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williambdean opened this issue Feb 20, 2025 · 3 comments
Open

Speed up test times 🚀 #7686

williambdean opened this issue Feb 20, 2025 · 3 comments

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williambdean commented Feb 20, 2025 •
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If you are motivated to help speed up some tests, we would appreciate it!

Here are some of the slowest test times:

(Calculating time from 2025-05-28T05:38:26Z to 2025-05-28T05:44:22Z) alternative_backends (ubuntu-latest, float64, 3.13, tests/distributions/test_random_alternative_b... 
============================= slowest 50 durations =============================
18.81s call     tests/sampling/test_jax.py::test_transform_samples[scan-1-None-sampler0]
12.31s call     tests/sampling/test_jax.py::test_get_log_likelihood
12.19s call     tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[nutpie]
8.84s call     tests/distributions/test_random_alternative_backends.py::test_dirichlet_multinomial[NUMBA]
8.15s call     tests/sampling/test_jax.py::test_get_batched_jittered_initial_points
7.71s call     tests/sampling/test_jax.py::test_transform_samples[scan-2-None-sampler0]
7.44s call     tests/sampling/test_jax.py::test_transform_samples[vmap-1-cpu-sampler0]
7.43s call     tests/sampling/test_jax.py::test_transform_samples[vmap-2-cpu-sampler0]
7.18s call     tests/sampling/test_jax.py::test_transform_samples[scan-1-cpu-sampler0]
7.00s call     tests/sampling/test_jax.py::test_transform_samples[scan-2-cpu-sampler0]
7.00s call     tests/sampling/test_jax.py::test_transform_samples[vmap-2-None-sampler0]
6.94s call     tests/sampling/test_jax.py::test_transform_samples[vmap-1-None-sampler0]
6.31s call     tests/distributions/test_random_alternative_backends.py::test_dirichlet_multinomial[FAST_RUN]
6.02s call     tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[blackjax]
5.92s call     tests/sampling/test_jax.py::test_sample_partially_observed
5.86s call     tests/distributions/test_random_alternative_backends.py::test_mvstudentt[NUMBA]
5.77s call     tests/distributions/test_random_alternative_backends.py::test_dirichlet_multinomial_dims[NUMBA]
5.54s call     tests/sampling/test_jax.py::test_transform_samples[scan-1-None-sampler1]
5.53s call     tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[pymc]
5.37s call     tests/sampling/test_jax.py::test_transform_samples[scan-2-cpu-sampler1]
5.02s call     tests/sampling/test_jax.py::test_transform_samples[scan-2-None-sampler1]
4.86s call     tests/sampling/test_jax.py::test_initvals_without_jitter[sampler0]
4.79s call     tests/sampling/test_jax.py::test_transform_samples[vmap-2-cpu-sampler1]
4.76s call     tests/sampling/test_jax.py::test_transform_samples[vmap-2-None-sampler1]
4.18s call     tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[numpyro]
4.15s call     tests/distributions/test_random_alternative_backends.py::test_mvstudentt[FAST_RUN]
3.98s call     tests/sampling/test_jax.py::test_seeding[2-123-sampler0]
3.97s call     tests/sampling/test_jax.py::test_transform_samples[vmap-1-cpu-sampler1]
3.97s call     tests/sampling/test_jax.py::test_transform_samples[vmap-1-None-sampler1]
3.93s call     tests/sampling/test_jax.py::test_transform_samples[scan-1-cpu-sampler1]
3.92s call     tests/sampling/test_jax.py::test_seeding[1-123-sampler0]
3.89s call     tests/sampling/test_jax.py::test_seeding[2-None-sampler0]
3.89s call     tests/sampling/test_jax.py::test_seeding[1-None-sampler0]
3.66s call     tests/sampling/test_jax.py::test_idata_kwargs[None-idata_kwargs0-sampler0]
3.02s call     tests/sampling/test_jax.py::test_deterministic_samples[sampler0]
2.93s call     tests/sampling/test_jax.py::test_initvals_without_jitter[sampler1]
2.63s call     tests/sampling/test_jax.py::test_seeding[2-None-sampler1]
2.62s call     tests/sampling/test_jax.py::test_seeding[2-123-sampler1]
2.59s call     tests/sampling/test_jax.py::test_idata_kwargs[None-idata_kwargs1-sampler0]
2.56s call     tests/sampling/test_jax.py::test_idata_kwargs[cpu-idata_kwargs1-sampler0]
2.53s call     tests/sampling/test_jax.py::test_idata_kwargs[None-idata_kwargs0-sampler1]
2.52s call     tests/sampling/test_jax.py::test_idata_kwargs[cpu-idata_kwargs4-sampler0]
2.49s call     tests/sampling/test_jax.py::test_idata_kwargs[None-idata_kwargs3-sampler0]
2.48s call     tests/sampling/test_jax.py::test_idata_kwargs[cpu-idata_kwargs3-sampler0]
2.44s call     tests/sampling/test_jax.py::test_idata_kwargs[cpu-idata_kwargs0-sampler0]
2.44s call     tests/sampling/test_jax.py::test_idata_kwargs[None-idata_kwargs4-sampler0]
2.42s call     tests/sampling/test_jax.py::test_idata_kwargs[None-idata_kwargs2-sampler0]
2.42s call     tests/sampling/test_jax.py::test_idata_kwargs[cpu-idata_kwargs2-sampler0]
2.26s call     tests/sampling/test_jax.py::test_convergence_warnings[blackjax]
2.15s call     tests/sampling/test_jax.py::test_idata_contains_stats[sample_blackjax_nuts]
================= 79 passed, 25 warnings in 293.41s (0:04:53) ==================
(Calculating time from 2025-05-28T05:38:32Z to 2025-05-28T05:59:54Z) float32 (windows-latest, float32, 3.13, tests/sampling/test_mcmc.py tests/ode/test_ode.py tests/o... 
============================ slowest 50 durations =============================
58.47s call     tests/sampling/test_mcmc.py::test_step_args
34.87s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-advi]
30.78s call     tests/sampling/test_mcmc.py::test_sample_var_names
27.71s call     tests/sampling/test_mcmc.py::test_blas_cores
27.42s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_dirichlet[a1-None]
25.24s call     tests/sampling/test_mcmc.py::test_sample_find_MAP_does_not_modify_start
21.92s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-advi]
21.87s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-advi]
21.77s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-advi]
20.42s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-map]
20.16s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-map]
20.10s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-map]
19.85s call     tests/sampling/test_mcmc.py::TestSample::test_sample_does_not_rely_on_external_global_seeding
17.73s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-jitter+adapt_diag]
17.70s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-jitter+adapt_diag]
17.70s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-jitter+adapt_diag]
17.58s call     tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[False]
15.30s call     tests/ode/test_ode.py::TestDiffEqModel::test_vector_ode_2_param
14.95s call     tests/ode/test_ode.py::TestDiffEqModel::test_vector_ode_1_param
14.81s call     tests/distributions/test_transform.py::test_ordered
14.68s call     tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[True]
14.56s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_dirichlet[a0-None]
13.58s call     tests/distributions/test_transform.py::test_interval
13.32s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[advi]
13.03s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_triangular[-10-0-200-size1]
12.55s call     tests/ode/test_ode.py::TestSensitivityInitialCondition::test_sens_ic_vector_2_param_tensor
12.03s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[map]
11.15s call     tests/distributions/test_transform.py::test_simplex_bounds
11.12s call     tests/sampling/test_mcmc.py::TestSample::test_sample_init[advi]
10.88s call     tests/ode/test_ode.py::test_simulate
10.69s call     tests/sampling/test_mcmc.py::TestSample::test_default_sample_does_not_set_global_seed
10.63s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_half_normal_ordered[sigma1-size1]
10.45s call     tests/ode/test_ode.py::TestDiffEqModel::test_scalar_ode_2_param
10.38s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform[lower2-upper2-size2]
10.23s setup    tests/sampling/test_mcmc.py::TestInitNuts::test_checks_seeds_kwarg
9.69s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_dirichlet[a2-size2]
9.14s call     tests/sampling/test_mcmc.py::test_no_init_nuts_compound
8.97s call     tests/distributions/test_transform.py::test_simplex
8.94s call     tests/sampling/test_mcmc.py::TestSample::test_parallel_start
8.93s call     tests/sampling/test_mcmc.py::test_init_nuts
8.90s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_beta[a2-b2-size2]
8.82s call     tests/sampling/test_mcmc.py::test_no_init_nuts_step
8.77s call     tests/sampling/test_mcmc.py::TestSampleReturn::test_logs_sampler_warnings[2]
8.73s call     tests/sampling/test_mcmc.py::TestSample::test_sample_callback
8.56s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_other[lower2-upper2-size2-transform2]
8.55s call     tests/ode/test_ode.py::test_logp_scalar_ode
8.53s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_other[0.5-5.5-size1-transform1]
8.21s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-map]
8.12s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform[0.5-5.5-size1]
7.96s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_ordered[lower1-upper1-size1]
===== 182 passed, 7 skipped, 1 xfailed, 40 warnings in 1110.24s (0:18:30) =====
(Calculating time from 2025-05-28T05:38:28Z to 2025-05-28T05:55:46Z) ubuntu (ubuntu-latest, float64, 3.13, tests/test_util.py tests/test_pytensorf.py tests/test_math.... 
