help wanted
描述
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 =============================
17.03s call tests/sampling/test_mcmc_external.py::TestNutpieAutoSelection::test_falls_back_to_pymc_for_disqualifying_kwargs[init-advi]
10.78s call tests/sampling/test_jax.py::test_get_log_likelihood
9.09s call tests/sampling/test_mcmc_external.py::test_sample_var_names[pymc]
9.07s call tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[nutpie]
9.00s call tests/sampling/test_mcmc_external.py::test_sample_var_names[nutpie]
8.32s call tests/sampling/test_jax.py::test_transform_samples[scan-1-None-sampler0]
8.03s call tests/sampling/test_jax.py::test_transform_samples[vmap-2-None-sampler0]
7.43s call tests/distributions/test_random_alternative_backends.py::test_dirichlet_multinomial[NUMBA]
7.37s call tests/sampling/test_jax.py::test_transform_samples[scan-2-None-sampler0]
7.29s call tests/sampling/test_jax.py::test_transform_samples[vmap-2-cpu-sampler0]
7.17s call tests/sampling/test_jax.py::test_transform_samples[vmap-1-None-sampler0]
7.16s call tests/sampling/test_jax.py::test_transform_samples[scan-2-cpu-sampler0]
7.06s call tests/sampling/test_jax.py::test_transform_samples[vmap-2-cpu-sampler1]
6.92s call tests/sampling/test_jax.py::test_transform_samples[vmap-1-cpu-sampler0]
6.78s call tests/sampling/test_jax.py::test_transform_samples[scan-1-None-sampler1]
6.42s call tests/sampling/test_jax.py::test_transform_samples[scan-1-cpu-sampler0]
6.19s call tests/sampling/test_jax.py::test_transform_samples[vmap-2-None-sampler1]
6.06s call tests/sampling/test_jax.py::test_transform_samples[scan-2-None-sampler1]
6.04s call tests/sampling/test_mcmc_external.py::test_sample_var_names[blackjax]
5.69s call tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[blackjax]
5.60s call tests/sampling/test_jax.py::test_transform_samples[scan-2-cpu-sampler1]
5.25s call tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[pymc]
4.94s call tests/sampling/test_mcmc_external.py::test_sample_var_names[numpyro]
4.90s call tests/sampling/test_jax.py::test_seeding[1-None-sampler0]
4.79s call tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[numpyro]
4.54s call tests/sampling/test_jax.py::test_seeding[2-None-sampler0]
4.44s call tests/sampling/test_jax.py::test_seeding[2-123-sampler0]
4.28s call tests/sampling/test_jax.py::test_initvals_without_jitter[sampler0]
4.24s call tests/distributions/test_random_alternative_backends.py::test_mvstudentt[NUMBA]
4.10s call tests/sampling/test_jax.py::test_transform_samples[scan-1-cpu-sampler1]
3.90s call tests/sampling/test_jax.py::test_seeding[1-123-sampler0]
3.86s call tests/sampling/test_mcmc_external.py::test_initvals[pymc-negative_control]
3.74s call tests/sampling/test_jax.py::test_transform_samples[vmap-1-cpu-sampler1]
3.74s call tests/sampling/test_jax.py::test_transform_samples[vmap-1-None-sampler1]
3.47s call tests/sampling/test_jax.py::test_seeding[2-None-sampler1]
3.44s call tests/sampling/test_jax.py::test_seeding[2-123-sampler1]
3.17s call tests/sampling/test_jax.py::test_initvals_without_jitter[sampler1]
2.89s call tests/sampling/test_mcmc_external.py::test_initvals[nutpie-negative_control]
2.74s call tests/sampling/test_jax.py::test_deterministic_samples[sampler0]
2.69s call tests/sampling/test_jax.py::test_sample_var_names
2.66s call tests/distributions/test_random_alternative_backends.py::test_dirichlet_multinomial_dims[NUMBA]
2.63s call tests/distributions/test_random_alternative_backends.py::test_dirichlet_multinomial_dims[JAX]
2.56s call tests/sampling/test_jax.py::test_seeding[1-None-sampler1]
2.51s call tests/sampling/test_jax.py::test_idata_kwargs[None-idata_kwargs0-sampler0]
2.50s call tests/sampling/test_jax.py::test_idata_kwargs[cpu-idata_kwargs1-sampler0]
2.45s call tests/sampling/test_mcmc_external.py::test_initvals[blackjax-full_constrained]
2.45s call tests/sampling/test_jax.py::test_idata_kwargs[None-idata_kwargs1-sampler0]
2.43s call tests/sampling/test_mcmc_external.py::test_initvals[blackjax-partial_constrained]
2.41s call tests/sampling/test_jax.py::test_idata_kwargs[None-idata_kwargs0-sampler1]
2.40s call tests/sampling/test_jax.py::test_idata_kwargs[None-idata_kwargs2-sampler0]
================= 130 passed, 30 warnings in 357.52s (0:05:57) =================
============================= slowest 50 durations =============================
13.03s call tests/sampling/test_mcmc_external.py::TestNutpieAutoSelection::test_falls_back_to_pymc_for_disqualifying_kwargs[init-advi]
10.15s call tests/sampling/test_jax.py::test_get_log_likelihood
9.62s call tests/sampling/test_jax.py::test_transform_samples[scan-1-None-sampler0]
8.31s call tests/sampling/test_jax.py::test_transform_samples[vmap-2-None-sampler0]
8.16s call tests/sampling/test_jax.py::test_transform_samples[scan-2-None-sampler0]
8.14s call tests/sampling/test_jax.py::test_transform_samples[scan-2-cpu-sampler0]
7.77s call tests/sampling/test_jax.py::test_transform_samples[vmap-2-cpu-sampler0]
7.70s call tests/sampling/test_jax.py::test_transform_samples[vmap-1-None-sampler0]
7.32s call tests/sampling/test_jax.py::test_transform_samples[vmap-1-cpu-sampler0]
7.30s call tests/distributions/test_random_alternative_backends.py::test_dirichlet_multinomial[FAST_RUN]
7.18s call tests/sampling/test_mcmc_external.py::test_sample_var_names[pymc]
7.10s call tests/sampling/test_jax.py::test_transform_samples[scan-1-cpu-sampler0]
6.90s call tests/sampling/test_jax.py::test_transform_samples[scan-1-None-sampler1]
6.86s call tests/sampling/test_jax.py::test_transform_samples[vmap-2-cpu-sampler1]
6.56s call tests/sampling/test_mcmc_external.py::test_sample_var_names[blackjax]
6.49s call tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[nutpie]
6.21s call tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[blackjax]
6.20s call tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[numpyro]
6.17s call tests/sampling/test_jax.py::test_transform_samples[vmap-2-None-sampler1]
6.08s call tests/sampling/test_jax.py::test_transform_samples[scan-2-None-sampler1]
6.04s call tests/sampling/test_jax.py::test_transform_samples[scan-2-cpu-sampler1]
5.85s call tests/sampling/test_jax.py::test_seeding[2-123-sampler0]
5.17s call tests/sampling/test_jax.py::test_seeding[2-None-sampler0]
5.13s call tests/sampling/test_mcmc_external.py::test_sample_var_names[numpyro]
4.93s call tests/sampling/test_mcmc_external.py::test_external_nuts_sampler[pymc]
4.91s call tests/sampling/test_mcmc_external.py::test_sample_var_names[nutpie]
4.63s call tests/sampling/test_jax.py::test_initvals_without_jitter[sampler0]
4.59s call tests/sampling/test_jax.py::test_seeding[1-None-sampler0]
4.50s call tests/sampling/test_jax.py::test_seeding[1-123-sampler0]
4.42s call tests/sampling/test_jax.py::test_transform_samples[scan-1-cpu-sampler1]
4.33s call tests/distributions/test_random_alternative_backends.py::test_mvstudentt[FAST_RUN]
4.09s call tests/sampling/test_jax.py::test_get_batched_jittered_initial_points
4.05s call tests/sampling/test_jax.py::test_transform_samples[vmap-1-None-sampler1]
4.04s call tests/sampling/test_jax.py::test_transform_samples[vmap-1-cpu-sampler1]
3.79s call tests/sampling/test_jax.py::test_seeding[2-None-sampler1]
3.56s call tests/sampling/test_jax.py::test_seeding[2-123-sampler1]
3.40s call tests/sampling/test_jax.py::test_idata_kwargs[cpu-idata_kwargs2-sampler0]
3.32s call tests/sampling/test_jax.py::test_initvals_without_jitter[sampler1]
2.96s call tests/distributions/test_random_alternative_backends.py::test_dirichlet_multinomial_dims[JAX]
2.93s call tests/sampling/test_jax.py::test_deterministic_samples[sampler0]
2.88s call tests/sampling/test_jax.py::test_seeding[1-None-sampler1]
2.82s call tests/sampling/test_jax.py::test_idata_kwargs[cpu-idata_kwargs4-sampler0]
2.80s call tests/distributions/test_random_alternative_backends.py::test_dirichlet_multinomial_dims[FAST_RUN]
2.73s call tests/sampling/test_mcmc_external.py::test_initvals[nutpie-partial_constrained]
2.69s call tests/sampling/test_jax.py::test_idata_kwargs[cpu-idata_kwargs1-sampler0]
2.64s call tests/sampling/test_jax.py::test_idata_kwargs[None-idata_kwargs1-sampler0]
2.62s call tests/sampling/test_jax.py::test_idata_kwargs[cpu-idata_kwargs3-sampler0]
2.59s call tests/sampling/test_mcmc_external.py::test_initvals[blackjax-unconstrained_partial]
2.59s call tests/sampling/test_jax.py::test_idata_kwargs[None-idata_kwargs0-sampler0]
2.59s call tests/sampling/test_mcmc_external.py::test_initvals[blackjax-full_constrained]
================= 130 passed, 27 warnings in 361.91s (0:06:01) =================
============================= slowest 50 durations =============================
18.78s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-advi]
7.97s call tests/sampling/test_mcmc.py::test_sample_var_names
7.43s call tests/sampling/test_mcmc.py::test_exec_nuts_init[advi]
6.57s call tests/sampling/test_mcmc.py::TestSample::test_sample_init[advi]
5.04s setup tests/sampling/test_mcmc.py::TestInitNuts::test_checks_seeds_kwarg
4.99s call tests/sampling/test_mcmc.py::TestType::test_float32
4.31s call tests/sampling/test_mcmc.py::test_exec_nuts_init[map]
3.94s call tests/sampling/test_mcmc.py::test_sample_find_MAP_does_not_modify_start
3.47s call tests/sampling/test_mcmc.py::TestType::test_float64
3.13s call tests/sampling/test_mcmc.py::test_exec_nuts_init[advi_map]
2.84s call tests/sampling/test_mcmc.py::TestShared::test_sample
2.78s call tests/sampling/test_mcmc.py::TestSample::test_deterministic_of_unobserved[False]
2.71s call tests/sampling/test_mcmc.py::test_step_args
2.69s call tests/sampling/test_mcmc.py::TestSampleReturn::test_categorical_gibbs_respects_driver_tune_boundary
2.16s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-jitter+adapt_diag]
2.16s call tests/sampling/test_mcmc.py::TestSample::test_default_sample_does_not_set_global_seed
2.14s call tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[False]
1.90s call tests/sampling/test_mcmc.py::TestSample::test_sample_init[advi_map]
1.74s call tests/sampling/test_mcmc.py::TestSample::test_deterministic_of_unobserved[True]
1.67s call tests/sampling/test_mcmc.py::test_blas_cores
1.36s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-1-advi]
1.30s call tests/sampling/test_mcmc.py::TestSample::test_sample_init[map]
1.25s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-advi]
1.17s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-2-advi]
1.15s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-advi]
1.10s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-1-advi]
1.08s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-2-advi]
1.07s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-1-advi]
1.05s call tests/sampling/test_mcmc.py::test_exec_nuts_init[ADVI+adapt_diag]
1.04s call tests/sampling/test_mcmc.py::TestSample::test_sample_does_not_rely_on_external_global_seeding
1.04s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-2-advi]
0.98s call tests/sampling/test_mcmc.py::TestDefaultTuneSteps::test_compound_step
0.96s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-2-map]
0.96s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-1-map]
0.96s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-advi]
0.95s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-map]
0.95s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-1-advi]
0.93s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-1-advi]
0.90s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-map]
0.90s call tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[True]
0.82s call tests/sampling/test_mcmc.py::TestDefaultTuneSteps::test_custom_step
0.81s call tests/sampling/test_mcmc.py::TestNamedSampling::test_shared_named
0.79s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-1-map]
0.76s call tests/sampling/test_mcmc.py::TestSampleReturn::test_sample_return_lengths
0.74s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-1-map]
0.72s call tests/sampling/test_mcmc.py::TestDefaultTuneSteps::test_sample
0.72s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-map]
0.67s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-map]
0.58s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-2-map]
0.56s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-2-map]
============ 106 passed, 5 skipped, 5 warnings in 151.18s (0:02:31) ============
============================= slowest 50 durations =============================
16.96s call tests/backends/test_arviz.py::TestDataPyMC::test_mv_missing_data_model
5.13s setup tests/backends/test_arviz.py::TestDataPyMC::test_to_idata
3.73s 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]
3.38s call tests/backends/test_arviz.py::TestDataPyMC::test_multivariate_observations
2.89s call tests/backends/test_arviz.py::TestDataPyMC::test_autodetect_coords_from_model[True]
2.71s call tests/backends/test_zarr.py::test_record[single_step-include_transformed-frequent_writes]
2.08s call tests/backends/test_arviz.py::TestDataPyMC::test_single_observation
1.95s setup tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-keep_tuning-return_zarr-discard_warning_stat-parallel_sampling-no_loglike-sparse_writes]
1.81s call tests/backends/test_arviz.py::TestDataPyMC::test_missing_data_model
1.72s setup tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-keep_tuning-return_idata-discard_warning_stat-parallel_sampling-compute_loglike-sparse_writes]
1.61s call tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-keep_tuning-return_idata-discard_warning_stat-parallel_sampling-no_loglike-frequent_writes]
1.58s setup tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-discard_tuning-return_zarr-discard_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
1.56s call tests/backends/test_zarr.py::test_record[compound_step-include_transformed-frequent_writes]
1.54s call tests/backends/test_arviz.py::TestDataPyMC::test_to_idata
1.46s call tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-discard_tuning-return_idata-keep_warning_stat-sequential_sampling-no_loglike-sparse_writes]
1.17s setup tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-discard_tuning-return_zarr-keep_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
1.14s setup tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-discard_tuning-return_idata-keep_warning_stat-sequential_sampling-compute_loglike-frequent_writes]
1.06s setup tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-discard_tuning-return_zarr-discard_warning_stat-sequential_sampling-no_loglike-frequent_writes]
1.02s setup tests/backends/test_zarr.py::test_sample[single_step-discard_transformed-keep_tuning-return_zarr-keep_warning_stat-sequential_sampling-compute_loglike-frequent_writes]
0.94s call tests/backends/test_zarr.py::test_sample[single_step-discard_transformed-discard_tuning-return_zarr-keep_warning_stat-parallel_sampling-compute_loglike-sparse_writes]
0.92s call tests/backends/test_zarr.py::test_sample[single_step-discard_transformed-discard_tuning-return_zarr-discard_warning_stat-sequential_sampling-compute_loglike-frequent_writes]
0.90s call tests/backends/test_zarr.py::test_record[single_step-discard_transformed-sparse_writes]
0.89s setup tests/backends/test_zarr.py::test_sample[single_step-discard_transformed-keep_tuning-return_idata-keep_warning_stat-parallel_sampling-no_loglike-sparse_writes]
0.89s 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]
0.87s call tests/backends/test_arviz.py::TestDataPyMC::test_overwrite_model_coords_dims
0.87s call tests/backends/test_zarr.py::test_sampling_consistency[compound_step-frequent_writes]
0.86s call tests/backends/test_zarr.py::test_sample[single_step-include_transformed-keep_tuning-return_idata-keep_warning_stat-sequential_sampling-no_loglike-frequent_writes]
0.86s call tests/backends/test_zarr.py::test_sampling_consistency[single_step-frequent_writes]
0.81s call tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-discard_tuning-return_idata-keep_warning_stat-parallel_sampling-no_loglike-frequent_writes]
0.81s call tests/backends/test_arviz.py::TestDataPyMC::test_single_chain[1]
0.78s call tests/backends/test_zarr.py::test_sample[single_step-include_transformed-discard_tuning-return_idata-discard_warning_stat-sequential_sampling-compute_loglike-frequent_writes]
