Speed up test times 🚀

[wd60622]

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

Here are some of the slowest test times:

(13 minutes 5 seconds) test_slow (tests/clv/models/test_beta_geo_beta_binom.py)

============================= slowest 50 durations =============================
672.98s call     tests/clv/models/test_beta_geo_beta_binom.py::TestBetaGeoBetaBinomModel::test_model_convergence[mcmc-0.3]
21.82s call     tests/clv/models/test_beta_geo_beta_binom.py::TestBetaGeoBetaBinomModel::test_model_convergence[map-0.2]
0.05s setup    tests/clv/models/test_beta_geo_beta_binom.py::TestBetaGeoBetaBinomModel::test_model_convergence[mcmc-0.3]

0.005s hidden.  Use -vv to show these durations.)
============= 2 passed, 16 skipped, 1 warning in 696.80s (0:11:36) =============

(11 minutes 0 seconds) test (3.10, false, tests/mmm --ignore tests/mmm/test_tvp.py --ignore tests/mmm/test_budget_optimi...

============================= slowest 50 durations =============================
30.66s call     tests/mmm/test_mmm.py::TestMMM::test_allocate_budget_to_maximize_response
18.20s call     tests/mmm/test_mmm.py::TestMMM::test_init[no_time_varying_media-time_varying_intercept-no_yearly_seasonality-single_channel-no_control-adstock_max_lag=1]
12.61s call     tests/mmm/test_base.py::test_calling_fit_result_before_fit_raises_error
12.57s call     tests/mmm/test_lift_test.py::test_works_with_negative_delta
11.40s call     tests/mmm/components/test_adstock.py::test_apply[x1-channel-delayed]
11.36s call     tests/mmm/components/test_adstock.py::test_apply[x0-None-delayed]
9.84s call     tests/mmm/components/test_adstock.py::test_apply[x0-None-weibull_pdf]
9.78s call     tests/mmm/test_linear_trend.py::test_apply[with_intercept]
7.88s call     tests/mmm/test_utility.py::test_mean_tightness_score
7.83s call     tests/mmm/test_media_transformation.py::test_apply_media_transformation[scalar-vector]
7.82s call     tests/mmm/test_mmm.py::TestMMM::test_channel_contributions_forward_pass_is_consistent
6.87s call     tests/mmm/test_linear_trend.py::test_apply_additional_dims[scalar]
6.77s call     tests/mmm/test_utility.py::test_conditional_value_at_risk
6.26s call     tests/mmm/test_media_transformation.py::test_apply_media_transformation[scalar-scalar]
4.54s call     tests/mmm/test_media_transformation.py::test_apply_media_transformation[vector-scalar]
4.38s call     tests/mmm/test_mmm.py::test_save_load_with_tvp[True-True]
4.17s call     tests/mmm/components/test_adstock.py::test_apply[x0-None-weibull_cdf]
3.94s call     tests/mmm/test_mmm.py::TestMMM::test_init[time_varying_media-time_varying_intercept-no_yearly_seasonality-single_channel-no_control-adstock_max_lag=1]
3.91s call     tests/mmm/components/test_adstock.py::test_apply[x0-None-geometric]
3.85s call     tests/mmm/test_fourier.py::test_sample_curve
3.74s setup    tests/mmm/test_mmm.py::test_save_load_with_media_transformation
3.69s call     tests/mmm/test_mmm.py::TestMMM::test_init[time_varying_media-no_time_varying_intercept-no_yearly_seasonality-single_channel-no_control-adstock_max_lag=1]
3.48s call     tests/mmm/components/test_base.py::test_transform_sample_curve_with_variable_factory
3.46s call     tests/mmm/test_mmm.py::test_save_load_with_tvp[True-False]
3.43s call     tests/mmm/test_utility.py::test_sharpe_ratio
3.36s call     tests/mmm/test_utility.py::test_covariance_matrix_matches_numpy[data0]
3.34s call     tests/mmm/test_mmm.py::TestMMM::test_init[time_varying_media-time_varying_intercept-no_yearly_seasonality-single_channel-one_control-adstock_max_lag=1]
3.14s call     tests/mmm/test_mmm.py::test_save_load_with_tvp[False-True]
3.04s call     tests/mmm/test_mmm.py::TestMMM::test_init[time_varying_media-time_varying_intercept-yearly_seasonality-single_channel-one_control-adstock_max_lag=1]
2.98s call     tests/mmm/test_mmm.py::test_channel_contributions_forward_pass_time_varying_media
2.91s call     tests/mmm/test_mmm.py::TestMMM::test_init[no_time_varying_media-no_time_varying_intercept-yearly_seasonality-single_channel-no_control-adstock_max_lag=1]
2.79s call     tests/mmm/test_mmm.py::test_plotting_media_transform_workflow[adstock]
2.79s call     tests/mmm/test_mmm.py::TestMMM::test_save_load_with_not_serializable_model_config
2.75s call     tests/mmm/test_utility.py::test_tail_distance[100-30-100-50-greater]
2.51s call     tests/mmm/test_mmm.py::TestMMM::test_init[time_varying_media-time_varying_intercept-no_yearly_seasonality-single_channel-two_controls-adstock_max_lag=1]
2.44s call     tests/mmm/test_fourier.py::test_fourier_modes_shape[periods2-1-expected_shape2]
2.42s call     tests/mmm/test_fourier.py::test_additional_dimension
2.40s setup    tests/mmm/test_mmm.py::test_plotting_media_transform_workflow[adstock]
2.36s call     tests/mmm/test_mmm.py::TestMMM::test_init[time_varying_media-no_time_varying_intercept-yearly_seasonality-single_channel-one_control-adstock_max_lag=1]
2.33s call     tests/mmm/test_mmm.py::TestMMM::test_init[no_time_varying_media-time_varying_intercept-yearly_seasonality-single_channel-one_control-adstock_max_lag=1]
2.23s call     tests/mmm/components/test_adstock.py::test_adstock_sample_curve[weibull_pdf]
2.21s call     tests/mmm/test_mmm.py::TestMMM::test_init[time_varying_media-time_varying_intercept-yearly_seasonality-multiple_channel-no_control-adstock_max_lag=4]
2.20s call     tests/mmm/test_mmm.py::TestMMM::test_init[time_varying_media-time_varying_intercept-yearly_seasonality-multiple_channel-one_control-adstock_max_lag=4]
2.20s call     tests/mmm/components/test_adstock.py::test_apply[x1-channel-weibull_pdf]
2.19s call     tests/mmm/test_mmm.py::TestMMM::test_init[time_varying_media-time_varying_intercept-yearly_seasonality-multiple_channel-two_controls-adstock_max_lag=4]
2.19s call     tests/mmm/test_linear_trend.py::test_apply_additional_dims[1d]
2.15s call     tests/mmm/test_mmm.py::TestMMM::test_init[no_time_varying_media-time_varying_intercept-no_yearly_seasonality-single_channel-one_control-adstock_max_lag=1]
2.13s call     tests/mmm/test_mmm.py::TestMMM::test_init[time_varying_media-time_varying_intercept-yearly_seasonality-single_channel-two_controls-adstock_max_lag=1]
2.12s call     tests/mmm/test_mmm.py::TestMMM::test_init[time_varying_media-time_varying_intercept-no_yearly_seasonality-single_channel-two_controls-adstock_max_lag=4]
2.12s call     tests/mmm/test_mmm.py::TestMMM::test_init[time_varying_media-time_varying_intercept-yearly_seasonality-single_channel-no_control-adstock_max_lag=1]
================ 833 passed, 121 warnings in 553.37s (0:09:13) =================

