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:

(10 minutes 16 seconds) test (3.10, false, tests/mmm --ignore tests/mmm/test_tvp.py --ignore tests/mmm/test_budget_optimi...

============================= slowest 50 durations =============================
27.33s call     tests/mmm/test_mmm.py::TestMMM::test_allocate_budget_to_maximize_response
19.23s 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]
17.36s call     tests/mmm/test_lift_test.py::test_works_with_negative_delta
13.98s call     tests/mmm/test_base.py::test_calling_fit_result_before_fit_raises_error
10.83s call     tests/mmm/components/test_adstock.py::test_apply[x0-None-delayed]
9.60s call     tests/mmm/components/test_adstock.py::test_apply[x1-channel-delayed]
9.08s call     tests/mmm/components/test_adstock.py::test_apply[x0-None-weibull_pdf]
7.82s call     tests/mmm/test_mmm.py::TestMMM::test_channel_contributions_forward_pass_is_consistent
7.60s call     tests/mmm/test_linear_trend.py::test_apply[with_intercept]
7.56s call     tests/mmm/test_utility.py::test_mean_tightness_score
7.32s call     tests/mmm/test_linear_trend.py::test_apply_additional_dims[scalar]
7.13s call     tests/mmm/test_media_transformation.py::test_apply_media_transformation[scalar-vector]
6.47s call     tests/mmm/test_utility.py::test_conditional_value_at_risk
6.16s call     tests/mmm/test_media_transformation.py::test_apply_media_transformation[scalar-scalar]
5.89s 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]
4.60s call     tests/mmm/test_media_transformation.py::test_apply_media_transformation[vector-scalar]
3.95s call     tests/mmm/components/test_adstock.py::test_adstock_sample_curve[weibull_pdf]
3.89s call     tests/mmm/test_mmm.py::test_save_load_with_tvp[True-True]
3.87s call     tests/mmm/components/test_adstock.py::test_apply[x0-None-weibull_cdf]
3.77s call     tests/mmm/components/test_adstock.py::test_apply[x0-None-geometric]
3.76s call     tests/mmm/test_fourier.py::test_sample_curve
3.61s setup    tests/mmm/test_mmm.py::test_save_load_with_media_transformation
3.39s 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]
3.38s 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]
3.29s call     tests/mmm/test_mmm.py::test_save_load_with_tvp[False-True]
3.26s call     tests/mmm/test_utility.py::test_covariance_matrix_matches_numpy[data0]
3.07s call     tests/mmm/test_mmm.py::test_save_load_with_tvp[True-False]
2.79s call     tests/mmm/test_mmm.py::TestMMM::test_save_load_with_not_serializable_model_config
2.66s call     tests/mmm/test_utility.py::test_sharpe_ratio
2.65s call     tests/mmm/test_mmm.py::test_channel_contributions_forward_pass_time_varying_media
2.56s 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]
2.50s call     tests/mmm/test_mmm.py::test_plotting_media_transform_workflow[adstock]
2.49s 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=4]
2.35s setup    tests/mmm/test_mmm.py::test_plotting_media_transform_workflow[adstock]
2.35s call     tests/mmm/test_fourier.py::test_fourier_modes_shape[periods2-1-expected_shape2]
2.34s call     tests/mmm/test_fourier.py::test_plot_curve
2.27s 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]
2.26s 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]
2.17s 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]
2.16s call     tests/mmm/test_utility.py::test_tail_distance[100-30-100-50-greater]
2.14s call     tests/mmm/components/test_adstock.py::test_apply[x1-channel-weibull_pdf]
2.10s 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=4]
2.08s call     tests/mmm/test_fourier.py::test_additional_dimension
2.07s 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]
2.07s 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]
2.04s 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]
2.01s 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]
1.99s call     tests/mmm/components/test_saturation.py::test_apply_method[x0-None-logistic]
1.99s 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]
1.95s 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]
================= 837 passed, 51 warnings in 518.50s (0:08:38) =================

(7 minutes 24 seconds) test (3.10, false, tests/mmm/test_tvp.py tests/mmm/test_budget_optimizer.py tests/mmm/test_hsgp.p...

