_censored_basic[None-None]
0.07s call     tests/dims/distributions/test_scalar.py::test_weibull
0.07s call     tests/dims/distributions/test_scalar.py::test_laplace
0.06s call     tests/dims/distributions/test_scalar.py::test_halfcauchy
0.06s call     tests/dims/distributions/test_scalar.py::test_poisson
0.05s call     tests/dims/distributions/test_scalar.py::test_cauchy
0.04s call     tests/dims/test_model.py::test_model_table_dims
0.03s call     tests/dims/distributions/test_scalar.py::test_halfflat
0.03s call     tests/dims/distributions/test_scalar.py::test_diracdelta[float]
0.03s call     tests/dims/distributions/test_scalar.py::test_diracdelta[int]
0.02s call     tests/dims/distributions/test_scalar.py::test_diracdelta_observed
0.02s call     tests/dims/distributions/test_scalar.py::test_flat
0.02s call     tests/dims/distributions/test_scalar.py::test_diracdelta_scalar
0.01s call     tests/dims/test_model.py::test_model_table_xtensor_without_registered_dims
0.01s call     tests/dims/distributions/test_censored.py::test_censored_dims
======================== 52 passed in 131.34s (0:02:11) ========================

============================= slowest 50 durations =============================
24.29s call     tests/distributions/test_timeseries.py::TestAR::test_batched_sigma
22.48s setup    tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[FITC]
20.61s call     tests/distributions/test_timeseries.py::TestPredefinedRandomWalk::test_gaussian_inference
19.50s call     tests/gp/test_hsgp_approx.py::TestHSGP::test_prior[cov_func0-centered]
17.37s call     tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[True-omega]
17.22s call     tests/gp/test_hsgp_approx.py::TestHSGPPeriodic::test_prior[100.0-cov_func0]
17.09s call     tests/distributions/test_timeseries.py::TestAR::test_batched_size[False]
16.80s call     tests/gp/test_hsgp_approx.py::TestHSGPPeriodic::test_conditional_periodic[cov_func0]
16.39s call     tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[FITC]
15.82s call     tests/gp/test_hsgp_approx.py::TestHSGP::test_conditional[cov_func0-centered]
15.81s call     tests/gp/test_hsgp_approx.py::TestHSGP::test_conditional[cov_func1-noncentered]
15.71s call     tests/distributions/test_timeseries.py::TestPredefinedRandomWalk::test_mvgaussian_with_chol_cov_rv[chol]
14.71s call     tests/gp/test_hsgp_approx.py::TestHSGP::test_prior[cov_func1-noncentered]
12.89s call     tests/model/test_core.py::TestImputationMissingData::test_missing_multivariate_separable
12.70s call     tests/distributions/test_timeseries.py::TestEulerMaruyama::test_linear_model
11.63s call     tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[VFE]
9.58s call     tests/distributions/test_timeseries.py::TestEulerMaruyama::test_batched_size[True-1]
9.22s call     tests/distributions/test_timeseries.py::TestGARCH11::test_support_point[size1-expected1]
8.06s call     tests/model/transform/test_conditioning.py::test_change_value_transforms
7.88s call     tests/distributions/test_timeseries.py::TestAR::test_batched_rhos
7.69s call     tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[True-alpha_1]
7.62s call     tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[True-beta_1]
7.41s call     tests/model/test_core.py::TestImputationMissingData::test_missing_dual_observations
7.10s call     tests/distributions/test_timeseries.py::TestAR::test_batched_size[True]
6.26s call     tests/distributions/test_timeseries.py::TestEulerMaruyama::test_batched_size[True-2]
5.87s call     tests/distributions/test_timeseries.py::TestGARCH11::test_logp
5.66s call     tests/model/test_core.py::TestValueGradFunction::test_missing_data
5.65s call     tests/ode/test_ode.py::TestSensitivityInitialCondition::test_sens_ic_vector_2_param_tensor