(10 minutes 31 seconds) test_slow (tests/clv/models/test_pareto_nbd.py)

============================= slowest 50 durations =============================
500.12s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModel::test_model_convergence[mcmc-0.1]
25.80s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModel::test_model_convergence[map-0.2]
8.05s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModel::test_model_convergence[demz-0.2]
0.04s setup    tests/clv/models/test_pareto_nbd.py::TestParetoNBDModel::test_model_convergence[mcmc-0.1]

0.005s hidden.  Use -vv to show these durations.)
=========== 3 passed, 22 skipped, 4001 warnings in 536.19s (0:08:56) ===========

(7 minutes 5 seconds) test (3.10, false, tests/mmm/test_tvp.py tests/mmm/test_budget_optimizer.py tests/mmm/test_hsgp.p...

============================= slowest 50 durations =============================
62.83s call     tests/mmm/test_tvp.py::test_time_varying_prior
38.03s call     tests/mmm/test_budget_optimizer.py::test_allocate_budget[default_minimizer_kwargs]
25.70s call     tests/mmm/test_tvp.py::test_multidimensional
17.36s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_adstock_vectorized[PDF]
15.88s call     tests/mmm/test_hsgp.py::test_curve_workflow[HSGP]
9.89s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_vectorized[After]
9.04s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_adstock_vectorized[CDF]
8.97s call     tests/mmm/test_hsgp.py::test_curve_workflow[HSGPPeriodic]
8.49s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_pdf_adstock[x0-1-1-4]
7.89s call     tests/mmm/test_hsgp.py::test_higher_dimension_hsgp
5.99s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_cdf_adsotck[x2-0.7-1-100]
5.26s call     tests/mmm/test_transformers.py::TestTransformersComposition::test_geometric_adstock_vectorized_logistic_saturation
4.24s call     tests/mmm/test_transformers.py::TestSaturationTransformers::test_tanh_saturation_parameterization_transformation[x0-20-0.5]
4.20s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_delayed_adstock_vectorized[After]
4.07s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_pdf_adstock[x2-0.7-1-100]
3.79s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_cdf_adsotck[x0-1-1-4]
3.69s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_cdf_adsotck[x6-0.8-1-50]
3.51s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_x_zero[After]
3.16s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_pdf_adstock[x1-0.3-0.5-10]
2.91s call     tests/mmm/test_transformers.py::TestSaturationTransformers::test_tanh_saturation_parameterization_transformation[x1-100-0.5]
2.82s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_good_alpha[x1-0.7-100]
2.27s call     tests/mmm/test_tvp.py::test_calling_without_default_args
2.16s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_bad_alpha[less_than_zero_1]
2.08s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_good_alpha[x3-0.5-7]
2.06s call     tests/mmm/test_transformers.py::TestSaturationTransformers::test_hill_sigmoid_monotonicity[1-1-0]
2.04s call     tests/mmm/test_transformers.py::TestSaturationTransformers::test_tanh_saturation_baselined_range[x0-10-0.5-0.5]
1.98s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_good_alpha[x5-0.8-50]
1.88s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_vectorized[Overlap]
1.88s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_vectorized[Before]
1.88s call     tests/mmm/test_transformers.py::test_batched_convolution[ndarray-0-After]
1.87s call     tests/mmm/test_transformers.py::TestTransformersComposition::test_delayed_adstock_vectorized_logistic_saturation
1.75s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_cdf_adsotck[x1-0.3-0.5-10]
1.75s call     tests/mmm/test_transformers.py::TestTransformersComposition::test_logistic_saturation_geometric_adstock_composition[x0-0.5-1.0]
1.72s call     tests/mmm/test_transformers.py::TestTransformersComposition::test_logistic_saturation_geometric_adstock_composition[x1-0.2-19.0]
1.64s call     tests/mmm/test_transformers.py::test_batched_convolution[TensorVariable--1-After]
1.64s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_pdf_adstock[x6-0.8-1-50]
1.62s call     tests/mmm/test_budget_optimizer.py::test_allocate_budget_custom_minimize_args
1.60s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_good_alpha[x0-0.3-10]
1.60s call     tests/mmm/test_budget_optimizer.py::test_allocate_budget_infeasible_constraints[100-budget_bounds0-parameters0-custom_constraints0]
1.57s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_delayed_adstock_vectorized[Overlap]
1.51s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_delayed_adstock_output_type[After]
1.43s call     tests/mmm/test_budget_optimizer.py::test_allocate_budget[custom_minimizer_kwargs]
1.43s call     tests/mmm/test_budget_optimizer.py::test_allocate_budget_zero_total[0-budget_bounds0-parameters0-expected_optimal0-2.38e-10]
1.39s call     tests/mmm/test_transformers.py::TestSaturationTransformers::test_tanh_saturation_baselined_range[x2-10-0.001-0.01]
1.34s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_delayed_adstock_vectorized[Before]
1.33s call     tests/mmm/test_transformers.py::TestSaturationTransformers::test_hill_sigmoid_sigma_upper_bound[5-2-0.5-1]
1.30s call     tests/mmm/test_transformers.py::TestTransformersComposition::test_logistic_saturation_geometric_adstock_composition[x3-0.99-10.0]
1.22s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_pdf_adstock[x4-0.5-0.8-7]
1.22s call     tests/mmm/test_hsgp.py::test_hsgp_class_method_ls_upper_changes_distribution
1.13s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_pdf_adstock[x3-0.2-0.2-5]
================= 198 passed, 6 warnings in 326.79s (0:05:26) ==================