0.78s setup tests/backends/test_zarr.py::test_sample[single_step-include_transformed-discard_tuning-return_zarr-discard_warning_stat-parallel_sampling-no_loglike-frequent_writes]
0.77s 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]
0.75s call tests/backends/test_arviz.py::TestDataPyMC::test_multiple_observed_rv[True]
0.75s 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]
0.74s call tests/backends/test_zarr.py::test_sampling_consistency[compound_step-sparse_writes]
0.72s call tests/backends/test_arviz.py::TestDataPyMC::test_constant_data[True]
0.70s call tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-keep_tuning-return_zarr-keep_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
0.69s call tests/backends/test_arviz.py::TestDataPyMC::test_predictions_constant_data
0.67s call tests/backends/test_zarr.py::test_sample[single_step-include_transformed-keep_tuning-return_idata-keep_warning_stat-parallel_sampling-compute_loglike-sparse_writes]
0.67s setup tests/backends/test_zarr.py::test_sample[single_step-discard_transformed-discard_tuning-return_idata-keep_warning_stat-parallel_sampling-no_loglike-frequent_writes]
0.65s setup tests/backends/test_zarr.py::test_sample[single_step-include_transformed-keep_tuning-return_zarr-keep_warning_stat-parallel_sampling-no_loglike-sparse_writes]
0.65s call tests/backends/test_arviz.py::TestDataPyMC::test_include_transformed
0.65s call tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-discard_tuning-return_idata-keep_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
0.64s call tests/backends/test_arviz.py::TestPyMCWarmupHandling::test_save_warmup[10-40-2-True]
0.64s 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]
0.64s call tests/backends/test_zarr.py::test_record[single_step-discard_transformed-frequent_writes]
0.63s call tests/backends/test_zarr.py::test_sampling_consistency[single_step-sparse_writes]
0.63s call tests/backends/test_zarr.py::test_sample[single_step-include_transformed-discard_tuning-return_zarr-keep_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
0.60s 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]
========== 481 passed, 64 skipped, 264 warnings in 252.46s (0:04:12) ===========
============================ slowest 50 durations =============================
62.70s setup tests/step_methods/test_metropolis.py::TestMetropolisUniform::test_kstest
42.19s call tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update[batched_dist4]
41.09s call tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update[batched_dist3]
38.01s setup tests/step_methods/hmc/test_nuts.py::TestNUTSLKJCholeskyCov::test_kstest
20.74s setup tests/step_methods/hmc/test_nuts.py::TestNUTSUniform::test_kstest
19.76s setup tests/step_methods/hmc/test_nuts.py::TestNUTSUniform3::test_kstest
19.69s setup tests/step_methods/hmc/test_nuts.py::TestNUTSUniform2::test_kstest
14.15s setup tests/step_methods/hmc/test_nuts.py::TestNUTSBetaBinomial::test_kstest
13.83s setup tests/step_methods/test_slicer.py::TestSliceUniform::test_kstest
12.14s setup tests/step_methods/hmc/test_nuts.py::TestNUTSNormal::test_kstest
11.69s setup tests/step_methods/hmc/test_nuts.py::TestNUTSStudentT::test_kstest
9.09s call tests/step_methods/hmc/test_nuts.py::TestNutsCheckTrace::test_emits_energy_warnings
8.18s call tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update[batched_dist2]
6.56s 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_multiple_samplers
6.14s call tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update[batched_dist0]
5.25s call tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update_different_scales
4.76s call tests/step_methods/test_metropolis.py::TestStepMetropolis::test_step_discrete
4.41s call tests/step_methods/test_metropolis.py::TestStepMetropolis::test_step_continuous[<function TestStepMetropolis.<lambda> at 0x000002662AE7A200>-4000]
4.05s call tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_tuning_epsilon_parallel
3.83s call tests/step_methods/test_metropolis.py::TestStepMetropolis::test_step_categorical[uniform]
3.31s call tests/step_methods/test_metropolis.py::TestMetropolis::test_tuning_reset
2.89s call tests/step_methods/test_compound.py::TestCompoundStep::test_name
2.62s call tests/step_methods/hmc/test_nuts.py::TestNutsCheckTrace::test_bad_init_nonparallel
2.46s call tests/step_methods/test_metropolis.py::TestStepMetropolis::test_step_categorical[proportional]
2.45s call tests/step_methods/test_compound.py::TestStepCompound::test_step_continuous[<function TestStepCompound.<lambda> at 0x000002662AF0D580>-1000]
2.32s call tests/step_methods/test_slicer.py::TestStepSlicer::test_step_continuous[<function TestStepSlicer.<lambda> at 0x000002662AF0C180>-2000]
2.31s call tests/step_methods/test_compound.py::TestCompoundStep::test_non_blocked
2.04s call tests/step_methods/test_compound.py::TestStatsBijection::test_flatten_steps
1.82s call tests/step_methods/hmc/test_nuts.py::TestNutsCheckTrace::test_sampler_stats
1.70s call tests/step_methods/test_metropolis.py::TestDEMetropolis::test_demcmc_tune_parameter
1.67s call tests/step_methods/hmc/test_nuts.py::TestStepNUTS::test_step_continuous[<lambda>-1000_0]
1.67s call tests/step_methods/hmc/test_nuts.py::TestStepNUTS::test_step_continuous[<lambda>-1000_1]
1.51s call tests/step_methods/test_slicer.py::TestStepSlicer::test_step_continuous[<function TestStepSlicer.<lambda> at 0x000002662AF0C220>-2000]
1.27s call tests/step_methods/hmc/test_hmc.py::TestStepHamiltonianMC::test_step_continuous[<lambda>-1000_0]
1.24s call tests/step_methods/hmc/test_hmc.py::test_leapfrog_reversible
1.19s call tests/step_methods/hmc/test_hmc.py::TestStepHamiltonianMC::test_step_continuous[<lambda>-1000_1]
1.10s call tests/step_methods/test_compound.py::TestCompoundStep::test_blocked
1.03s call tests/step_methods/test_compound.py::TestStatsMetadata::test_stats_from_steps
0.99s call tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_tuning_reset
0.99s call tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_tuning_lambda_sequential
0.88s call tests/step_methods/test_metropolis.py::TestRVsAssignmentMetropolis::test_discrete_steps[BinaryMetropolis]
0.74s call tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_tuning_none
0.37s call tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_custom_proposal_dist
0.34s call tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_tune_drop_fraction
0.31s call tests/step_methods/hmc/test_nuts.py::test_nuts_step_legacy_value_grad_function
0.27s call tests/step_methods/hmc/test_nuts.py::TestNutsCheckTrace::test_bad_init_parallel
0.26s call tests/step_methods/hmc/test_hmc.py::test_nuts_tuning
0.26s call tests/step_methods/test_compound.py::TestRVsAssignmentCompound::test_compound_step
0.23s call tests/step_methods/test_metropolis.py::TestMetropolis::test_multinomial_no_elemwise_update
=========== 118 passed, 6 skipped, 34 warnings in 413.15s (0:06:53) ===========
============================ slowest 50 durations =============================
43.45s call tests/variational/test_inference.py::test_replacements[FullRankADVI]
40.76s call tests/variational/test_inference.py::test_replacements[ASVGD]
36.73s call tests/variational/test_inference.py::test_replacements[ADVI]
31.13s call tests/variational/test_inference.py::test_fit_oo[SVGD-full]
26.62s call tests/variational/test_inference.py::test_replacements[SVGD]
20.78s call tests/variational/test_inference.py::test_fit_data_coords
17.90s call tests/variational/test_approximations.py::test_seeding_advi_fit
15.04s call tests/variational/test_inference.py::test_fit_with_nans[True]
14.78s call tests/variational/test_inference.py::test_fit_oo[ADVI-mini]
13.09s call tests/variational/test_inference.py::test_fit_oo[FullRankADVI-full]
12.13s call tests/variational/test_inference.py::test_fit_oo[ASVGD-full]
11.48s call tests/variational/test_inference.py::test_fit_data[SVGD-full]
11.05s call tests/variational/test_inference.py::test_fit_fn_text[svgd-kwargs4-None]
9.04s call tests/variational/test_approximations.py::test_elbo
8.57s call tests/variational/test_inference.py::test_fit_oo[FullRankADVI-mini]
7.86s call tests/variational/test_inference.py::test_multiple_minibatch_variables
7.80s call tests/variational/test_inference.py::test_fit_fn_text[fullrank_advi-kwargs3-None]
7.51s call tests/variational/test_inference.py::test_sample_posterior_after_minibatch
6.79s call tests/variational/test_approximations.py::test_empirical_from_trace
6.67s call tests/variational/test_inference.py::test_fit_fn_text[advi-kwargs2-None]
5.80s call tests/variational/test_inference.py::test_fit_oo[ADVI-full]
5.76s call tests/variational/test_inference.py::test_fit_fn_text[asvgd-kwargs7-None]
5.68s call tests/variational/test_inference.py::test_var_replacement
5.61s call tests/variational/test_approximations.py::test_empirical_does_not_support_inference_data
5.16s call tests/variational/test_inference.py::test_fit_with_nans[False]
4.42s call tests/variational/test_opvi.py::test_init_groups[raises0-grouping0]
4.21s call tests/variational/test_inference.py::test_fit_data[ASVGD-full]
3.54s call tests/variational/test_inference.py::test_fit_data[FullRankADVI-mini]
3.48s call tests/variational/test_inference.py::test_fit_data[FullRankADVI-full]
3.47s call tests/variational/test_opvi.py::test_init_groups[raises1-grouping1]
3.41s call tests/variational/test_opvi.py::test_logq_globals[FullRankGroup: None, MeanFieldGroup: ['one']]
3.29s call tests/variational/test_inference.py::test_fit_start[SVGD-full]
2.92s call tests/variational/test_opvi.py::test_logq_mini_2_sample_2_var[MeanFieldGroup: {}]
2.80s call tests/variational/test_inference.py::test_fit_data[ADVI-mini]
2.55s call tests/variational/test_approximations.py::test_scale_cost_to_minibatch_works[5]
2.36s call tests/variational/test_inference.py::test_fit_start[FullRankADVI-full]
2.05s call tests/variational/test_opvi.py::test_group_api_params[raises0-params0-MeanFieldGroup-kw0-None]
1.96s call tests/variational/test_approximations.py::test_scale_cost_to_minibatch_works[8]
1.93s call tests/variational/test_inference.py::test_fit_fn_text[svgd-kwargs5-None]
1.88s call tests/variational/test_approximations.py::test_elbo_beta_kl[8]
1.73s call tests/variational/test_approximations.py::test_elbo_beta_kl[5]
1.45s call tests/variational/test_inference.py::test_fit_start[FullRankADVI-mini]
1.43s call tests/variational/test_inference.py::test_fit_data[ADVI-full]
1.43s call tests/variational/test_inference.py::test_remove_scan_op
1.29s call tests/variational/test_inference.py::test_profile[FullRankADVI-mini]
1.29s call tests/variational/test_inference.py::test_clear_cache
1.29s call tests/variational/test_inference.py::test_fit_start[ADVI-mini]
1.22s call tests/variational/test_opvi.py::test_logq_mini_1_sample_1_var[FullRankGroup: {}]
1.21s call tests/variational/test_inference.py::test_fit_start[ADVI-full]
1.18s call tests/variational/test_opvi.py::test_logq_mini_1_sample_1_var[MeanFieldGroup: {}]
=========== 123 passed, 10 skipped, 3 warnings in 469.90s (0:07:49) ===========
============================ slowest 50 durations =============================
23.66s call tests/distributions/test_transform.py::TestLJKCholeskyCorrTransform::test_log_jac_det
19.31s call tests/sampling/test_mcmc.py::test_step_args
17.17s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-advi]
13.60s call tests/distributions/test_transform.py::TestElementWiseLogp::test_dirichlet[a1-None]
13.49s call tests/sampling/test_mcmc.py::test_sample_var_names
12.86s call tests/distributions/test_transform.py::TestElementWiseLogp::test_half_normal_ordered[sigma1-size1]
12.78s call tests/distributions/test_transform.py::test_ordered
10.74s call tests/sampling/test_mcmc.py::test_exec_nuts_init[advi]
10.56s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-advi]
10.51s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-advi]
10.38s call tests/distributions/test_transform.py::test_simplex_bounds
10.36s call tests/ode/test_ode.py::TestDiffEqModel::test_vector_ode_1_param
10.27s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-advi]
8.79s call tests/distributions/test_transform.py::test_interval
8.33s call tests/sampling/test_mcmc.py::test_blas_cores
8.30s call tests/distributions/test_transform.py::TestElementWiseLogp::test_beta_ordered[a1-b1-size1]
8.13s call tests/distributions/test_transform.py::TestCholeskyCovTransform::test_log_jac_det
7.78s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-map]
7.75s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-map]
7.70s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-map]
7.67s call tests/sampling/test_mcmc.py::test_sample_find_MAP_does_not_modify_start
7.56s call tests/ode/test_ode.py::TestDiffEqModel::test_vector_ode_2_param
7.01s call tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_other[0.5-5.5-size1-transform1]
6.89s call tests/sampling/test_mcmc.py::test_exec_nuts_init[map]
6.88s call tests/distributions/test_transform.py::TestElementWiseLogp::test_dirichlet[a2-size2]
6.87s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-jitter+adapt_diag]
6.61s call tests/distributions/test_transform.py::test_simplex
6.56s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-jitter+adapt_diag]
6.55s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-jitter+adapt_diag]
6.39s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-2-advi]
6.35s call tests/sampling/test_mcmc.py::TestSample::test_sample_does_not_rely_on_external_global_seeding
6.32s call tests/sampling/test_mcmc.py::TestSample::test_sample_init[advi]
6.24s call tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_ordered[lower1-upper1-size1]
6.17s call tests/distributions/test_transform.py::test_chain_jacob_det
6.13s call tests/distributions/test_transform.py::test_log
5.98s call tests/distributions/test_transform.py::TestLJKCholeskyCorrTransform::test_backward_produces_valid_cholesky_corr[3]
5.84s call tests/distributions/test_transform.py::TestElementWiseLogp::test_mvnormal_transform[transform0-mu1-cov1-size1-shape1]
5.16s call tests/sampling/test_mcmc.py::test_exec_nuts_init[advi_map]
5.16s call tests/distributions/test_transform.py::TestElementWiseLogp::test_vonmises_ordered[mu1-kappa1-size1]
5.12s call tests/distributions/test_transform.py::TestElementWiseLogp::test_mvnormal_transform[transform0-mu0-cov0-None-shape0]
5.04s call tests/distributions/test_transform.py::TestElementWiseLogp::test_mvnormal_transform[transform1-mu1-cov1-size1-shape1]
4.82s call tests/distributions/test_transform.py::test_logodds
4.63s call tests/distributions/test_transform.py::test_upperbound
4.59s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-2-advi]
4.51s call tests/distributions/test_transform.py::test_sum_to_1
4.38s call tests/distributions/test_transform.py::TestElementWiseLogp::test_half_normal_ordered[2.5-size0]
4.36s call tests/distributions/test_transform.py::TestCholeskyCovTransform::test_backward_produces_valid_spd_matrix[3]
4.34s call tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[False]
4.31s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-1-advi]
4.22s call tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_other[lower2-upper2-size2-transform2]
========== 206 passed, 7 skipped, 210 warnings in 618.05s (0:10:18) ===========
============================ slowest 50 durations =============================
40.14s setup tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[FITC]
26.21s call tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[FITC]
19.05s call tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[VFE]
15.10s call tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[DTC]
14.62s call tests/smc/test_smc.py::TestSMC::test_marginal_likelihood
12.69s setup tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[DTC]
12.55s setup tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[VFE]
11.94s call tests/ode/test_ode.py::TestDiffEqModel::test_vector_ode_1_param
10.01s call tests/smc/test_smc.py::TestMHKernel::test_normal_model
9.71s call tests/ode/test_ode.py::TestDiffEqModel::test_vector_ode_2_param
9.61s call tests/smc/test_smc.py::TestSMC::test_return_datatype[2]
8.90s call tests/gp/test_gp.py::TestLatentKron::testLatentKronvsLatent
8.77s call tests/smc/test_smc.py::TestSMC::test_unobserved_categorical
8.53s call tests/gp/test_gp.py::TestGPAdditive::testAdditiveLatent