============================= slowest 50 durations =============================
48.86s call     tests/test_func_utils.py::test_find_constrained_prior[0.5-StudentT-0-1-init_guess3-fixed_params3-None]
39.02s call     tests/distributions/test_mixture.py::TestMixtureSameFamily::test_with_multinomial[(3, 4)]
36.90s call     tests/test_func_utils.py::test_find_constrained_prior[0.95-StudentT-0-1-init_guess3-fixed_params3-None]
36.21s call     tests/test_func_utils.py::test_find_constrained_prior[0.75-StudentT-0-1-init_guess3-fixed_params3-None]
32.63s call     tests/distributions/test_mixture.py::TestMixtureSameFamily::test_with_multinomial[(20,)]
25.85s call     tests/test_func_utils.py::test_find_constrained_prior[0.5-Gamma-0.1-0.4-init_guess0-fixed_params0-None]
25.77s call     tests/distributions/test_mixture.py::TestMixture::test_single_poisson_sampling
19.80s call     tests/distributions/test_mixture.py::TestZeroInflatedMixture::test_zero_inflated_negative_binomial_support_point[psi3-mu3-alpha3-size3-expected3]
19.26s call     tests/distributions/test_mixture.py::TestNormalMixture::test_normal_mixture_nd[(3, 3)-5]
19.02s call     tests/distributions/test_mixture.py::TestMixture::test_single_multivariate_component_deterministic_weights[size2-component0-weights0]
17.57s call     tests/distributions/test_mixture.py::TestMixture::test_list_mvnormals_predictive_sampling_shape
15.84s call     tests/distributions/test_mixture.py::TestNormalMixture::test_normal_mixture_nd[3-5]
15.40s call     tests/distributions/test_mixture.py::TestMixture::test_single_multivariate_component_deterministic_weights[None-component0-weights1]
15.34s call     tests/distributions/test_mixture.py::TestNormalMixture::test_normal_mixture_sampling
15.33s call     tests/distributions/test_mixture.py::TestMixture::test_list_normals_sampling
14.73s call     tests/distributions/test_mixture.py::TestMixture::test_single_univariate_component_deterministic_weights[None-component0-weights1]
12.84s call     tests/distributions/test_mixture.py::TestHurdleMixtures::test_hurdle_zero_draws[dist-0.1-non_psi_args0]
12.83s call     tests/distributions/test_mixture.py::TestMixture::test_single_multivariate_component_deterministic_weights[None-component0-weights0]
12.64s call     tests/distributions/test_mixture.py::TestMixtureVsLatent::test_scalar_components
12.47s call     tests/distributions/test_mixture.py::TestZeroInflatedMixture::test_zero_inflated_poisson_support_point[0.2-mu3-size3-expected3]
11.44s call     tests/test_func_utils.py::test_find_constrained_prior[0.5-Normal-155-180-init_guess1-fixed_params1-None]
11.18s call     tests/distributions/test_mixture.py::TestMixture::test_list_poissons_sampling
11.11s call     tests/distributions/test_mixture.py::TestMixture::test_list_mvnormals_logp
10.95s call     tests/distributions/test_mixture.py::TestNormalMixture::test_normal_mixture_nd[1-5]
10.93s call     tests/test_func_utils.py::test_find_constrained_prior_error_too_large[Gamma-0.1-0.4-init_guess0-fixed_params0]
10.58s call     tests/distributions/test_mixture.py::TestMixtureVsLatent::test_vector_components
9.85s call     tests/distributions/test_mixture.py::TestMixture::test_single_univariate_component_deterministic_weights[None-component3-weights0]
9.85s call     tests/test_func_utils.py::test_find_constrained_prior[0.5-StudentT-0.1-0.4-init_guess2-fixed_params2-None]
9.60s call     tests/test_pytensorf.py::TestBroadcasting::test_metropolis_sampling
8.98s call     tests/test_func_utils.py::test_find_constrained_prior[0.5-Binomial-0-8-init_guess6-fixed_params6-None]
8.64s call     tests/distributions/test_shape_utils.py::TestSizeShapeDimsObserved::test_observed_with_column_vector
8.59s call     tests/test_func_utils.py::test_find_constrained_prior[0.75-Gamma-0.1-0.4-init_guess0-fixed_params0-None]
8.54s call     tests/distributions/test_mixture.py::TestMixture::test_nested_mixture
8.54s call     tests/backends/test_base.py::TestInitTrace::test_init_trace_continuation_unsupported
8.50s call     tests/distributions/test_mixture.py::TestZeroInflatedMixture::test_zeroinflatednegativebinomial_logp
8.44s call     tests/step_methods/hmc/test_hmc.py::TestStepHamiltonianMC::test_step_continuous[<lambda>-1000_0]
8.18s call     tests/distributions/test_mixture.py::TestMixture::test_single_univariate_component_deterministic_weights[None-component0-weights0]
8.10s call     tests/distributions/test_mixture.py::TestNormalMixture::test_normal_mixture_nd[()-5]
6.90s call     tests/test_func_utils.py::test_find_constrained_prior[0.95-Gamma-0.1-0.4-init_guess0-fixed_params0-None]
6.84s call     tests/distributions/test_mixture.py::TestMixture::test_list_multivariate_components_deterministic_weights[size2-components0-weights0]
6.23s call     tests/distributions/test_mixture.py::TestZeroInflatedMixture::test_zero_inflated_binomial_support_point[0.4-25-p3-size3-expected3]
6.17s call     tests/distributions/test_mixture.py::TestZeroInflatedMixture::test_zero_inflated_poisson_support_point[0.9-3.0-None-3]
6.13s call     tests/distributions/test_mixture.py::TestMixtureSameFamily::test_broadcasting_in_shape
5.90s call     tests/distributions/test_mixture.py::TestZeroInflatedMixture::test_zero_inflated_poisson_support_point[0.8-2.9-5-expected1]
5.87s call     tests/distributions/test_mixture.py::TestHurdleMixtures::test_hurdle_logp_at_zero[dist-0.25-non_psi_args5]
5.76s call     tests/distributions/test_mixture.py::TestHurdleMixtures::test_hurdle_zero_draws[dist-0.15-non_psi_args4]
5.57s call     tests/distributions/test_mixture.py::TestZeroInflatedMixture::test_zero_inflated_negative_binomial_support_point[0.2-10-4-5-expected1]
5.39s call     tests/distributions/test_mixture.py::TestMixture::test_list_multivariate_components_deterministic_weights[None-components0-weights1]
5.19s call     tests/test_func_utils.py::test_find_constrained_prior[0.5-Poisson-1-15-init_guess7-fixed_params7-None]
5.18s call     tests/distributions/test_mixture.py::TestZeroInflatedMixture::test_zero_inflated_negative_binomial_support_point[0.4-mu2-alpha2-None-expected2]
================= 610 passed, 55 warnings in 977.85s (0:16:17) =================
(Calculating time from 2025-05-28T05:38:34Z to 2025-05-28T05:51:19Z) windows (windows-latest, float64, 3.10, tests/variational/test_approximations.py tests/variationa... 