(5 minutes 9 seconds) test_slow (--ignore tests/clv/models/test_beta_geo_beta_binom.py --ignore tests/clv/models/test_p...

============================= slowest 50 durations =============================
50.65s call     tests/clv/models/test_beta_geo.py::TestBetaGeoModel::test_model_convergence[mcmc-0.1]
36.27s call     tests/clv/models/test_shifted_beta_geo.py::TestShiftedBetaGeoModel::test_model_convergence
34.52s call     tests/clv/models/test_gamma_gamma.py::TestGammaGammaModelIndividual::test_model_convergence
26.18s call     tests/clv/models/test_gamma_gamma.py::TestGammaGammaModel::test_model_convergence
25.82s call     tests/clv/models/test_modified_beta_geo.py::TestModifiedBetaGeoModel::test_model_convergence[mcmc-0.075]
18.52s call     tests/clv/models/test_beta_geo.py::TestBetaGeoModel::test_model_convergence[map-0.2]
10.18s call     tests/clv/models/test_modified_beta_geo.py::TestModifiedBetaGeoModel::test_model_convergence[map-0.15]
0.75s setup    tests/clv/models/test_gamma_gamma.py::TestGammaGammaModel::test_model_convergence
0.06s setup    tests/clv/models/test_gamma_gamma.py::TestGammaGammaModelIndividual::test_model_convergence
0.04s setup    tests/clv/models/test_beta_geo.py::TestBetaGeoModel::test_model_convergence[mcmc-0.1]
0.01s setup    tests/clv/models/test_modified_beta_geo.py::TestModifiedBetaGeoModel::test_model_convergence[mcmc-0.075]

0.005s hidden.  Use -vv to show these durations.)
=========== 7 passed, 1467 skipped, 17 warnings in 213.49s (0:03:33) ===========

(9 minutes 57 seconds) test (3.10, false, tests/clv)

============================= slowest 50 durations =============================
45.26s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModelWithCovariates::test_covariate_model_convergence
34.68s call     tests/clv/models/test_beta_geo_beta_binom.py::TestBetaGeoBetaBinomModel::test_expected_purchases[1]
26.26s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModel::test_expected_purchases[1]
25.49s call     tests/clv/test_utils.py::TestCustomerLifetimeValue::test_customer_lifetime_value_as_gg_method[fitted_pnbd]
24.05s call     tests/clv/models/test_shifted_beta_geo.py::TestShiftedBetaGeoModel::test_distribution_customer_churn_time
21.19s call     tests/clv/models/test_beta_geo.py::TestBetaGeoModel::test_posterior_distributions[map]
18.06s call     tests/clv/test_distributions.py::TestContNonContract::test_continuous_non_contractual[value3-0.3-p3-10-logp3]
17.50s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModel::test_posterior_distributions[map]
15.59s call     tests/clv/test_distributions.py::TestBetaGeoBetaBinom::test_logp_matches_lifetimes[batch_shape1]
15.17s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModelWithCovariates::test_logp
14.35s call     tests/clv/models/test_gamma_gamma.py::TestGammaGammaModel::test_spend[True]
12.03s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModelWithCovariates::test_expectation_method
11.16s call     tests/clv/models/test_shifted_beta_geo.py::TestShiftedBetaGeoModel::test_save_load
10.39s call     tests/clv/models/test_shifted_beta_geo.py::TestShiftedBetaGeoModel::test_distribution_new_customer
9.99s call     tests/clv/models/test_basic.py::TestCLVModel::test_fit_demz
8.90s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModelWithCovariates::test_distribution_method
8.87s call     tests/clv/test_distributions.py::TestParetoNBD::test_pareto_nbd[value4-0.55-10.58-0.61-beta4-12]
8.75s call     tests/clv/test_distributions.py::TestBetaGeoBetaBinom::test_logp_matches_lifetimes[batch_shape0]
8.51s call     tests/clv/test_distributions.py::TestBetaGeoBetaBinom::test_logp_matches_excel
8.02s call     tests/clv/test_distributions.py::TestContNonContract::test_continuous_non_contractual[value0-0.4-0.15-10--8.39147106159807]
7.42s call     tests/clv/models/test_beta_geo.py::TestBetaGeoModel::test_numerically_stable_logp[0-0--0.59947382]
7.35s call     tests/clv/test_distributions.py::TestContNonContract::test_continuous_non_contractual[value1-lam1-0.15-10-logp1]
6.90s call     tests/clv/test_distributions.py::TestBetaGeoBetaBinom::test_invalid_value_logp
5.42s call     tests/clv/models/test_beta_geo_beta_binom.py::TestBetaGeoBetaBinomModel::test_expected_probability_alive[6]
5.37s call     tests/clv/models/test_beta_geo_beta_binom.py::TestBetaGeoBetaBinomModel::test_expected_probability_alive[3]
5.34s call     tests/clv/models/test_beta_geo_beta_binom.py::TestBetaGeoBetaBinomModel::test_expected_probability_alive[1]
4.76s call     tests/clv/test_distributions.py::TestParetoNBD::test_pareto_nbd[value1-r1-10.58-0.61-11.67-12]
4.40s call     tests/clv/models/test_beta_geo_beta_binom.py::TestBetaGeoBetaBinomModel::test_expected_purchases[6]
4.24s call     tests/clv/models/test_beta_geo_beta_binom.py::TestBetaGeoBetaBinomModel::test_expected_purchases[3]
3.20s call     tests/clv/test_distributions.py::TestContNonContract::test_continuous_non_contractual[value2-lam2-0.15-10-logp2]
3.04s call     tests/clv/models/test_basic.py::TestCLVModel::test_fit_mcmc
3.01s call     tests/clv/test_distributions.py::TestContContract::test_continuous_contractual[value3-0.3-p3-10-logp3]
2.56s call     tests/clv/test_distributions.py::TestBetaGeoNBD::test_bg_nbd[value3-0.55-11.67-0.61-10.58-T3]
2.49s call     tests/clv/test_distributions.py::TestParetoNBD::test_pareto_nbd[value0-0.55-10.58-0.61-11.67-12]
2.39s call     tests/clv/test_distributions.py::TestBetaGeoNBD::test_bg_nbd[value0-0.55-10.58-0.61-11.67-12]
2.36s call     tests/clv/models/test_gamma_gamma.py::TestGammaGammaModel::test_spend[False]
2.06s call     tests/clv/models/test_beta_geo.py::TestBetaGeoModel::test_posterior_distributions[mcmc]
2.02s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModelWithCovariates::test_extract_predictive_covariates
1.93s call     tests/clv/models/test_modified_beta_geo.py::TestModifiedBetaGeoModel::test_numerically_stable_logp[0-0--0.41792826]
1.89s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModel::test_posterior_distributions[mcmc]
1.88s setup    tests/clv/test_plotting.py::test_plot_expected_purchases_ppc_exceptions
1.87s call     tests/clv/test_plotting.py::test_plot_expected_purchases_ppc[prior-10-100-None]
1.86s call     tests/clv/test_distributions.py::TestParetoNBD::test_pareto_nbd[value2-r2-10.58-s2-11.67-12]
1.74s call     tests/clv/models/test_beta_geo.py::TestBetaGeoModel::test_fit_result_without_fit
1.73s call     tests/clv/test_distributions.py::TestBetaGeoNBD::test_bg_nbd[value2-r2-10.58-a2-11.67-12]
1.67s call     tests/clv/test_distributions.py::TestContContract::test_continuous_contractual[value1-lam1-0.15-10-logp1]
1.53s call     tests/clv/test_utils.py::TestCustomerLifetimeValue::test_clv_after_thinning[fitted_pnbd]
1.50s call     tests/clv/models/test_gamma_gamma.py::TestGammaGammaModelIndividual::test_save_load
1.50s call     tests/clv/test_distributions.py::TestBetaGeoNBD::test_logp_matches_excel
1.37s call     tests/clv/test_distributions.py::TestBetaGeoBetaBinom::test_beta_geo_beta_binom_sample_prior[None-None-gamma_size3-delta_size3-beta_geo_beta_binom_size3-expected_size3]
=========== 257 passed, 12 skipped, 51 warnings in 478.03s (0:07:58) ===========