8.52s call tests/gp/test_gp.py::TestMarginalVsLatent::testLatentMultioutput
8.21s call tests/smc/test_smc.py::test_smc_with_custom_op
8.19s call tests/smc/test_smc.py::TestSMC::test_sample[sequential]
7.72s call tests/sampling/test_parallel.py::test_sampling_with_random_generator_matches[2]
7.39s call tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginal
7.02s call tests/ode/test_ode.py::test_simulate
6.60s setup tests/gp/test_gp.py::TestMarginalKron::testMarginalKronvsMarginalpredict
6.53s call tests/smc/test_smc.py::TestSMC::test_sample[parallel]
6.37s call tests/smc/test_smc.py::TestSMC::test_parallel_custom
6.22s setup tests/gp/test_gp.py::TestMarginalKron::testMarginalKronRaises
6.10s call tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginalApprox[FITC]
6.02s call tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginalApprox[VFE]
5.96s call tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginalApprox[DTC]
5.63s setup tests/gp/test_gp.py::TestMarginalKron::testMarginalKronvsMarginal
5.37s call tests/sampling/test_parallel.py::test_iterator
5.26s call tests/ode/test_ode.py::TestDiffEqModel::test_scalar_ode_2_param
5.19s call tests/sampling/test_parallel.py::test_remote_pipe_closed
4.88s call tests/smc/test_smc.py::TestSMC::test_convergence_checks
4.55s call tests/gp/test_gp.py::TestTP::testTPvsLatent
4.50s call tests/gp/test_cov.py::TestCovAdd::test_symadd_cov
4.48s call tests/sampling/test_parallel.py::test_spawn_densitydist_bound_method
4.45s call tests/gp/test_gp.py::TestMarginalKron::testMarginalKronvsMarginalpredict
4.43s call tests/smc/test_smc.py::TestSMC::test_unobserved_bernoulli
4.40s setup tests/gp/test_gp.py::TestLatentKron::testLatentKronvsLatent
4.38s call tests/gp/test_cov.py::TestCovAdd::test_rightadd_whitenoise
4.24s call tests/sampling/test_parallel.py::test_context
4.19s call tests/gp/test_cov.py::TestStability::test_stable
4.04s call tests/gp/test_gp.py::TestTP::testTPvsLatentReparameterized
4.02s call tests/gp/test_gp.py::TestMarginalVsLatent::testLatent2
3.91s call tests/sampling/test_parallel.py::test_spawn_densitydist_function
3.84s call tests/sampling/test_parallel.py::test_bad_unpickle
3.42s call tests/smc/test_smc.py::TestSMC::test_start
3.42s call tests/sampling/test_parallel.py::test_explicit_sample[spawn]
3.32s call tests/gp/test_gp.py::TestMarginalVsLatent::testLatent1
3.05s call tests/gp/test_cov.py::TestCovKron::test_multiops
2.85s call tests/ode/test_ode.py::TestDiffEqModel::test_scalar_ode_1_param
=========== 179 passed, 5 skipped, 43 warnings in 478.98s (0:07:58) ===========
============================ slowest 50 durations =============================
23.50s call tests/distributions/test_transform.py::TestLJKCholeskyCorrTransform::test_log_jac_det
20.95s call tests/sampling/test_mcmc.py::test_step_args
17.06s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-advi]
13.90s call tests/sampling/test_mcmc.py::test_sample_var_names
13.43s call tests/distributions/test_transform.py::TestElementWiseLogp::test_dirichlet[a1-None]
12.82s call tests/distributions/test_transform.py::TestElementWiseLogp::test_half_normal_ordered[sigma1-size1]
12.51s call tests/distributions/test_transform.py::test_ordered
11.48s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-advi]
10.93s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-advi]
10.45s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-advi]
10.44s call tests/ode/test_ode.py::TestDiffEqModel::test_vector_ode_1_param
10.12s call tests/distributions/test_transform.py::test_simplex_bounds
8.66s call tests/sampling/test_mcmc.py::test_blas_cores
8.57s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-map]
8.43s call tests/distributions/test_transform.py::test_interval
8.26s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-map]
8.18s call tests/distributions/test_transform.py::TestElementWiseLogp::test_beta_ordered[a1-b1-size1]
8.17s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-map]
8.16s call tests/sampling/test_mcmc.py::test_sample_find_MAP_does_not_modify_start
8.14s call tests/ode/test_ode.py::TestDiffEqModel::test_vector_ode_2_param
8.04s call tests/sampling/test_mcmc.py::test_exec_nuts_init[advi_map]
7.83s call tests/sampling/test_mcmc.py::test_exec_nuts_init[advi]
7.71s call tests/distributions/test_transform.py::TestCholeskyCovTransform::test_log_jac_det
7.28s call tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_other[0.5-5.5-size1-transform1]
7.12s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-jitter+adapt_diag]
7.10s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-jitter+adapt_diag]
6.93s call tests/sampling/test_mcmc.py::test_exec_nuts_init[map]
6.83s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-jitter+adapt_diag]
6.61s call tests/distributions/test_transform.py::TestElementWiseLogp::test_dirichlet[a2-size2]
6.45s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-2-advi]
6.44s call tests/sampling/test_mcmc.py::TestSample::test_sample_does_not_rely_on_external_global_seeding
6.44s call tests/distributions/test_transform.py::test_simplex
6.34s call tests/sampling/test_mcmc.py::TestSample::test_sample_init[advi]
6.30s call tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_ordered[lower1-upper1-size1]
6.08s call tests/distributions/test_transform.py::test_chain_jacob_det
6.06s call tests/distributions/test_transform.py::test_log
5.93s call tests/distributions/test_transform.py::TestLJKCholeskyCorrTransform::test_backward_produces_valid_cholesky_corr[3]
5.86s call tests/distributions/test_transform.py::TestElementWiseLogp::test_mvnormal_transform[transform0-mu1-cov1-size1-shape1]
5.22s call tests/distributions/test_transform.py::TestElementWiseLogp::test_vonmises_ordered[mu1-kappa1-size1]
5.19s call tests/distributions/test_transform.py::TestElementWiseLogp::test_mvnormal_transform[transform0-mu0-cov0-None-shape0]
4.78s call tests/distributions/test_transform.py::test_logodds
4.64s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-2-advi]
4.57s call tests/distributions/test_transform.py::test_upperbound
4.50s call tests/distributions/test_transform.py::test_sum_to_1
4.46s call tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[False]
4.31s call tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_other[lower2-upper2-size2-transform2]
4.26s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-1-advi]
4.25s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-1-advi]
4.22s call tests/distributions/test_transform.py::TestCholeskyCovTransform::test_backward_produces_valid_spd_matrix[3]
4.21s call tests/distributions/test_transform.py::TestElementWiseLogp::test_half_normal_ordered[2.5-size0]
========== 206 passed, 7 skipped, 210 warnings in 625.41s (0:10:25) ===========
============================ slowest 50 durations =============================
57.02s call tests/variational/test_inference.py::test_replacements[FullRankADVI]
55.15s call tests/variational/test_inference.py::test_replacements[ASVGD]
47.15s call tests/variational/test_inference.py::test_replacements[ADVI]
41.20s call tests/variational/test_inference.py::test_fit_oo[SVGD-full]
37.41s call tests/variational/test_inference.py::test_replacements[SVGD]
18.44s call tests/variational/test_inference.py::test_fit_oo[ASVGD-full]
15.59s call tests/variational/test_approximations.py::test_seeding_advi_fit
15.42s call tests/variational/test_inference.py::test_fit_data_coords
15.19s call tests/variational/test_inference.py::test_fit_fn_text[svgd-kwargs4-None]
15.01s call tests/variational/test_inference.py::test_fit_oo[ADVI-mini]
14.36s call tests/variational/test_inference.py::test_fit_oo[FullRankADVI-full]
13.89s call tests/variational/test_inference.py::test_fit_data[SVGD-full]
12.49s call tests/variational/test_inference.py::test_fit_fn_text[asvgd-kwargs7-None]
10.85s call tests/variational/test_inference.py::test_sample_posterior_after_minibatch
10.72s call tests/variational/test_inference.py::test_multiple_minibatch_variables
10.58s call tests/variational/test_inference.py::test_fit_with_nans[True]
10.49s call tests/variational/test_inference.py::test_fit_oo[FullRankADVI-mini]
8.50s call tests/variational/test_inference.py::test_var_replacement
7.96s call tests/variational/test_inference.py::test_fit_data[ADVI-mini]
7.94s call tests/variational/test_inference.py::test_fit_fn_text[svgd-kwargs5-None]
7.59s call tests/variational/test_inference.py::test_fit_fn_text[fullrank_advi-kwargs3-None]
7.20s call tests/variational/test_inference.py::test_fit_fn_text[advi-kwargs2-None]
7.18s call tests/variational/test_approximations.py::test_elbo
7.07s call tests/variational/test_inference.py::test_fit_data[ASVGD-full]
6.90s call tests/variational/test_approximations.py::test_empirical_from_trace
6.37s call tests/variational/test_inference.py::test_fit_oo[ADVI-full]
6.06s call tests/variational/test_inference.py::test_fit_with_nans[False]
5.50s call tests/variational/test_opvi.py::test_logq_globals[FullRankGroup: None, MeanFieldGroup: ['one']]
5.33s call tests/variational/test_inference.py::test_profile[FullRankADVI-full]
5.13s call tests/variational/test_inference.py::test_fit_data[FullRankADVI-mini]
5.03s call tests/variational/test_inference.py::test_profile[FullRankADVI-mini]
4.68s call tests/variational/test_inference.py::test_profile[ADVI-mini]
4.61s call tests/variational/test_opvi.py::test_init_groups[raises0-grouping0]
4.57s call tests/variational/test_opvi.py::test_init_groups[raises1-grouping1]
4.29s call tests/variational/test_inference.py::test_profile[ADVI-full]
4.16s call tests/variational/test_opvi.py::test_pickle_approx[MeanFieldGroup: ['one'], EmpiricalGroup: ['two', 'three']]
3.94s call tests/variational/test_approximations.py::test_empirical_does_not_support_inference_data
3.94s call tests/variational/test_inference.py::test_sample_replacements[FullRankADVI]
3.68s call tests/variational/test_inference.py::test_remove_scan_op
3.52s call tests/variational/test_inference.py::test_fit_data[FullRankADVI-full]
3.45s call tests/variational/test_approximations.py::test_scale_cost_to_minibatch_works[5]
3.07s call tests/variational/test_opvi.py::test_init_groups[raises4-grouping4]
3.01s call tests/variational/test_approximations.py::test_scale_cost_to_minibatch_works[8]
2.97s call tests/variational/test_inference.py::test_sample_replacements[SVGD]
2.97s call tests/variational/test_inference.py::test_fit_start[SVGD-full]
2.57s call tests/variational/test_opvi.py::test_logq_globals[MeanFieldGroup: None]
2.31s call tests/variational/test_approximations.py::test_elbo_beta_kl[8]
2.22s call tests/variational/test_inference.py::test_fit_data[ADVI-full]
2.08s call tests/variational/test_approximations.py::test_elbo_beta_kl[5]
1.96s call tests/variational/test_inference.py::test_sample_replacements[ADVI]
=========== 123 passed, 10 skipped, 3 warnings in 602.07s (0:10:02) ===========
============================ slowest 50 durations =============================
31.40s setup tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[FITC]
20.16s call tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[FITC]
15.95s call tests/ode/test_ode.py::TestSensitivityInitialCondition::test_sens_ic_vector_2_param_tensor
14.81s call tests/smc/test_smc.py::TestSMC::test_marginal_likelihood
14.72s call tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[VFE]
9.42s call tests/smc/test_smc.py::TestMHKernel::test_normal_model
8.77s call tests/smc/test_smc.py::TestSMC::test_return_datatype[2]
7.91s call tests/ode/test_ode.py::TestSensitivityInitialCondition::test_sens_ic_vector_1_param
7.28s call tests/sampling/test_parallel.py::test_sampling_with_random_generator_matches[2]
6.81s call tests/sampling/test_parallel.py::test_remote_pipe_closed
6.64s call tests/ode/test_ode.py::test_simulate
6.40s call tests/smc/test_smc.py::TestSMC::test_sample[parallel]
6.35s call tests/smc/test_smc.py::TestSMC::test_sample[sequential]
6.30s call tests/smc/test_smc.py::TestSMC::test_parallel_custom
6.23s call tests/ode/test_ode.py::TestSensitivityInitialCondition::test_sens_ic_vector_3_params
5.91s call tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginalApprox[FITC]
5.89s call tests/gp/test_gp.py::TestGPAdditive::testAdditiveLatent
5.83s call tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginalApprox[VFE]
5.83s call tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginalApprox[DTC]
5.49s call tests/ode/test_ode.py::TestDiffEqModel::test_vector_ode_1_param
5.38s call tests/smc/test_smc.py::test_smc_with_custom_op
5.32s setup tests/gp/test_gp.py::TestMarginalKron::testMarginalKronvsMarginalpredict
5.11s call tests/sampling/test_parallel.py::test_spawn_densitydist_bound_method
5.03s call tests/smc/test_smc.py::TestSMC::test_unobserved_categorical
5.02s call tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginal
5.00s call tests/sampling/test_parallel.py::test_iterator
4.67s call tests/gp/test_gp.py::TestLatentKron::testLatentKronvsLatent
4.60s setup tests/gp/test_gp.py::TestMarginalKron::testMarginalKronvsMarginal
4.59s setup tests/gp/test_gp.py::TestMarginalKron::testMarginalKronRaises
4.56s call tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[DTC]
4.55s call tests/smc/test_smc.py::TestSMC::test_start
4.43s call tests/ode/test_ode.py::TestDiffEqModel::test_vector_ode_2_param
4.32s call tests/sampling/test_parallel.py::test_context
4.29s call tests/gp/test_gp.py::TestMarginalVsLatent::testLatentMultioutput
4.27s call tests/smc/test_smc.py::TestSMC::test_convergence_checks
4.15s call tests/smc/test_smc.py::TestSMC::test_unobserved_bernoulli
4.04s call tests/sampling/test_parallel.py::test_spawn_densitydist_function
4.04s call tests/sampling/test_parallel.py::test_explicit_sample[spawn]
3.94s call tests/smc/test_smc.py::TestSMC::test_ordered
3.89s call tests/gp/test_cov.py::TestStability::test_stable
3.79s call tests/sampling/test_parallel.py::test_bad_unpickle
3.57s call tests/gp/test_gp.py::TestMarginalKron::testMarginalKronvsMarginalpredict
3.49s call tests/ode/test_ode.py::TestSensitivityInitialCondition::test_sens_ic_vector_2_param
3.31s call tests/gp/test_gp.py::TestTP::testTPvsLatent
3.06s call tests/ode/test_ode.py::TestDiffEqModel::test_scalar_ode_2_param
2.93s setup tests/gp/test_gp.py::TestLatentKron::testLatentKronvsLatent
2.66s call tests/gp/test_cov.py::TestCovAdd::test_symadd_cov
2.60s call tests/gp/test_gp.py::TestMarginalKron::testMarginalKronvsMarginal
2.58s call tests/ode/test_ode.py::TestSensitivityInitialCondition::test_sens_ic_scalar_2_param
2.37s setup tests/gp/test_gp.py::TestLatentKron::testLatentKronRaisesAdditive
=========== 179 passed, 5 skipped, 29 warnings in 396.12s (0:06:36) ===========
============================= slowest 50 durations =============================
22.89s call tests/model/test_core.py::TestImputationMissingData::test_missing_multivariate_separable
9.99s call tests/sampling/test_parallel.py::test_context
9.06s call tests/sampling/test_parallel.py::test_remote_pipe_closed
8.44s call tests/model/test_core.py::TestValueGradFunction::test_missing_data
8.17s call tests/model/test_core.py::TestImputationMissingData::test_missing_dual_observations
6.60s call tests/model/test_core.py::TestModelDebug::test_invalid_parameter[logp]
5.85s call tests/model/test_core.py::TestTransformArgs::test_default_transform_is_applied
5.65s call tests/model/test_core.py::TestImputationMissingData::test_interval_missing_observations
5.59s call tests/model/test_core.py::TestModelDebug::test_invalid_observed_value
5.31s call tests/test_data.py::TestData::test_sample
5.23s call tests/model/test_core.py::TestImputationMissingData::test_missing_multivariate_unseparable
4.91s call tests/sampling/test_parallel.py::test_spawn_densitydist_bound_method
4.76s call tests/model/test_core.py::TestValueGradFunction::test_edge_case
4.59s call tests/model/test_core.py::TestImputationMissingData::test_truncated_normal
4.49s call tests/sampling/test_parallel.py::test_explicit_sample[spawn]
4.43s call tests/test_data.py::TestData::test_shared_data_as_index
4.43s call tests/test_data.py::TestData::test_shared_data_as_rv_input
4.18s call tests/model/test_core.py::test_model_d2logp[True]
3.84s call tests/sampling/test_parallel.py::test_spawn_densitydist_function
3.55s call tests/variational/test_minibatch_rv.py::TestMinibatchRandomVariable::test_minibatch_parameter_and_value