============================= slowest 50 durations =============================
70.03s call     tests/mmm/test_tvp.py::test_time_varying_prior
34.73s call     tests/mmm/test_budget_optimizer.py::test_allocate_budget[default_minimizer_kwargs]
31.07s call     tests/mmm/test_tvp.py::test_multidimensional
17.30s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_adstock_vectorized[PDF]
14.13s call     tests/mmm/test_hsgp.py::test_curve_workflow[HSGP]
13.23s call     tests/mmm/test_hsgp.py::test_curve_workflow[HSGPPeriodic]
9.33s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_adstock_vectorized[CDF]
9.23s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_vectorized[After]
8.69s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_pdf_adstock[x0-1-1-4]
6.67s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_cdf_adsotck[x2-0.7-1-100]
6.63s call     tests/mmm/test_hsgp.py::test_higher_dimension_hsgp
5.66s call     tests/mmm/test_transformers.py::TestTransformersComposition::test_geometric_adstock_vectorized_logistic_saturation
4.11s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_delayed_adstock_vectorized[After]
3.97s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_pdf_adstock[x1-0.3-0.5-10]
3.94s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_cdf_adsotck[x6-0.8-1-50]
3.91s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_cdf_adsotck[x0-1-1-4]
3.65s call     tests/mmm/test_transformers.py::TestSaturationTransformers::test_tanh_saturation_parameterization_transformation[x0-20-0.5]
3.60s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_pdf_adstock[x2-0.7-1-100]
3.57s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_x_zero[After]
3.24s call     tests/mmm/test_transformers.py::TestSaturationTransformers::test_tanh_saturation_parameterization_transformation[x1-100-0.5]
2.92s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_good_alpha[x1-0.7-100]
2.48s call     tests/mmm/test_transformers.py::test_batched_convolution[ndarray-0-After]
2.24s call     tests/mmm/test_tvp.py::test_calling_without_default_args
2.23s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_vectorized[Overlap]
2.10s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_good_alpha[x5-0.8-50]
2.08s call     tests/mmm/test_transformers.py::TestSaturationTransformers::test_hill_sigmoid_monotonicity[1-1-0]
1.95s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_vectorized[Before]
1.83s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_cdf_adsotck[x1-0.3-0.5-10]
1.81s call     tests/mmm/test_transformers.py::TestTransformersComposition::test_logistic_saturation_geometric_adstock_composition[x0-0.5-1.0]
1.78s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_delayed_adstock_output_type[After]
1.77s call     tests/mmm/test_transformers.py::TestTransformersComposition::test_logistic_saturation_geometric_adstock_composition[x1-0.2-19.0]
1.77s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_pdf_adstock[x6-0.8-1-50]
1.76s call     tests/mmm/test_transformers.py::TestSaturationTransformers::test_inverse_scaled_logistic_saturation_min_max_value
1.71s call     tests/mmm/test_budget_optimizer.py::test_allocate_budget_infeasible_constraints[100-budget_bounds0-parameters0-custom_constraints0]
1.71s call     tests/mmm/test_budget_optimizer.py::test_allocate_budget[custom_minimizer_kwargs]
1.71s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_delayed_adstock_vectorized[Overlap]
1.71s call     tests/mmm/test_transformers.py::test_batched_convolution[TensorVariable--1-After]
1.70s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_bad_alpha[less_than_zero_1]
1.69s call     tests/mmm/test_transformers.py::TestTransformersComposition::test_delayed_adstock_vectorized_logistic_saturation
1.63s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_good_alpha[x3-0.5-7]
1.63s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_good_alpha[x0-0.3-10]
1.46s call     tests/mmm/test_budget_optimizer.py::test_allocate_budget_zero_total[0-budget_bounds0-parameters0-expected_optimal0-2.38e-10]
1.46s call     tests/mmm/test_budget_optimizer.py::test_allocate_budget_custom_minimize_args
1.43s call     tests/mmm/test_transformers.py::TestSaturationTransformers::test_tanh_saturation_baselined_range[x2-10-0.001-0.01]
1.42s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_delayed_adstock_vectorized[Before]
1.42s call     tests/mmm/test_transformers.py::TestTransformersComposition::test_logistic_saturation_geometric_adstock_composition[x4-0.001-0.01]
1.37s 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::TestsAdstockTransformers::test_weibull_pdf_adstock[x4-0.5-0.8-7]
1.23s call     tests/mmm/test_hsgp.py::test_hsgp_class_method_ls_upper_changes_distribution
1.18s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_pdf_adstock[x3-0.2-0.2-5]
================= 198 passed, 3 warnings in 341.10s (0:05:41) ==================

(8 minutes 48 seconds) test (3.10, false, tests/clv)