(5 minutes 36 seconds) test (3.10, false, --ignore tests/mmm --ignore tests/clv)

============================= slowest 50 durations =============================
77.57s call     tests/test_mlflow.py::test_autolog_mmm
30.21s call     tests/test_mlflow.py::test_clv_fit_mcmc[BetaGeoModel]
20.45s call     tests/test_mlflow.py::test_clv_fit_map[BetaGeoModel]
14.71s call     tests/test_mlflow.py::test_file_system_uri_supported
10.10s call     tests/test_prior.py::test_censored_logp[scalar]
9.73s setup    tests/customer_choice/test_mv_its.py::test_MVITS_saturated[plot_fit]
9.05s call     tests/test_mlflow.py::test_autolog_pymc_model[nutpie]
7.34s setup    tests/test_model_builder.py::test_save_input_params
6.39s setup    tests/test_prior.py::test_censored_normal_logp[-10]
5.36s call     tests/test_model_builder.py::test_second_fit
4.41s call     tests/test_mlflow.py::test_autolog_pymc_model[numpyro]
4.09s call     tests/test_model_builder.py::test_fit_random_seed_reproducibility[int]
3.73s call     tests/test_model_builder.py::test_fit_sampler_config_seed_reproducibility
3.70s call     tests/test_model_builder.py::test_fit_random_seed_reproducibility[rng]
3.50s call     tests/test_mlflow.py::test_log_data_no_data
3.26s call     tests/test_mlflow.py::test_autolog_pymc_model[blackjax]
2.93s call     tests/test_model_builder.py::test_fit_after_prior_keeps_prior
2.54s call     tests/test_model_builder.py::test_empty_sampler_config_fit
1.91s call     tests/test_model_builder.py::test_fit_no_t
1.80s call     tests/customer_choice/test_mv_its.py::test_MVITS_unsaturated[plot_fit-unsaturated_model_bad]
1.15s call     tests/test_prior.py::test_censored_logp[vector]
1.14s call     tests/test_model_builder.py::test_save_load
1.08s call     tests/test_mlflow.py::test_autolog_pymc_model[pymc]
0.76s call     tests/test_plot.py::test_plot_functions[no_legend-different_axes-plot_samples]
0.73s call     tests/test_prior.py::test_censored_sample_prior
0.66s call     tests/test_prior.py::test_custom_transform
0.54s call     tests/test_model_builder.py::test_fit
0.52s call     tests/customer_choice/test_mv_its.py::test_save_load
0.40s call     tests/customer_choice/test_mv_its.py::test_MVITS_unsaturated[plot_fit-unsaturated_model_good]
0.35s call     tests/test_plot.py::test_plot_curve_custom_sel_to_string
0.35s call     tests/test_plot.py::test_plot_curve_custom_colors
0.35s call     tests/test_plot.py::test_plot_curve
0.32s call     tests/test_plot.py::test_plot_functions[legend-different_axes-plot_samples]
0.23s call     tests/test_mlflow.py::test_log_mmm_evaluation_metrics
0.18s call     tests/test_plot.py::test_plot_curve_supply_axes_same_axes
0.17s call     tests/test_plot.py::test_plot_functions[legend-same_axes-plot_samples]
0.16s call     tests/test_model_builder.py::test_sample_xxx_predictive_keeps_second[prior_predictive]
0.16s call     tests/test_plot.py::test_plot_functions[no_legend-same_axes-plot_samples]
0.12s call     tests/test_model_builder.py::test_sample_xxx_predictive_keeps_second[posterior_predictive]
0.12s call     tests/customer_choice/test_mv_its.py::test_MVITS_saturated[plot_fit]
0.10s call     tests/test_prior.py::test_create_variable
0.10s call     tests/test_model_builder.py::test_insufficient_attrs
0.09s call     tests/test_model_builder.py::test_incorrect_set_idata_attrs_override
0.09s call     tests/test_model_builder.py::test_set_fit_result
0.09s call     tests/test_prior.py::test_create_variable_multiple_times
0.09s call     tests/customer_choice/test_mv_its.py::test_MVITS_unsaturated[plot_counterfactual-unsaturated_model_bad]
0.09s call     tests/customer_choice/test_mv_its.py::test_MVITS_unsaturated[plot_counterfactual-unsaturated_model_good]
0.09s call     tests/test_model_builder.py::test_fit_sampler_config_with_rng_fails
0.08s call     tests/customer_choice/test_mv_its.py::test_MVITS_saturated[plot_counterfactual]
0.08s call     tests/test_plot.py::test_plot_functions[legend-different_axes-plot_hdi]
================= 217 passed, 27 warnings in 238.78s (0:03:58) =================