3.43s call tests/model/test_core.py::TestModelDebug::test_invalid_parameter_cant_be_evaluated[logp-True]
3.23s call tests/test_data.py::test_scaling_data_works_in_likelihood
3.02s call tests/sampling/test_parallel.py::test_bad_unpickle
2.76s call tests/model/test_core.py::TestImputationMissingData::test_coordinates
2.72s call tests/model/test_core.py::TestPytensorRelatedLogpBugs::test_pytensor_switch_broadcast_edge_cases_2
2.42s call tests/model/test_core.py::test_model_dlogp[True]
2.37s call tests/model/test_core.py::test_tempered_logp_dlogp[False]
2.33s call tests/model/test_core.py::TestModelDebug::test_invalid_parameter_cant_be_evaluated[dlogp-True]
2.28s call tests/test_data.py::TestData::test_sample_posterior_predictive_after_set_data_with_coords
2.17s call tests/model/test_core.py::TestImputationMissingData::test_missing_logp2
2.15s call tests/model/test_core.py::TestModelDebug::test_invalid_parameter[dlogp]
2.15s call tests/model/test_core.py::TestImputationMissingData::test_missing_logp1
2.08s call tests/model/test_core.py::TestImputationMissingData::test_missing_vector_parameter
1.91s call tests/model/test_core.py::TestCheckStartVals::test_valid_start_point
1.77s call tests/model/test_core.py::test_model_d2logp[False]
1.64s call tests/test_data.py::TestData::test_set_data_to_non_data_container_variables
1.48s call tests/model/test_core.py::test_datalogp_multiple_shapes
1.45s call tests/model/test_core.py::TestImputationMissingData::test_symbolic_random_variable
1.37s call tests/model/test_core.py::TestPytensorRelatedLogpBugs::test_pytensor_switch_broadcast_edge_cases_1
1.31s call tests/model/test_core.py::test_model_dlogp[False]
1.24s call tests/model/test_core.py::TestModelDebug::test_no_problems[logp]
1.20s call tests/model/test_core.py::TestModelDebug::test_no_problems[dlogp]
1.17s call tests/model/test_core.py::test_model_logp[True]
1.17s call tests/model/test_core.py::test_point_logps
1.12s call tests/model/test_core.py::test_model_logp[False]
1.10s call tests/model/test_core.py::TestImputationMissingData::test_missing_with_predictors
1.08s call tests/model/test_core.py::TestProfile::test_profile_model
1.08s call tests/test_data.py::TestData::test_sample_after_set_data
1.06s call tests/test_data.py::TestData::test_model_to_graphviz_for_model_with_data_container
1.05s call tests/test_data.py::TestData::test_shared_scalar_as_rv_input
====== 176 passed, 2 skipped, 1 xfailed, 12 warnings in 231.62s (0:03:51) ======
============================= slowest 50 durations =============================
23.74s call tests/backends/test_arviz.py::TestDataPyMC::test_mv_missing_data_model
11.14s setup tests/backends/test_arviz.py::TestDataPyMC::test_to_idata
9.71s call tests/backends/test_arviz.py::TestDataPyMC::test_multivariate_observations
7.93s call tests/backends/test_arviz.py::TestDataPyMC::test_single_observation
6.69s setup tests/backends/test_zarr.py::test_record[single_step-include_transformed-frequent_writes]
5.04s call tests/backends/test_arviz.py::TestDataPyMC::test_autodetect_coords_from_model[True]
4.19s 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
2.73s call tests/backends/test_arviz.py::TestDataPyMC::test_constant_data[True]
2.18s call tests/backends/test_zarr.py::test_record[single_step-include_transformed-frequent_writes]
2.11s setup tests/backends/test_zarr.py::test_record[compound_step-include_transformed-frequent_writes]
1.83s call tests/backends/test_arviz.py::TestDataPyMC::test_potential
1.57s call tests/backends/test_zarr.py::test_sample[single_step-discard_transformed-keep_tuning-return_zarr-keep_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
1.47s call tests/backends/test_arviz.py::TestDataPyMC::test_single_chain[1]
1.44s call tests/backends/test_arviz.py::TestDataPyMC::test_to_idata
1.39s call tests/backends/test_zarr.py::test_sampling_consistency[compound_step-frequent_writes]
1.34s call tests/backends/test_zarr.py::test_sample[single_step-include_transformed-keep_tuning-return_idata-keep_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
1.06s call tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-discard_tuning-return_zarr-discard_warning_stat-sequential_sampling-compute_loglike-sparse_writes]
1.04s setup tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-discard_tuning-return_zarr-discard_warning_stat-sequential_sampling-compute_loglike-sparse_writes]
1.02s call tests/backends/test_arviz.py::TestDataPyMC::test_predictions_constant_data
0.99s 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]
0.97s call tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-keep_tuning-return_idata-keep_warning_stat-parallel_sampling-compute_loglike-sparse_writes]
0.96s call tests/backends/test_zarr.py::test_sample[single_step-include_transformed-discard_tuning-return_zarr-discard_warning_stat-parallel_sampling-compute_loglike-sparse_writes]
0.96s call tests/backends/test_arviz.py::TestDataPyMC::test_include_transformed
0.96s call tests/backends/test_zarr.py::test_sample[single_step-include_transformed-keep_tuning-return_idata-keep_warning_stat-parallel_sampling-no_loglike-frequent_writes]
0.95s call tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-keep_tuning-return_zarr-discard_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
0.95s setup tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-discard_tuning-return_idata-discard_warning_stat-sequential_sampling-compute_loglike-frequent_writes]
0.93s 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]
0.92s setup tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-keep_tuning-return_idata-keep_warning_stat-sequential_sampling-no_loglike-frequent_writes]
0.90s setup tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-keep_tuning-return_zarr-keep_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
0.90s 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]
0.90s call tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-keep_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-compute_loglike-sparse_writes]
0.87s 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]
0.87s call tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-discard_tuning-return_zarr-keep_warning_stat-parallel_sampling-compute_loglike-sparse_writes]
0.87s call tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-discard_tuning-return_idata-keep_warning_stat-sequential_sampling-no_loglike-frequent_writes]
0.86s call tests/backends/test_zarr.py::test_sample[single_step-discard_transformed-discard_tuning-return_idata-keep_warning_stat-parallel_sampling-compute_loglike-sparse_writes]
0.86s call tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-keep_tuning-return_zarr-keep_warning_stat-parallel_sampling-compute_loglike-frequent_writes]
0.84s call tests/backends/test_zarr.py::test_sampling_consistency[single_step-frequent_writes]
0.84s 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]
0.84s setup tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-discard_tuning-return_zarr-keep_warning_stat-sequential_sampling-no_loglike-sparse_writes]
0.83s call tests/backends/test_zarr.py::test_sample[single_step-include_transformed-keep_tuning-return_idata-keep_warning_stat-parallel_sampling-no_loglike-sparse_writes]
0.83s call tests/backends/test_zarr.py::test_sample[single_step-discard_transformed-discard_tuning-return_idata-keep_warning_stat-sequential_sampling-no_loglike-sparse_writes]
0.82s call tests/backends/test_zarr.py::test_sample[single_step-include_transformed-keep_tuning-return_idata-keep_warning_stat-parallel_sampling-compute_loglike-sparse_writes]
0.82s call tests/backends/test_zarr.py::test_sample[compound_step-discard_transformed-keep_tuning-return_zarr-discard_warning_stat-sequential_sampling-compute_loglike-frequent_writes]
0.82s setup tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-discard_tuning-return_zarr-discard_warning_stat-sequential_sampling-no_loglike-sparse_writes]
0.82s 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]
0.82s call tests/backends/test_arviz.py::TestPyMCWarmupHandling::test_save_warmup[0-50-1-False]
0.81s 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]
0.81s setup tests/backends/test_zarr.py::test_sample[compound_step-include_transformed-keep_tuning-return_idata-discard_warning_stat-parallel_sampling-no_loglike-sparse_writes]
========== 481 passed, 64 skipped, 269 warnings in 345.82s (0:05:45) ===========
============================ slowest 50 durations =============================
25.58s call tests/sampling/test_mcmc.py::test_step_args
22.93s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-advi]
16.46s call tests/sampling/test_mcmc.py::test_sample_var_names
16.43s call tests/model/test_core.py::TestImputationMissingData::test_missing_multivariate_separable
12.09s call tests/sampling/test_mcmc.py::test_sample_find_MAP_does_not_modify_start
11.24s call tests/sampling/test_mcmc.py::test_blas_cores
11.20s call tests/sampling/test_mcmc.py::TestSample::test_sample_init[advi]
11.18s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-advi]
10.13s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-advi]
10.07s call tests/sampling/test_mcmc.py::TestSample::test_sample_does_not_rely_on_external_global_seeding
9.86s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-advi]
9.41s call tests/model/test_core.py::TestImputationMissingData::test_missing_dual_observations
9.37s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-map]
8.72s call tests/sampling/test_mcmc.py::test_exec_nuts_init[advi]
8.72s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-map]
8.38s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-map]
8.22s call tests/model/test_core.py::TestNested::test_nested_model_to_netcdf
8.19s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-jitter+adapt_diag]
8.02s call tests/model/test_core.py::TestValueGradFunction::test_missing_data
7.49s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-jitter+adapt_diag]
7.22s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-jitter+adapt_diag]
6.84s call tests/sampling/test_mcmc.py::TestType::test_float32
6.51s call tests/model/test_core.py::TestModelDebug::test_invalid_parameter[logp]
6.42s call tests/model/test_core.py::TestTransformArgs::test_default_transform_is_applied
6.05s call tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[False]
5.95s call tests/sampling/test_mcmc.py::TestSample::test_default_sample_does_not_set_global_seed
5.93s call tests/model/test_core.py::TestValueGradFunction::test_edge_case
5.58s call tests/sampling/test_mcmc.py::test_exec_nuts_init[advi_map]
5.56s call tests/model/test_core.py::test_model_d2logp[True]
5.38s call tests/sampling/test_mcmc.py::test_exec_nuts_init[map]
5.23s call tests/model/test_core.py::TestImputationMissingData::test_interval_missing_observations
5.07s call tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[True]
5.00s call tests/model/test_core.py::TestModelDebug::test_invalid_observed_value
4.72s call tests/sampling/test_mcmc.py::TestSampleReturn::test_logs_sampler_warnings[2]
4.51s call tests/sampling/test_mcmc.py::TestSample::test_parallel_start
4.48s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-1-advi]
4.34s call tests/model/test_core.py::TestImputationMissingData::test_truncated_normal
4.31s call tests/sampling/test_mcmc.py::test_no_init_nuts_compound
3.95s call tests/model/test_core.py::TestImputationMissingData::test_missing_multivariate_unseparable
3.93s call tests/sampling/test_mcmc.py::TestShared::test_sample
3.71s call tests/sampling/test_mcmc.py::TestSample::test_sample_callback
3.70s call tests/sampling/test_mcmc.py::test_init_nuts
3.67s call tests/sampling/test_mcmc.py::test_no_init_nuts_step
3.54s call tests/sampling/test_mcmc.py::TestType::test_float64
3.49s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-1-advi]
3.44s call tests/model/test_core.py::TestPytensorRelatedLogpBugs::test_pytensor_switch_broadcast_edge_cases_2
3.44s call tests/sampling/test_mcmc.py::TestSampleReturn::test_categorical_gibbs_respects_driver_tune_boundary
3.38s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-2-advi]
3.38s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-2-advi]
3.37s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-1-advi]
========== 233 passed, 5 skipped, 202 warnings in 524.71s (0:08:44) ===========
============================ slowest 50 durations =============================
24.05s call tests/sampling/test_mcmc.py::test_step_args
20.27s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-advi]
15.01s call tests/sampling/test_mcmc.py::test_sample_var_names
14.92s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-advi]
14.56s call tests/sampling/test_mcmc.py::test_exec_nuts_init[advi]
14.36s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-advi]
14.29s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-advi]
11.26s call tests/sampling/test_mcmc.py::test_blas_cores
11.16s call tests/sampling/test_mcmc.py::test_sample_find_MAP_does_not_modify_start
10.78s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-2-advi]
10.75s call tests/model/test_core.py::test_model_d2logp[True]
10.72s call tests/model/test_core.py::TestImputationMissingData::test_missing_dual_observations
10.13s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-2-advi]
9.25s call tests/sampling/test_mcmc.py::TestSample::test_sample_does_not_rely_on_external_global_seeding
9.13s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-1-advi]
8.97s call tests/model/test_core.py::TestImputationMissingData::test_missing_multivariate_separable
8.94s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-map]
8.88s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-map]
8.77s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-map]
8.47s call tests/sampling/test_mcmc.py::TestSample::test_sample_init[advi]
8.18s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-1-advi]
7.95s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-jitter+adapt_diag]
7.85s call tests/model/test_core.py::TestNested::test_nested_model_to_netcdf
7.65s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-jitter+adapt_diag]
7.53s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-1-advi]
7.51s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-1-advi]
7.49s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-1-advi]
7.46s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-2-advi]
7.43s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-jitter+adapt_diag]
7.20s call tests/sampling/test_mcmc.py::test_exec_nuts_init[map]
6.95s call tests/sampling/test_mcmc.py::TestSample::test_sample_init[advi_map]
6.77s call tests/sampling/test_mcmc.py::test_exec_nuts_init[advi_map]
6.47s call tests/model/test_core.py::TestImputationMissingData::test_interval_missing_observations
6.13s call tests/model/test_core.py::TestImputationMissingData::test_coordinates
5.83s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-map]
5.70s call tests/model/test_core.py::TestImputationMissingData::test_missing_basic[pandas]
5.19s call tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[False]
5.19s call tests/sampling/test_mcmc.py::TestSample::test_default_sample_does_not_set_global_seed
4.80s call tests/sampling/test_mcmc.py::TestShared::test_sample
4.80s call tests/model/test_core.py::TestValueGradFunction::test_missing_data
4.68s call tests/sampling/test_mcmc.py::TestSample::test_transform_with_rv_dependency[True]
4.62s call tests/sampling/test_mcmc.py::TestType::test_float32
4.47s call tests/sampling/test_mcmc.py::TestSampleReturn::test_logs_sampler_warnings[2]
4.10s call tests/model/test_core.py::TestPytensorRelatedLogpBugs::test_pytensor_switch_broadcast_edge_cases_1
3.98s call tests/model/test_core.py::test_model_d2logp[False]
3.98s call tests/sampling/test_mcmc.py::TestSample::test_sample_callback
3.97s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-1-map]
3.86s call tests/sampling/test_mcmc.py::test_no_init_nuts_compound
3.81s call tests/sampling/test_mcmc.py::TestSample::test_parallel_start
3.69s call tests/model/test_core.py::TestTransformArgs::test_default_transform_is_applied
========== 233 passed, 5 skipped, 202 warnings in 582.33s (0:09:42) ===========
============================= slowest 50 durations =============================