============================= slowest 50 durations =============================
42.94s call     tests/clv/models/test_beta_geo_beta_binom.py::TestBetaGeoBetaBinomModel::test_expected_purchases[1]
40.36s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModelWithCovariates::test_covariate_model_convergence
24.90s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModel::test_expected_purchases[1]
23.02s call     tests/clv/test_utils.py::TestCustomerLifetimeValue::test_customer_lifetime_value_as_gg_method[fitted_pnbd]
20.01s call     tests/clv/models/test_shifted_beta_geo.py::TestShiftedBetaGeoModel::test_distribution_customer_churn_time
17.01s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModel::test_posterior_distributions[map]
16.06s call     tests/clv/models/test_gamma_gamma.py::TestGammaGammaModel::test_spend[True]
13.96s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModelWithCovariates::test_logp
12.51s call     tests/clv/test_distributions.py::TestContNonContract::test_continuous_non_contractual[value3-0.3-p3-10-logp3]
12.35s call     tests/clv/test_distributions.py::TestBetaGeoBetaBinom::test_logp_matches_lifetimes[batch_shape0]
11.57s call     tests/clv/test_distributions.py::TestBetaGeoBetaBinom::test_logp_matches_lifetimes[batch_shape1]
10.92s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModelWithCovariates::test_expectation_method
9.83s call     tests/clv/test_distributions.py::TestParetoNBD::test_pareto_nbd[value4-0.55-10.58-0.61-beta4-12]
9.52s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModelWithCovariates::test_distribution_method
9.31s call     tests/clv/models/test_basic.py::TestCLVModel::test_fit_demz
9.05s call     tests/clv/models/test_shifted_beta_geo.py::TestShiftedBetaGeoModel::test_distribution_new_customer
8.62s call     tests/clv/models/test_shifted_beta_geo.py::TestShiftedBetaGeoModel::test_save_load
8.57s call     tests/clv/test_distributions.py::TestBetaGeoBetaBinom::test_logp_matches_excel
7.42s call     tests/clv/test_distributions.py::TestBetaGeoBetaBinom::test_invalid_value_logp
6.21s call     tests/clv/test_distributions.py::TestContNonContract::test_continuous_non_contractual[value0-0.4-0.15-10--8.39147106159807]
5.63s call     tests/clv/models/test_beta_geo_beta_binom.py::TestBetaGeoBetaBinomModel::test_expected_probability_alive[6]
5.63s call     tests/clv/models/test_beta_geo_beta_binom.py::TestBetaGeoBetaBinomModel::test_expected_probability_alive[3]
5.62s call     tests/clv/models/test_beta_geo_beta_binom.py::TestBetaGeoBetaBinomModel::test_expected_probability_alive[1]
5.43s call     tests/clv/test_distributions.py::TestContNonContract::test_continuous_non_contractual[value1-lam1-0.15-10-logp1]
4.70s call     tests/clv/test_distributions.py::TestParetoNBD::test_pareto_nbd[value1-r1-10.58-0.61-11.67-12]
4.61s call     tests/clv/models/test_beta_geo_beta_binom.py::TestBetaGeoBetaBinomModel::test_expected_purchases[3]
4.57s call     tests/clv/test_distributions.py::TestContNonContract::test_continuous_non_contractual[value2-lam2-0.15-10-logp2]
4.51s call     tests/clv/test_distributions.py::TestContContract::test_continuous_contractual[value3-0.3-p3-10-logp3]
4.35s call     tests/clv/models/test_beta_geo_beta_binom.py::TestBetaGeoBetaBinomModel::test_expected_purchases[6]
4.18s call     tests/clv/models/test_gamma_gamma.py::TestGammaGammaModel::test_spend[False]
3.47s call     tests/clv/models/test_beta_geo.py::TestBetaGeoModel::test_distribution_new_customer
2.88s call     tests/clv/models/test_modified_beta_geo.py::TestModifiedBetaGeoModel::test_numerically_stable_logp[0-0--0.41792826]
2.47s call     tests/clv/test_distributions.py::TestParetoNBD::test_pareto_nbd[value3-0.55-11.67-0.61-10.58-T3]
2.29s call     tests/clv/test_distributions.py::TestParetoNBD::test_pareto_nbd[value0-0.55-10.58-0.61-11.67-12]
2.27s call     tests/clv/test_distributions.py::TestContContract::test_continuous_contractual[value1-lam1-0.15-10-logp1]
1.83s call     tests/clv/test_plotting.py::test_plot_expected_purchases_ppc[prior-10-100-None]
1.83s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModel::test_posterior_distributions[mcmc]
1.81s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModelWithCovariates::test_extract_predictive_covariates
1.71s call     tests/clv/test_distributions.py::TestParetoNBD::test_pareto_nbd[value2-r2-10.58-s2-11.67-12]
1.50s call     tests/clv/test_distributions.py::TestContContract::test_continuous_contractual[value0-0.3-0.15-10--10.45705972]
1.36s call     tests/clv/models/test_gamma_gamma.py::TestGammaGammaModelIndividual::test_save_load
1.32s call     tests/clv/test_utils.py::TestCustomerLifetimeValue::test_clv_after_thinning[fitted_pnbd]
1.32s call     tests/clv/models/test_beta_geo.py::TestBetaGeoModel::test_fit_result_without_fit
1.28s 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]
1.24s 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]
1.15s call     tests/clv/models/test_modified_beta_geo.py::TestModifiedBetaGeoModel::test_numerically_stable_logp[200-38-100.7869]
0.98s setup    tests/clv/test_plotting.py::test_plot_expected_purchases_ppc_exceptions
0.98s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModel::test_expected_purchase_probability[2-2]
0.95s call     tests/clv/test_plotting.py::test_plot_expected_purchases_ppc[posterior-20-50-subplot1]
0.91s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModel::test_expected_probability_alive
=========== 242 passed, 12 skipped, 11 warnings in 420.98s (0:07:00) ===========

(5 minutes 3 seconds) test (3.10, false, --ignore tests/mmm --ignore tests/clv)