(12 minutes 12 seconds) test (3.12, true, tests/mmm --ignore tests/mmm/test_tvp.py --ignore tests/mmm/test_budget_optimiz...

============================= slowest 50 durations =============================
31.94s call     tests/mmm/test_mmm.py::TestMMM::test_allocate_budget_to_maximize_response
18.98s call     tests/mmm/test_mmm.py::TestMMM::test_init[no_time_varying_media-time_varying_intercept-no_yearly_seasonality-single_channel-no_control-adstock_max_lag=1]
13.98s call     tests/mmm/test_lift_test.py::test_works_with_negative_delta
13.08s call     tests/mmm/test_base.py::test_calling_fit_result_before_fit_raises_error
11.29s call     tests/mmm/components/test_adstock.py::test_apply[x1-channel-delayed]
11.13s call     tests/mmm/components/test_adstock.py::test_apply[x0-None-delayed]
10.77s call     tests/mmm/test_linear_trend.py::test_apply[with_intercept]
9.90s call     tests/mmm/components/test_adstock.py::test_apply[x0-None-weibull_pdf]
8.70s call     tests/mmm/test_mmm.py::TestMMM::test_channel_contributions_forward_pass_is_consistent
8.24s call     tests/mmm/test_utility.py::test_mean_tightness_score
8.04s call     tests/mmm/test_media_transformation.py::test_apply_media_transformation[scalar-vector]
7.27s call     tests/mmm/test_linear_trend.py::test_apply_additional_dims[scalar]
7.01s call     tests/mmm/test_utility.py::test_conditional_value_at_risk
6.41s call     tests/mmm/test_media_transformation.py::test_apply_media_transformation[scalar-scalar]
4.66s call     tests/mmm/test_mmm.py::test_save_load_with_tvp[True-True]
4.52s call     tests/mmm/test_media_transformation.py::test_apply_media_transformation[vector-scalar]
4.25s setup    tests/mmm/test_mmm.py::test_save_load_with_media_transformation
4.23s call     tests/mmm/test_mmm.py::TestMMM::test_init[time_varying_media-time_varying_intercept-no_yearly_seasonality-single_channel-no_control-adstock_max_lag=1]
4.16s call     tests/mmm/test_fourier.py::test_sample_curve
4.01s call     tests/mmm/components/test_adstock.py::test_apply[x0-None-geometric]
3.99s call     tests/mmm/components/test_adstock.py::test_apply[x0-None-weibull_cdf]
3.77s call     tests/mmm/test_mmm.py::TestMMM::test_init[time_varying_media-no_time_varying_intercept-no_yearly_seasonality-single_channel-no_control-adstock_max_lag=1]
3.75s call     tests/mmm/test_mmm.py::test_save_load_with_tvp[True-False]
3.73s call     tests/mmm/test_mmm.py::TestMMM::test_init[time_varying_media-time_varying_intercept-no_yearly_seasonality-single_channel-one_control-adstock_max_lag=1]
3.67s call     tests/mmm/components/test_base.py::test_transform_sample_curve_with_variable_factory
3.55s call     tests/mmm/test_utility.py::test_sharpe_ratio
3.52s call     tests/mmm/test_mmm.py::test_save_load_with_tvp[False-True]
3.46s call     tests/mmm/test_utility.py::test_covariance_matrix_matches_numpy[data0]
3.17s call     tests/mmm/test_mmm.py::test_channel_contributions_forward_pass_time_varying_media
3.14s call     tests/mmm/test_mmm.py::TestMMM::test_init[no_time_varying_media-no_time_varying_intercept-yearly_seasonality-single_channel-no_control-adstock_max_lag=1]
3.10s call     tests/mmm/test_mmm.py::TestMMM::test_init[time_varying_media-time_varying_intercept-yearly_seasonality-single_channel-one_control-adstock_max_lag=1]
3.10s call     tests/mmm/test_mmm.py::TestMMM::test_init[no_time_varying_media-time_varying_intercept-no_yearly_seasonality-single_channel-one_control-adstock_max_lag=1]
2.96s call     tests/mmm/test_mmm.py::test_plotting_media_transform_workflow[adstock]
2.94s call     tests/mmm/test_mmm.py::TestMMM::test_save_load_with_not_serializable_model_config
2.91s call     tests/mmm/test_utility.py::test_tail_distance[100-30-100-50-greater]
2.87s call     tests/mmm/test_mmm.py::TestMMM::test_init[time_varying_media-time_varying_intercept-no_yearly_seasonality-single_channel-two_controls-adstock_max_lag=1]
2.52s call     tests/mmm/test_mmm.py::TestMMM::test_init[no_time_varying_media-time_varying_intercept-yearly_seasonality-single_channel-one_control-adstock_max_lag=1]
2.51s setup    tests/mmm/test_mmm.py::test_plotting_media_transform_workflow[adstock]
2.47s call     tests/mmm/test_mmm.py::TestMMM::test_init[time_varying_media-time_varying_intercept-yearly_seasonality-multiple_channel-two_controls-adstock_max_lag=4]
2.47s call     tests/mmm/test_fourier.py::test_additional_dimension
2.45s call     tests/mmm/test_mmm.py::TestMMM::test_init[time_varying_media-no_time_varying_intercept-no_yearly_seasonality-single_channel-one_control-adstock_max_lag=1]
2.45s call     tests/mmm/test_fourier.py::test_fourier_modes_shape[periods2-1-expected_shape2]
2.44s call     tests/mmm/test_mmm.py::TestMMM::test_init[time_varying_media-time_varying_intercept-yearly_seasonality-single_channel-two_controls-adstock_max_lag=1]
2.43s call     tests/mmm/test_mmm.py::TestMMM::test_init[time_varying_media-time_varying_intercept-yearly_seasonality-single_channel-no_control-adstock_max_lag=4]
2.40s call     tests/mmm/test_mmm.py::TestMMM::test_init[time_varying_media-no_time_varying_intercept-yearly_seasonality-single_channel-one_control-adstock_max_lag=1]
2.37s call     tests/mmm/test_mmm.py::TestMMM::test_init[time_varying_media-time_varying_intercept-no_yearly_seasonality-multiple_channel-two_controls-adstock_max_lag=4]
2.36s call     tests/mmm/test_mmm.py::TestMMM::test_init[time_varying_media-time_varying_intercept-yearly_seasonality-multiple_channel-one_control-adstock_max_lag=1]
2.35s call     tests/mmm/test_mmm.py::TestMMM::test_init[time_varying_media-time_varying_intercept-no_yearly_seasonality-single_channel-one_control-adstock_max_lag=4]
2.31s call     tests/mmm/test_mmm.py::TestMMM::test_init[time_varying_media-time_varying_intercept-yearly_seasonality-multiple_channel-no_control-adstock_max_lag=1]
2.29s call     tests/mmm/components/test_adstock.py::test_apply[x1-channel-weibull_pdf]
================ 833 passed, 125 warnings in 614.91s (0:10:14) =================