============================ slowest 50 durations =============================
62.27s call     tests/variational/test_inference.py::test_replacements[FullRankADVI]
59.52s call     tests/variational/test_inference.py::test_replacements[ASVGD]
46.54s call     tests/variational/test_inference.py::test_replacements[ADVI]
33.88s call     tests/variational/test_inference.py::test_replacements[SVGD]
33.61s call     tests/variational/test_inference.py::test_fit_oo[SVGD-full]
27.33s call     tests/variational/test_inference.py::test_fit_oo[ASVGD-full]
22.54s call     tests/variational/test_approximations.py::test_seeding_advi_fit
20.23s call     tests/variational/test_inference.py::test_fit_data_coords
17.53s call     tests/variational/test_approximations.py::test_elbo
16.74s call     tests/variational/test_approximations.py::test_empirical_from_trace
15.78s call     tests/variational/test_inference.py::test_fit_oo[FullRankADVI-full]
15.48s call     tests/variational/test_inference.py::test_fit_oo[ADVI-mini]
15.35s call     tests/variational/test_inference.py::test_fit_with_nans[True]
11.57s call     tests/variational/test_inference.py::test_fit_data[SVGD-full]
10.56s call     tests/variational/test_approximations.py::test_empirical_does_not_support_inference_data
9.27s call     tests/variational/test_inference.py::test_fit_fn_text[svgd-kwargs4-None]
8.88s call     tests/variational/test_inference.py::test_multiple_minibatch_variables
7.45s call     tests/variational/test_inference.py::test_fit_fn_text[advi-kwargs2-None]
5.95s call     tests/variational/test_inference.py::test_fit_oo[ADVI-full]
5.74s call     tests/variational/test_inference.py::test_fit_oo[FullRankADVI-mini]
5.46s call     tests/variational/test_inference.py::test_fit_fn_text[asvgd-kwargs7-None]
5.30s call     tests/variational/test_inference.py::test_fit_fn_text[fullrank_advi-kwargs3-None]
5.22s call     tests/variational/test_inference.py::test_var_replacement
4.96s call     tests/variational/test_inference.py::test_fit_data[ASVGD-full]
4.89s call     tests/variational/test_inference.py::test_fit_with_nans[False]
4.44s call     tests/variational/test_inference.py::test_fit_start[SVGD-full]
4.38s call     tests/variational/test_inference.py::test_fit_data[FullRankADVI-mini]
3.78s call     tests/variational/test_opvi.py::test_init_groups[raises0-grouping0]
3.65s call     tests/test_initial_point.py::TestInitvalEvaluation::test_dependent_initvals[False]
3.16s call     tests/variational/test_opvi.py::test_logq_globals[FullRankGroup: None, MeanFieldGroup: ['one']]
3.08s call     tests/variational/test_opvi.py::test_group_api_params[raises0-params0-MeanFieldGroup-kw0-None]
3.06s call     tests/variational/test_approximations.py::test_scale_cost_to_minibatch_works[2]
3.00s call     tests/variational/test_inference.py::test_fit_data[FullRankADVI-full]
2.96s call     tests/variational/test_inference.py::test_fit_data[ADVI-mini]
2.96s call     tests/variational/test_inference.py::test_fit_fn_text[svgd-kwargs5-None]
2.64s call     tests/variational/test_approximations.py::test_scale_cost_to_minibatch_works[5]
2.50s setup    tests/variational/test_inference.py::test_replacements[FullRankADVI]
2.30s call     tests/variational/test_inference.py::test_fit_start[ADVI-full]
2.29s call     tests/variational/test_inference.py::test_fit_start[ADVI-mini]
1.96s call     tests/variational/test_approximations.py::test_elbo_beta_kl[5]
1.96s call     tests/variational/test_approximations.py::test_scale_cost_to_minibatch_works[8]
1.90s call     tests/variational/test_inference.py::test_fit_start[FullRankADVI-mini]
1.84s call     tests/variational/test_approximations.py::test_elbo_beta_kl[8]
1.79s call     tests/variational/test_inference.py::test_clear_cache
1.76s call     tests/variational/test_inference.py::test_fit_start[FullRankADVI-full]
1.75s call     tests/variational/test_inference.py::test_fit_data[ADVI-full]
1.71s call     tests/variational/test_opvi.py::test_logq_mini_2_sample_2_var[MeanFieldGroup: {}]
1.70s call     tests/variational/test_opvi.py::test_init_groups[raises1-grouping1]
1.67s call     tests/variational/test_inference.py::test_remove_scan_op
1.55s call     tests/variational/test_inference.py::test_profile[FullRankADVI-mini]
================= 122 passed, 10 skipped in 565.70s (0:09:25) =================
(Calculating time from 2025-05-28T05:38:28Z to 2025-05-28T06:03:56Z) ubuntu (ubuntu-latest, float64, 3.13, tests/distributions/test_continuous.py tests/distributions/... 
============================= slowest 50 durations =============================
55.06s call     tests/distributions/test_multivariate.py::test_mvnormal_no_cholesky_in_model_logp
32.23s call     tests/distributions/test_multivariate.py::TestLKJCorr::test_distribution
21.69s call     tests/distributions/test_continuous.py::TestMatchesScipy::test_truncated_normal
21.05s call     tests/distributions/test_multivariate.py::TestMoments::test_stickbreakingweights_support_point[0.5-5-size3-expected3]
19.26s call     tests/distributions/test_continuous.py::TestMoments::test_truncatednormal_support_point[mu2-1-None-10-size2-expected2]
18.97s call     tests/distributions/test_continuous.py::TestMatchesScipy::test_triangular
18.47s call     tests/distributions/test_multivariate.py::TestMoments::test_dirichlet_multinomial_support_point[a5-n5-size5-expected5]
18.33s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_mvnormal_indef
17.29s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_multinomial_vectorized[extra_size2-p0-n2]
16.04s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_multinomial_vectorized[extra_size2-p2-10]
15.76s call     tests/distributions/test_multivariate.py::TestLKJCholeskCov::test_dist
15.47s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_dirichlet_vectorized[extra_size2-a2]
15.01s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_dirichlet_vectorized[extra_size1-a2]
14.85s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_dirichlet_vectorized[extra_size0-a2]
14.76s call     tests/distributions/test_continuous.py::TestMatchesScipy::test_interpolated
13.68s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_multinomial_vectorized[extra_size2-p1-n2]
13.29s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_multinomial_vectorized[extra_size0-p1-n2]
13.23s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_multinomial_vectorized[extra_size0-p2-10]
12.80s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_dirichlet_vectorized[extra_size2-a1]
12.76s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_multinomial_vectorized[extra_size0-p0-n2]
12.66s call     tests/distributions/test_continuous.py::TestMatchesScipy::test_uniform
12.18s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_multinomial_vectorized[extra_size0-p1-10]
11.61s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_stickbreakingweights_vectorized[alpha1-5]
11.41s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_multinomial_vectorized[extra_size0-p0-n1]
11.13s call     tests/distributions/test_multivariate.py::TestZeroSumNormal::test_zsn_dims[dims0-None]
11.03s call     tests/distributions/test_continuous.py::TestMoments::test_truncatednormal_support_point[1-sigma1--10-inf-None-expected1]
10.98s call     tests/distributions/test_multivariate.py::TestMoments::test_zerosum_normal_support_point[shape1-2-expected1]
10.91s call     tests/distributions/test_continuous.py::TestMoments::test_skewstudentt_support_point[10-10-mu3-sigma3-size3-expected3]
10.77s call     tests/distributions/test_continuous.py::TestMoments::test_beta_support_point[1-beta3-size3-expected3]
10.70s call     tests/distributions/test_continuous.py::TestMoments::test_exgaussian_support_point[1-1-sigma1-None-expected1]
10.66s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_dirichlet_vectorized[extra_size1-a1]
10.00s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_multinomial_vectorized[extra_size1-p0-n2]
9.95s call     tests/distributions/test_multivariate.py::TestZeroSumNormal::test_zsn_dims[dims2-2]
9.76s call     tests/distributions/test_continuous.py::TestMoments::test_halfstudentt_support_point[1-sigma2-size2-expected2]
9.73s call     tests/distributions/test_continuous.py::TestMoments::test_uniform_support_point[0-upper3-size3-expected3]
9.60s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_dirichlet_vectorized[extra_size0-a1]
9.40s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_mvnormal[2]
9.32s call     tests/distributions/test_multivariate.py::TestMoments::test_zerosum_normal_support_point[shape2-3-expected2]
8.86s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_dirichlet_vectorized[extra_size1-a0]
8.65s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_mvnormal[1]
8.59s call     tests/distributions/test_multivariate.py::TestZeroSumNormal::test_zsn_logp[5-shape3-2-mvn_axes3]
8.46s call     tests/distributions/test_multivariate.py::TestMvStudentTCov::test_distribution
8.40s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_kroneckernormal[0-3-2]
8.17s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_multinomial_vectorized[extra_size1-p0-n1]
8.13s call     tests/distributions/test_continuous.py::TestMatchesScipy::test_get_tau_sigma
8.13s call     tests/distributions/test_multivariate.py::TestMatchesScipy::test_dirichlet_vectorized[extra_size2-a0]
8.08s call     tests/distributions/test_multivariate.py::TestMoments::test_mvstudentt_support_point[2-mu6-cov6-size6-expected6]
8.02s call     tests/distributions/test_continuous.py::TestMoments::test_interpolated_support_point[x_points3-pdf_points3-size3-expected3]
8.01s call     tests/distributions/test_continuous.py::TestMoments::test_gamma_support_point[alpha3-beta3-size3-expected3]
8.00s call     tests/distributions/test_multivariate.py::TestKroneckerNormal::test_distribution
=========== 647 passed, 3 xfailed, 72 warnings in 1473.64s (0:24:33) ===========
(Calculating time from 2025-05-28T05:38:34Z to 2025-05-28T05:55:53Z) windows (windows-latest, float64, 3.10, tests/model/test_core.py tests/sampling/test_mcmc.py) 
============================ slowest 50 durations =============================
55.05s call     tests/sampling/test_mcmc.py::test_step_args
27.58s call     tests/sampling/test_mcmc.py::test_sample_var_names
27.02s call     tests/model/test_core.py::TestImputationMissingData::test_missing_multivariate_separable
25.76s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-advi]
25.28s call     tests/sampling/test_mcmc.py::test_blas_cores
24.02s call     tests/sampling/test_mcmc.py::test_sample_find_MAP_does_not_modify_start
20.67s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-advi]
20.59s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-advi]
20.38s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-advi]
19.38s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-map]
19.33s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-map]
19.26s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-map]
19.07s call     tests/sampling/test_mcmc.py::TestSample::test_sample_does_not_rely_on_external_global_seeding
18.78s call     tests/model/test_core.py::TestValueGradFunction::test_missing_data
17.06s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-jitter+adapt_diag]
16.80s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-jitter+adapt_diag]
16.77s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-jitter+adapt_diag]
16.14s call     tests/model/test_core.py::TestNested::test_nested_model_to_netcdf
15.77s call     tests/model/test_core.py::TestImputationMissingData::test_truncated_normal
14.75s call     tests/model/test_core.py::TestImputationMissingData::test_interval_missing_observations
13.82s call     tests/model/test_core.py::TestValueGradFunction::test_edge_case
13.53s call     tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[True]
12.64s call     tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[False]
10.77s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[advi]
10.46s call     tests/model/test_core.py::test_model_d2logp[True]
10.31s call     tests/sampling/test_mcmc.py::TestSample::test_default_sample_does_not_set_global_seed
9.86s call     tests/sampling/test_mcmc.py::TestSample::test_sample_init[advi]
8.65s call     tests/sampling/test_mcmc.py::test_no_init_nuts_compound
8.56s call     tests/sampling/test_mcmc.py::TestSample::test_parallel_start
8.53s call     tests/sampling/test_mcmc.py::test_init_nuts
8.41s call     tests/model/test_core.py::TestImputationMissingData::test_missing_logp1
8.37s call     tests/model/test_core.py::TestImputationMissingData::test_missing_dual_observations
8.36s call     tests/sampling/test_mcmc.py::test_no_init_nuts_step
8.32s call     tests/sampling/test_mcmc.py::TestSample::test_sample_callback
8.29s call     tests/sampling/test_mcmc.py::TestSampleReturn::test_logs_sampler_warnings[2]
8.13s call     tests/model/test_core.py::TestPytensorRelatedLogpBugs::test_pytensor_switch_broadcast_edge_cases_2
7.82s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[map]
6.95s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[advi_map]
6.93s call     tests/sampling/test_mcmc.py::TestType::test_float32
6.45s call     tests/model/test_core.py::TestTransformArgs::test_default_transform_is_applied
5.36s call     tests/model/test_core.py::TestImputationMissingData::test_coordinates
5.09s call     tests/model/test_core.py::TestImputationMissingData::test_missing_multivariate_unseparable
4.85s call     tests/sampling/test_mcmc.py::TestNamedSampling::test_shared_named
4.85s call     tests/model/test_core.py::TestModelDebug::test_invalid_observed_value
4.67s call     tests/model/test_core.py::test_model_logp_fast_compile
4.62s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-2-advi]
4.62s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-map]
4.60s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-1-advi]
4.57s call     tests/model/test_core.py::TestImputationMissingData::test_missing_basic[pandas]
4.57s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-1-advi]
=========== 222 passed, 5 skipped, 30 warnings in 848.07s (0:14:08) ===========
(Calculating time from 2025-05-28T05:38:27Z to 2025-05-28T05:50:19Z) ubuntu (ubuntu-latest, float64, 3.13, tests/distributions/test_censored.py tests/distributions/te... 