============================= slowest 50 durations =============================
83.11s call     tests/test_mlflow.py::test_autolog_mmm
16.37s call     tests/test_mlflow.py::test_file_system_uri_supported
11.70s call     tests/test_model_builder.py::test_second_fit
10.01s call     tests/test_mlflow.py::test_autolog_pymc_model[nutpie]
9.42s setup    tests/test_model_builder.py::test_save_input_params
7.90s call     tests/test_model_builder.py::test_fit_random_seed_reproducibility[rng]
6.07s call     tests/test_model_builder.py::test_fit_sampler_config_seed_reproducibility
6.04s call     tests/test_model_builder.py::test_fit_random_seed_reproducibility[int]
5.82s setup    tests/customer_choice/test_mv_its.py::test_MVITS_saturated[plot_fit]
5.39s call     tests/test_model_builder.py::test_fit_no_t
5.24s call     tests/test_model_builder.py::test_empty_sampler_config_fit
4.98s call     tests/test_model_builder.py::test_fit_after_prior_keeps_prior
4.85s call     tests/test_mlflow.py::test_log_data_no_data
4.12s call     tests/test_mlflow.py::test_autolog_pymc_model[blackjax]
3.39s call     tests/test_mlflow.py::test_autolog_pymc_model[numpyro]
2.69s call     tests/test_mlflow.py::test_autolog_pymc_model[pymc]
1.77s call     tests/customer_choice/test_mv_its.py::test_MVITS_unsaturated[plot_fit-unsaturated_model_bad]
1.09s call     tests/test_model_builder.py::test_save_load
0.70s call     tests/test_prior.py::test_censored_sample_prior
0.68s setup    tests/test_mlflow.py::test_multi_likelihood_type
0.66s call     tests/test_prior.py::test_custom_transform_comes_first
0.65s call     tests/test_plot.py::test_plot_functions[legend-same_axes-plot_samples]
0.64s call     tests/test_prior.py::test_custom_transform
0.55s call     tests/customer_choice/test_mv_its.py::test_MVITS_unsaturated[plot_fit-unsaturated_model_good]
0.53s call     tests/customer_choice/test_mv_its.py::test_save_load
0.35s call     tests/test_plot.py::test_plot_curve
0.35s call     tests/test_plot.py::test_plot_curve_custom_colors
0.34s call     tests/test_plot.py::test_plot_curve_custom_sel_to_string
0.32s call     tests/test_plot.py::test_plot_functions[legend-different_axes-plot_samples]
0.31s call     tests/test_plot.py::test_plot_functions[no_legend-different_axes-plot_samples]
0.18s call     tests/test_plot.py::test_plot_curve_supply_axes_same_axes
0.15s call     tests/test_model_builder.py::test_sample_xxx_predictive_keeps_second[prior_predictive]
0.15s 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/test_model_builder.py::test_fit
0.10s call     tests/test_model_builder.py::test_insufficient_attrs
0.10s call     tests/test_model_builder.py::test_incorrect_set_idata_attrs_override
0.08s call     tests/customer_choice/test_mv_its.py::test_MVITS_saturated[plot_fit]
0.08s call     tests/test_model_builder.py::test_fit_sampler_config_with_rng_fails
0.08s call     tests/test_plot.py::test_plot_functions[legend-different_axes-plot_hdi]
0.08s call     tests/test_prior.py::test_create_variable
0.08s call     tests/test_plot.py::test_plot_functions[no_legend-different_axes-plot_hdi]
0.07s call     tests/test_prior.py::test_create_variable_multiple_times
0.07s call     tests/test_model_builder.py::test_sample_posterior_predictive[True]
0.06s call     tests/test_model_builder.py::test_graphviz
0.06s call     tests/customer_choice/test_mv_its.py::test_plot_data
0.06s call     tests/customer_choice/test_mv_its.py::test_MVITS_unsaturated[plot_counterfactual-unsaturated_model_good]
0.06s call     tests/customer_choice/test_mv_its.py::test_MVITS_unsaturated[plot_counterfactual-unsaturated_model_bad]
0.06s call     tests/test_model_builder.py::test_predict
0.06s call     tests/customer_choice/test_mv_its.py::test_MVITS_saturated[plot_counterfactual]
================= 185 passed, 21 warnings in 202.64s (0:03:22) =================

(12 minutes 23 seconds) test (3.12, true, tests/mmm --ignore tests/mmm/test_tvp.py --ignore tests/mmm/test_budget_optimiz...