(7 minutes 43 seconds) test (3.12, true, tests/mmm/test_tvp.py tests/mmm/test_budget_optimizer.py tests/mmm/test_hsgp.py...

============================= slowest 50 durations =============================
66.75s call     tests/mmm/test_tvp.py::test_time_varying_prior
39.94s call     tests/mmm/test_budget_optimizer.py::test_allocate_budget[default_minimizer_kwargs]
27.40s call     tests/mmm/test_tvp.py::test_multidimensional
18.57s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_adstock_vectorized[PDF]
16.62s call     tests/mmm/test_hsgp.py::test_curve_workflow[HSGP]
10.71s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_vectorized[After]
9.68s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_adstock_vectorized[CDF]
9.47s call     tests/mmm/test_hsgp.py::test_curve_workflow[HSGPPeriodic]
9.04s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_pdf_adstock[x0-1-1-4]
8.34s call     tests/mmm/test_hsgp.py::test_higher_dimension_hsgp
6.68s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_cdf_adsotck[x2-0.7-1-100]
5.99s call     tests/mmm/test_transformers.py::TestTransformersComposition::test_geometric_adstock_vectorized_logistic_saturation
4.64s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_pdf_adstock[x2-0.7-1-100]
4.34s call     tests/mmm/test_transformers.py::TestSaturationTransformers::test_tanh_saturation_parameterization_transformation[x0-20-0.5]
4.33s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_delayed_adstock_vectorized[After]
4.07s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_cdf_adsotck[x6-0.8-1-50]
3.96s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_cdf_adsotck[x0-1-1-4]
3.74s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_good_alpha[x1-0.7-100]
3.69s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_x_zero[After]
3.43s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_pdf_adstock[x1-0.3-0.5-10]
3.08s call     tests/mmm/test_transformers.py::TestSaturationTransformers::test_tanh_saturation_parameterization_transformation[x1-100-0.5]
2.48s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_vectorized[Before]
2.44s call     tests/mmm/test_tvp.py::test_calling_without_default_args
2.40s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_good_alpha[x5-0.8-50]
2.29s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_bad_alpha[less_than_zero_1]
2.24s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_vectorized[Overlap]
2.23s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_good_alpha[x3-0.5-7]
2.16s call     tests/mmm/test_transformers.py::TestSaturationTransformers::test_tanh_saturation_baselined_range[x0-10-0.5-0.5]
2.13s call     tests/mmm/test_transformers.py::TestSaturationTransformers::test_hill_sigmoid_monotonicity[1-1-0]
2.12s call     tests/mmm/test_transformers.py::TestTransformersComposition::test_logistic_saturation_geometric_adstock_composition[x0-0.5-1.0]
2.08s call     tests/mmm/test_transformers.py::TestTransformersComposition::test_delayed_adstock_vectorized_logistic_saturation
2.01s call     tests/mmm/test_transformers.py::test_batched_convolution[ndarray-0-After]
1.99s call     tests/mmm/test_budget_optimizer.py::test_allocate_budget_zero_total[0-budget_bounds0-parameters0-expected_optimal0-2.38e-10]
1.98s call     tests/mmm/test_budget_optimizer.py::test_allocate_budget_infeasible_constraints[100-budget_bounds0-parameters0-custom_constraints0]
1.97s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_cdf_adsotck[x1-0.3-0.5-10]
1.94s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_delayed_adstock_vectorized[Before]
1.85s call     tests/mmm/test_transformers.py::TestTransformersComposition::test_logistic_saturation_geometric_adstock_composition[x1-0.2-19.0]
1.85s call     tests/mmm/test_budget_optimizer.py::test_allocate_budget_custom_minimize_args
1.80s call     tests/mmm/test_budget_optimizer.py::test_allocate_budget[custom_minimizer_kwargs]
1.78s call     tests/mmm/test_transformers.py::test_batched_convolution[TensorVariable--1-After]
1.78s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_pdf_adstock[x6-0.8-1-50]
1.73s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_delayed_adstock_vectorized[Overlap]
1.71s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_good_alpha[x0-0.3-10]
1.61s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_delayed_adstock_output_type[After]
1.59s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_pdf_adstock[x4-0.5-0.8-7]
1.49s call     tests/mmm/test_hsgp.py::test_hsgp_class_method_ls_upper_changes_distribution
1.46s call     tests/mmm/test_transformers.py::TestSaturationTransformers::test_tanh_saturation_baselined_range[x2-10-0.001-0.01]
1.39s call     tests/mmm/test_transformers.py::TestSaturationTransformers::test_hill_sigmoid_sigma_upper_bound[5-2-0.5-1]
1.26s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_pdf_adstock[x3-0.2-0.2-5]
1.25s call     tests/mmm/test_transformers.py::TestTransformersComposition::test_logistic_saturation_geometric_adstock_composition[x4-0.001-0.01]
================= 198 passed, 6 warnings in 354.17s (0:05:54) ==================