5.58s call     tests/ode/test_ode.py::TestSensitivityInitialCondition::test_sens_ic_vector_1_param
4.91s call     tests/distributions/test_timeseries.py::TestRandomWalk::test_init_logp_multivariate[init_dist0]
4.88s call     tests/model/test_core.py::TestModelDebug::test_invalid_observed_value
4.60s call     tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[False-omega]
4.49s call     tests/ode/test_ode.py::TestSensitivityInitialCondition::test_sens_ic_vector_3_params
4.45s call     tests/model/test_core.py::test_model_logp_fast_compile
4.36s call     tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[False-alpha_1]
4.33s call     tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[False-beta_1]
4.17s call     tests/model/test_core.py::TestImputationMissingData::test_interval_missing_observations
4.04s call     tests/model/test_core.py::TestTransformArgs::test_default_transform_is_applied
3.93s call     tests/model/test_core.py::TestImputationMissingData::test_truncated_normal
3.88s call     tests/ode/test_ode.py::TestDiffEqModel::test_vector_ode_1_param
3.80s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveLatent
3.68s call     tests/distributions/test_timeseries.py::TestGARCH11::test_support_point[None-expected0]
3.65s call     tests/distributions/test_timeseries.py::TestAR::test_batched_init_dist
3.62s call     tests/ode/test_ode.py::TestDiffEqModel::test_vector_ode_2_param
3.51s call     tests/ode/test_ode.py::TestSensitivityInitialCondition::test_sens_ic_vector_2_param
3.47s call     tests/model/test_fgraph.py::test_fgraph_rewrite
3.40s call     tests/gp/test_cov.py::TestCovKron::test_multiops
3.30s call     tests/distributions/test_timeseries.py::TestAR::test_support_point[size1-expected1]
3.27s call     tests/gp/test_gp.py::TestMarginalVsLatent::testLatentMultioutput
3.19s call     tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[DTC]
=========== 498 passed, 2 xfailed, 31 warnings in 621.25s (0:10:21) ============

============================= slowest 50 durations =============================
10.23s call     tests/distributions/test_simulator.py::TestSimulator::test_multiple_simulators
9.31s call     tests/distributions/test_simulator.py::TestSimulator::test_one_gaussian
8.02s call     tests/distributions/test_simulator.py::TestSimulator::test_nested_simulators
6.22s call     tests/sampling/test_forward.py::TestSamplePriorPredictive::test_multivariate2
5.85s call     tests/distributions/test_discrete.py::TestLogitCategorical::test_distribution
5.22s call     tests/distributions/test_custom.py::TestCustomSymbolicDist::test_inferred_logp_mixture
5.10s call     tests/distributions/test_simulator.py::TestSimulator::test_simulator_metropolis_mcmc
5.06s call     tests/distributions/test_censored.py::TestCensored::test_censored_workflow[False]
5.02s call     tests/distributions/test_censored.py::TestCensored::test_censored_categorical
4.74s call     tests/distributions/test_custom.py::TestCustomSymbolicDist::test_custom_dist_default_support_point_scan
4.72s call     tests/distributions/test_censored.py::TestCensored::test_censored_workflow[True]
4.26s call     tests/sampling/test_forward.py::TestNestedRandom::test_ZeroInflatedNegativeBinomial[10-(4, 3)-(0.5, (3,))-(None, (3,))-(None, (3,))]
4.19s setup    tests/sampling/test_forward.py::TestSamplePPC::test_logging_sampled_basic_rvs_posterior_mutable[MultiTrace]
3.87s call     tests/sampling/test_forward.py::TestSamplePriorPredictive::test_zeroinflatedpoisson
3.78s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_hypergeometric
3.76s call     tests/distributions/test_custom.py::TestCustomSymbolicDist::test_scan
3.38s call     tests/distributions/test_custom.py::TestCustomSymbolicDist::test_custom_dist_default_support_point_scan_recurring
3.17s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_beta_binomial