22.81s call tests/test_func_utils.py::test_find_constrained_prior[0.5-StudentT-0-1-init_guess3-fixed_params3-None]
22.16s call tests/progress_bar/test_manager.py::test_progressbar_nested_compound
19.29s call tests/distributions/test_mixture.py::TestMixture::test_single_poisson_sampling
18.93s call tests/test_func_utils.py::test_find_constrained_prior[0.5-Gamma-0.1-0.4-init_guess0-fixed_params0-None]
17.97s call tests/distributions/test_mixture.py::TestNormalMixture::test_normal_mixture_nd[(3, 3)-5]
16.93s call tests/distributions/test_mixture.py::TestNormalMixture::test_normal_mixture_nd[1-5]
13.64s call tests/distributions/test_mixture.py::TestNormalMixture::test_normal_mixture_nd[3-5]
12.25s call tests/distributions/test_mixture.py::TestMixture::test_list_mvnormals_predictive_sampling_shape
11.39s call tests/distributions/test_mixture.py::TestNormalMixture::test_normal_mixture_sampling
10.92s call tests/distributions/test_mixture.py::TestMixture::test_list_normals_sampling
9.58s call tests/distributions/test_mixture.py::TestMixture::test_list_mvnormals_logp
8.53s call tests/distributions/test_mixture.py::TestMixture::test_list_poissons_sampling
7.34s call tests/distributions/test_mixture.py::TestZeroInflatedMixture::test_zeroinflatednegativebinomial_logp
7.09s call tests/distributions/test_mixture.py::TestMixtureSameFamily::test_with_multinomial[(3, 4)]
6.83s call tests/distributions/test_mixture.py::TestNormalMixture::test_normal_mixture_nd[()-5]
6.55s call tests/distributions/test_mixture.py::TestMixtureVsLatent::test_vector_components
6.32s call tests/distributions/test_mixture.py::TestMixtureSameFamily::test_with_multinomial[(20,)]
5.75s call tests/test_func_utils.py::test_find_constrained_prior_error_too_large[Gamma-0.1-0.4-init_guess0-fixed_params0]
5.26s call tests/test_func_utils.py::test_find_constrained_prior[0.5-Normal-155-180-init_guess1-fixed_params1-None]
5.19s call tests/distributions/test_mixture.py::TestMixtureVsLatent::test_scalar_components
5.09s call tests/distributions/test_mixture.py::TestMixture::test_nested_mixture
4.81s call tests/test_pytensorf.py::TestBroadcasting::test_metropolis_sampling
4.65s call tests/distributions/test_mixture.py::TestHurdleDistributions::test_hurdle_zero_draws[dist-0.1-non_psi_args0]
4.59s call tests/test_func_utils.py::test_find_constrained_prior[0.5-Binomial-0-8-init_guess6-fixed_params6-None]
4.29s call tests/distributions/test_mixture.py::TestZeroInflatedMixture::test_zeroinflatedpoisson_logp
4.29s call tests/distributions/test_mixture.py::TestMixture::test_single_poisson_predictive_sampling_shape
3.74s call tests/test_func_utils.py::test_find_constrained_prior[0.75-StudentT-0-1-init_guess3-fixed_params3-None]
3.58s call tests/test_func_utils.py::test_find_constrained_prior[0.5-StudentT-0.1-0.4-init_guess2-fixed_params2-None]
3.40s call tests/test_func_utils.py::test_find_constrained_prior[0.95-StudentT-0-1-init_guess3-fixed_params3-None]
3.26s call tests/distributions/test_mixture.py::TestHurdleDistributions::test_hurdle_dlogp_no_nan[HurdleLogNormal-dist_params1]
3.24s call tests/distributions/test_mixture.py::TestZeroInflatedMixture::test_zeroinflatedbinomial_logp
3.23s call tests/step_methods/hmc/test_hmc.py::TestStepHamiltonianMC::test_step_continuous[<lambda>-1000_0]
3.03s call tests/test_pytensorf.py::TestCompile::test_check_parameters_can_be_replaced_by_ninf
3.02s call tests/test_func_utils.py::test_find_constrained_prior[0.5-Poisson-19-41-init_guess8-fixed_params8-None]
3.00s call tests/test_func_utils.py::test_find_constrained_prior[0.5-Poisson-1-15-init_guess7-fixed_params7-None]
2.95s call tests/test_func_utils.py::test_find_constrained_prior[0.75-Normal-155-180-init_guess1-fixed_params1-None]
2.92s call tests/test_func_utils.py::test_find_constrained_prior[0.95-Normal-155-180-init_guess1-fixed_params1-None]
2.87s call tests/test_func_utils.py::test_find_constrained_prior[0.75-Gamma-0.1-0.4-init_guess0-fixed_params0-None]
2.61s call tests/distributions/test_mixture.py::TestHurdleDistributions::test_hurdle_poisson_logp
2.60s call tests/distributions/test_mixture.py::TestMixtureDefaultTransforms::test_logp
2.58s call tests/test_func_utils.py::test_find_constrained_prior[0.95-Gamma-0.1-0.4-init_guess0-fixed_params0-None]
2.45s call tests/test_func_utils.py::test_find_constrained_prior[0.95-StudentT-0.1-0.4-init_guess2-fixed_params2-None]
2.37s call tests/distributions/test_mixture.py::TestMixtureSameFamily::test_broadcasting_in_shape
2.29s call tests/distributions/test_mixture.py::TestNormalMixture::test_normal_mixture_nd[(3, 3)-3]
2.22s call tests/test_func_utils.py::test_find_constrained_prior[0.75-StudentT-0.1-0.4-init_guess2-fixed_params2-None]
2.21s call tests/test_func_utils.py::test_find_constrained_prior_error_too_large[Exponential-0.1-1-init_guess1-fixed_params1]
2.16s call tests/test_func_utils.py::test_find_constrained_prior[0.95-Binomial-0-8-init_guess6-fixed_params6-None]
2.16s call tests/distributions/test_mixture.py::TestMixtureSameFamily::test_with_mvnormal
2.07s call tests/distributions/test_mixture.py::TestHurdleDistributions::test_hurdle_dlogp_no_nan[HurdleGamma-dist_params0]
2.07s call tests/distributions/test_mixture.py::TestHurdleDistributions::test_hurdle_negativebinomial_logp
=========== 626 passed, 8 skipped, 81 warnings in 430.47s (0:07:10) ============
============================= slowest 50 durations =============================
35.03s call tests/distributions/test_multivariate.py::test_mvnormal_no_cholesky_in_model_logp
21.14s call tests/distributions/test_multivariate.py::TestLKJCholeskCov::test_change_dist_size
20.63s call tests/distributions/test_multivariate.py::TestLKJCholeskCov::test_dist
15.03s call tests/distributions/test_continuous.py::TestMatchesScipy::test_interpolated
12.77s call tests/distributions/test_multivariate.py::TestMatchesScipy::test_mvnormal_indef
12.53s call tests/distributions/test_multivariate.py::TestZeroSumNormal::test_zsn_dims[dims0-None]
11.89s call tests/distributions/test_multivariate.py::TestZeroSumNormal::test_zsn_dims[dims2-2]
11.08s call tests/distributions/test_multivariate.py::TestMoments::test_lkjcorr_support_point[batch_2]
10.96s call tests/distributions/test_multivariate.py::test_LKJCorr_default_transform
8.88s call tests/distributions/test_continuous.py::TestMatchesScipy::test_truncated_normal
8.75s call tests/distributions/test_multivariate.py::TestMatchesScipy::test_mvnormal[1]
8.55s call tests/distributions/test_multivariate.py::TestMatchesScipy::test_matrixnormal[1]
8.34s call tests/distributions/test_multivariate.py::TestMatchesScipy::test_mvnormal[2]
7.92s call tests/distributions/test_multivariate.py::TestWishart::test_distribution
7.67s call tests/distributions/test_multivariate.py::TestMatchesScipy::test_kroneckernormal[0-3-2]
6.37s call tests/distributions/test_multivariate.py::TestMatchesScipy::test_mvnormal[3]
6.37s call tests/distributions/test_multivariate.py::TestLKJCorr::test_distribution
5.94s call tests/distributions/test_multivariate.py::TestMatchesScipy::test_multinomial[2]
5.62s call tests/distributions/test_multivariate.py::TestMatchesScipy::test_kroneckernormal[1-3-2]
5.60s call tests/distributions/test_multivariate.py::TestMvStudentTCov::test_distribution
5.31s call tests/distributions/test_continuous.py::TestMatchesScipy::test_lognormal
5.09s call tests/distributions/test_multivariate.py::TestMoments::test_zerosum_normal_support_point[shape1-2-expected1]
4.88s call tests/distributions/moments/test_means.py::test_mean_equal_expected[LKJCholeskyCov-dist_params7-expected7]
4.87s call tests/distributions/test_multivariate.py::TestMoments::test_lkjcorr_support_point[batch_1]
4.61s call tests/distributions/test_multivariate.py::test_wishart_no_cholesky_in_model_logp
4.31s call tests/distributions/test_continuous.py::TestMatchesScipy::test_uniform
3.79s call tests/distributions/test_continuous.py::TestMatchesScipy::test_normal
3.69s call tests/distributions/test_continuous.py::TestMatchesScipy::test_triangular
3.59s call tests/distributions/test_continuous.py::TestAsymmetricLaplace::test_distribution
3.51s call tests/distributions/test_multivariate.py::TestMatchesScipy::test_wishart[2]
3.51s call tests/distributions/test_multivariate.py::TestLKJCholeskyCov::test_distribution
3.47s call tests/distributions/test_continuous.py::TestMatchesScipy::test_logitnormal
3.45s call tests/distributions/test_continuous.py::TestWeibull::test_distribution
3.32s setup tests/distributions/test_multivariate.py::TestMatchesScipy::test_stickbreakingweights_vectorized[alpha0-3]
3.25s call tests/distributions/test_multivariate.py::TestMoments::test_lkjcholeskycov_support_point[3-1-None-expected0]
3.03s call tests/distributions/test_multivariate.py::TestMatchesScipy::test_matrixnormal[2]
3.01s call tests/distributions/test_continuous.py::TestMatchesScipy::test_half_normal
2.98s call tests/distributions/test_continuous.py::TestMatchesScipy::test_inverse_gamma_icdf
2.89s call tests/distributions/test_continuous.py::TestMatchesScipy::test_exponential
2.80s call tests/distributions/test_multivariate.py::TestMoments::test_zerosum_normal_support_point[shape2-3-expected2]
2.78s call tests/distributions/test_multivariate.py::TestZeroSumNormal::test_zsn_change_dist_size[2]
2.74s call tests/distributions/test_multivariate.py::TestMatchesScipy::test_mvt[1]
2.69s call tests/distributions/test_multivariate.py::TestZeroSumNormal::test_zsn_change_dist_size[1]
2.66s call tests/distributions/test_continuous.py::TestMatchesScipy::test_wald_logp
2.55s call tests/distributions/test_multivariate.py::TestMoments::test_zerosum_normal_support_point[shape0-None-expected0]
2.54s call tests/distributions/test_multivariate.py::TestMatchesScipy::test_dirichlet[2]
2.45s call tests/distributions/test_multivariate.py::TestMatchesScipy::test_mvt[2]
2.40s call tests/distributions/test_continuous.py::TestMatchesScipy::test_laplace
2.36s call tests/distributions/test_continuous.py::TestMatchesScipy::test_logistic
2.36s call tests/distributions/test_continuous.py::TestMatchesScipy::test_half_cauchy
=========== 649 passed, 2 xfailed, 69 warnings in 508.45s (0:08:28) ============
============================= slowest 50 durations =============================
27.96s call tests/distributions/test_timeseries.py::TestAR::test_batched_sigma
19.35s setup tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[FITC]
15.80s call tests/gp/test_hsgp_approx.py::TestHSGP::test_prior[cov_func0-centered]
15.51s call tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[True-omega]
15.32s call tests/gp/test_hsgp_approx.py::TestHSGPPeriodic::test_prior[100.0-cov_func0]
15.00s call tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[FITC]
14.44s call tests/gp/test_hsgp_approx.py::TestHSGPPeriodic::test_conditional_periodic[cov_func0]
14.39s call tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[True-beta_1]
14.14s call tests/gp/test_hsgp_approx.py::TestHSGP::test_conditional[cov_func0-centered]
14.01s call tests/gp/test_hsgp_approx.py::TestHSGP::test_conditional[cov_func1-noncentered]
13.78s call tests/gp/test_hsgp_approx.py::TestHSGP::test_prior[cov_func1-noncentered]
13.30s call tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[False-beta_1]
12.30s call tests/distributions/test_timeseries.py::TestPredefinedRandomWalk::test_mvgaussian_with_chol_cov_rv[chol]
12.11s call tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[True-alpha_1]
11.50s call tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[False-omega]
11.29s call tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[False-alpha_1]
10.78s call tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[VFE]
10.06s call tests/distributions/test_timeseries.py::TestGARCH11::test_support_point[size1-expected1]
9.55s call tests/distributions/test_timeseries.py::TestAR::test_batched_size[False]
9.20s call tests/distributions/test_timeseries.py::TestEulerMaruyama::test_linear_model
8.98s call tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[DTC]
8.76s setup tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[DTC]
8.10s call tests/distributions/test_timeseries.py::TestAR::test_support_point[size1-expected1]
7.88s call tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[True-initial_vol]
7.85s call tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[False-initial_vol]
7.79s call tests/distributions/test_timeseries.py::TestPredefinedRandomWalk::test_gaussian_inference
7.44s setup tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[VFE]
7.42s call tests/distributions/test_timeseries.py::TestAR::test_change_dist_size
7.41s call tests/model/test_core.py::test_model_d2logp[True]
7.36s call tests/distributions/test_timeseries.py::TestEulerMaruyama::test_batched_size[True-1]
7.31s call tests/distributions/test_timeseries.py::TestEulerMaruyama::test_change_dist_size2
7.07s call tests/distributions/test_timeseries.py::TestRandomWalk::test_support_point[init_dist4-innovation_dist4-9-size4-expected4-False]
6.96s call tests/distributions/test_timeseries.py::TestAR::test_batched_rhos
6.56s call tests/ode/test_ode.py::TestDiffEqModel::test_vector_ode_1_param
6.53s call tests/distributions/test_timeseries.py::TestAR::test_batched_size[True]
6.42s call tests/distributions/test_timeseries.py::TestAR::test_batched_init_dist
6.34s call tests/distributions/test_timeseries.py::TestAR::test_support_point[None-expected0]
6.14s call tests/distributions/test_timeseries.py::TestAR::test_multivariate_init_dist
6.10s call tests/distributions/test_timeseries.py::TestEulerMaruyama::test_change_dist_size1
5.83s call tests/model/test_core.py::TestImputationMissingData::test_missing_dual_observations
5.78s call tests/distributions/test_timeseries.py::TestEulerMaruyama::test_batched_size[True-2]
5.76s call tests/model/test_fgraph.py::test_multivariate_transform
5.75s call tests/model/test_core.py::TestImputationMissingData::test_missing_multivariate_separable
5.73s call tests/gp/test_gp.py::TestLatentKron::testLatentKronvsLatent
5.70s call tests/distributions/test_timeseries.py::TestGARCH11::test_support_point[None-expected0]
5.57s call tests/distributions/test_timeseries.py::TestGARCH11::test_change_dist_size
5.30s call tests/ode/test_ode.py::TestDiffEqModel::test_vector_ode_2_param
5.26s call tests/distributions/test_timeseries.py::TestRandomWalk::test_support_point[init_dist3-innovation_dist3-9-None-expected3-True]
5.23s call tests/distributions/test_timeseries.py::TestRandomWalk::test_inconsistent_steps_and_shape[init_dist0-innovation_dist0-12-shape0]
4.67s call tests/gp/test_gp.py::TestMarginalVsLatent::testLatentMultioutput
=========== 464 passed, 2 xfailed, 36 warnings in 685.55s (0:11:25) ============
============================= slowest 50 durations =============================
6.90s call tests/sampling/test_parallel.py::test_context
5.63s call tests/model/test_core.py::TestImputationMissingData::test_missing_dual_observations
4.07s call tests/model/test_core.py::test_model_d2logp[True]
3.64s call tests/model/test_core.py::TestImputationMissingData::test_missing_multivariate_separable
3.51s call tests/sampling/test_parallel.py::test_remote_pipe_closed
2.90s call tests/model/test_core.py::TestImputationMissingData::test_interval_missing_observations
2.65s call tests/sampling/test_parallel.py::test_spawn_densitydist_bound_method
2.59s call tests/sampling/test_parallel.py::test_spawn_densitydist_function
2.34s call tests/model/test_core.py::TestImputationMissingData::test_coordinates
2.34s call tests/model/test_core.py::TestImputationMissingData::test_missing_basic[pandas]
2.34s call tests/model/test_core.py::TestTransformArgs::test_default_transform_is_applied
2.19s call tests/test_data.py::TestData::test_sample
2.15s call tests/sampling/test_parallel.py::test_bad_unpickle
1.90s call tests/sampling/test_parallel.py::test_explicit_sample[spawn]
1.66s call tests/model/test_core.py::TestValueGradFunction::test_missing_data
1.66s call tests/model/test_core.py::TestPytensorRelatedLogpBugs::test_pytensor_switch_broadcast_edge_cases_1
1.65s call tests/test_data.py::TestData::test_shared_data_as_rv_input
1.61s call tests/test_data.py::TestData::test_shared_data_as_index
1.50s call tests/model/test_core.py::test_model_d2logp[False]
1.47s call tests/model/test_core.py::TestImputationMissingData::test_missing_basic[masked]