(10 minutes 45 seconds) test (3.12, true, tests/clv)

============================= slowest 50 durations =============================
44.13s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModelWithCovariates::test_covariate_model_convergence
40.41s call     tests/clv/models/test_beta_geo_beta_binom.py::TestBetaGeoBetaBinomModel::test_expected_purchases[1]
25.38s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModel::test_expected_purchases[1]
24.02s call     tests/clv/test_utils.py::TestCustomerLifetimeValue::test_customer_lifetime_value_as_gg_method[fitted_pnbd]
23.61s call     tests/clv/models/test_shifted_beta_geo.py::TestShiftedBetaGeoModel::test_distribution_customer_churn_time
22.19s call     tests/clv/models/test_beta_geo.py::TestBetaGeoModel::test_posterior_distributions[map]
19.52s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModel::test_posterior_distributions[map]
17.35s call     tests/clv/models/test_beta_geo.py::TestBetaGeoModel::test_fit_result_without_fit
17.15s call     tests/clv/test_distributions.py::TestContNonContract::test_continuous_non_contractual[value3-0.3-p3-10-logp3]
15.86s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModelWithCovariates::test_logp
14.99s call     tests/clv/test_distributions.py::TestBetaGeoBetaBinom::test_logp_matches_lifetimes[batch_shape1]
14.70s call     tests/clv/models/test_gamma_gamma.py::TestGammaGammaModel::test_spend[True]
12.72s call     tests/clv/models/test_beta_geo_beta_binom.py::TestBetaGeoBetaBinomModel::test_expected_probability_alive[6]
12.65s call     tests/clv/models/test_beta_geo_beta_binom.py::TestBetaGeoBetaBinomModel::test_expected_probability_alive[3]
12.63s call     tests/clv/models/test_beta_geo_beta_binom.py::TestBetaGeoBetaBinomModel::test_expected_probability_alive[1]
12.21s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModelWithCovariates::test_expectation_method
11.52s call     tests/clv/models/test_shifted_beta_geo.py::TestShiftedBetaGeoModel::test_save_load
11.43s call     tests/clv/models/test_beta_geo_beta_binom.py::TestBetaGeoBetaBinomModel::test_expected_purchases[3]
11.28s call     tests/clv/models/test_beta_geo_beta_binom.py::TestBetaGeoBetaBinomModel::test_expected_purchases[6]
10.74s call     tests/clv/models/test_shifted_beta_geo.py::TestShiftedBetaGeoModel::test_distribution_new_customer
9.85s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModelWithCovariates::test_distribution_method
9.33s call     tests/clv/models/test_basic.py::TestCLVModel::test_fit_demz
8.63s call     tests/clv/test_distributions.py::TestParetoNBD::test_pareto_nbd[value4-0.55-10.58-0.61-beta4-12]
8.41s call     tests/clv/test_distributions.py::TestBetaGeoBetaBinom::test_logp_matches_lifetimes[batch_shape0]
8.09s call     tests/clv/test_distributions.py::TestBetaGeoBetaBinom::test_logp_matches_excel
7.75s call     tests/clv/test_distributions.py::TestContNonContract::test_continuous_non_contractual[value0-0.4-0.15-10--8.39147106159807]
7.14s call     tests/clv/models/test_beta_geo.py::TestBetaGeoModel::test_numerically_stable_logp[0-0--0.59947382]
7.02s call     tests/clv/test_distributions.py::TestContNonContract::test_continuous_non_contractual[value1-lam1-0.15-10-logp1]
6.66s call     tests/clv/test_distributions.py::TestBetaGeoBetaBinom::test_invalid_value_logp
4.68s call     tests/clv/test_distributions.py::TestParetoNBD::test_pareto_nbd[value1-r1-10.58-0.61-11.67-12]
3.04s call     tests/clv/models/test_basic.py::TestCLVModel::test_fit_mcmc
3.02s call     tests/clv/test_distributions.py::TestContNonContract::test_continuous_non_contractual[value2-lam2-0.15-10-logp2]
2.92s call     tests/clv/test_distributions.py::TestContContract::test_continuous_contractual[value3-0.3-p3-10-logp3]
2.58s call     tests/clv/models/test_gamma_gamma.py::TestGammaGammaModel::test_spend[False]
2.45s call     tests/clv/test_distributions.py::TestBetaGeoNBD::test_bg_nbd[value3-0.55-11.67-0.61-10.58-T3]
2.33s call     tests/clv/test_distributions.py::TestParetoNBD::test_pareto_nbd[value0-0.55-10.58-0.61-11.67-12]
2.32s call     tests/clv/test_distributions.py::TestBetaGeoNBD::test_bg_nbd[value0-0.55-10.58-0.61-11.67-12]
2.25s call     tests/clv/models/test_beta_geo.py::TestBetaGeoModel::test_posterior_distributions[mcmc]
2.13s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModel::test_posterior_distributions[mcmc]
2.08s setup    tests/clv/test_plotting.py::test_plot_expected_purchases_ppc_exceptions
2.07s call     tests/clv/test_plotting.py::test_plot_expected_purchases_ppc[prior-10-100-None]
2.05s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModelWithCovariates::test_extract_predictive_covariates
1.87s call     tests/clv/test_distributions.py::TestParetoNBD::test_pareto_nbd[value2-r2-10.58-s2-11.67-12]
1.78s call     tests/clv/models/test_modified_beta_geo.py::TestModifiedBetaGeoModel::test_numerically_stable_logp[0-0--0.41792826]
1.69s call     tests/clv/test_distributions.py::TestBetaGeoNBD::test_bg_nbd[value2-r2-10.58-a2-11.67-12]
1.64s call     tests/clv/test_distributions.py::TestContContract::test_continuous_contractual[value1-lam1-0.15-10-logp1]
1.54s call     tests/clv/models/test_gamma_gamma.py::TestGammaGammaModelIndividual::test_save_load
1.49s call     tests/clv/test_distributions.py::TestBetaGeoBetaBinom::test_beta_geo_beta_binom_sample_prior[None-None-gamma_size3-delta_size3-beta_geo_beta_binom_size3-expected_size3]
1.39s call     tests/clv/test_distributions.py::TestBetaGeoBetaBinom::test_beta_geo_beta_binom_sample_prior[None-None-None-None-beta_geo_beta_binom_size4-expected_size4]
1.30s call     tests/clv/test_utils.py::TestCustomerLifetimeValue::test_clv_after_thinning[fitted_pnbd]
=========== 257 passed, 12 skipped, 51 warnings in 533.91s (0:08:53) ===========