============================= slowest 50 durations =============================
29.77s call     tests/mmm/test_mmm.py::TestMMM::test_allocate_budget_to_maximize_response
20.43s 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]
18.65s call     tests/mmm/test_lift_test.py::test_works_with_negative_delta
18.57s call     tests/mmm/test_base.py::test_calling_fit_result_before_fit_raises_error
11.88s call     tests/mmm/components/test_adstock.py::test_apply[x0-None-delayed]
10.08s call     tests/mmm/components/test_adstock.py::test_apply[x1-channel-delayed]
9.62s call     tests/mmm/components/test_adstock.py::test_apply[x0-None-weibull_pdf]
8.04s call     tests/mmm/test_utility.py::test_mean_tightness_score
7.90s call     tests/mmm/test_linear_trend.py::test_apply[with_intercept]
7.67s call     tests/mmm/test_linear_trend.py::test_apply_additional_dims[scalar]
7.47s call     tests/mmm/test_media_transformation.py::test_apply_media_transformation[scalar-vector]
7.24s call     tests/mmm/test_mmm.py::TestMMM::test_channel_contributions_forward_pass_is_consistent
6.86s call     tests/mmm/test_utility.py::test_conditional_value_at_risk
6.59s call     tests/mmm/test_media_transformation.py::test_apply_media_transformation[scalar-scalar]
6.59s 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]
4.91s call     tests/mmm/test_media_transformation.py::test_apply_media_transformation[vector-scalar]
4.83s call     tests/mmm/test_mmm.py::test_save_load_with_tvp[True-True]
4.29s call     tests/mmm/components/test_adstock.py::test_adstock_sample_curve[weibull_pdf]
4.22s setup    tests/mmm/test_mmm.py::test_save_load_with_media_transformation
4.09s call     tests/mmm/test_mmm.py::test_save_load_with_tvp[True-False]
4.01s call     tests/mmm/components/test_adstock.py::test_apply[x0-None-weibull_cdf]
3.98s 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]
3.96s call     tests/mmm/components/test_adstock.py::test_apply[x0-None-geometric]
3.88s call     tests/mmm/test_fourier.py::test_sample_curve
3.74s call     tests/mmm/test_mmm.py::test_save_load_with_tvp[False-True]
3.59s call     tests/mmm/test_mmm.py::test_channel_contributions_forward_pass_time_varying_media
3.43s call     tests/mmm/test_utility.py::test_covariance_matrix_matches_numpy[data0]
3.43s call     tests/mmm/test_mmm.py::TestMMM::test_save_load_with_not_serializable_model_config
3.16s 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]
2.91s 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]
2.84s call     tests/mmm/test_mmm.py::test_plotting_media_transform_workflow[adstock]
2.83s call     tests/mmm/test_utility.py::test_sharpe_ratio
2.80s 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]
2.68s 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=4]
2.67s setup    tests/mmm/test_mmm.py::test_plotting_media_transform_workflow[adstock]
2.53s call     tests/mmm/test_utility.py::test_tail_distance[100-30-100-50-greater]
2.47s call     tests/mmm/test_fourier.py::test_plot_curve
2.47s 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]
2.42s call     tests/mmm/test_fourier.py::test_fourier_modes_shape[periods2-1-expected_shape2]
2.41s 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]
2.40s 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=4]
2.40s 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]
2.39s setup    tests/mmm/test_plotting.py::TestBasePlotting::test_plots[with_controls-default_transform-seed_0-_plot_group_predictive-kwargs_plot0]
2.33s 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]
2.31s 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]
2.30s 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]
2.30s 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]
2.30s 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]
2.29s call     tests/mmm/components/test_adstock.py::test_apply[x1-channel-weibull_pdf]
2.24s call     tests/mmm/test_mmm.py::test_new_data_sample_posterior_predictive_method[True-True-new_dates0-mmm_fitted_with_fourier_features]
================= 837 passed, 56 warnings in 605.31s (0:10:05) =================

(8 minutes 4 seconds) test (3.12, true, tests/mmm/test_tvp.py tests/mmm/test_budget_optimizer.py tests/mmm/test_hsgp.py...