1.20s call tests/model/test_core.py::TestValueGradFunction::test_edge_case
1.20s call tests/test_data.py::TestMinibatch::test_1d
1.17s call tests/model/test_core.py::test_datalogp_multiple_shapes
1.12s call tests/model/test_core.py::TestModelDebug::test_invalid_parameter[logp]
1.08s call tests/model/test_core.py::TestImputationMissingData::test_missing_with_predictors
1.01s call tests/model/test_core.py::test_model_dlogp[False]
0.98s call tests/model/test_core.py::TestImputationMissingData::test_truncated_normal
0.97s call tests/model/test_core.py::TestPytensorRelatedLogpBugs::test_pytensor_switch_broadcast_edge_cases_2
0.96s call tests/model/test_core.py::TestModelDebug::test_invalid_observed_value
0.95s call tests/model/test_core.py::TestImputationMissingData::test_missing_multivariate_unseparable
0.88s call tests/model/test_core.py::TestModelDebug::test_invalid_parameter_cant_be_evaluated[dlogp-True]
0.86s call tests/model/test_core.py::test_model_logp[False]
0.82s call tests/model/test_core.py::TestModelDebug::test_invalid_parameter_cant_be_evaluated[logp-True]
0.82s call tests/model/test_core.py::TestSetUpdateCoords::test_resize_from_set_data_and_set_dim
0.81s call tests/model/test_core.py::TestModelDebug::test_no_problems[random]
0.81s call tests/model/test_core.py::test_model_dlogp[True]
0.79s call tests/variational/test_minibatch_rv.py::TestMinibatchRandomVariable::test_minibatch_parameter_and_value
0.76s call tests/model/test_core.py::TestImputationMissingData::test_missing_vector_parameter
0.75s call tests/test_data.py::TestData::test_sample_posterior_predictive_after_set_data_with_coords
0.74s call tests/test_data.py::TestData::test_sample_after_set_data
0.71s call tests/test_data.py::TestData::test_sample_posterior_predictive_after_set_data
0.71s call tests/model/test_core.py::test_model_logp[True]
0.70s call tests/model/test_core.py::TestModelDebug::test_invalid_parameter[random]
0.67s call tests/model/test_core.py::test_tempered_logp_dlogp[False]
0.64s call tests/model/test_core.py::TestModelDebug::test_invalid_parameter[dlogp]
0.61s call tests/model/test_core.py::TestImputationMissingData::test_missing_logp2
0.61s call tests/model/test_core.py::test_tempered_logp_dlogp[True]
0.52s call tests/model/test_core.py::TestImputationMissingData::test_missing_logp1
0.51s call tests/test_data.py::TestData::test_set_data_to_non_data_container_variables
0.51s call tests/model/test_core.py::TestModelDebug::test_invalid_value
====== 176 passed, 2 skipped, 1 xfailed, 15 warnings in 119.99s (0:01:59) ======
============================= slowest 50 durations =============================
17.73s call tests/distributions/test_timeseries.py::TestAR::test_batched_sigma
16.36s call tests/distributions/test_timeseries.py::TestPredefinedRandomWalk::test_gaussian_inference
15.93s setup tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[FITC]
14.92s call tests/gp/test_hsgp_approx.py::TestHSGP::test_prior[cov_func0-centered]
13.60s call tests/gp/test_hsgp_approx.py::TestHSGPPeriodic::test_prior[100.0-cov_func0]
12.64s call tests/gp/test_hsgp_approx.py::TestHSGPPeriodic::test_conditional_periodic[cov_func0]
12.26s call tests/gp/test_hsgp_approx.py::TestHSGP::test_conditional[cov_func0-centered]
12.23s call tests/gp/test_hsgp_approx.py::TestHSGP::test_conditional[cov_func1-noncentered]
12.22s call tests/gp/test_hsgp_approx.py::TestHSGP::test_prior[cov_func1-noncentered]
12.08s call tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[FITC]
11.54s call tests/distributions/test_timeseries.py::TestAR::test_batched_size[False]
10.63s call tests/model/test_core.py::TestImputationMissingData::test_missing_multivariate_separable
10.56s call tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[True-omega]
9.26s call tests/distributions/test_timeseries.py::TestPredefinedRandomWalk::test_mvgaussian_with_chol_cov_rv[chol]
8.92s call tests/distributions/test_timeseries.py::TestEulerMaruyama::test_linear_model
8.05s call tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[VFE]
7.80s call tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[True-beta_1]
7.08s call tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[True-alpha_1]
6.78s call tests/model/transform/test_conditioning.py::test_change_value_transforms
6.18s call tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[False-omega]
5.80s call tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[False-beta_1]
5.69s call tests/distributions/test_timeseries.py::TestGARCH11::test_batched_size[False-alpha_1]
5.65s call tests/ode/test_ode.py::TestSensitivityInitialCondition::test_sens_ic_vector_1_param
5.61s call tests/ode/test_ode.py::TestSensitivityInitialCondition::test_sens_ic_vector_2_param_tensor
5.60s call tests/distributions/test_timeseries.py::TestAR::test_batched_rhos
5.36s call tests/distributions/test_timeseries.py::TestEulerMaruyama::test_batched_size[True-1]
4.87s call tests/model/test_core.py::TestImputationMissingData::test_missing_dual_observations
4.84s call tests/distributions/test_timeseries.py::TestGARCH11::test_logp
4.71s call tests/distributions/test_timeseries.py::TestAR::test_batched_size[True]
4.21s call tests/distributions/test_timeseries.py::TestEulerMaruyama::test_batched_size[True-2]
4.16s call tests/ode/test_ode.py::TestSensitivityInitialCondition::test_sens_ic_vector_3_params
4.01s call tests/distributions/test_timeseries.py::TestGARCH11::test_support_point[size1-expected1]
3.47s call tests/model/test_core.py::TestValueGradFunction::test_missing_data
3.41s call tests/model/test_core.py::TestModelDebug::test_invalid_observed_value
2.91s call tests/gp/test_gp.py::TestGPAdditive::testAdditiveLatent
2.91s call tests/model/test_core.py::TestImputationMissingData::test_interval_missing_observations
2.86s call tests/model/test_core.py::TestModelDebug::test_invalid_parameter[logp]
2.71s call tests/model/test_core.py::TestImputationMissingData::test_truncated_normal
2.71s call tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginalApprox[DTC]
2.71s call tests/model/test_core.py::TestTransformArgs::test_default_transform_is_applied
2.69s call tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginalApprox[VFE]
2.67s call tests/gp/test_gp.py::TestLatentKron::testLatentKronvsLatent
2.64s call tests/distributions/test_timeseries.py::TestAR::test_batched_init_dist
2.53s call tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginal
2.47s call tests/gp/test_gp.py::TestGPAdditive::testAdditiveMarginalApprox[FITC]
2.37s call tests/gp/test_gp.py::TestMarginalVsLatent::testLatentMultioutput
2.30s call tests/ode/test_ode.py::TestDiffEqModel::test_vector_ode_2_param
2.21s call tests/gp/test_gp.py::TestMarginalVsMarginalApprox::test_fits_and_preds[DTC]
2.20s call tests/ode/test_ode.py::TestSensitivityInitialCondition::test_sens_ic_vector_2_param
2.15s setup tests/gp/test_gp.py::TestMarginalKron::testMarginalKronvsMarginalpredict
=========== 464 passed, 2 xfailed, 27 warnings in 454.14s (0:07:34) ============
============================= slowest 50 durations =============================
39.39s call tests/distributions/test_multivariate.py::TestWishart::test_distribution
35.07s call tests/distributions/test_multivariate.py::TestLKJCorr::test_distribution
34.60s call tests/distributions/test_multivariate.py::TestLKJCholeskCov::test_change_dist_size
31.13s call tests/distributions/test_continuous.py::TestMatchesScipy::test_interpolated
24.29s call tests/distributions/test_continuous.py::TestInterpolated::test_distribution
23.93s call tests/distributions/test_multivariate.py::TestMatchesScipy::test_mvnormal_indef
22.21s call tests/distributions/test_multivariate.py::TestLKJCholeskCov::test_dist
22.18s call tests/distributions/test_multivariate.py::TestMoments::test_lkjcorr_support_point[batch_2]
16.77s call tests/distributions/test_multivariate.py::TestLKJCholeskyCov::test_distribution
16.49s call tests/distributions/test_multivariate.py::TestMatchesScipy::test_mvnormal[2]
14.57s call tests/distributions/test_multivariate.py::TestMatchesScipy::test_mvnormal[3]
11.78s call tests/distributions/test_multivariate.py::TestMatchesScipy::test_kroneckernormal[0-3-2]
11.33s call tests/distributions/test_multivariate.py::TestMoments::test_lkjcorr_support_point[batch_1]
11.25s call tests/distributions/test_multivariate.py::test_LKJCorr_default_transform
10.36s call tests/distributions/test_multivariate.py::TestMatchesScipy::test_kroneckernormal[1-3-2]
9.60s call tests/distributions/test_multivariate.py::TestMvStudentTCov::test_distribution
9.30s call tests/distributions/test_multivariate.py::TestZeroSumNormal::test_zsn_dims[dims2-2]
9.17s call tests/distributions/test_multivariate.py::TestMatchesScipy::test_mvnormal[1]
7.91s call tests/distributions/test_multivariate.py::TestMoments::test_lkjcorr_support_point[n=3]
7.63s call tests/distributions/test_multivariate.py::TestZeroSumNormal::test_zsn_dims[dims0-None]
7.41s call tests/distributions/test_multivariate.py::TestMatchesScipy::test_kroneckernormal[1-3-3]
7.24s call tests/distributions/moments/test_means.py::test_mean_equal_expected[LKJCholeskyCov-dist_params7-expected7]
6.93s call tests/distributions/test_multivariate.py::TestMatchesScipy::test_kroneckernormal[0-3-3]
6.75s call tests/distributions/test_multivariate.py::TestKroneckerNormal::test_distribution
6.54s call tests/distributions/test_multivariate.py::TestMoments::test_lkjcholeskycov_support_point[4-1-size3-expected3]
5.93s call tests/distributions/moments/test_means.py::test_mean_equal_expected[LKJCorr-dist_params8-expected8]
5.68s call tests/distributions/test_multivariate.py::TestLKJCholeskCov::test_sd_dist_automatically_resized[size0-None-sd_dist1]
5.63s call tests/distributions/test_multivariate.py::test_mvnormal_no_cholesky_in_model_logp
5.57s call tests/distributions/test_multivariate.py::TestMultinomial::test_distribution
5.53s call tests/distributions/test_multivariate.py::TestMoments::test_lkjcorr_support_point[n=5]
4.65s call tests/distributions/test_multivariate.py::TestMatchesScipy::test_matrixnormal[1]
4.50s call tests/distributions/test_multivariate.py::TestDirichletMultinomial::test_distribution
4.39s call tests/distributions/test_multivariate.py::TestZeroSumNormal::test_zsn_shape[2]
4.39s call tests/distributions/test_continuous.py::TestMatchesScipy::test_truncated_normal
4.24s call tests/distributions/test_multivariate.py::TestDirichletMultinomial_1D_n_2D_a::test_distribution
4.21s call tests/distributions/test_multivariate.py::TestMatchesScipy::test_mvt[2]
4.21s call tests/distributions/test_multivariate.py::TestMvNormalMisc::test_with_chol_rv
4.17s call tests/distributions/test_multivariate.py::TestMatchesScipy::test_matrixnormal[2]
4.14s call tests/distributions/test_continuous.py::TestExGaussian::test_distribution
3.97s call tests/distributions/test_multivariate.py::TestMvNormalCov::test_distribution
3.86s call tests/distributions/test_multivariate.py::TestMatrixNormal::test_distribution
3.83s call tests/distributions/test_multivariate.py::TestMatchesScipy::test_matrixnormal[3]
3.81s call tests/distributions/test_continuous.py::TestStudentT::test_distribution
3.74s call tests/distributions/test_multivariate.py::TestMoments::test_lkjcholeskycov_support_point[3-1-1-expected2]
3.66s call tests/distributions/test_continuous.py::TestBeta::test_distribution
3.66s call tests/distributions/test_multivariate.py::TestZeroSumNormal::test_zsn_change_dist_size[1]
3.49s call tests/distributions/test_multivariate.py::TestMatchesScipy::test_multinomial_vectorized[extra_size0-p0-10]
3.46s call tests/distributions/test_continuous.py::TestSkewStudentT::test_distribution
3.40s call tests/distributions/test_continuous.py::TestWeibull::test_distribution
3.38s call tests/distributions/test_multivariate.py::TestMoments::test_zerosum_normal_support_point[shape2-3-expected2]
=========== 649 passed, 2 xfailed, 333 warnings in 949.20s (0:15:49) ===========
============================= slowest 50 durations =============================
13.54s setup tests/sampling/test_forward.py::TestSamplePPC::test_logging_sampled_basic_rvs_posterior_mutable[MultiTrace]
12.51s call tests/distributions/test_discrete.py::TestMatchesScipy::test_hypergeometric
12.13s call tests/distributions/test_censored.py::TestCensored::test_censored_workflow[False]
10.54s call tests/sampling/test_forward.py::TestCompileForwardSampler::test_lkj_cholesky_cov
9.10s call tests/distributions/test_simulator.py::TestSimulator::test_multiple_simulators
8.98s call tests/distributions/test_censored.py::TestCensored::test_censored_workflow[True]
8.78s call tests/distributions/test_distribution.py::TestPartialObservedRV::test_multivariate_constant_mask_separable[True-True]
8.32s call tests/distributions/test_discrete.py::TestMatchesScipy::test_negative_binomial
6.46s call tests/distributions/test_simulator.py::TestSimulator::test_nested_simulators
5.69s call tests/distributions/test_simulator.py::TestSimulator::test_custom_dist_sum_stat[float32]
5.39s call tests/distributions/test_custom.py::TestCustomSymbolicDist::test_inferred_logp_mixture
5.39s call tests/distributions/test_distribution.py::TestPartialObservedRV::test_multivariate_shared_mask_separable
5.17s call tests/distributions/test_discrete.py::TestMatchesScipy::test_geometric
5.12s call tests/distributions/test_discrete.py::TestMatchesScipy::test_beta_binomial
4.60s call tests/distributions/test_discrete.py::TestMatchesScipy::test_orderedprobit[3]
4.55s call tests/distributions/test_simulator.py::TestSimulator::test_simulator_metropolis_mcmc
4.43s call tests/distributions/test_discrete.py::TestMatchesScipy::test_categorical[2]
4.37s call tests/distributions/test_discrete.py::TestMatchesScipy::test_discrete_unif
4.14s call tests/distributions/test_simulator.py::TestSimulator::test_one_gaussian
4.11s call tests/sampling/test_forward.py::TestSamplePPC::test_model_shared_variable
4.10s call tests/distributions/test_custom.py::TestCustomDist::test_serialize_custom_dist
3.97s call tests/stats/test_log_density.py::TestComputeLogLikelihood::test_multivariate
3.84s call tests/distributions/test_discrete.py::TestMatchesScipy::test_bernoulli
3.65s call tests/distributions/test_discrete.py::TestDiscreteWeibull::test_distribution
3.53s call tests/distributions/test_distribution.py::TestPartialObservedRV::test_multivariate_constant_mask_unseparable
3.50s call tests/sampling/test_forward.py::TestSamplePPC::test_normal_scalar
3.47s call tests/sampling/test_forward.py::TestSamplePPC::test_deterministic_of_observed
3.30s call tests/distributions/test_custom.py::TestCustomSymbolicDist::test_basic
2.82s call tests/sampling/test_forward.py::TestSamplePriorPredictive::test_zeroinflatedpoisson
2.82s call tests/distributions/test_custom.py::TestCustomSymbolicDist::test_scan
2.76s call tests/distributions/test_custom.py::TestCustomSymbolicDist::test_custom_dist_default_support_point_scan_recurring
2.72s call tests/distributions/test_discrete.py::TestMatchesScipy::test_binomial
2.61s call tests/distributions/test_discrete.py::TestLogitCategorical::test_distribution
2.60s call tests/sampling/test_forward.py::TestSamplePPC::test_deterministic_of_observed_modified_interface
2.57s call tests/sampling/test_forward.py::TestSamplePPC::test_sum_normal
2.49s call tests/sampling/test_deterministic.py::test_docstring_example
2.49s call tests/sampling/test_forward.py::TestSamplePPC::test_normal_vector_idata
2.49s setup tests/sampling/test_forward.py::TestSamplePosteriorPredictive::test_point_list_arg_bug_spp
2.43s call tests/distributions/test_discrete.py::TestMatchesScipy::test_discrete_weibull
2.43s call tests/sampling/test_forward.py::TestSamplePPC::test_exceptions
2.34s call tests/distributions/test_discrete.py::TestMatchesScipy::test_orderedprobit[2]
2.30s call tests/distributions/test_distribution.py::TestPartialObservedRV::test_multivariate_shared_mask_unseparable[False]
2.30s call tests/distributions/test_discrete.py::TestMatchesScipy::test_poisson
2.26s call tests/distributions/test_simulator.py::TestSimulator::test_named_model
2.26s call tests/distributions/test_custom.py::TestCustomDist::test_custom_dist_multivariate_logp[None]
2.22s call tests/sampling/test_forward.py::TestSamplePPC::test_normal_scalar_idata
2.20s call tests/distributions/test_distribution.py::TestDiracDelta::TestDiracDelta::test_distribution
