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 19 seconds) test_slow (tests/clv/models/test_beta_geo_beta_binom.py)

============================= slowest 50 durations =============================
695.10s call     tests/clv/models/test_beta_geo_beta_binom.py::TestBetaGeoBetaBinomModel::test_model_convergence[mcmc-0.3]
17.27s 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 714.06s (0:11:54) =============

(10 minutes 9 seconds) test (3.10, false, tests/mmm --ignore tests/mmm/test_tvp.py --ignore tests/mmm/test_budget_optimi...

============================= slowest 50 durations =============================
27.77s call     tests/mmm/test_mmm.py::TestMMM::test_allocate_budget_to_maximize_response
19.29s 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]
17.66s call     tests/mmm/test_lift_test.py::test_works_with_negative_delta
13.90s call     tests/mmm/test_base.py::test_calling_fit_result_before_fit_raises_error
10.32s call     tests/mmm/components/test_adstock.py::test_apply[x0-None-delayed]
9.85s call     tests/mmm/components/test_adstock.py::test_apply[x1-channel-delayed]
9.16s call     tests/mmm/components/test_adstock.py::test_apply[x0-None-weibull_pdf]
7.92s call     tests/mmm/test_mmm.py::TestMMM::test_channel_contributions_forward_pass_is_consistent
7.82s call     tests/mmm/test_linear_trend.py::test_apply[with_intercept]
7.71s call     tests/mmm/test_utility.py::test_mean_tightness_score
7.49s call     tests/mmm/test_linear_trend.py::test_apply_additional_dims[scalar]
7.17s call     tests/mmm/test_media_transformation.py::test_apply_media_transformation[scalar-vector]
6.59s call     tests/mmm/test_utility.py::test_conditional_value_at_risk
6.24s call     tests/mmm/test_media_transformation.py::test_apply_media_transformation[scalar-scalar]
6.07s 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]
4.55s call     tests/mmm/test_media_transformation.py::test_apply_media_transformation[vector-scalar]
4.16s call     tests/mmm/test_mmm.py::test_save_load_with_tvp[True-True]
4.01s call     tests/mmm/components/test_adstock.py::test_adstock_sample_curve[weibull_pdf]
3.81s call     tests/mmm/components/test_adstock.py::test_apply[x0-None-weibull_cdf]
3.80s call     tests/mmm/components/test_adstock.py::test_apply[x0-None-geometric]
3.80s call     tests/mmm/test_fourier.py::test_sample_curve
3.68s setup    tests/mmm/test_mmm.py::test_save_load_with_media_transformation
3.41s 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]
3.33s call     tests/mmm/test_utility.py::test_covariance_matrix_matches_numpy[data0]
3.29s call     tests/mmm/test_mmm.py::test_save_load_with_tvp[True-False]
3.03s call     tests/mmm/test_mmm.py::test_save_load_with_tvp[False-True]
2.87s call     tests/mmm/test_mmm.py::test_channel_contributions_forward_pass_time_varying_media
2.86s 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]
2.80s call     tests/mmm/test_mmm.py::TestMMM::test_save_load_with_not_serializable_model_config
2.73s call     tests/mmm/test_mmm.py::test_plotting_media_transform_workflow[adstock]
2.70s call     tests/mmm/test_utility.py::test_sharpe_ratio
2.66s 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]
2.58s 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]
2.58s 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]
2.43s setup    tests/mmm/test_mmm.py::test_plotting_media_transform_workflow[adstock]
2.41s call     tests/mmm/test_fourier.py::test_plot_curve
2.40s call     tests/mmm/test_fourier.py::test_fourier_modes_shape[periods2-1-expected_shape2]
2.39s call     tests/mmm/test_utility.py::test_tail_distance[100-30-100-50-greater]
2.37s 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]
2.27s 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]
2.20s 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_linear_trend.py::test_apply_additional_dims[1d]
2.16s call     tests/mmm/components/test_adstock.py::test_apply[x1-channel-weibull_pdf]
2.13s call     tests/mmm/test_fourier.py::test_additional_dimension
2.10s 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/components/test_saturation.py::test_apply_method[x0-None-logistic]
1.98s 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]
1.97s 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]
1.96s 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]
1.96s 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]
================= 815 passed, 20 warnings in 523.44s (0:08:43) =================

(8 minutes 42 seconds) test_slow (tests/clv/models/test_pareto_nbd.py)

============================= slowest 50 durations =============================
403.93s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModel::test_model_convergence[mcmc-0.1]
22.81s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModel::test_model_convergence[map-0.2]
10.51s 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 438.95s (0:07:18) ===========

(6 minutes 54 seconds) test (3.10, false, tests/mmm/test_tvp.py tests/mmm/test_budget_optimizer.py tests/mmm/test_hsgp.p...