3.15s call     tests/distributions/test_simulator.py::TestSimulator::test_custom_dist_sum_stat[float32]
3.12s call     tests/distributions/test_discrete.py::TestBetaBinomial::test_distribution
2.93s call     tests/distributions/test_distribution.py::TestPartialObservedRV::test_multivariate_constant_mask_separable[True-True]
2.90s call     tests/sampling/test_forward.py::TestSamplePPC::test_observed_data_needed_in_pp
2.89s call     tests/distributions/test_discrete.py::TestDiscreteWeibull::test_distribution
2.83s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_negative_binomial
2.62s call     tests/sampling/test_forward.py::TestSamplePPC::test_deterministic_of_observed_modified_interface
2.47s call     tests/distributions/test_custom.py::TestCustomDist::test_serialize_custom_dist
2.41s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_geometric
2.27s call     tests/sampling/test_forward.py::TestSamplePPC::test_deterministic_of_observed
2.26s call     tests/sampling/test_forward.py::TestSamplePriorPredictive::test_transformed
2.23s call     tests/distributions/test_discrete.py::TestDiscreteUniform::test_distribution
2.20s call     tests/distributions/test_distribution.py::TestPartialObservedRV::test_multivariate_shared_mask_unseparable[False]
2.15s call     tests/distributions/test_simulator.py::TestSimulator::test_named_model
2.13s call     tests/distributions/test_discrete.py::TestCategorical::test_distribution
2.07s call     tests/sampling/test_forward.py::TestSamplePosteriorPredictive::test_forward_function_reused_across_set_data_batches
2.04s call     tests/sampling/test_forward.py::TestSamplePPC::test_normal_scalar
2.01s call     tests/distributions/test_simulator.py::TestSimulator::test_custom_dist_sum_stat[float64]
1.98s call     tests/sampling/test_forward.py::TestSamplePPC::test_model_shared_variable
1.98s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_bernoulli
1.92s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_discrete_unif
1.89s call     tests/distributions/test_distribution.py::TestPartialObservedRV::test_multivariate_shared_mask_unseparable[True]
1.88s call     tests/sampling/test_forward.py::TestSamplePPC::test_normal_scalar_idata
1.84s call     tests/distributions/test_distribution.py::TestPartialObservedRV::test_multivariate_shared_mask_separable
1.75s call     tests/sampling/test_forward.py::TestDraw::test_multivariate
1.74s call     tests/distributions/test_custom.py::TestCustomDist::test_custom_dist_custom_support_point_univariate[(2,)]
1.72s call     tests/distributions/test_custom.py::TestCustomSymbolicDist::test_basic
1.72s setup    tests/sampling/test_forward.py::TestSamplePosteriorPredictive::test_point_list_arg_bug_spp
1.68s call     tests/sampling/test_forward.py::TestSamplePPC::test_normal_vector_idata
1.67s call     tests/sampling/test_forward.py::TestSamplePriorPredictive::test_respects_shape
1.63s call     tests/sampling/test_deterministic.py::test_docstring_example
1.61s call     tests/sampling/test_forward.py::TestSamplePosteriorPredictive::test_reused_forward_function_is_reproducible_across_seeds
=========== 405 passed, 1 xfailed, 258 warnings in 305.84s (0:05:05) ===========

============================= slowest 50 durations =============================
29.97s call     tests/test_pytensorf.py::test_rewrite_pregrad_inner_graphs
25.96s call     tests/distributions/test_mixture.py::TestMixture::test_list_mvnormals_predictive_sampling_shape
19.61s call     tests/progress_bar/test_manager.py::test_progressbar_nested_compound
19.49s call     tests/test_func_utils.py::test_find_constrained_prior[0.5-StudentT-0-1-init_guess3-fixed_params3-None]
13.62s call     tests/distributions/test_mixture.py::TestNormalMixture::test_normal_mixture_nd[(3, 3)-5]