2.16s call tests/distributions/test_simulator.py::TestSimulator::test_custom_dist_sum_stat[float64]
2.00s call tests/sampling/test_population.py::TestPopulationSamplers::test_demcmc_warning_on_small_populations
1.97s call tests/sampling/test_forward.py::TestSamplePosteriorPredictiveVolatility::test_freeze_deterministic
=========== 395 passed, 2 xfailed, 169 warnings in 317.40s (0:05:17) ===========
============================= slowest 50 durations =============================
48.41s call tests/dims/test_model.py::test_complex_model
23.13s call tests/dims/test_model.py::test_simple_model
17.57s call tests/dims/distributions/test_vector.py::test_dirichlet
13.83s call tests/dims/test_model.py::test_zerosumnormal_model
11.53s call tests/dims/distributions/test_core.py::test_multivariate_distribution_dims
11.30s call tests/dims/distributions/test_vector.py::test_zerosumnormal_batch_sigma
6.40s call tests/dims/distributions/test_core.py::test_density_helpers[True-True-True]
6.33s call tests/dims/distributions/test_core.py::test_density_helpers[True-False-True]
5.87s call tests/dims/distributions/test_core.py::test_density_helpers[True-False-False]
5.84s call tests/dims/distributions/test_core.py::test_density_helpers[True-True-False]
3.36s call tests/dims/distributions/test_scalar.py::test_uniform_transposed
2.67s call tests/dims/distributions/test_vector.py::test_categorical
2.29s call tests/dims/distributions/test_core.py::test_distribution_dims
1.72s call tests/dims/distributions/test_custom.py::TestCustomDistBlackbox::test_hybrid_dist_logp
1.28s call tests/dims/distributions/test_custom.py::TestCustomDistBlackbox::test_mu_as_model_var
0.83s call tests/dims/distributions/test_vector.py::test_mvnormal
0.79s call tests/dims/distributions/test_custom.py::TestCustomDistBlackbox::test_hybrid_basic_dims
0.69s call tests/dims/distributions/test_custom.py::TestCustomDistBlackbox::test_hybrid_logp_override
0.66s call tests/dims/distributions/test_custom.py::TestCustomDistBlackbox::test_hybrid_derived_params
0.58s call tests/dims/distributions/test_scalar.py::test_truncated_normal
0.53s call tests/dims/distributions/test_custom.py::TestCustomDistBlackbox::test_support_point
0.50s call tests/dims/distributions/test_custom.py::TestCustomDistBlackbox::test_logp_basic
0.49s call tests/dims/test_model.py::test_data
0.48s call tests/dims/distributions/test_core.py::test_density_helpers[False-False-False]
0.45s call tests/dims/distributions/test_scalar.py::test_lognormal
0.42s call tests/dims/distributions/test_core.py::test_density_helpers[False-True-True]
0.39s call tests/dims/distributions/test_core.py::test_density_helpers[False-True-False]
0.30s call tests/dims/distributions/test_core.py::test_density_helpers[False-False-True]
0.30s call tests/dims/distributions/test_scalar.py::test_uniform
0.29s call tests/dims/distributions/test_scalar.py::test_halfstudentt
0.28s call tests/dims/distributions/test_scalar.py::test_beta
0.26s call tests/dims/distributions/test_scalar.py::test_studentt
0.23s call tests/dims/distributions/test_scalar.py::test_inverse_gamma
0.18s call tests/dims/distributions/test_censored.py::test_censored_basic[1--1]
0.18s call tests/dims/distributions/test_scalar.py::test_halfnormal
0.17s call tests/dims/distributions/test_vector.py::test_zerosumnormal
0.17s call tests/dims/distributions/test_scalar.py::test_normal
0.16s call tests/dims/distributions/test_scalar.py::test_negative_binomial
0.15s call tests/dims/distributions/test_censored.py::test_censored_basic[1-None]
0.15s call tests/dims/distributions/test_censored.py::test_censored_basic[None--1]
0.14s call tests/dims/distributions/test_scalar.py::test_exponential
0.13s call tests/dims/distributions/test_scalar.py::test_gamma
0.10s call tests/dims/distributions/test_scalar.py::test_laplace
0.10s call tests/dims/distributions/test_censored.py::test_censored_basic[None-None]
0.09s call tests/dims/distributions/test_scalar.py::test_weibull
0.07s call tests/dims/distributions/test_scalar.py::test_halfcauchy
0.07s call tests/dims/distributions/test_scalar.py::test_poisson
0.06s call tests/dims/test_model.py::test_model_table_dims
0.06s call tests/dims/distributions/test_scalar.py::test_cauchy
0.06s call tests/dims/distributions/test_custom.py::TestCustomDistSymbolic::test_basic
======================== 58 passed in 178.60s (0:02:58) ========================
============================= slowest 50 durations =============================
13.90s call tests/distributions/test_simulator.py::TestSimulator::test_multiple_simulators
10.74s call tests/distributions/test_simulator.py::TestSimulator::test_one_gaussian
9.89s call tests/distributions/test_simulator.py::TestSimulator::test_nested_simulators
6.75s setup tests/sampling/test_forward.py::TestSamplePPC::test_logging_sampled_basic_rvs_posterior_mutable[MultiTrace]
6.21s call tests/distributions/test_censored.py::TestCensored::test_censored_workflow[False]
6.08s call tests/distributions/test_censored.py::TestCensored::test_censored_workflow[True]
5.89s call tests/sampling/test_forward.py::TestSamplePriorPredictive::test_zeroinflatedpoisson
5.71s call tests/distributions/test_simulator.py::TestSimulator::test_simulator_metropolis_mcmc
5.31s call tests/distributions/test_custom.py::TestCustomSymbolicDist::test_scan
4.94s call tests/sampling/test_forward.py::TestNestedRandom::test_ZeroInflatedNegativeBinomial[10-(4, 3)-(0.5, (3,))-(None, (3,))-(None, (3,))]
4.53s call tests/distributions/test_discrete.py::TestMatchesScipy::test_hypergeometric
4.48s call tests/distributions/test_custom.py::TestCustomSymbolicDist::test_custom_dist_default_support_point_scan_recurring
4.35s call tests/distributions/test_discrete.py::TestDiscreteWeibull::test_distribution
3.71s call tests/distributions/test_simulator.py::TestSimulator::test_custom_dist_sum_stat[float32]
3.66s call tests/distributions/test_discrete.py::TestMatchesScipy::test_negative_binomial
3.57s call tests/distributions/test_custom.py::TestCustomSymbolicDist::test_custom_dist_default_support_point_scan
3.28s call tests/sampling/test_forward.py::TestSamplePriorPredictive::test_multivariate2
3.26s call tests/distributions/test_distribution.py::TestPartialObservedRV::test_multivariate_constant_mask_separable[True-True]
3.15s call tests/distributions/test_custom.py::TestCustomDist::test_serialize_custom_dist
2.99s call tests/sampling/test_forward.py::TestDraw::test_multivariate
2.97s call tests/sampling/test_forward.py::TestSamplePPC::test_deterministic_of_observed
2.90s call tests/sampling/test_forward.py::TestSamplePPC::test_normal_scalar
2.83s call tests/distributions/test_discrete.py::TestMatchesScipy::test_beta_binomial
2.77s call tests/sampling/test_forward.py::TestSamplePPC::test_deterministic_of_observed_modified_interface
2.72s call tests/sampling/test_forward.py::TestSamplePPC::test_exceptions
2.71s call tests/distributions/test_distribution.py::TestPartialObservedRV::test_multivariate_shared_mask_separable
2.70s call tests/distributions/test_simulator.py::TestSimulator::test_custom_dist_sum_stat[float64]
2.67s call tests/distributions/test_discrete.py::TestLogitCategorical::test_distribution
2.65s call tests/distributions/test_distribution.py::TestPartialObservedRV::test_multivariate_shared_mask_unseparable[True]
2.63s call tests/distributions/test_discrete.py::TestCategorical::test_distribution
2.63s call tests/distributions/test_discrete.py::TestDiscreteUniform::test_distribution
2.57s call tests/distributions/test_discrete.py::TestBetaBinomial::test_distribution
2.54s call tests/distributions/test_distribution.py::TestPartialObservedRV::test_multivariate_shared_mask_unseparable[False]
2.52s call tests/sampling/test_forward.py::TestSamplePPC::test_normal_vector_idata
2.51s call tests/distributions/test_simulator.py::TestSimulator::test_named_model
2.46s call tests/distributions/test_custom.py::TestCustomSymbolicDist::test_basic
2.44s call tests/sampling/test_forward.py::TestSamplePPC::test_idata_extension
2.40s call tests/distributions/test_custom.py::TestCustomDist::test_custom_dist_multivariate_logp[None]
2.32s call tests/sampling/test_forward.py::TestSamplePPC::test_model_shared_variable
2.29s call tests/sampling/test_forward.py::TestNestedRandom::test_ZeroInflatedNegativeBinomial[10-(4, 3)-(0.5, (3,))-(None, (3,))-(None, (4, 3))]
2.19s call tests/sampling/test_forward.py::TestSamplePPC::test_normal_scalar_idata
2.17s call tests/distributions/test_discrete.py::TestMatchesScipy::test_discrete_unif
2.17s call tests/sampling/test_forward.py::TestSamplePriorPredictive::test_transformed
2.12s setup tests/sampling/test_forward.py::TestSamplePosteriorPredictive::test_point_list_arg_bug_spp
2.08s call tests/distributions/test_distribution.py::TestPartialObservedRV::test_multivariate_constant_mask_unseparable
2.04s call tests/sampling/test_deterministic.py::test_docstring_example
2.01s call tests/sampling/test_forward.py::TestSamplePriorPredictive::test_respects_shape
1.98s call tests/distributions/test_distribution.py::TestDiracDelta::TestDiracDelta::test_distribution
1.96s call tests/sampling/test_forward.py::TestNestedRandom::test_NegativeBinomial[10-(3,)-(None, ())-(None, (3,))]
1.95s call tests/distributions/test_discrete.py::TestMatchesScipy::test_categorical[4]
=========== 396 passed, 1 xfailed, 254 warnings in 344.44s (0:05:44) ===========
============================= slowest 50 durations =============================
22.55s call tests/logprob/test_transform_value.py::test_default_value_transform_logprob[pt_dist17-dist_params17-<lambda>-size17]
18.44s call tests/logprob/test_transform_value.py::test_default_value_transform_logprob[pt_dist16-dist_params16-<lambda>-None]
13.76s call tests/logprob/test_transforms.py::TestTransform::test_check_jac_det[transform2]
12.38s call tests/logprob/test_transform_value.py::test_default_value_transform_logprob[pt_dist15-dist_params15-<lambda>-size15]
11.49s call tests/logprob/test_transforms.py::test_extra_bijective_rv_transforms[pt_transform2-transform2]
11.15s call tests/backends/test_mcbackend.py::test_make_runmeta_and_point_fn
8.85s call tests/logprob/test_tensor.py::test_measurable_join_multivariate[size19-10-size29-10-2-False-2]
8.52s setup tests/backends/test_zarr.py::test_record[single_step-include_transformed-frequent_writes]
8.08s call tests/logprob/test_scan.py::test_scan_joint_logprob[False]
8.05s call tests/distributions/test_truncated.py::test_truncated_inference
6.60s call tests/distributions/test_truncated.py::test_truncation_continuous_random[False-True-rejection--1-inf]
6.14s call tests/logprob/test_tensor.py::test_measurable_join_multivariate[size15-10-size25-10-1-True-1]
5.75s call tests/logprob/test_checks.py::test_specify_shape_logprob
5.75s call tests/logprob/test_mixture.py::test_hetero_mixture_binomial[p_val2-size2-True]
5.73s call tests/logprob/test_composite_logprob.py::test_affine_join_interdependent[False]
5.71s call tests/distributions/test_truncated.py::test_truncated_custom_dist_indexed_argument[rv_op0]
5.58s call tests/backends/test_mcbackend.py::TestMcBackendSampling::test_return_multitrace[False]
5.17s call tests/logprob/test_transform_value.py::test_scan_transform
5.04s call tests/logprob/test_order.py::test_max_logprob[shape4-0.9-None]
4.80s call tests/distributions/test_truncated.py::test_vectorized_bounds
4.77s call tests/logprob/test_scan.py::test_mode_is_kept[True]
4.64s call tests/logprob/test_mixture.py::test_mixture_basics
4.61s call tests/logprob/test_scan.py::test_scan_multiple_output_types
4.58s call tests/distributions/test_truncated.py::test_truncation_continuous_random[False-False-rejection--1-inf]
4.50s call tests/logprob/test_transforms.py::TestLocScaleRVTransform::test_scale_transform_rv[rv_size2-matrix-False]
4.48s call tests/logprob/test_transforms.py::test_monotonically_decreasing_transform_logcdf[pt_transform1-transform1]
4.47s call tests/logprob/test_transforms.py::TestTransform::test_check_jac_det[transform0]
4.33s call tests/distributions/test_truncated.py::test_change_truncated_size
4.15s call tests/logprob/test_transforms.py::TestLocScaleRVTransform::test_loc_transform_rv[rv_size2-col-True]
3.99s call tests/logprob/test_transform_value.py::test_weakref_leak
3.97s call tests/logprob/test_mixture.py::test_scalar_switch_mixture
3.83s call tests/logprob/test_tensor.py::test_measurable_join_multivariate[size17-5-size27-5-0-False-0]
3.74s call tests/logprob/test_order.py::test_min_max_bernoulli
3.73s call tests/logprob/test_tensor.py::test_measurable_join_univariate[size16-size26-2-False]
3.61s call tests/logprob/test_cumsum.py::test_normal_cumsum[size4-0]
3.59s call tests/logprob/test_cumsum.py::test_bernoulli_cumsum[size4-0]
3.58s call tests/logprob/test_cumsum.py::test_normal_cumsum[size2-0]
3.57s call tests/logprob/test_cumsum.py::test_bernoulli_cumsum[size2-0]
3.45s call tests/logprob/test_order.py::test_max_discrete[2-3-1--1]
3.44s call tests/distributions/test_truncated.py::test_truncation_discrete_random[rejection-2-inf]
3.43s call tests/logprob/test_transforms.py::TestLocScaleRVTransform::test_scale_transform_rv[1-scale_type1-True]
3.43s call tests/logprob/test_tensor.py::test_measurable_join_univariate[size15-size25-1-False]
3.41s call tests/logprob/test_tensor.py::test_measurable_join_univariate[size14-size24-0-False]
3.40s call tests/logprob/test_order.py::test_max_logprob[3-0.85--1]
3.32s call tests/backends/test_mcbackend.py::test_get_variables_and_point_fn
3.26s call tests/logprob/test_transforms.py::TestLocScaleRVTransform::test_scale_transform_rv[rv_size0-scalar-True]
3.25s call tests/distributions/test_truncated.py::test_truncated_multiple_rngs
3.20s call tests/distributions/test_truncated.py::test_truncated_identity_input[dist_op0]
3.13s call tests/logprob/test_cumsum.py::test_bernoulli_cumsum[10-None]
3.09s call tests/logprob/test_composite_logprob.py::test_scalar_clipped_mixture
==== 685 passed, 64 skipped, 12 xfailed, 1711 warnings in 994.93s (0:16:34) ====
============================ slowest 50 durations =============================
58.13s setup tests/step_methods/test_metropolis.py::TestMetropolisUniform::test_kstest
36.47s setup tests/step_methods/hmc/test_nuts.py::TestNUTSLKJCholeskyCov::test_kstest
30.62s call tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update[batched_dist4]
27.40s call tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update[batched_dist3]
20.68s setup tests/step_methods/hmc/test_nuts.py::TestNUTSUniform::test_kstest
20.05s setup tests/step_methods/hmc/test_nuts.py::TestNUTSUniform2::test_kstest
19.63s setup tests/step_methods/hmc/test_nuts.py::TestNUTSUniform3::test_kstest
13.59s setup tests/step_methods/test_slicer.py::TestSliceUniform::test_kstest
11.84s setup tests/step_methods/hmc/test_nuts.py::TestNUTSNormal::test_kstest
10.80s setup tests/step_methods/hmc/test_nuts.py::TestNUTSStudentT::test_kstest
10.36s call tests/step_methods/hmc/test_nuts.py::TestNutsCheckTrace::test_emits_energy_warnings
10.03s setup tests/step_methods/hmc/test_nuts.py::TestNUTSBetaBinomial::test_kstest
8.24s call tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update[batched_dist2]
7.71s call tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update[batched_dist1]
6.46s call tests/step_methods/test_metropolis.py::TestStepMetropolis::test_step_categorical[uniform]
5.63s call tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update[batched_dist0]
5.47s call tests/step_methods/test_metropolis.py::TestStepMetropolis::test_step_continuous[<function TestStepMetropolis.<lambda> at 0x0000021A771AE200>-4000]
5.19s call tests/step_methods/hmc/test_nuts.py::TestNutsCheckTrace::test_multiple_samplers
5.15s call tests/step_methods/hmc/test_nuts.py::TestStepNUTS::test_step_continuous[<lambda>-1000_0]
5.07s call tests/step_methods/test_metropolis.py::TestMetropolis::test_elemwise_update_different_scales
4.15s call tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_tuning_epsilon_parallel
2.60s call tests/step_methods/test_metropolis.py::TestStepMetropolis::test_step_discrete
2.53s call tests/step_methods/test_metropolis.py::TestStepMetropolis::test_step_categorical[proportional]
2.39s call tests/step_methods/test_metropolis.py::TestMetropolis::test_tuning_reset
2.12s call tests/step_methods/test_compound.py::TestStepCompound::test_step_continuous[<function TestStepCompound.<lambda> at 0x0000021A7723D580>-1000]