============================= slowest 50 durations =============================
25.03s call     tests/distributions/test_discrete.py::test_orderedlogistic_dimensions[(3, 1)]
22.27s call     tests/distributions/test_custom.py::TestCustomSymbolicDist::test_scan
20.75s call     tests/distributions/test_discrete.py::test_orderedlogistic_dimensions[(3, 2)]
15.96s call     tests/distributions/test_custom.py::TestCustomSymbolicDist::test_custom_dist_default_support_point_scan
15.88s call     tests/distributions/test_censored.py::TestCensored::test_censored_workflow[False]
15.87s call     tests/distributions/test_distribution.py::TestPartialObservedRV::test_multivariate_constant_mask_separable[True-False]
14.01s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_categorical_logp_batch_dims
13.48s call     tests/distributions/test_censored.py::TestCensored::test_censored_workflow[True]
13.38s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_discrete_unif
11.94s call     tests/sampling/test_forward.py::TestSamplePriorPredictive::test_multivariate2
11.89s call     tests/distributions/test_discrete.py::TestMoments::test_hyper_geometric_support_point[50-10-n3-size3-expected3]
11.49s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_hypergeometric
11.09s call     tests/distributions/test_custom.py::TestCustomSymbolicDist::test_custom_dist_default_support_point_nested[-3-1-size2-expected2]
11.09s call     tests/distributions/test_custom.py::TestCustomSymbolicDist::test_custom_dist_default_support_point_scan_recurring
10.65s call     tests/distributions/test_discrete.py::TestMoments::test_categorical_support_point[p3-size3-expected3]
10.19s call     tests/distributions/test_custom.py::TestCustomSymbolicDist::test_custom_dist_default_support_point_nested[-1-1-None-5]
9.90s setup    tests/sampling/test_forward.py::TestSamplePPC::test_logging_sampled_basic_rvs_posterior_mutable[MultiTrace]
9.58s call     tests/distributions/test_discrete.py::TestMoments::test_beta_binomial_support_point[10-1-beta3-size3-expected3]
9.31s call     tests/distributions/test_custom.py::TestCustomSymbolicDist::test_inferred_logp_mixture
9.11s call     tests/distributions/test_discrete.py::TestMoments::test_negative_binomial_support_point[10-p3-size3-expected3]
8.75s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_categorical_negative_p_symbolic
8.50s call     tests/distributions/test_discrete.py::test_orderedlogistic_dimensions[(1,)]
8.30s call     tests/distributions/test_discrete.py::TestOrderedProbit::test_expected_categorical
8.09s call     tests/distributions/test_simulator.py::TestSimulator::test_multiple_simulators
8.00s call     tests/sampling/test_forward.py::TestCompileForwardSampler::test_lkj_cholesky_cov
7.64s call     tests/distributions/test_custom.py::TestCustomSymbolicDist::test_custom_dist_default_support_point[dist_params3-size3-expected3-<lambda>]
7.42s call     tests/distributions/test_custom.py::TestCustomDist::test_serialize_custom_dist
6.79s call     tests/stats/test_log_density.py::TestComputeLogLikelihood::test_multivariate
6.78s call     tests/distributions/test_discrete.py::TestMoments::test_hyper_geometric_support_point[50-10-23-5-expected1]
6.70s call     tests/distributions/test_discrete.py::TestMoments::test_discrete_weibull_support_point[q3-beta3-None-expected3]
6.57s call     tests/distributions/test_distribution.py::TestPartialObservedRV::test_multivariate_constant_mask_separable[True-True]
6.22s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_negative_binomial
6.16s call     tests/distributions/test_custom.py::TestCustomDist::test_custom_dist_multivariate_logp[None]
5.91s call     tests/distributions/test_custom.py::TestCustomSymbolicDist::test_custom_dist_default_support_point[dist_params2-None-4.4816890703380645-<lambda>]
5.66s call     tests/distributions/test_custom.py::TestCustomSymbolicDist::test_custom_dist_default_support_point[dist_params1-None-expected1-<lambda>]
5.57s call     tests/distributions/test_discrete.py::TestMoments::test_discrete_uniform_support_point[1-upper3-size3-expected3]
5.45s call     tests/distributions/test_discrete.py::TestDiscreteWeibull::test_distribution
5.39s call     tests/distributions/test_simulator.py::TestSimulator::test_nested_simulators
5.33s call     tests/distributions/test_discrete.py::TestMoments::test_hyper_geometric_support_point[50-10-n2-None-expected2]
5.32s call     tests/distributions/test_simulator.py::TestSimulator::test_custom_dist_sum_stat[float32]
5.12s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_beta_binomial
4.81s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_categorical_bounds
4.60s call     tests/distributions/test_simulator.py::TestSimulator::test_one_gaussian
4.31s call     tests/sampling/test_forward.py::TestSamplePPC::test_model_not_drawable_prior
4.29s call     tests/distributions/test_custom.py::TestCustomSymbolicDist::test_custom_dist_default_support_point[dist_params0-None-148.4131591025766-<lambda>]
4.18s call     tests/distributions/test_discrete.py::TestMoments::test_beta_binomial_support_point[10-1-1-5-expected1]
4.11s call     tests/distributions/test_discrete.py::TestMatchesScipy::test_orderedprobit[3]
4.10s call     tests/distributions/test_simulator.py::TestSimulator::test_simulator_metropolis_mcmc
4.07s call     tests/distributions/test_discrete.py::TestMoments::test_bernoulli_support_point[p3-size3-expected3]
4.05s call     tests/distributions/test_discrete.py::TestMoments::test_poisson_support_point[mu3-size3-expected3]
=========== 350 passed, 1 xfailed, 344 warnings in 656.77s (0:10:56) ===========
(Calculating time from 2025-05-28T05:38:27Z to 2025-05-28T05:45:17Z) macos (macos-latest, float64, 3.13, tests/sampling/test_parallel.py tests/test_data.py tests/vari... 