13.29s call     tests/distributions/test_mixture.py::TestMixture::test_single_univariate_component_deterministic_weights[None-component0-weights1]
12.81s call     tests/distributions/test_mixture.py::TestMixture::test_list_normals_sampling
12.35s call     tests/distributions/test_mixture.py::TestMixture::test_single_univariate_component_deterministic_weights[None-component3-weights0]
12.16s call     tests/distributions/test_mixture.py::TestNormalMixture::test_normal_mixture_nd[3-5]
11.76s call     tests/distributions/test_mixture.py::TestNormalMixture::test_normal_mixture_nd[1-5]
9.17s call     tests/distributions/test_mixture.py::TestNormalMixture::test_normal_mixture_nd[()-5]
9.07s call     tests/distributions/test_mixture.py::TestMixture::test_single_poisson_sampling
8.66s call     tests/test_func_utils.py::test_find_constrained_prior[0.5-Gamma-0.1-0.4-init_guess0-fixed_params0-None]
8.39s call     tests/distributions/test_mixture.py::TestMixture::test_single_univariate_component_deterministic_weights[None-component0-weights0]
8.31s call     tests/distributions/test_mixture.py::TestNormalMixture::test_normal_mixture_sampling
8.06s call     tests/distributions/test_mixture.py::TestMixture::test_single_poisson_predictive_sampling_shape
7.21s call     tests/distributions/test_mixture.py::TestMixtureSameFamily::test_with_multinomial[(3, 4)]
7.08s call     tests/distributions/test_mixture.py::TestMixtureVsLatent::test_vector_components
7.08s call     tests/distributions/test_mixture.py::TestMixture::test_list_poissons_sampling
6.62s call     tests/distributions/test_mixture.py::TestNormalMixture::test_normal_mixture_nd[(3, 3)-3]
6.34s call     tests/distributions/test_mixture.py::TestZeroInflatedMixture::test_zeroinflatednegativebinomial_logp
6.04s call     tests/distributions/test_mixture.py::TestNormalMixture::test_normal_mixture_nd[3-3]
5.79s call     tests/distributions/test_mixture.py::TestMixtureVsLatent::test_scalar_components
5.73s call     tests/test_func_utils.py::test_find_constrained_prior[0.95-StudentT-0-1-init_guess3-fixed_params3-None]
5.61s call     tests/distributions/test_mixture.py::TestMixture::test_list_multivariate_components_deterministic_weights[None-components0-weights0]
5.43s call     tests/test_func_utils.py::test_find_constrained_prior[0.75-StudentT-0-1-init_guess3-fixed_params3-None]
5.25s call     tests/distributions/test_mixture.py::TestMixture::test_change_dist_size[True-comp_dists3]
5.17s call     tests/distributions/test_mixture.py::TestNormalMixture::test_random
5.08s call     tests/test_math.py::test_kronecker
5.01s call     tests/distributions/test_mixture.py::TestMixtureSameFamily::test_with_multinomial[(20,)]
4.65s call     tests/distributions/test_mixture.py::TestMixture::test_nested_mixture
4.56s call     tests/distributions/test_mixture.py::TestMixtureMoments::test_single_multivariate_component[weights0-comp_dists0-None-expected0]
4.53s call     tests/distributions/test_mixture.py::TestMixture::test_change_dist_size[True-comp_dists2]
4.38s call     tests/distributions/test_mixture.py::TestMixture::test_list_multivariate_components_deterministic_weights[size2-components0-weights0]
3.95s call     tests/distributions/test_mixture.py::TestMixture::test_list_multivariate_components_deterministic_weights[size2-components0-weights1]
3.94s call     tests/distributions/test_mixture.py::TestZeroInflatedMixture::test_zeroinflatedbinomial_logp
3.86s call     tests/distributions/test_mixture.py::TestMixture::test_list_multivariate_components_deterministic_weights[None-components0-weights1]
3.85s call     tests/test_func_utils.py::test_find_constrained_prior_error_too_large[Gamma-0.1-0.4-init_guess0-fixed_params0]
3.82s call     tests/test_func_utils.py::test_find_constrained_prior[0.5-StudentT-0.1-0.4-init_guess2-fixed_params2-None]