============================= slowest 50 durations =============================
67.78s call     tests/mmm/test_tvp.py::test_time_varying_prior
34.08s call     tests/mmm/test_budget_optimizer.py::test_allocate_budget[default_minimizer_kwargs]
31.31s call     tests/mmm/test_tvp.py::test_multidimensional
16.70s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_adstock_vectorized[PDF]
13.82s call     tests/mmm/test_hsgp.py::test_curve_workflow[HSGP]
12.64s call     tests/mmm/test_hsgp.py::test_curve_workflow[HSGPPeriodic]
9.09s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_vectorized[After]
8.62s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_adstock_vectorized[CDF]
8.60s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_pdf_adstock[x0-1-1-4]
6.52s call     tests/mmm/test_hsgp.py::test_higher_dimension_hsgp
6.09s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_cdf_adsotck[x2-0.7-1-100]
5.39s call     tests/mmm/test_transformers.py::TestTransformersComposition::test_geometric_adstock_vectorized_logistic_saturation
3.94s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_delayed_adstock_vectorized[After]
3.76s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_pdf_adstock[x1-0.3-0.5-10]
3.72s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_cdf_adsotck[x0-1-1-4]
3.49s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_x_zero[After]
3.47s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_cdf_adsotck[x6-0.8-1-50]
3.43s call     tests/mmm/test_transformers.py::TestSaturationTransformers::test_tanh_saturation_parameterization_transformation[x0-20-0.5]
3.41s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_pdf_adstock[x2-0.7-1-100]
3.02s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_good_alpha[x1-0.7-100]
2.85s call     tests/mmm/test_transformers.py::TestSaturationTransformers::test_tanh_saturation_parameterization_transformation[x1-100-0.5]
2.40s call     tests/mmm/test_transformers.py::test_batched_convolution[ndarray-0-After]
2.22s call     tests/mmm/test_tvp.py::test_calling_without_default_args
2.12s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_vectorized[Overlap]
2.00s call     tests/mmm/test_transformers.py::TestSaturationTransformers::test_hill_sigmoid_monotonicity[1-1-0]
2.00s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_good_alpha[x5-0.8-50]
1.91s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_vectorized[Before]
1.90s call     tests/mmm/test_transformers.py::TestTransformersComposition::test_logistic_saturation_geometric_adstock_composition[x0-0.5-1.0]
1.75s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_cdf_adsotck[x1-0.3-0.5-10]
1.70s call     tests/mmm/test_transformers.py::test_batched_convolution[TensorVariable--1-After]
1.67s call     tests/mmm/test_transformers.py::TestSaturationTransformers::test_inverse_scaled_logistic_saturation_min_max_value
1.67s call     tests/mmm/test_transformers.py::TestTransformersComposition::test_logistic_saturation_geometric_adstock_composition[x1-0.2-19.0]
1.66s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_bad_alpha[less_than_zero_1]
1.66s call     tests/mmm/test_budget_optimizer.py::test_allocate_budget[custom_minimizer_kwargs]
1.65s call     tests/mmm/test_transformers.py::TestTransformersComposition::test_delayed_adstock_vectorized_logistic_saturation
1.65s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_pdf_adstock[x6-0.8-1-50]
1.64s call     tests/mmm/test_budget_optimizer.py::test_allocate_budget_custom_minimize_args
1.62s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_good_alpha[x3-0.5-7]
1.58s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_good_alpha[x0-0.3-10]
1.57s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_delayed_adstock_vectorized[Before]
1.48s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_delayed_adstock_output_type[After]
1.47s call     tests/mmm/test_budget_optimizer.py::test_allocate_budget_infeasible_constraints[100-budget_bounds0-parameters0-custom_constraints0]
1.43s call     tests/mmm/test_budget_optimizer.py::test_allocate_budget_zero_total[0-budget_bounds0-parameters0-expected_optimal0-2.38e-10]
1.41s call     tests/mmm/test_hsgp.py::test_hsgp_class_method_ls_upper_changes_distribution
1.37s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_delayed_adstock_vectorized[Overlap]
1.37s call     tests/mmm/test_transformers.py::TestSaturationTransformers::test_tanh_saturation_baselined_range[x2-10-0.001-0.01]
1.32s 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[x4-0.001-0.01]
1.23s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_pdf_adstock[x4-0.5-0.8-7]
1.09s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_pdf_adstock[x3-0.2-0.2-5]
================= 198 passed, 3 warnings in 330.02s (0:05:30) ==================