============================= slowest 50 durations =============================
71.97s call     tests/mmm/test_tvp.py::test_time_varying_prior
35.47s call     tests/mmm/test_budget_optimizer.py::test_allocate_budget[default_minimizer_kwargs]
33.60s call     tests/mmm/test_tvp.py::test_multidimensional
17.74s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_adstock_vectorized[PDF]
14.52s call     tests/mmm/test_hsgp.py::test_curve_workflow[HSGP]
13.36s call     tests/mmm/test_hsgp.py::test_curve_workflow[HSGPPeriodic]
9.56s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_vectorized[After]
9.52s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_adstock_vectorized[CDF]
8.95s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_pdf_adstock[x0-1-1-4]
7.03s call     tests/mmm/test_hsgp.py::test_higher_dimension_hsgp
6.49s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_cdf_adsotck[x2-0.7-1-100]
5.88s call     tests/mmm/test_transformers.py::TestTransformersComposition::test_geometric_adstock_vectorized_logistic_saturation
4.56s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_delayed_adstock_vectorized[After]
4.10s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_pdf_adstock[x2-0.7-1-100]
4.06s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_pdf_adstock[x1-0.3-0.5-10]
4.05s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_cdf_adsotck[x6-0.8-1-50]
3.93s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_cdf_adsotck[x0-1-1-4]
3.75s call     tests/mmm/test_transformers.py::TestSaturationTransformers::test_tanh_saturation_parameterization_transformation[x0-20-0.5]
3.71s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_x_zero[After]
3.62s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_good_alpha[x1-0.7-100]
3.10s call     tests/mmm/test_transformers.py::TestSaturationTransformers::test_tanh_saturation_parameterization_transformation[x1-100-0.5]
2.60s call     tests/mmm/test_transformers.py::test_batched_convolution[ndarray-0-After]
2.46s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_vectorized[Before]
2.31s call     tests/mmm/test_tvp.py::test_calling_without_default_args
2.23s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_vectorized[Overlap]
2.15s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_good_alpha[x5-0.8-50]
2.12s call     tests/mmm/test_transformers.py::TestTransformersComposition::test_logistic_saturation_geometric_adstock_composition[x0-0.5-1.0]
2.11s call     tests/mmm/test_transformers.py::TestSaturationTransformers::test_hill_sigmoid_monotonicity[1-1-0]
2.02s call     tests/mmm/test_budget_optimizer.py::test_allocate_budget[custom_minimizer_kwargs]
2.02s 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]
1.97s call     tests/mmm/test_transformers.py::TestTransformersComposition::test_delayed_adstock_vectorized_logistic_saturation
1.93s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_pdf_adstock[x6-0.8-1-50]
1.83s call     tests/mmm/test_transformers.py::TestTransformersComposition::test_logistic_saturation_geometric_adstock_composition[x1-0.2-19.0]
1.81s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_delayed_adstock_output_type[After]
1.78s call     tests/mmm/test_budget_optimizer.py::test_allocate_budget_custom_minimize_args
1.78s call     tests/mmm/test_transformers.py::TestSaturationTransformers::test_inverse_scaled_logistic_saturation_min_max_value
1.78s call     tests/mmm/test_budget_optimizer.py::test_allocate_budget_zero_total[0-budget_bounds0-parameters0-expected_optimal0-2.38e-10]
1.76s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_bad_alpha[less_than_zero_1]
1.76s call     tests/mmm/test_transformers.py::test_batched_convolution[TensorVariable--1-After]
1.73s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_good_alpha[x0-0.3-10]
1.71s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_good_alpha[x3-0.5-7]
1.65s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_delayed_adstock_vectorized[Before]
1.64s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_delayed_adstock_vectorized[Overlap]
1.44s call     tests/mmm/test_hsgp.py::test_hsgp_class_method_ls_upper_changes_distribution
1.43s call     tests/mmm/test_transformers.py::TestSaturationTransformers::test_tanh_saturation_baselined_range[x2-10-0.001-0.01]
1.37s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_pdf_adstock[x4-0.5-0.8-7]
1.35s call     tests/mmm/test_transformers.py::TestSaturationTransformers::test_hill_sigmoid_sigma_upper_bound[5-2-0.5-1]
1.24s call     tests/mmm/test_transformers.py::TestTransformersComposition::test_logistic_saturation_delayed_adstock_composition[x3-0.99-10.0-0-5]
1.24s call     tests/mmm/test_transformers.py::TestTransformersComposition::test_logistic_saturation_geometric_adstock_composition[x4-0.001-0.01]
================= 198 passed, 4 warnings in 355.42s (0:05:55) ==================

(10 minutes 26 seconds) test (3.12, true, tests/clv)