3.69s call     tests/distributions/test_mixture.py::TestMixture::test_single_multivariate_component_deterministic_weights[size2-component0-weights0]
3.66s call     tests/distributions/test_mixture.py::TestMixture::test_change_dist_size[False-comp_dists0]
3.64s call     tests/step_methods/hmc/test_hmc.py::TestStepHamiltonianMC::test_step_continuous[<lambda>-1000_0]
3.60s call     tests/distributions/test_mixture.py::TestMixture::test_single_multivariate_component_deterministic_weights[None-component0-weights0]
3.58s call     tests/test_func_utils.py::test_find_constrained_prior[0.5-Normal-155-180-init_guess1-fixed_params1-None]
3.54s call     tests/distributions/test_mixture.py::TestMixture::test_change_dist_size[False-comp_dists3]
3.51s call     tests/test_func_utils.py::test_find_constrained_prior[0.75-Gamma-0.1-0.4-init_guess0-fixed_params0-None]
3.48s call     tests/distributions/test_mixture.py::TestMixtureSameFamily::test_with_mvnormal
3.40s call     tests/distributions/test_mixture.py::TestZeroInflatedMixture::test_zero_inflated_poisson_support_point[0.2-mu3-size3-expected3]
3.39s call     tests/distributions/test_mixture.py::TestZeroInflatedMixture::test_zeroinflatedpoisson_logp
3.34s call     tests/distributions/test_mixture.py::TestMixture::test_change_dist_size[True-comp_dists0]
=========== 631 passed, 8 skipped, 81 warnings in 633.34s (0:10:33) ============

============================= slowest 50 durations =============================
10.25s call     tests/sampling/test_forward.py::TestCompileForwardSampler::test_lkj_cholesky_cov
9.62s setup    tests/sampling/test_forward.py::TestSamplePPC::test_logging_sampled_basic_rvs_posterior_mutable[MultiTrace]
9.43s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_hypergeometric
8.68s call     tests/distributions/test_censored.py::TestCensored::test_censored_workflow[False]
7.14s call     tests/distributions/test_simulator.py::TestSimulator::test_multiple_simulators
6.29s call     tests/distributions/test_censored.py::TestCensored::test_censored_workflow[True]
6.04s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_negative_binomial
6.02s call     tests/distributions/test_distribution.py::TestPartialObservedRV::test_multivariate_constant_mask_separable[True-True]
5.88s call     tests/distributions/test_custom.py::TestCustomSymbolicDist::test_inferred_logp_mixture
5.27s call     tests/distributions/test_censored.py::TestCensored::test_censored_categorical
4.89s call     tests/distributions/test_simulator.py::TestSimulator::test_custom_dist_sum_stat[float32]
4.78s call     tests/sampling/test_forward.py::TestSamplePriorPredictive::test_multivariate2
4.68s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_beta_binomial
4.60s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_geometric
4.38s call     tests/distributions/test_simulator.py::TestSimulator::test_nested_simulators
4.16s call     tests/distributions/test_simulator.py::TestSimulator::test_simulator_metropolis_mcmc
4.05s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_bernoulli
4.05s call     tests/distributions/test_simulator.py::TestSimulator::test_one_gaussian
3.77s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_orderedprobit[3]
3.43s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_discrete_unif
3.31s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_categorical[2]
3.29s call     tests/distributions/test_distribution.py::TestPartialObservedRV::test_multivariate_shared_mask_separable
3.28s call     tests/distributions/test_custom.py::TestCustomSymbolicDist::test_custom_dist_default_support_point_scan
3.24s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_binomial
3.21s call     tests/distributions/test_custom.py::TestCustomDist::test_serialize_custom_dist
3.13s call     tests/stats/test_log_density.py::TestComputeLogLikelihood::test_multivariate