(6 minutes 17 seconds) test (3.12, true, --ignore tests/mmm --ignore tests/clv)

============================= slowest 50 durations =============================
80.84s call     tests/test_mlflow.py::test_autolog_mmm
31.20s call     tests/test_mlflow.py::test_clv_fit_mcmc[BetaGeoModel]
22.35s call     tests/test_mlflow.py::test_clv_fit_map[BetaGeoModel]
15.00s call     tests/test_mlflow.py::test_file_system_uri_supported
10.74s call     tests/test_mlflow.py::test_autolog_pymc_model[nutpie]
10.27s call     tests/test_prior.py::test_censored_logp[scalar]
9.77s setup    tests/customer_choice/test_mv_its.py::test_MVITS_saturated[plot_fit]
6.75s setup    tests/test_model_builder.py::test_save_input_params
6.57s setup    tests/test_prior.py::test_censored_normal_logp[-10]
5.38s call     tests/test_model_builder.py::test_second_fit
5.32s call     tests/test_mlflow.py::test_autolog_pymc_model[numpyro]
4.56s call     tests/test_model_builder.py::test_fit_random_seed_reproducibility[rng]
4.15s call     tests/test_model_builder.py::test_fit_random_seed_reproducibility[int]
4.11s call     tests/test_model_builder.py::test_fit_sampler_config_seed_reproducibility
3.97s call     tests/test_mlflow.py::test_autolog_pymc_model[blackjax]
3.94s call     tests/test_mlflow.py::test_log_data_no_data
2.70s call     tests/test_model_builder.py::test_fit_after_prior_keeps_prior
2.60s call     tests/test_model_builder.py::test_empty_sampler_config_fit
1.95s call     tests/test_model_builder.py::test_fit_no_t
1.91s call     tests/customer_choice/test_mv_its.py::test_MVITS_unsaturated[plot_fit-unsaturated_model_bad]
1.22s call     tests/test_mlflow.py::test_autolog_pymc_model[pymc]
1.22s call     tests/test_prior.py::test_censored_logp[vector]
1.16s call     tests/test_model_builder.py::test_save_load
0.75s call     tests/test_plot.py::test_plot_curve_custom_sel_to_string
0.73s call     tests/test_prior.py::test_censored_sample_prior
0.66s call     tests/test_prior.py::test_custom_transform
0.60s call     tests/customer_choice/test_mv_its.py::test_save_load
0.42s call     tests/customer_choice/test_mv_its.py::test_MVITS_unsaturated[plot_fit-unsaturated_model_good]
0.38s call     tests/test_plot.py::test_plot_curve
0.38s call     tests/test_plot.py::test_plot_curve_custom_colors
0.35s call     tests/test_plot.py::test_plot_functions[no_legend-different_axes-plot_samples]
0.34s call     tests/test_plot.py::test_plot_functions[legend-different_axes-plot_samples]
0.24s call     tests/test_mlflow.py::test_log_mmm_evaluation_metrics
0.20s call     tests/test_plot.py::test_plot_curve_supply_axes_same_axes
0.18s call     tests/test_model_builder.py::test_sample_xxx_predictive_keeps_second[prior_predictive]
0.17s call     tests/test_plot.py::test_plot_functions[no_legend-same_axes-plot_samples]
0.15s call     tests/test_model_builder.py::test_fit
0.14s call     tests/test_plot.py::test_plot_functions[legend-same_axes-plot_samples]
0.13s call     tests/test_model_builder.py::test_sample_xxx_predictive_keeps_second[posterior_predictive]
0.12s call     tests/test_prior.py::test_create_variable
0.11s call     tests/test_model_builder.py::test_insufficient_attrs
0.11s call     tests/test_model_builder.py::test_incorrect_set_idata_attrs_override
0.10s call     tests/test_model_builder.py::test_set_fit_result
0.10s call     tests/test_prior.py::test_create_variable_multiple_times
0.10s call     tests/test_model_builder.py::test_fit_sampler_config_with_rng_fails
0.10s call     tests/customer_choice/test_mv_its.py::test_MVITS_saturated[plot_fit]
0.09s call     tests/test_plot.py::test_plot_functions[legend-different_axes-plot_hdi]
0.09s call     tests/test_plot.py::test_plot_functions[no_legend-different_axes-plot_hdi]
0.08s setup    tests/test_mlflow.py::test_multi_likelihood_type
0.08s call     tests/customer_choice/test_mv_its.py::test_plot_data
================= 217 passed, 29 warnings in 250.74s (0:04:10) =================

You can find more information on how to contribute here.

Automatically generated by GitHub Action
Latest run date: 2025-01-15

[ColtAllen]

Related to #1227

[ricardoV94]

@wd60622 can we have this automated issue on pymc/pytensor 🤤 ?

[wd60622]

@wd60622 can we have this automated issue on pymc/pytensor 🤤 ?

Yes