============================= slowest 50 durations =============================
54.10s call     tests/clv/models/test_beta_geo_beta_binom.py::TestBetaGeoBetaBinomModel::test_expected_purchases[1]
42.72s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModelWithCovariates::test_covariate_model_convergence
25.67s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModel::test_expected_purchases[1]
23.99s call     tests/clv/test_utils.py::TestCustomerLifetimeValue::test_customer_lifetime_value_as_gg_method[fitted_pnbd]
22.07s call     tests/clv/models/test_shifted_beta_geo.py::TestShiftedBetaGeoModel::test_distribution_customer_churn_time
19.83s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModel::test_posterior_distributions[map]
18.88s call     tests/clv/models/test_gamma_gamma.py::TestGammaGammaModel::test_spend[True]
14.96s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModelWithCovariates::test_logp
13.23s call     tests/clv/models/test_beta_geo_beta_binom.py::TestBetaGeoBetaBinomModel::test_expected_probability_alive[1]
13.22s call     tests/clv/models/test_beta_geo_beta_binom.py::TestBetaGeoBetaBinomModel::test_expected_probability_alive[3]
13.14s call     tests/clv/test_distributions.py::TestBetaGeoBetaBinom::test_logp_matches_lifetimes[batch_shape0]
13.01s call     tests/clv/models/test_beta_geo_beta_binom.py::TestBetaGeoBetaBinomModel::test_expected_probability_alive[6]
12.25s call     tests/clv/test_distributions.py::TestBetaGeoBetaBinom::test_logp_matches_lifetimes[batch_shape1]
11.87s call     tests/clv/models/test_beta_geo_beta_binom.py::TestBetaGeoBetaBinomModel::test_expected_purchases[6]
11.84s call     tests/clv/test_distributions.py::TestContNonContract::test_continuous_non_contractual[value3-0.3-p3-10-logp3]
11.68s call     tests/clv/models/test_beta_geo_beta_binom.py::TestBetaGeoBetaBinomModel::test_expected_purchases[3]
11.52s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModelWithCovariates::test_expectation_method
11.00s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModelWithCovariates::test_distribution_method
10.09s call     tests/clv/models/test_shifted_beta_geo.py::TestShiftedBetaGeoModel::test_distribution_new_customer
9.98s call     tests/clv/models/test_shifted_beta_geo.py::TestShiftedBetaGeoModel::test_save_load
9.23s call     tests/clv/test_distributions.py::TestParetoNBD::test_pareto_nbd[value4-0.55-10.58-0.61-beta4-12]
8.78s call     tests/clv/test_distributions.py::TestBetaGeoBetaBinom::test_logp_matches_excel
8.72s call     tests/clv/test_distributions.py::TestBetaGeoBetaBinom::test_invalid_value_logp
8.37s call     tests/clv/models/test_basic.py::TestCLVModel::test_fit_demz
6.52s call     tests/clv/test_distributions.py::TestContNonContract::test_continuous_non_contractual[value0-0.4-0.15-10--8.39147106159807]
6.19s call     tests/clv/models/test_gamma_gamma.py::TestGammaGammaModel::test_spend[False]
5.63s call     tests/clv/test_distributions.py::TestContNonContract::test_continuous_non_contractual[value1-lam1-0.15-10-logp1]
4.80s call     tests/clv/test_distributions.py::TestContNonContract::test_continuous_non_contractual[value2-lam2-0.15-10-logp2]
4.67s call     tests/clv/test_distributions.py::TestContContract::test_continuous_contractual[value3-0.3-p3-10-logp3]
4.11s call     tests/clv/test_distributions.py::TestParetoNBD::test_pareto_nbd[value1-r1-10.58-0.61-11.67-12]
3.90s call     tests/clv/models/test_beta_geo.py::TestBetaGeoModel::test_distribution_new_customer
3.19s call     tests/clv/models/test_modified_beta_geo.py::TestModifiedBetaGeoModel::test_numerically_stable_logp[0-0--0.41792826]
2.53s call     tests/clv/test_distributions.py::TestParetoNBD::test_pareto_nbd[value3-0.55-11.67-0.61-10.58-T3]
2.39s call     tests/clv/test_distributions.py::TestParetoNBD::test_pareto_nbd[value0-0.55-10.58-0.61-11.67-12]
2.36s call     tests/clv/test_distributions.py::TestContContract::test_continuous_contractual[value1-lam1-0.15-10-logp1]
2.13s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModel::test_posterior_distributions[mcmc]
2.10s call     tests/clv/test_plotting.py::test_plot_expected_purchases_ppc[prior-10-100-None]
1.99s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModelWithCovariates::test_extract_predictive_covariates
1.77s call     tests/clv/test_distributions.py::TestParetoNBD::test_pareto_nbd[value2-r2-10.58-s2-11.67-12]
1.63s 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]
1.58s 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]
1.52s call     tests/clv/test_distributions.py::TestContContract::test_continuous_contractual[value0-0.3-0.15-10--10.45705972]
1.45s call     tests/clv/models/test_gamma_gamma.py::TestGammaGammaModelIndividual::test_save_load
1.22s call     tests/clv/test_utils.py::TestCustomerLifetimeValue::test_clv_after_thinning[fitted_pnbd]
1.22s call     tests/clv/models/test_modified_beta_geo.py::TestModifiedBetaGeoModel::test_numerically_stable_logp[200-38-100.7869]
1.14s setup    tests/clv/test_plotting.py::test_plot_expected_purchases_ppc_exceptions
1.10s call     tests/clv/test_plotting.py::test_plot_expected_purchases_ppc[posterior-20-50-subplot1]
1.01s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModel::test_expected_probability_alive
0.96s call     tests/clv/models/test_basic.py::TestCLVModel::test_fit_mcmc
0.92s call     tests/clv/test_distributions.py::TestBetaGeoBetaBinom::test_beta_geo_beta_binom_sample_prior[alpha_size1-None-None-None-None-expected_size1]
=========== 242 passed, 12 skipped, 12 warnings in 496.15s (0:08:16) ===========

(6 minutes 5 seconds) test (3.12, true, --ignore tests/mmm --ignore tests/clv)