3.13s call     tests/distributions/test_discrete.py::TestDiscreteWeibull::test_distribution
3.04s call     tests/distributions/test_discrete.py::TestLogitCategorical::test_distribution
2.93s call     tests/sampling/test_forward.py::TestSamplePPC::test_model_shared_variable
2.90s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_discrete_weibull
2.86s call     tests/distributions/test_custom.py::TestCustomSymbolicDist::test_basic
2.72s call     tests/sampling/test_forward.py::TestSamplePriorPredictive::test_zeroinflatedpoisson
2.65s call     tests/distributions/test_discrete.py::test_negative_binomial_logp_stable_when_mu_overflows
2.49s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_poisson
2.44s call     tests/distributions/test_distribution.py::TestPartialObservedRV::test_multivariate_constant_mask_unseparable
2.40s call     tests/sampling/test_forward.py::TestSamplePPC::test_normal_scalar
2.39s call     tests/sampling/test_forward.py::TestSamplePosteriorPredictive::test_forward_function_reused_across_set_data_batches
2.25s call     tests/distributions/test_custom.py::TestCustomSymbolicDist::test_custom_dist_default_support_point_scan_recurring
2.21s call     tests/sampling/test_forward.py::TestSamplePosteriorPredictive::test_reused_forward_function_is_reproducible_across_seeds
2.18s call     tests/distributions/test_custom.py::TestCustomSymbolicDist::test_scan
2.05s call     tests/distributions/test_discrete.py::test_negative_binomial_logp_large_n
2.04s call     tests/distributions/test_custom.py::TestCustomDist::test_custom_dist_multivariate_logp[None]
1.89s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_orderedprobit[2]
1.87s setup    tests/sampling/test_forward.py::TestSamplePosteriorPredictive::test_point_list_arg_bug_spp
1.87s call     tests/distributions/test_distribution.py::TestPartialObservedRV::test_multivariate_shared_mask_unseparable[False]
1.81s call     tests/distributions/test_distribution.py::TestDiracDelta::TestDiracDelta::test_distribution
1.72s call     tests/distributions/test_distribution.py::TestPartialObservedRV::test_multivariate_shared_mask_unseparable[True]
1.70s call     tests/sampling/test_population.py::TestPopulationSamplers::test_demcmc_warning_on_small_populations
1.70s call     tests/distributions/test_custom.py::TestCustomDist::test_custom_dist_without_random
1.69s call     tests/sampling/test_forward.py::TestSamplePPC::test_deterministic_of_observed_modified_interface
=========== 404 passed, 2 xfailed, 173 warnings in 279.17s (0:04:39) ===========

============================ slowest 50 durations =============================
52.97s setup    tests/step_methods/test_metropolis.py::TestMetropolisUniform::test_kstest
36.05s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSLKJCholeskyCov::test_kstest
28.31s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update[batched_dist3]
25.87s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update[batched_dist4]
18.38s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSUniform::test_kstest
17.99s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSUniform2::test_kstest
17.94s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSUniform3::test_kstest
12.11s setup    tests/step_methods/test_slicer.py::TestSliceUniform::test_kstest
9.53s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSStudentT::test_kstest
9.41s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSNormal::test_kstest
8.45s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSBetaBinomial::test_kstest
8.03s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update[batched_dist1]
7.84s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update[batched_dist2]
5.52s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update[batched_dist0]