============================= slowest 50 durations =============================
29.66s call     tests/model/test_core.py::TestImputationMissingData::test_missing_multivariate_separable
18.46s call     tests/model/test_core.py::TestImputationMissingData::test_truncated_normal
17.21s call     tests/variational/test_minibatch_rv.py::TestMinibatchRandomVariable::test_multidim_scaling
15.69s call     tests/model/test_core.py::TestImputationMissingData::test_interval_missing_observations
15.59s call     tests/model/test_core.py::TestValueGradFunction::test_missing_data
12.46s call     tests/variational/test_minibatch_rv.py::TestMinibatchRandomVariable::test_derived_rv
10.70s call     tests/model/test_core.py::TestImputationMissingData::test_missing_logp1
10.59s call     tests/sampling/test_parallel.py::test_remote_pipe_closed
10.24s call     tests/sampling/test_parallel.py::test_context
7.66s call     tests/model/test_core.py::TestValueGradFunction::test_edge_case
7.11s call     tests/model/test_core.py::TestImputationMissingData::test_missing_dual_observations
6.62s call     tests/test_data.py::TestData::test_shared_data_as_rv_input
6.55s call     tests/sampling/test_parallel.py::test_spawn_densitydist_bound_method
6.49s call     tests/model/test_core.py::test_model_d2logp[True]
6.31s call     tests/model/test_core.py::TestModelDebug::test_invalid_observed_value
5.97s call     tests/model/test_core.py::TestImputationMissingData::test_missing_multivariate_unseparable
5.92s call     tests/variational/test_minibatch_rv.py::TestMinibatchRandomVariable::test_density_scaling
5.62s call     tests/model/test_core.py::test_model_logp_fast_compile
4.67s call     tests/sampling/test_parallel.py::test_spawn_densitydist_function
4.47s call     tests/model/test_core.py::TestImputationMissingData::test_missing_logp2
4.42s call     tests/test_data.py::TestData::test_sample
4.39s call     tests/sampling/test_parallel.py::test_explicit_sample[spawn]
4.32s call     tests/model/test_core.py::TestImputationMissingData::test_coordinates
4.23s call     tests/model/test_core.py::TestTransformArgs::test_default_transform_is_applied
3.26s call     tests/model/test_core.py::TestImputationMissingData::test_missing_basic[pandas]
3.23s call     tests/test_data.py::TestData::test_shared_data_as_index
3.20s call     tests/model/test_core.py::TestModelDebug::test_invalid_parameter[logp]
2.81s call     tests/sampling/test_parallel.py::test_bad_unpickle
2.71s call     tests/model/test_core.py::TestPytensorRelatedLogpBugs::test_pytensor_switch_broadcast_edge_cases_2
2.70s call     tests/model/test_core.py::TestModelDebug::test_invalid_parameter_cant_be_evaluated[logp-True]
2.68s call     tests/model/test_core.py::test_tempered_logp_dlogp[False]
2.66s call     tests/model/test_core.py::TestProfile::test_profile_model
2.58s call     tests/model/test_core.py::TestImputationMissingData::test_missing_vector_parameter
2.58s call     tests/model/test_core.py::TestObserved::test_observed_compute_test_value
2.52s call     tests/model/test_core.py::TestModelDebug::test_invalid_parameter_cant_be_evaluated[dlogp-True]
2.51s call     tests/model/test_core.py::TestModelDebug::test_invalid_parameter[dlogp]
2.28s call     tests/model/test_core.py::TestImputationMissingData::test_symbolic_random_variable
1.98s call     tests/model/test_core.py::test_model_d2logp[False]
1.89s call     tests/test_data.py::test_scaling_data_works_in_likelihood
1.62s call     tests/test_data.py::TestData::test_sample_posterior_predictive_after_set_data_with_coords
1.58s call     tests/model/test_core.py::test_model_dlogp[True]
1.42s call     tests/model/test_core.py::TestModelDebug::test_invalid_value
1.39s call     tests/variational/test_minibatch_rv.py::TestMinibatchRandomVariable::test_minibatch_parameter_and_value
1.36s call     tests/model/test_core.py::TestCheckStartVals::test_valid_start_point
1.33s call     tests/test_data.py::TestData::test_sample_after_set_data
1.33s call     tests/model/test_core.py::test_point_logps
1.32s call     tests/model/test_core.py::TestModelDebug::test_no_problems[logp]
1.30s call     tests/test_data.py::TestData::test_set_data_to_non_data_container_variables
1.18s call     tests/model/test_core.py::test_initial_point
1.17s call     tests/model/test_core.py::TestImputationMissingData::test_missing_basic[masked]
====== 168 passed, 2 skipped, 1 xfailed, 5 warnings in 303.83s (0:05:03) =======
(Calculating time from 2025-05-28T05:38:32Z to 2025-05-28T05:53:10Z) windows (windows-latest, float64, 3.10, tests/gp/test_cov.py tests/gp/test_gp.py tests/gp/test_me... 
============================ slowest 50 durations =============================
46.66s setup    tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[FITC]
25.36s call     tests/smc/test_smc.py::TestSMC::test_marginal_likelihood
22.76s call     tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[FITC]
21.89s call     tests/smc/test_smc.py::TestSMC::test_unobserved_categorical
17.49s call     tests/sampling/test_parallel.py::test_sampling_with_random_generator_matches[2]
17.28s call     tests/gp/test_gp.py::TestMarginalVsLatent::testLatentMultioutput
17.23s call     tests/smc/test_smc.py::TestSMC::test_sample
15.70s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginal
14.12s call     tests/smc/test_smc.py::TestSMC::test_return_datatype[2]
13.79s call     tests/smc/test_smc.py::TestMHKernel::test_normal_model
13.58s call     tests/ode/test_ode.py::TestSensitivityInitialCondition::test_sens_ic_vector_2_param_tensor
13.40s call     tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[VFE]
12.85s call     tests/sampling/test_parallel.py::test_iterator
12.73s call     tests/smc/test_smc.py::TestSMC::test_kernel_kwargs
12.68s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginalApprox[VFE]
12.03s call     tests/sampling/test_parallel.py::test_remote_pipe_closed
11.94s call     tests/ode/test_ode.py::TestDiffEqModel::test_vector_ode_1_param
11.51s call     tests/smc/test_smc.py::TestSMC::test_return_datatype[1]
11.29s call     tests/smc/test_smc.py::TestSMC::test_start
11.25s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginalApprox[FITC]
10.77s call     tests/smc/test_smc.py::TestSMC::test_unobserved_bernoulli
10.22s call     tests/sampling/test_parallel.py::test_spawn_densitydist_bound_method
10.11s call     tests/gp/test_gp.py::TestTP::testTPvsLatent
9.94s call     tests/gp/test_gp.py::TestMarginalKron::testMarginalKronvsMarginalpredict
9.47s call     tests/sampling/test_parallel.py::test_context
9.39s call     tests/gp/test_cov.py::TestCovAdd::test_symadd_cov
9.18s call     tests/sampling/test_parallel.py::test_spawn_densitydist_function
8.70s call     tests/smc/test_smc.py::TestSMC::test_parallel_custom
8.64s call     tests/sampling/test_parallel.py::test_bad_unpickle
8.15s call     tests/ode/test_ode.py::TestDiffEqModel::test_vector_ode_2_param
7.94s call     tests/gp/test_gp.py::TestTP::testTPvsLatentReparameterized
7.46s call     tests/ode/test_ode.py::test_logp_scalar_ode
7.26s call     tests/gp/test_gp.py::TestMarginalKron::testMarginalKronvsMarginal
7.10s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveLatent
7.02s call     tests/smc/test_smc.py::TestSMC::test_convergence_checks
6.76s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginalApprox[DTC]
6.72s call     tests/gp/test_cov.py::TestCovPSD::test_covpsd_add
6.63s call     tests/sampling/test_parallel.py::test_explicit_sample[spawn]
6.63s call     tests/ode/test_ode.py::test_simulate
6.51s call     tests/gp/test_gp.py::TestLatentKron::testLatentKronvsLatent
6.21s call     tests/gp/test_cov.py::TestCovProd::test_multiops
6.19s call     tests/gp/test_cov.py::TestCovKron::test_multiops
5.97s call     tests/ode/test_ode.py::TestDiffEqModel::test_scalar_ode_1_param
5.80s setup    tests/gp/test_gp.py::TestMarginalKron::testMarginalKronvsMarginalpredict
5.78s call     tests/smc/test_smc.py::TestMHKernel::test_proposal_dist_shape
5.62s setup    tests/gp/test_gp.py::TestMarginalVsLatent::testLatent1
5.51s call     tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[DTC]
5.34s setup    tests/gp/test_gp.py::TestMarginalKron::testMarginalKronvsMarginal
5.34s setup    tests/gp/test_gp.py::TestMarginalKron::testMarginalKronRaises
4.98s call     tests/ode/test_ode.py::TestSensitivityInitialCondition::test_sens_ic_vector_3_params
====== 177 passed, 2 skipped, 1 xfailed, 6 warnings in 698.90s (0:11:38) ======
(Calculating time from 2025-05-28T05:38:27Z to 2025-05-28T05:43:35Z) macos (macos-latest, float64, 3.13, tests/sampling/test_mcmc.py ) 
============================= slowest 50 durations =============================
24.84s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-advi]
11.63s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[advi]
8.69s setup    tests/sampling/test_mcmc.py::TestInitNuts::test_checks_seeds_kwarg
8.66s call     tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[False]
7.78s call     tests/sampling/test_mcmc.py::test_step_args
7.73s call     tests/sampling/test_mcmc.py::TestSample::test_sample_init[advi]
7.44s call     tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[True]
7.38s call     tests/sampling/test_mcmc.py::test_sample_var_names
6.52s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[map]
6.04s call     tests/sampling/test_mcmc.py::TestSample::test_deterministic_of_unobserved[True]
5.35s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-jitter+adapt_diag]
5.16s call     tests/sampling/test_mcmc.py::TestType::test_float32
4.72s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[advi_map]
4.64s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-map]
4.46s call     tests/sampling/test_mcmc.py::test_sample_find_MAP_does_not_modify_start
3.74s call     tests/sampling/test_mcmc.py::TestNamedSampling::test_shared_named
3.70s call     tests/sampling/test_mcmc.py::TestType::test_float64
3.43s call     tests/sampling/test_mcmc.py::TestSample::test_sample_init[map]
2.78s call     tests/sampling/test_mcmc.py::TestShared::test_sample
2.65s call     tests/sampling/test_mcmc.py::TestSample::test_sample_init[advi_map]
2.49s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-advi]
2.45s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-1-advi]
2.44s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-advi]
2.34s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-2-advi]
2.33s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-1-advi]
2.32s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[ADVI+adapt_diag]
2.30s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-advi]
2.29s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-1-advi]
2.29s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-2-advi]
2.25s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-1-advi]
2.20s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-1-advi]
2.16s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-1-map]
2.05s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-2-advi]
2.02s call     tests/sampling/test_mcmc.py::TestSample::test_deterministic_of_unobserved[False]
2.01s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-1-map]
1.90s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-1-map]
1.89s call     tests/sampling/test_mcmc.py::test_blas_cores
1.65s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-map]
1.64s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-map]
1.55s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-map]
1.52s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-2-map]
1.48s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-2-map]
1.47s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-1-map]
1.46s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-2-map]
1.46s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-1-map]
1.43s call     tests/sampling/test_mcmc.py::TestSample::test_sample_does_not_rely_on_external_global_seeding
1.39s call     tests/sampling/test_mcmc.py::TestSample::test_default_sample_does_not_set_global_seed
0.78s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[jitter+adapt_full]
0.72s call     tests/sampling/test_mcmc.py::TestSampleReturn::test_sample_return_lengths
0.56s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[jitter+adapt_diag]
============ 98 passed, 5 skipped, 25 warnings in 213.17s (0:03:33) ============
(Calculating time from 2025-05-28T05:38:27Z to 2025-05-28T05:49:49Z) ubuntu (ubuntu-latest, float64, 3.13, tests/tuning/test_scaling.py tests/tuning/test_starting.py ... 