(4 minutes 39 seconds) test_slow (--ignore tests/clv/models/test_beta_geo_beta_binom.py --ignore tests/clv/models/test_p...

============================= slowest 50 durations =============================
53.88s call     tests/clv/models/test_beta_geo.py::TestBetaGeoModel::test_model_convergence[mcmc-0.1]
48.33s call     tests/clv/models/test_shifted_beta_geo.py::TestShiftedBetaGeoModel::test_model_convergence
43.54s call     tests/clv/models/test_gamma_gamma.py::TestGammaGammaModelIndividual::test_model_convergence
34.92s call     tests/clv/models/test_gamma_gamma.py::TestGammaGammaModel::test_model_convergence
14.20s call     tests/clv/models/test_beta_geo.py::TestBetaGeoModel::test_model_convergence[map-0.2]
0.69s setup    tests/clv/models/test_gamma_gamma.py::TestGammaGammaModel::test_model_convergence
0.32s setup    tests/mmm/test_plotting.py::TestBasePlotting::test_plots[without_controls-target_transform-seed_0-plot_prior_predictive-kwargs_plot8]
0.04s setup    tests/clv/models/test_gamma_gamma.py::TestGammaGammaModelIndividual::test_model_convergence
0.01s setup    tests/clv/models/test_beta_geo.py::TestBetaGeoModel::test_model_convergence[mcmc-0.1]

0.005s hidden.  Use -vv to show these durations.)
=========== 5 passed, 1346 skipped, 17 warnings in 202.47s (0:03:22) ===========

(8 minutes 25 seconds) test (3.10, false, tests/clv)