============================= slowest 50 durations =============================
88.12s call     tests/test_mlflow.py::test_autolog_mmm
16.80s call     tests/test_mlflow.py::test_file_system_uri_supported
15.80s call     tests/test_model_builder.py::test_second_fit
14.02s call     tests/test_mlflow.py::test_autolog_pymc_model[nutpie]
13.75s setup    tests/test_model_builder.py::test_save_input_params
11.34s call     tests/test_model_builder.py::test_fit_random_seed_reproducibility[rng]
9.01s call     tests/test_model_builder.py::test_fit_sampler_config_seed_reproducibility
9.01s call     tests/test_model_builder.py::test_fit_random_seed_reproducibility[int]
8.42s call     tests/test_model_builder.py::test_empty_sampler_config_fit
7.91s call     tests/test_model_builder.py::test_fit_after_prior_keeps_prior
7.90s call     tests/test_model_builder.py::test_fit_no_t
5.64s setup    tests/customer_choice/test_mv_its.py::test_MVITS_saturated[plot_fit]
5.40s call     tests/test_mlflow.py::test_log_data_no_data
4.71s call     tests/test_mlflow.py::test_autolog_pymc_model[numpyro]
4.30s call     tests/test_mlflow.py::test_autolog_pymc_model[blackjax]
2.77s call     tests/test_mlflow.py::test_autolog_pymc_model[pymc]
1.91s call     tests/customer_choice/test_mv_its.py::test_MVITS_unsaturated[plot_fit-unsaturated_model_bad]
1.22s call     tests/test_model_builder.py::test_save_load
0.73s call     tests/test_prior.py::test_censored_sample_prior
0.70s setup    tests/test_mlflow.py::test_multi_likelihood_type
0.69s call     tests/test_prior.py::test_custom_transform_comes_first
0.67s call     tests/test_prior.py::test_custom_transform
0.61s call     tests/customer_choice/test_mv_its.py::test_save_load
0.55s call     tests/test_prior.py::test_censored_variables_created
0.40s call     tests/customer_choice/test_mv_its.py::test_MVITS_unsaturated[plot_fit-unsaturated_model_good]
0.39s call     tests/test_plot.py::test_plot_curve_custom_colors
0.39s call     tests/test_plot.py::test_plot_curve
0.38s call     tests/test_plot.py::test_plot_curve_custom_sel_to_string
0.36s call     tests/test_plot.py::test_plot_functions[no_legend-different_axes-plot_samples]
0.36s call     tests/test_plot.py::test_plot_functions[legend-different_axes-plot_samples]
0.21s call     tests/test_model_builder.py::test_sample_xxx_predictive_keeps_second[prior_predictive]
0.20s call     tests/test_plot.py::test_plot_curve_supply_axes_same_axes
0.18s call     tests/test_plot.py::test_plot_functions[legend-same_axes-plot_samples]
0.18s call     tests/test_model_builder.py::test_insufficient_attrs
0.17s call     tests/test_model_builder.py::test_incorrect_set_idata_attrs_override
0.17s call     tests/test_plot.py::test_plot_functions[no_legend-same_axes-plot_samples]
0.16s call     tests/test_model_builder.py::test_fit
0.16s call     tests/test_model_builder.py::test_sample_xxx_predictive_keeps_second[posterior_predictive]
0.10s call     tests/customer_choice/test_mv_its.py::test_MVITS_saturated[plot_fit]
0.10s call     tests/test_model_builder.py::test_fit_sampler_config_with_rng_fails
0.09s call     tests/test_plot.py::test_plot_functions[no_legend-different_axes-plot_hdi]
0.09s call     tests/test_prior.py::test_create_variable
0.09s call     tests/test_plot.py::test_plot_functions[legend-different_axes-plot_hdi]
0.08s call     tests/test_model_builder.py::test_sample_posterior_predictive[True]
0.08s call     tests/test_model_builder.py::test_predict
0.08s call     tests/test_prior.py::test_create_variable_multiple_times
0.08s call     tests/test_model_builder.py::test_prediction_kwarg
0.08s call     tests/test_model_builder.py::test_sample_posterior_predictive[False]
0.07s call     tests/test_model_builder.py::test_graphviz
0.07s call     tests/customer_choice/test_mv_its.py::test_MVITS_unsaturated[plot_counterfactual-unsaturated_model_good]
================= 185 passed, 24 warnings in 241.86s (0:04:01) =================

(13 minutes 25 seconds) test_slow (tests/clv/models/test_beta_geo_beta_binom.py)

============================= slowest 50 durations =============================
679.87s call     tests/clv/models/test_beta_geo_beta_binom.py::TestBetaGeoBetaBinomModel::test_model_convergence[mcmc-0.3]
16.88s call     tests/clv/models/test_beta_geo_beta_binom.py::TestBetaGeoBetaBinomModel::test_model_convergence[map-0.2]
0.06s 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 698.79s (0:11:38) =============

(8 minutes 54 seconds) test_slow (tests/clv/models/test_pareto_nbd.py)

============================= slowest 50 durations =============================
400.28s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModel::test_model_convergence[mcmc-0.1]
22.98s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModel::test_model_convergence[map-0.2]
10.33s 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 435.53s (0:07:15) ===========

(5 minutes 44 seconds) test_slow (--ignore tests/clv/models/test_beta_geo_beta_binom.py --ignore tests/clv/models/test_p...

============================= slowest 50 durations =============================
54.37s call     tests/clv/models/test_beta_geo.py::TestBetaGeoModel::test_model_convergence[mcmc-0.1]
48.71s call     tests/clv/models/test_shifted_beta_geo.py::TestShiftedBetaGeoModel::test_model_convergence
43.60s call     tests/clv/models/test_gamma_gamma.py::TestGammaGammaModelIndividual::test_model_convergence
35.05s call     tests/clv/models/test_gamma_gamma.py::TestGammaGammaModel::test_model_convergence
34.75s call     tests/clv/models/test_modified_beta_geo.py::TestModifiedBetaGeoModel::test_model_convergence[mcmc-0.075]
14.59s call     tests/clv/models/test_beta_geo.py::TestBetaGeoModel::test_model_convergence[map-0.2]
8.21s call     tests/clv/models/test_modified_beta_geo.py::TestModifiedBetaGeoModel::test_model_convergence[map-0.15]
0.69s setup    tests/clv/models/test_gamma_gamma.py::TestGammaGammaModel::test_model_convergence
0.04s setup    tests/clv/models/test_gamma_gamma.py::TestGammaGammaModelIndividual::test_model_convergence
0.02s 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, 1424 skipped, 17 warnings in 247.48s (0:04:07) ===========

You can find more information on how to contribute here.

Automatically generated by GitHub Action
Latest run date: 2025-01-02

[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