============================= slowest 50 durations =============================
20.76s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_dirichlet[a1-None]
19.31s call     tests/tuning/test_starting.py::test_find_MAP_discrete
18.62s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-advi]
15.42s call     tests/tuning/test_starting.py::test_find_MAP
15.24s call     tests/distributions/test_dist_math.py::test_multinomial_check_parameters
14.03s call     tests/tuning/test_starting.py::test_find_MAP_issue_4488
11.83s call     tests/distributions/test_transform.py::test_ordered
11.20s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_triangular[-10-0-200-size1]
10.55s call     tests/distributions/test_transform.py::test_interval
10.25s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[advi]
9.80s call     tests/sampling/test_mcmc.py::test_step_args
9.80s call     tests/sampling/test_mcmc.py::test_sample_var_names
9.70s call     tests/tuning/test_starting.py::test_mle_jacobian[True]
9.37s call     tests/distributions/test_transform.py::test_simplex
9.32s call     tests/tuning/test_scaling.py::test_guess_scaling
9.00s call     tests/distributions/test_transform.py::test_simplex_bounds
8.39s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_half_normal_ordered[sigma1-size1]
8.07s call     tests/sampling/test_mcmc.py::TestSample::test_sample_init[advi]
7.49s call     tests/sampling/test_parallel.py::test_remote_pipe_closed
7.14s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_beta[0.5-0.5-size1]
7.13s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_dirichlet[a2-size2]
6.96s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[map]
6.80s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_other[0.5-5.5-size1-transform1]
6.76s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_other[lower2-upper2-size2-transform2]
6.52s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_beta[a2-b2-size2]
6.36s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_half_normal[5.0-size1]
6.30s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_ordered[lower1-upper1-size1]
6.21s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform[0.5-5.5-size1]
6.03s call     tests/sampling/test_parallel.py::test_spawn_densitydist_bound_method
5.82s call     tests/distributions/test_dist_math.py::TestI0e::test_grad
5.70s call     tests/tuning/test_starting.py::test_accuracy_non_normal
5.65s call     tests/sampling/test_mcmc.py::TestType::test_float32
5.63s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform[lower2-upper2-size2]
5.60s call     tests/sampling/test_mcmc.py::test_exec_nuts_init[advi_map]
5.57s call     tests/tuning/test_starting.py::test_accuracy_normal
5.55s call     tests/distributions/test_transform.py::test_chain_jacob_det
5.45s call     tests/sampling/test_parallel.py::test_spawn_densitydist_function
5.43s call     tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[True]
5.42s call     tests/sampling/test_parallel.py::test_context
5.39s call     tests/sampling/test_parallel.py::test_bad_unpickle
5.36s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_beta_ordered[a1-b1-size1]
4.98s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_ordered[0.0-1.0-size0]
4.96s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_dirichlet[a0-None]
4.88s call     tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[False]
4.60s call     tests/sampling/test_parallel.py::test_explicit_sample[spawn]
4.47s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_half_normal[sigma2-size2]
4.46s call     tests/distributions/test_transform.py::test_log_exp_m1
4.20s call     tests/tuning/test_starting.py::test_mle_jacobian[False]
4.06s call     tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-advi]
4.05s call     tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform[0.0-1.0-2]
====== 214 passed, 7 skipped, 1 xfailed, 39 warnings in 624.88s (0:10:24) ======
(Calculating time from 2025-05-28T05:38:32Z to 2025-05-28T05:52:01Z) windows (windows-latest, float64, 3.10, tests/step_methods/test_metropolis.py tests/step_methods/... 
============================ slowest 50 durations =============================
95.06s setup    tests/step_methods/test_metropolis.py::TestMetropolisUniform::test_kstest
50.71s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSLKJCholeskyCov::test_kstest
45.07s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update[batched_dist4]
44.43s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update[batched_dist3]
34.86s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSUniform2::test_kstest
34.84s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSUniform::test_kstest
33.54s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSUniform3::test_kstest
28.03s setup    tests/step_methods/test_slicer.py::TestSliceUniform::test_kstest
22.94s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSStudentT::test_kstest
22.48s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update[batched_dist2]
20.98s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSBetaBinomial::test_kstest
19.53s setup    tests/step_methods/hmc/test_nuts.py::TestNUTSNormal::test_kstest
19.15s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update[batched_dist1]
17.95s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update[batched_dist0]
11.97s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update_different_scales
11.86s call     tests/step_methods/hmc/test_nuts.py::TestNutsCheckTrace::test_emits_energy_warnings
9.40s call     tests/step_methods/test_metropolis.py::TestStepMetropolis::test_step_discrete
9.12s call     tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_tuning_epsilon_parallel
8.64s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_tuning_reset
8.49s call     tests/step_methods/hmc/test_nuts.py::TestNutsCheckTrace::test_multiple_samplers
6.77s call     tests/step_methods/test_compound.py::TestCompoundStep::test_non_blocked
6.67s call     tests/step_methods/test_metropolis.py::TestStepMetropolis::test_step_continuous[<function TestStepMetropolis.<lambda> at 0x000002991105F1C0>-4000]
5.18s call     tests/step_methods/test_metropolis.py::TestDEMetropolis::test_demcmc_tune_parameter
4.73s call     tests/step_methods/test_metropolis.py::TestStepMetropolis::test_step_categorical[uniform]
4.01s call     tests/step_methods/test_metropolis.py::TestMetropolis::test_multinomial_no_elemwise_update
3.74s call     tests/step_methods/test_metropolis.py::TestRVsAssignmentMetropolis::test_discrete_steps[BinaryMetropolis]
3.25s call     tests/step_methods/test_slicer.py::TestStepSlicer::test_step_continuous[<function TestStepSlicer.<lambda> at 0x00000299110981F0>-2000]
2.89s call     tests/step_methods/hmc/test_nuts.py::TestStepNUTS::test_step_continuous[<lambda>-1000_0]
2.89s call     tests/step_methods/hmc/test_nuts.py::TestNutsCheckTrace::test_bad_init_nonparallel
2.66s call     tests/step_methods/test_compound.py::TestCompoundStep::test_name
2.65s call     tests/step_methods/test_slicer.py::TestStepSlicer::test_step_continuous[<function TestStepSlicer.<lambda> at 0x0000029911098670>-2000]
2.65s call     tests/step_methods/test_metropolis.py::TestStepMetropolis::test_step_categorical[proportional]
2.63s call     tests/step_methods/test_metropolis.py::test_sampling_state[Metropolis-simple_model]
2.49s call     tests/step_methods/test_compound.py::TestStepCompound::test_step_continuous[<function TestStepCompound.<lambda> at 0x00000299110989D0>-1000]
2.01s call     tests/step_methods/hmc/test_nuts.py::TestStepNUTS::test_step_continuous[<lambda>-1000_1]
1.79s call     tests/step_methods/test_compound.py::TestStatsBijection::test_flatten_steps
1.63s call     tests/step_methods/hmc/test_nuts.py::TestNutsCheckTrace::test_sampler_stats
1.45s call     tests/step_methods/hmc/test_nuts.py::test_nuts_step_legacy_value_grad_function
1.37s call     tests/step_methods/hmc/test_hmc.py::TestStepHamiltonianMC::test_step_continuous[<lambda>-1000_0]
1.37s call     tests/step_methods/hmc/test_hmc.py::TestStepHamiltonianMC::test_step_continuous[<lambda>-1000_1]
1.28s call     tests/step_methods/test_compound.py::TestCompoundStep::test_blocked
1.18s call     tests/step_methods/hmc/test_hmc.py::test_leapfrog_reversible
0.96s call     tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_tuning_lambda_sequential
0.95s call     tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_tuning_reset
0.91s call     tests/step_methods/test_compound.py::TestStatsMetadata::test_stats_from_steps
0.85s call     tests/step_methods/test_metropolis.py::TestRVsAssignmentMetropolis::test_discrete_steps[BinaryGibbsMetropolis]
0.73s call     tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_tuning_none
0.39s call     tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_custom_proposal_dist
0.37s call     tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_tune_drop_fraction
0.36s call     tests/step_methods/hmc/test_nuts.py::TestNutsCheckTrace::test_bad_init_parallel
========= 118 passed, 6 skipped, 15950 warnings in 631.19s (0:10:31) ==========
(Calculating time from 2025-05-28T05:38:28Z to 2025-05-28T05:48:07Z) macos (macos-latest, float64, 3.13, tests/backends/test_arviz.py tests/backends/test_zarr.py test... 