============================= slowest 50 durations =============================
42.34s call     tests/clv/models/test_beta_geo_beta_binom.py::TestBetaGeoBetaBinomModel::test_expected_purchases[1]
40.93s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModelWithCovariates::test_covariate_model_convergence
25.19s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModel::test_expected_purchases[1]
23.69s call     tests/clv/test_utils.py::TestCustomerLifetimeValue::test_customer_lifetime_value_as_gg_method[fitted_pnbd]
20.05s call     tests/clv/models/test_shifted_beta_geo.py::TestShiftedBetaGeoModel::test_distribution_customer_churn_time
17.59s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModel::test_posterior_distributions[map]
15.45s call     tests/clv/models/test_gamma_gamma.py::TestGammaGammaModel::test_spend[True]
14.23s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModelWithCovariates::test_logp
12.88s call     tests/clv/test_distributions.py::TestBetaGeoBetaBinom::test_logp_matches_lifetimes[batch_shape0]
12.74s call     tests/clv/test_distributions.py::TestContNonContract::test_continuous_non_contractual[value3-0.3-p3-10-logp3]
11.83s call     tests/clv/test_distributions.py::TestBetaGeoBetaBinom::test_logp_matches_lifetimes[batch_shape1]
10.81s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModelWithCovariates::test_expectation_method
9.71s call     tests/clv/test_distributions.py::TestParetoNBD::test_pareto_nbd[value4-0.55-10.58-0.61-beta4-12]
9.43s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModelWithCovariates::test_distribution_method
9.32s call     tests/clv/models/test_shifted_beta_geo.py::TestShiftedBetaGeoModel::test_distribution_new_customer
8.88s call     tests/clv/test_distributions.py::TestBetaGeoBetaBinom::test_logp_matches_excel
8.50s call     tests/clv/models/test_shifted_beta_geo.py::TestShiftedBetaGeoModel::test_save_load
8.06s call     tests/clv/models/test_basic.py::TestCLVModel::test_fit_demz
7.02s call     tests/clv/test_distributions.py::TestBetaGeoBetaBinom::test_invalid_value_logp
6.32s call     tests/clv/test_distributions.py::TestContNonContract::test_continuous_non_contractual[value0-0.4-0.15-10--8.39147106159807]
5.68s call     tests/clv/models/test_beta_geo_beta_binom.py::TestBetaGeoBetaBinomModel::test_expected_probability_alive[6]
5.64s call     tests/clv/models/test_beta_geo_beta_binom.py::TestBetaGeoBetaBinomModel::test_expected_probability_alive[1]
5.62s call     tests/clv/models/test_beta_geo_beta_binom.py::TestBetaGeoBetaBinomModel::test_expected_probability_alive[3]
5.48s call     tests/clv/test_distributions.py::TestContNonContract::test_continuous_non_contractual[value1-lam1-0.15-10-logp1]
4.65s call     tests/clv/test_distributions.py::TestContNonContract::test_continuous_non_contractual[value2-lam2-0.15-10-logp2]
4.61s call     tests/clv/test_distributions.py::TestContContract::test_continuous_contractual[value3-0.3-p3-10-logp3]
4.59s call     tests/clv/models/test_beta_geo_beta_binom.py::TestBetaGeoBetaBinomModel::test_expected_purchases[6]
4.57s call     tests/clv/models/test_beta_geo_beta_binom.py::TestBetaGeoBetaBinomModel::test_expected_purchases[3]
4.42s call     tests/clv/models/test_gamma_gamma.py::TestGammaGammaModel::test_spend[False]
4.39s call     tests/clv/test_distributions.py::TestParetoNBD::test_pareto_nbd[value1-r1-10.58-0.61-11.67-12]
3.96s call     tests/clv/models/test_beta_geo.py::TestBetaGeoModel::test_numerically_stable_logp[0-0--0.59947382]
3.48s call     tests/clv/models/test_beta_geo.py::TestBetaGeoModel::test_distribution_new_customer
2.44s call     tests/clv/test_distributions.py::TestParetoNBD::test_pareto_nbd[value3-0.55-11.67-0.61-10.58-T3]
2.25s call     tests/clv/test_distributions.py::TestContContract::test_continuous_contractual[value1-lam1-0.15-10-logp1]
2.24s call     tests/clv/test_distributions.py::TestParetoNBD::test_pareto_nbd[value0-0.55-10.58-0.61-11.67-12]
1.95s call     tests/clv/test_distributions.py::TestParetoNBD::test_pareto_nbd[value2-r2-10.58-s2-11.67-12]
1.90s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModel::test_posterior_distributions[mcmc]
1.83s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModelWithCovariates::test_extract_predictive_covariates
1.82s call     tests/clv/test_plotting.py::test_plot_expected_purchases_ppc[prior-10-100-None]
1.44s call     tests/clv/test_distributions.py::TestContContract::test_continuous_contractual[value0-0.3-0.15-10--10.45705972]
1.40s call     tests/clv/models/test_gamma_gamma.py::TestGammaGammaModelIndividual::test_save_load
1.31s 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]
1.30s call     tests/clv/models/test_beta_geo.py::TestBetaGeoModel::test_fit_result_without_fit
1.26s 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]
1.22s call     tests/clv/models/test_beta_geo.py::TestBetaGeoModel::test_numerically_stable_logp[200-38-100.7957]
1.06s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModel::test_expected_probability_alive
1.04s call     tests/clv/test_utils.py::TestCustomerLifetimeValue::test_clv_after_thinning[fitted_pnbd]
0.99s call     tests/clv/test_plotting.py::test_plot_expected_purchases_ppc[posterior-20-50-subplot1]
0.97s setup    tests/clv/test_plotting.py::test_plot_expected_purchases_ppc_exceptions
0.78s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModel::test_expected_purchase_probability[2-2]
=========== 222 passed, 10 skipped, 10 warnings in 421.64s (0:07:01) ===========

(4 minutes 30 seconds) test (3.10, false, --ignore tests/mmm --ignore tests/clv)