2.02s call tests/step_methods/hmc/test_nuts.py::TestStepNUTS::test_step_continuous[<lambda>-1000_1]
1.95s call tests/step_methods/test_compound.py::TestCompoundStep::test_non_blocked
1.94s call tests/step_methods/test_slicer.py::TestStepSlicer::test_step_continuous[<function TestStepSlicer.<lambda> at 0x0000021A7723C180>-2000]
1.31s call tests/step_methods/hmc/test_hmc.py::test_leapfrog_reversible
1.26s call tests/step_methods/hmc/test_nuts.py::TestNutsCheckTrace::test_bad_init_nonparallel
1.25s call tests/step_methods/test_slicer.py::TestStepSlicer::test_step_continuous[<function TestStepSlicer.<lambda> at 0x0000021A7723C220>-2000]
1.22s call tests/step_methods/hmc/test_hmc.py::TestStepHamiltonianMC::test_step_continuous[<lambda>-1000_0]
1.19s call tests/step_methods/hmc/test_hmc.py::TestStepHamiltonianMC::test_step_continuous[<lambda>-1000_1]
1.14s call tests/step_methods/hmc/test_nuts.py::TestNutsCheckTrace::test_sampler_stats
1.07s call tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_tuning_reset
1.07s call tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_tuning_lambda_sequential
1.06s call tests/step_methods/test_compound.py::TestCompoundStep::test_blocked
0.80s call tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_tuning_none
0.72s call tests/step_methods/test_metropolis.py::TestDEMetropolis::test_demcmc_tune_parameter
0.44s call tests/step_methods/test_compound.py::TestStatsBijection::test_flatten_steps
0.39s call tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_custom_proposal_dist
0.36s call tests/step_methods/test_metropolis.py::TestDEMetropolisZ::test_tune_drop_fraction
0.36s call tests/step_methods/test_compound.py::TestCompoundStep::test_name
0.33s call tests/step_methods/test_metropolis.py::test_sampling_state[DEMetropolisZ-simple_model]
0.33s call tests/step_methods/hmc/test_nuts.py::TestNUTSUniform3::test_neff
0.32s call tests/step_methods/hmc/test_nuts.py::test_nuts_step_legacy_value_grad_function
0.28s call tests/step_methods/hmc/test_nuts.py::TestNutsCheckTrace::test_bad_init_parallel
0.26s call tests/step_methods/hmc/test_hmc.py::test_nuts_tuning
0.24s call tests/step_methods/test_compound.py::TestRVsAssignmentCompound::test_compound_step
0.23s call tests/step_methods/test_compound.py::TestStatsMetadata::test_stats_from_steps
=========== 118 passed, 6 skipped, 35 warnings in 372.12s (0:06:12) ===========
============================= slowest 50 durations =============================
14.83s call tests/distributions/test_transform.py::TestElementWiseLogp::test_dirichlet[a1-None]
13.70s call tests/distributions/test_transform.py::TestLJKCholeskyCorrTransform::test_log_jac_det
12.86s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-advi]
12.75s call tests/distributions/test_dist_math.py::test_multinomial_check_parameters
12.06s call tests/distributions/test_transform.py::test_simplex
11.21s call tests/tuning/test_starting.py::test_find_MAP
10.73s call tests/sampling/test_mcmc.py::test_sample_var_names
10.72s call tests/sampling/test_mcmc.py::test_step_args
10.05s call tests/distributions/test_transform.py::test_ordered
9.71s call tests/distributions/test_transform.py::test_simplex_bounds
9.65s call tests/distributions/test_transform.py::test_interval
8.44s call tests/tuning/test_starting.py::test_find_MAP_discrete
8.00s call tests/distributions/test_transform.py::TestElementWiseLogp::test_half_normal_ordered[sigma1-size1]
7.43s call tests/sampling/test_mcmc.py::test_exec_nuts_init[advi]
6.50s call tests/sampling/test_mcmc.py::TestSample::test_sample_init[advi]
6.11s call tests/distributions/test_dist_math.py::TestI0e::test_grad
5.70s call tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_other[0.5-5.5-size1-transform1]
5.41s call tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_other[lower2-upper2-size2-transform2]
5.25s call tests/sampling/test_mcmc.py::test_sample_find_MAP_does_not_modify_start
5.24s call tests/distributions/test_transform.py::test_chain_jacob_det
5.24s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-advi]
4.96s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-advi]
4.95s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-advi]
4.63s call tests/distributions/test_transform.py::test_log_exp_m1
4.56s call tests/sampling/test_mcmc.py::TestType::test_float32
4.40s call tests/distributions/test_transform.py::test_logodds
4.22s call tests/distributions/test_transform.py::TestLJKCholeskyCorrTransform::test_backward
4.21s call tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_ordered[lower1-upper1-size1]
4.07s call tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_ordered[0.0-1.0-size0]
4.06s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-map]
4.03s call tests/sampling/test_mcmc.py::test_blas_cores
4.00s call tests/tuning/test_scaling.py::test_guess_scaling
4.00s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-map]
3.91s call tests/sampling/test_parallel.py::test_remote_pipe_closed
3.91s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-map]
3.88s call tests/distributions/test_transform.py::TestElementWiseLogp::test_triangular[-10-0-200-size1]
3.73s call tests/distributions/test_transform.py::TestCholeskyCovTransform::test_log_jac_det
3.71s call tests/tuning/test_starting.py::test_find_MAP_issue_4488
3.70s call tests/distributions/test_transform.py::TestLJKCholeskyCorrTransform::test_backward_produces_valid_cholesky_corr[3]
3.68s call tests/sampling/test_mcmc.py::test_exec_nuts_init[advi_map]
3.54s call tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform[0.5-5.5-size1]
3.46s call tests/distributions/test_transform.py::TestElementWiseLogp::test_beta_ordered[a1-b1-size1]
3.38s call tests/sampling/test_mcmc.py::test_exec_nuts_init[map]
3.36s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-jitter+adapt_diag]
3.35s call tests/distributions/test_transform.py::TestElementWiseLogp::test_beta[0.5-0.5-size1]
3.34s call tests/distributions/test_transform.py::test_log
3.32s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-jitter+adapt_diag]
3.30s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-jitter+adapt_diag]
3.24s call tests/sampling/test_mcmc.py::TestSample::test_sample_does_not_rely_on_external_global_seeding
3.22s call tests/distributions/test_transform.py::TestElementWiseLogp::test_half_normal_ordered[2.5-size0]
=========== 249 passed, 8 skipped, 14 warnings in 484.33s (0:08:04) ============
============================= slowest 50 durations =============================
16.89s call tests/distributions/test_transform.py::TestLJKCholeskyCorrTransform::test_log_jac_det
10.64s call tests/distributions/test_transform.py::TestElementWiseLogp::test_dirichlet[a1-None]
10.05s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-1-advi]
9.68s call tests/distributions/test_transform.py::test_ordered
9.45s call tests/distributions/test_transform.py::TestElementWiseLogp::test_half_normal_ordered[sigma1-size1]
9.33s call tests/distributions/test_transform.py::test_simplex_bounds
9.29s call tests/sampling/test_mcmc.py::test_step_args
7.38s call tests/sampling/test_mcmc.py::test_sample_var_names
6.84s call tests/distributions/test_transform.py::test_interval
6.80s call tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_other[0.5-5.5-size1-transform1]
6.55s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-advi]
6.48s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-advi]
6.44s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-advi]
6.40s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-None-2-advi]
6.37s call tests/sampling/test_mcmc.py::test_exec_nuts_init[advi]
5.78s call tests/distributions/test_transform.py::TestCholeskyCovTransform::test_log_jac_det
5.74s call tests/sampling/test_mcmc.py::TestSample::test_sample_init[advi]
5.56s call tests/distributions/test_transform.py::TestElementWiseLogp::test_beta_ordered[a1-b1-size1]
4.99s call tests/distributions/test_dist_math.py::TestI0e::test_grad
4.93s call tests/sampling/test_mcmc.py::test_exec_nuts_init[map]
4.93s call tests/tuning/test_starting.py::test_find_MAP
4.83s call tests/distributions/test_transform.py::TestElementWiseLogp::test_dirichlet[a2-size2]
4.78s call tests/distributions/test_transform.py::test_chain_jacob_det
4.76s call tests/distributions/test_transform.py::TestElementWiseLogp::test_uniform_ordered[lower1-upper1-size1]
4.69s call tests/distributions/test_dist_math.py::test_multinomial_check_parameters
4.61s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-1-advi]
4.56s call tests/distributions/test_transform.py::test_simplex
4.53s call tests/sampling/test_mcmc.py::test_exec_nuts_init[advi_map]
4.51s call tests/distributions/test_transform.py::test_log_exp_m1
4.48s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-seeds2-2-advi]
4.45s call tests/distributions/test_transform.py::TestLJKCholeskyCorrTransform::test_backward_produces_valid_cholesky_corr[3]
4.35s call tests/distributions/test_transform.py::TestElementWiseLogp::test_mvnormal_transform[transform0-mu1-cov1-size1-shape1]
4.21s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-map]
4.18s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-seeds5-2-map]
4.06s call tests/distributions/test_transform.py::TestElementWiseLogp::test_mvnormal_transform[transform0-mu0-cov0-None-shape0]
4.05s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-2-map]
3.97s call tests/distributions/test_transform.py::TestElementWiseLogp::test_vonmises_ordered[mu1-kappa1-size1]
3.94s call tests/sampling/test_mcmc.py::test_exec_nuts_init[ADVI+adapt_diag]
3.85s call tests/sampling/test_mcmc.py::test_sample_find_MAP_does_not_modify_start
3.76s call tests/distributions/test_transform.py::test_log
3.71s call tests/distributions/test_transform.py::test_logodds
3.70s call tests/sampling/test_mcmc.py::test_blas_cores
3.58s call tests/distributions/test_transform.py::TestLJKCholeskyCorrTransform::test_backward_produces_valid_cholesky_corr[10]
3.55s call tests/tuning/test_starting.py::test_find_MAP_discrete
3.52s call tests/distributions/test_transform.py::test_sum_to_1
3.46s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-1-1-advi]
3.46s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-1-advi]
3.43s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-2-advi]
3.41s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[1-1-1-advi]
3.37s call tests/sampling/test_mcmc.py::TestSample::test_random_seed[2-None-2-jitter+adapt_diag]
=========== 249 passed, 8 skipped, 22 warnings in 466.61s (0:07:46) ============
============================= slowest 50 durations =============================
25.28s call tests/progress_bar/test_manager.py::test_progressbar_nested_compound
24.09s call tests/distributions/test_mixture.py::TestMixture::test_list_mvnormals_predictive_sampling_shape
17.92s call tests/test_func_utils.py::test_find_constrained_prior[0.5-StudentT-0-1-init_guess3-fixed_params3-None]
17.31s call tests/distributions/test_mixture.py::TestNormalMixture::test_normal_mixture_nd[1-5]
17.31s call tests/distributions/test_mixture.py::TestNormalMixture::test_normal_mixture_nd[(3, 3)-5]
14.48s call tests/distributions/test_mixture.py::TestMixture::test_list_normals_sampling
14.39s call tests/distributions/test_mixture.py::TestMixture::test_single_poisson_sampling
12.77s call tests/test_func_utils.py::test_find_constrained_prior[0.95-StudentT-0-1-init_guess3-fixed_params3-None]
12.49s call tests/distributions/test_mixture.py::TestNormalMixture::test_normal_mixture_nd[3-5]
11.95s call tests/test_func_utils.py::test_find_constrained_prior[0.75-StudentT-0-1-init_guess3-fixed_params3-None]
11.67s call tests/distributions/test_mixture.py::TestNormalMixture::test_normal_mixture_sampling
11.66s call tests/distributions/test_mixture.py::TestMixture::test_single_poisson_predictive_sampling_shape
10.74s call tests/distributions/test_mixture.py::TestNormalMixture::test_normal_mixture_nd[3-3]
10.02s call tests/distributions/test_mixture.py::TestNormalMixture::test_normal_mixture_nd[(3, 3)-3]
9.62s call tests/distributions/test_mixture.py::TestMixture::test_list_poissons_sampling
8.97s call tests/distributions/test_mixture.py::TestMixtureVsLatent::test_vector_components
8.11s call tests/distributions/test_mixture.py::TestMixture::test_nested_mixture
7.90s call tests/test_func_utils.py::test_find_constrained_prior[0.5-Gamma-0.1-0.4-init_guess0-fixed_params0-None]
7.27s call tests/distributions/test_mixture.py::TestNormalMixture::test_normal_mixture_nd[()-5]
7.22s call tests/distributions/test_mixture.py::TestMixture::test_components_expanded_by_weights[comp_dists2]
6.95s call tests/distributions/test_mixture.py::TestMixtureSameFamily::test_with_multinomial[(20,)]
6.75s call tests/distributions/test_mixture.py::TestMixtureVsLatent::test_scalar_components
6.56s call tests/distributions/test_mixture.py::TestMixtureSameFamily::test_with_multinomial[(3, 4)]
6.38s call tests/distributions/test_mixture.py::TestZeroInflatedMixture::test_zeroinflatednegativebinomial_logp
6.18s call tests/distributions/test_mixture.py::TestMixture::test_change_dist_size[True-comp_dists2]
5.99s call tests/test_func_utils.py::test_find_constrained_prior[0.95-Gamma-0.1-0.4-init_guess0-fixed_params0-None]
5.76s call tests/distributions/test_mixture.py::TestMixture::test_single_multivariate_component_deterministic_weights[size2-component0-weights0]
5.25s call tests/distributions/test_mixture.py::TestMixture::test_change_dist_size[False-comp_dists0]
5.20s call tests/distributions/test_mixture.py::TestMixture::test_components_expanded_by_weights[comp_dists3]
5.07s call tests/distributions/test_mixture.py::TestMixture::test_components_expanded_by_weights[comp_dists0]
4.97s call tests/distributions/test_mixture.py::TestMixture::test_change_dist_size[False-comp_dists3]
4.96s call tests/distributions/test_mixture.py::TestMixture::test_single_multivariate_component_deterministic_weights[None-component0-weights0]
4.86s call tests/distributions/test_mixture.py::TestZeroInflatedMixture::test_zero_inflated_poisson_support_point[0.2-mu2-None-expected2]
4.85s call tests/distributions/test_mixture.py::TestMixture::test_list_multivariate_components_deterministic_weights[size2-components0-weights0]
4.58s call tests/distributions/test_mixture.py::TestMixture::test_change_dist_size[True-comp_dists0]
4.51s call tests/test_func_utils.py::test_find_constrained_prior[0.75-Gamma-0.1-0.4-init_guess0-fixed_params0-None]
4.40s call tests/distributions/test_mixture.py::TestMixture::test_change_dist_size[True-comp_dists3]
4.27s call tests/distributions/test_mixture.py::TestZeroInflatedMixture::test_zero_inflated_poisson_support_point[0.2-mu3-size3-expected3]
4.23s call tests/distributions/test_mixture.py::TestMixture::test_single_multivariate_component_deterministic_weights[None-component0-weights1]
4.17s call tests/distributions/test_mixture.py::TestMixture::test_change_dist_size[False-comp_dists2]
4.02s call tests/test_func_utils.py::test_find_constrained_prior[0.75-StudentT-0.1-0.4-init_guess2-fixed_params2-None]
3.87s call tests/distributions/test_mixture.py::TestMixtureSameFamily::test_with_mvnormal
3.83s call tests/distributions/test_mixture.py::TestMixture::test_list_multivariate_components_deterministic_weights[None-components0-weights1]
3.79s call tests/distributions/test_mixture.py::TestMixture::test_list_mvnormals_logp
3.66s call tests/distributions/test_mixture.py::TestMixture::test_change_dist_size[False-comp_dists1]
3.64s call tests/step_methods/hmc/test_hmc.py::TestStepHamiltonianMC::test_step_continuous[<lambda>-1000_0]
3.55s call tests/test_func_utils.py::test_find_constrained_prior_error_too_large[Gamma-0.1-0.4-init_guess0-fixed_params0]
3.51s call tests/distributions/test_mixture.py::TestZeroInflatedMixture::test_zeroinflatedpoisson_logp
3.45s call tests/distributions/test_mixture.py::TestMixture::test_single_univariate_component_deterministic_weights[None-component3-weights0]
3.44s call tests/test_func_utils.py::test_find_constrained_prior[0.95-StudentT-0.1-0.4-init_guess2-fixed_params2-None]
=========== 626 passed, 8 skipped, 132 warnings in 690.66s (0:11:30) ===========
You can find more information on how to contribute here
Automatically generated by GitHub Action Latest run date: 2026-05-26 Run logs: 26173562564