============================= slowest 50 durations =============================
31.86s call     tests/backends/test_arviz.py::TestDataPyMC::test_mv_missing_data_model
21.68s call     tests/backends/test_arviz.py::TestDataPyMC::test_multivariate_observations
20.63s setup    tests/backends/test_arviz.py::TestDataPyMC::test_to_idata
16.56s call     tests/backends/test_arviz.py::TestDataPyMC::test_single_observation
9.55s setup    tests/backends/test_zarr.py::test_record[single_step-include_transformed-frequent_writes]
7.74s call     tests/backends/test_arviz.py::TestDataPyMC::test_autodetect_coords_from_model[True]
5.41s call     tests/backends/test_arviz.py::TestDataPyMC::test_missing_data_model
4.65s call     tests/backends/test_arviz.py::TestDataPyMC::test_overwrite_model_coords_dims
3.10s call     tests/backends/test_arviz.py::TestDataPyMC::test_constant_data[True]
2.43s setup    tests/backends/test_zarr.py::test_record[compound_step-include_transformed-frequent_writes]
2.24s call     tests/backends/test_zarr.py::test_record[single_step-include_transformed-frequent_writes]
1.99s call     tests/backends/test_arviz.py::TestDataPyMC::test_to_idata
1.84s call     tests/variational/test_updates.py::test_updates_fast[scalar-without_args-all_params-adagrad_window]
1.72s call     tests/backends/test_arviz.py::TestDataPyMC::test_potential
1.64s call     tests/backends/test_arviz.py::TestDataPyMC::test_single_chain[1]
1.48s call     tests/variational/test_updates.py::test_updates_fast[scalar-without_args-all_params-adam]
1.36s call     tests/variational/test_updates.py::test_updates_fast[scalar-without_args-all_params-rmsprop]
1.29s call     tests/backends/test_arviz.py::TestDataPyMC::test_predictions_constant_data
1.26s call     tests/variational/test_updates.py::test_updates_fast[mixed-without_args-all_params-adadelta]
1.23s call     tests/backends/test_arviz.py::TestDataPyMC::test_include_transformed
1.11s call     tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-discard_tuning-return_idata-keep_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
1.11s call     tests/backends/test_arviz.py::TestPyMCWarmupHandling::test_save_warmup[0-50-1-False]
1.06s setup    tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-discard_tuning-return_zarr-discard_warning_stat-sequential_sampling-compute_loglike-frequent_writes]
1.05s call     tests/backends/test_arviz.py::TestDataPyMC::test_multiple_observed_rv[True]
1.02s setup    tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-keep_tuning-return_idata-keep_warning_stat-parallel_sampling-no_loglike-sparse_writes]
1.02s setup    tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-keep_tuning-return_idata-keep_warning_stat-parallel_sampling-no_loglike-frequent_writes]
1.02s setup    tests/backends/test_zarr.py::test_split_warmup[compound_step-include_transformed-0]
1.00s call     tests/backends/test_zarr.py::test_sampling_consistency[compound_step-frequent_writes]
0.98s setup    tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-discard_tuning-return_zarr-discard_warning_stat-parallel_sampling-no_loglike-sparse_writes]
0.97s 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]
0.97s setup    tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-discard_tuning-return_zarr-discard_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
0.97s setup    tests/backends/test_zarr.py::test_record[compound_step-discard_transformed-frequent_writes]
0.97s setup    tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-discard_tuning-return_idata-keep_warning_stat-parallel_sampling-no_loglike-sparse_writes]
0.95s setup    tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-discard_tuning-return_zarr-keep_warning_stat-sequential_sampling-no_loglike-frequent_writes]
0.95s setup    tests/backends/test_zarr.py::test_split_warmup[compound_step-include_transformed-5]
0.94s call     tests/backends/test_arviz.py::TestDataPyMC::test_posterior_predictive_thinned
0.94s setup    tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-discard_tuning-return_zarr-keep_warning_stat-parallel_sampling-compute_loglike-sparse_writes]
0.94s setup    tests/backends/test_zarr.py::test_sample[single_step-discard_transformed-discard_tuning-return_zarr-keep_warning_stat-sequential_sampling-compute_loglike-sparse_writes]
0.94s setup    tests/backends/test_zarr.py::test_split_warmup[compound_step-include_transformed-10]
0.94s call     tests/backends/test_zarr.py::test_sampling_consistency[single_step-frequent_writes]
0.93s setup    tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-discard_tuning-return_idata-discard_warning_stat-parallel_sampling-no_loglike-frequent_writes]
0.93s setup    tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-keep_tuning-return_idata-discard_warning_stat-sequential_sampling-no_loglike-sparse_writes]
0.92s setup    tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-discard_tuning-return_idata-discard_warning_stat-parallel_sampling-compute_loglike-sparse_writes]
0.92s setup    tests/backends/test_zarr.py::test_split_warmup[compound_step-discard_transformed-0]
0.92s setup    tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-discard_tuning-return_zarr-discard_warning_stat-parallel_sampling-compute_loglike-sparse_writes]
0.91s setup    tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-discard_tuning-return_idata-keep_warning_stat-sequential_sampling-compute_loglike-sparse_writes]
0.90s setup    tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-discard_tuning-return_zarr-keep_warning_stat-parallel_sampling-no_loglike-sparse_writes]
0.90s setup    tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-discard_tuning-return_idata-discard_warning_stat-sequential_sampling-compute_loglike-frequent_writes]
0.89s setup    tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-keep_tuning-return_zarr-keep_warning_stat-sequential_sampling-no_loglike-sparse_writes]
0.88s setup    tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-keep_tuning-return_idata-discard_warning_stat-parallel_sampling-no_loglike-frequent_writes]
============ 480 passed, 64 skipped, 1 warning in 460.59s (0:07:40) ============
(Calculating time from 2025-05-28T05:38:28Z to 2025-05-28T05:56:04Z) ubuntu (ubuntu-latest, float64, 3.13, tests/distributions/test_timeseries.py tests/gp/test_cov.py... 