============================= slowest 50 durations =============================
82.72s call     tests/test_mlflow.py::test_autolog_mmm
17.15s call     tests/test_mlflow.py::test_file_system_uri_supported
10.80s call     tests/test_model_builder.py::test_second_fit
9.86s call     tests/test_mlflow.py::test_autolog_pymc_model[nutpie]
9.21s setup    tests/test_model_builder.py::test_save_input_params
7.78s call     tests/test_model_builder.py::test_fit_random_seed_reproducibility[rng]
6.38s call     tests/test_model_builder.py::test_fit_sampler_config_seed_reproducibility
5.99s call     tests/test_model_builder.py::test_fit_random_seed_reproducibility[int]
5.80s call     tests/test_model_builder.py::test_fit_after_prior_keeps_prior
4.92s call     tests/test_model_builder.py::test_empty_sampler_config_fit
4.70s call     tests/test_mlflow.py::test_log_data_no_data
3.66s call     tests/test_mlflow.py::test_autolog_pymc_model[blackjax]
3.59s call     tests/test_mlflow.py::test_autolog_pymc_model[numpyro]
3.28s call     tests/test_model_builder.py::test_fit_no_t
2.62s call     tests/test_mlflow.py::test_autolog_pymc_model[pymc]
1.60s call     tests/test_model_builder.py::test_save_load
0.67s setup    tests/test_mlflow.py::test_multi_likelihood_type
0.66s call     tests/test_prior.py::test_custom_transform_comes_first
0.64s call     tests/test_prior.py::test_custom_transform
0.31s call     tests/test_plot.py::test_plot_curve
0.30s call     tests/test_plot.py::test_plot_curve_custom_sel_to_string
0.30s call     tests/test_plot.py::test_plot_curve_custom_colors
0.27s call     tests/test_plot.py::test_plot_functions[no_legend-different_axes-plot_samples]
0.27s call     tests/test_plot.py::test_plot_functions[legend-different_axes-plot_samples]
0.15s call     tests/test_model_builder.py::test_sample_xxx_predictive_keeps_second[prior_predictive]
0.14s call     tests/test_plot.py::test_plot_curve_supply_axes_same_axes
0.14s call     tests/test_plot.py::test_plot_functions[legend-same_axes-plot_samples]
0.12s call     tests/test_plot.py::test_plot_functions[no_legend-same_axes-plot_samples]
0.12s call     tests/test_model_builder.py::test_fit
0.11s call     tests/test_model_builder.py::test_sample_xxx_predictive_keeps_second[posterior_predictive]
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/test_prior.py::test_create_variable
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[no_legend-different_axes-plot_hdi]
0.08s call     tests/test_plot.py::test_plot_functions[legend-different_axes-plot_hdi]
0.07s call     tests/test_prior.py::test_create_variable_multiple_times
0.06s call     tests/test_model_builder.py::test_graphviz
0.06s call     tests/test_model_builder.py::test_predict
0.06s call     tests/test_model_builder.py::test_sample_posterior_predictive[True]
0.05s call     tests/test_model_builder.py::test_prediction_kwarg
0.05s call     tests/test_model_builder.py::test_sample_posterior_predictive[False]
0.05s call     tests/test_prior.py::test_sample_prior
0.05s call     tests/test_mlflow.py::test_log_model_graph_no_graphviz[render_error]
0.04s call     tests/test_mlflow.py::test_multi_likelihood_type
0.04s call     tests/test_plot.py::test_plot_functions[legend-same_axes-plot_hdi]
0.03s call     tests/test_plot.py::test_plot_functions[no_legend-same_axes-plot_hdi]
0.03s call     tests/test_prior.py::test_to_graph
0.03s call     tests/test_mlflow.py::test_log_model_graph_no_graphviz[no_graphviz]
0.02s setup    tests/test_mlflow.py::test_file_system_uri_supported
================= 149 passed, 21 warnings in 189.25s (0:03:09) =================

(12 minutes 5 seconds) test (3.12, true, tests/mmm --ignore tests/mmm/test_tvp.py --ignore tests/mmm/test_budget_optimiz...