5.34s call     tests/step_methods/test_metropolis.py::TestStepMetropolis::test_step_categorical[uniform]
5.29s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update_different_scales
5.11s call     tests/step_methods/hmc/test_nuts.py::TestNutsCheckTrace::test_emits_energy_warnings
4.78s call     tests/step_methods/test_metropolis.py::TestStepMetropolis::test_step_continuous[<function TestStepMetropolis.<lambda> at 0x00000208BD3B0400>-4000]
4.77s call     tests/step_methods/hmc/test_nuts.py::TestNutsCheckTrace::test_multiple_samplers
4.19s call     tests/step_methods/hmc/test_nuts.py::TestStepNUTS::test_step_continuous[<lambda>-1000_0]
4.05s call     tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_tuning_epsilon_parallel
1.98s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_tuning_reset
1.90s call     tests/step_methods/test_metropolis.py::TestStepMetropolis::test_step_discrete
1.63s call     tests/step_methods/test_slicer.py::TestStepSlicer::test_step_continuous[<function TestStepSlicer.<lambda> at 0x00000208BD3B16C0>-2000]
1.60s call     tests/step_methods/test_metropolis.py::TestStepMetropolis::test_step_categorical[proportional]
1.51s call     tests/step_methods/test_compound.py::TestStepCompound::test_step_continuous[<function TestStepCompound.<lambda> at 0x00000208BD3B3740>-1000]
1.27s call     tests/step_methods/test_compound.py::TestCompoundStep::test_non_blocked
1.18s call     tests/step_methods/hmc/test_nuts.py::TestStepNUTS::test_step_continuous[<lambda>-1000_1]
1.17s call     tests/step_methods/test_compound.py::TestCompoundStep::test_blocked
1.16s call     tests/step_methods/hmc/test_nuts.py::TestNutsCheckTrace::test_bad_init_nonparallel
1.09s call     tests/step_methods/hmc/test_nuts.py::TestNutsCheckTrace::test_sampler_stats
1.03s call     tests/step_methods/test_slicer.py::TestStepSlicer::test_step_continuous[<function TestStepSlicer.<lambda> at 0x00000208BD3B1800>-2000]
0.89s call     tests/step_methods/hmc/test_hmc.py::TestStepHamiltonianMC::test_step_continuous[<lambda>-1000_0]
0.86s call     tests/step_methods/hmc/test_hmc.py::TestStepHamiltonianMC::test_step_continuous[<lambda>-1000_1]
0.80s call     tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_tuning_lambda_sequential
0.80s call     tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_tuning_reset
0.76s call     tests/step_methods/hmc/test_hmc.py::test_leapfrog_reversible
0.72s call     tests/step_methods/test_metropolis.py::TestDEMetropolis::test_demcmc_tune_parameter
0.68s call     tests/step_methods/hmc/test_nuts.py::TestNutsCheckTrace::test_bad_init_parallel
0.59s call     tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_tuning_none
0.41s call     tests/step_methods/test_metropolis.py::TestRVsAssignmentMetropolis::test_discrete_steps[BinaryMetropolis]
0.35s call     tests/step_methods/test_compound.py::TestStatsBijection::test_flatten_steps
0.30s call     tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_custom_proposal_dist
0.27s call     tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_tune_drop_fraction
0.25s call     tests/step_methods/test_compound.py::TestCompoundStep::test_name
0.22s call     tests/step_methods/hmc/test_hmc.py::test_nuts_tuning
0.20s call     tests/step_methods/test_compound.py::TestRVsAssignmentCompound::test_compound_step
0.18s call     tests/step_methods/test_compound.py::TestStatsMetadata::test_stats_from_steps
0.18s call     tests/step_methods/hmc/test_nuts.py::test_nuts_step_legacy_value_grad_function
0.17s call     tests/step_methods/hmc/test_hmc.py::TestRVsAssignmentHamiltonianMC::test_continuous_steps[HamiltonianMC-step_kwargs0]
=========== 118 passed, 6 skipped, 35 warnings in 352.39s (0:05:52) ===========

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Automatically generated by GitHub Action Latest run date: 2026-08-13 Run logs: 31695199392