============================= slowest 50 durations =============================
32.12s call     tests/gp/test_hsgp_approx.py::TestHSGP::test_prior[cov_func0-centered]
28.98s call     tests/distributions/test_timeseries.py::TestAR::test_batched_sigma
27.46s call     tests/gp/test_hsgp_approx.py::TestHSGPPeriodic::test_prior[100.0-cov_func0]
24.44s call     tests/gp/test_hsgp_approx.py::TestHSGP::test_prior[cov_func1-noncentered]
24.25s call     tests/gp/test_hsgp_approx.py::TestHSGPPeriodic::test_conditional_periodic[cov_func0]
23.85s setup    tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[FITC]
23.13s call     tests/gp/test_hsgp_approx.py::TestHSGP::test_conditional[cov_func0-centered]
23.06s call     tests/gp/test_hsgp_approx.py::TestHSGP::test_conditional[cov_func1-noncentered]
21.82s call     tests/distributions/test_timeseries.py::TestPredefinedRandomWalk::test_gaussian_inference
21.58s call     tests/distributions/test_timeseries.py::TestRandomWalk::test_init_logp_univariate[init_dist0]
17.59s call     tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[FITC]
17.09s call     tests/distributions/test_timeseries.py::TestAR::test_multivariate_init_dist
16.45s call     tests/model/test_core.py::TestImputationMissingData::test_missing_multivariate_separable
16.33s call     tests/distributions/test_timeseries.py::TestRandomWalk::test_support_point[init_dist1-innovation_dist1-9-size1-expected1-True]
14.88s call     tests/distributions/test_timeseries.py::TestEulerMaruyama::test_linear_model
14.72s call     tests/distributions/test_timeseries.py::TestAR::test_batched_size[False]
14.64s call     tests/distributions/test_timeseries.py::TestRandomWalk::test_init_logp_multivariate[init_dist0]
14.37s call     tests/distributions/test_timeseries.py::TestAR::test_batched_size[True]
14.17s call     tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[True-omega]
13.06s call     tests/distributions/test_timeseries.py::TestRandomWalk::test_init_logp_univariate[init_dist1]
13.04s call     tests/distributions/test_timeseries.py::TestRandomWalk::test_support_point[init_dist2-innovation_dist2-9-None-expected2-True]
12.28s call     tests/model/test_core.py::TestImputationMissingData::test_truncated_normal
11.94s call     tests/distributions/test_timeseries.py::TestGARCH11::test_support_point[size1-expected1]
11.25s call     tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[True-beta_1]
11.15s call     tests/model/transform/test_conditioning.py::test_change_value_transforms
10.66s call     tests/model/test_core.py::TestValueGradFunction::test_missing_data
10.58s call     tests/model/test_core.py::TestImputationMissingData::test_interval_missing_observations
10.53s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginal
10.41s call     tests/gp/test_gp.py::TestMarginalVsLatent::testLatentMultioutput
10.25s call     tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[VFE]
10.22s call     tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[True-alpha_1]
10.12s call     tests/distributions/test_timeseries.py::TestPredefinedRandomWalk::test_mvgaussian_with_chol_cov_rv[chol]
9.45s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginalApprox[VFE]
9.43s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginalApprox[FITC]
8.83s call     tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[False-omega]
8.82s call     tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[False-alpha_1]
8.73s call     tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[False-beta_1]
8.35s call     tests/gp/test_gp.py::TestMarginalKron::testMarginalKronvsMarginalpredict
8.26s call     tests/distributions/test_timeseries.py::TestEulerMaruyama::test_batched_size[True-2]
8.20s call     tests/distributions/test_timeseries.py::TestGARCH11::test_support_point[None-expected0]
7.61s call     tests/distributions/test_timeseries.py::TestEulerMaruyama::test_batched_size[True-1]
6.85s call     tests/ode/test_ode.py::TestDiffEqModel::test_vector_ode_1_param
6.64s call     tests/model/test_core.py::test_model_d2logp[True]
6.39s call     tests/model/test_core.py::TestImputationMissingData::test_missing_dual_observations
6.36s call     tests/distributions/test_timeseries.py::TestAR::test_batched_rhos
5.91s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginalApprox[DTC]
5.82s call     tests/ode/test_ode.py::TestSensitivityInitialCondition::test_sens_ic_vector_2_param_tensor
5.51s call     tests/gp/test_gp.py::TestLatentKron::testLatentKronvsLatent
5.47s call     tests/gp/test_gp.py::TestMarginalKron::testMarginalKronvsMarginal
5.45s call     tests/gp/test_gp.py::TestGPAdditive::testAdditiveLatent
=========== 463 passed, 3 xfailed, 21 warnings in 1001.47s (0:16:41) ===========
(Calculating time from 2025-05-28T05:38:29Z to 2025-05-28T06:02:07Z) ubuntu (ubuntu-latest, float64, 3.13, tests/backends/test_mcbackend.py tests/backends/test_zarr.p... 
============================= slowest 50 durations =============================
33.79s call     tests/distributions/test_truncated.py::test_change_truncated_size
22.26s call     tests/distributions/test_truncated.py::test_truncated_multiple_rngs
22.23s call     tests/distributions/test_truncated.py::test_truncated_support_point[truncated_dist2--1-None-shape2-expected2]
21.85s call     tests/backends/test_mcbackend.py::test_make_runmeta_and_point_fn
20.68s call     tests/distributions/test_truncated.py::test_vectorized_bounds
19.54s call     tests/logprob/test_transforms.py::TestTransform::test_check_jac_det[transform2]
19.53s call     tests/logprob/test_tensor.py::test_measurable_join_multivariate[size19-10-size29-10-2-False-2]
16.99s call     tests/logprob/test_transform_value.py::test_default_value_transform_logprob[pt_dist17-dist_params17-<lambda>-size17]
16.65s call     tests/logprob/test_tensor.py::test_measurable_join_multivariate[size15-10-size25-10-1-True-1]
14.98s call     tests/logprob/test_transform_value.py::test_default_value_transform_logprob[pt_dist16-dist_params16-<lambda>-None]
14.27s call     tests/logprob/test_transform_value.py::test_weakref_leak
11.96s call     tests/distributions/test_truncated.py::test_truncated_support_point[truncated_dist1--1-2-shape1-expected1]
11.69s call     tests/distributions/test_truncated.py::test_truncated_maxwell_dist
11.54s setup    tests/backends/test_zarr.py::test_record[single_step-include_transformed-frequent_writes]
11.06s call     tests/distributions/test_truncated.py::test_truncation_continuous_random[False-True-rejection--1-inf]
9.87s call     tests/logprob/test_scan.py::test_scan_joint_logprob[False]
9.69s call     tests/logprob/test_transforms.py::test_extra_bijective_rv_transforms[pt_transform2-transform2]
9.59s call     tests/logprob/test_linalg.py::test_matrix_vector_transform[batch_shape1-True]
9.22s call     tests/logprob/test_composite_logprob.py::test_affine_join_interdependent[False]
8.82s call     tests/distributions/test_truncated.py::test_truncation_continuous_random[False-False-icdf--1-inf]
8.63s call     tests/distributions/test_truncated.py::test_truncated_support_point[truncated_dist3-None-upper3-shape3-expected3]
8.57s call     tests/logprob/test_linalg.py::test_matrix_vector_transform[batch_shape0-True]
8.36s call     tests/distributions/test_truncated.py::test_truncation_continuous_random[False-True-icdf--1-inf]
8.17s call     tests/distributions/test_truncated.py::test_truncated_inference
8.06s call     tests/backends/test_mcbackend.py::TestMcBackendSampling::test_return_multitrace[False]
7.98s call     tests/logprob/test_transform_value.py::test_default_value_transform_logprob[pt_dist15-dist_params15-<lambda>-size15]
7.72s 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]
7.44s call     tests/distributions/test_truncated.py::test_truncation_logprob_bound_check
7.43s call     tests/logprob/test_mixture.py::test_expand_indices_basic[A_parts8-indices8]
7.35s call     tests/logprob/test_scan.py::test_convert_outer_out_to_in_sit_sot
7.10s call     tests/distributions/test_truncated.py::test_truncation_continuous_random[True-False-icdf--1-inf]
6.76s call     tests/logprob/test_mixture.py::test_expand_indices_moved_subspaces[A_parts0-indices0]
6.68s call     tests/logprob/test_cumsum.py::test_normal_cumsum[size4-0]
6.65s call     tests/distributions/test_truncated.py::test_truncation_discrete_random[rejection-2-inf]
6.50s call     tests/distributions/test_truncated.py::test_truncation_continuous_random[False-False-rejection--1-inf]
6.37s call     tests/distributions/test_truncated.py::test_truncated_gamma
6.36s call     tests/logprob/test_tensor.py::test_measurable_join_multivariate[size12-2-size22-2-0-True-0]
6.26s call     tests/logprob/test_scan.py::test_scan_multiple_output_types
6.11s call     tests/logprob/test_order.py::test_max_logprob[shape4-0.9-None]
6.04s call     tests/backends/test_mcbackend.py::test_get_variables_and_point_fn
5.87s call     tests/distributions/test_truncated.py::test_truncation_continuous_random[True-True-icdf--1-inf]
5.74s call     tests/logprob/test_transforms.py::TestLocScaleRVTransform::test_scale_transform_rv[rv_size2-matrix-False]
5.61s call     tests/logprob/test_checks.py::test_specify_shape_logprob
5.34s call     tests/logprob/test_order.py::test_max_logprob[3-0.85--1]
5.26s call     tests/distributions/test_truncated.py::test_truncated_custom_dist_indexed_argument[rv_op0]
5.18s call     tests/distributions/test_truncated.py::test_truncated_symbolic_rv[<lambda>0]
5.09s call     tests/logprob/test_transform_value.py::test_scan_transform
4.95s call     tests/logprob/test_tensor.py::test_measurable_join_multivariate[size17-5-size27-5-0-False-0]
4.94s call     tests/logprob/test_mixture.py::test_expand_indices_basic[A_parts2-indices2]
4.91s call     tests/logprob/test_tensor.py::test_measurable_join_univariate[size14-size24-0-False]
===== 667 passed, 64 skipped, 9 xfailed, 30 warnings in 1359.77s (0:22:39) =====

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Automatically generated by GitHub Action
Latest run date: 2025-06-03
Run logs: 15292379262
@williambdean williambdean changed the title Speed up test times 🚀 Speed up test times 🚀 Feb 20, 2025
@nataziel
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@wd60622 the autogenerated post didn't actually include the list of slow tests 🙈

@williambdean
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@wd60622 the autogenerated post didn't actually include the list of slow tests 🙈

There is no action yet and I am still working on it 😎 but I need an issue to populate

@williambdean williambdean mentioned this issue Feb 28, 2025
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@williambdean
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This doesn't seem to be running

@williambdean williambdean mentioned this issue Jun 3, 2025
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@williambdean @nataziel