============================= slowest 50 durations =============================
30.07s call     tests/mmm/test_mmm.py::TestMMM::test_allocate_budget_to_maximize_response
21.25s 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]
19.62s call     tests/mmm/test_base.py::test_calling_fit_result_before_fit_raises_error
18.93s call     tests/mmm/test_lift_test.py::test_works_with_negative_delta
11.63s call     tests/mmm/components/test_adstock.py::test_apply[x0-None-delayed]
10.34s call     tests/mmm/components/test_adstock.py::test_apply[x1-channel-delayed]
9.98s call     tests/mmm/components/test_adstock.py::test_apply[x0-None-weibull_pdf]
8.12s call     tests/mmm/test_linear_trend.py::test_apply[with_intercept]
8.00s call     tests/mmm/test_utility.py::test_mean_tightness_score
7.99s call     tests/mmm/test_media_transformation.py::test_apply_media_transformation[scalar-vector]
7.91s call     tests/mmm/test_linear_trend.py::test_apply_additional_dims[scalar]
7.51s call     tests/mmm/test_mmm.py::TestMMM::test_channel_contributions_forward_pass_is_consistent
6.88s call     tests/mmm/test_utility.py::test_conditional_value_at_risk
6.78s call     tests/mmm/test_media_transformation.py::test_apply_media_transformation[scalar-scalar]
6.39s 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]
4.79s call     tests/mmm/test_mmm.py::test_save_load_with_tvp[True-True]
4.69s call     tests/mmm/test_media_transformation.py::test_apply_media_transformation[vector-scalar]
4.51s call     tests/mmm/components/test_adstock.py::test_adstock_sample_curve[weibull_pdf]
4.17s call     tests/mmm/components/test_adstock.py::test_apply[x0-None-weibull_cdf]
4.15s call     tests/mmm/components/test_adstock.py::test_apply[x0-None-geometric]
4.03s call     tests/mmm/test_mmm.py::test_save_load_with_tvp[True-False]
4.02s setup    tests/mmm/test_mmm.py::test_save_load_with_media_transformation
4.00s call     tests/mmm/test_fourier.py::test_sample_curve
3.93s 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]
3.72s call     tests/mmm/test_mmm.py::test_save_load_with_tvp[False-True]
3.52s call     tests/mmm/test_mmm.py::test_channel_contributions_forward_pass_time_varying_media
3.42s call     tests/mmm/test_utility.py::test_covariance_matrix_matches_numpy[data0]
3.30s call     tests/mmm/test_mmm.py::TestMMM::test_save_load_with_not_serializable_model_config
3.23s 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]
3.07s call     tests/mmm/test_mmm.py::test_plotting_media_transform_workflow[adstock]
2.95s 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]
2.89s 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=4]
2.86s call     tests/mmm/test_utility.py::test_sharpe_ratio
2.81s 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 setup    tests/mmm/test_mmm.py::test_plotting_media_transform_workflow[adstock]
2.58s 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]
2.55s 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]
2.52s call     tests/mmm/test_fourier.py::test_plot_curve
2.48s call     tests/mmm/components/test_adstock.py::test_apply[x1-channel-weibull_pdf]
2.46s call     tests/mmm/test_fourier.py::test_fourier_modes_shape[periods2-1-expected_shape2]
2.45s 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]
2.37s 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]
2.35s call     tests/mmm/test_mmm.py::TestMMM::test_init[time_varying_media-time_varying_intercept-yearly_seasonality-single_channel-two_controls-adstock_max_lag=4]
2.34s 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]
2.30s call     tests/mmm/test_utility.py::test_tail_distance[100-30-100-50-greater]
2.27s 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]
2.26s 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]
2.22s call     tests/mmm/test_mmm.py::test_missing_attrs_to_defaults
2.20s call     tests/mmm/test_mmm.py::test_new_spend_contributions_prior[True]
2.20s call     tests/mmm/test_mmm.py::TestMMM::test_init[time_varying_media-time_varying_intercept-no_yearly_seasonality-multiple_channel-one_control-adstock_max_lag=4]
================= 815 passed, 25 warnings in 613.18s (0:10:13) =================

(8 minutes 2 seconds) test (3.12, true, tests/mmm/test_tvp.py tests/mmm/test_budget_optimizer.py tests/mmm/test_hsgp.py...

============================= slowest 50 durations =============================
75.62s call     tests/mmm/test_tvp.py::test_time_varying_prior
37.25s call     tests/mmm/test_budget_optimizer.py::test_allocate_budget[default_minimizer_kwargs]
34.46s call     tests/mmm/test_tvp.py::test_multidimensional
18.15s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_adstock_vectorized[PDF]
15.24s call     tests/mmm/test_hsgp.py::test_curve_workflow[HSGP]
13.61s call     tests/mmm/test_hsgp.py::test_curve_workflow[HSGPPeriodic]
10.15s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_vectorized[After]
9.94s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_adstock_vectorized[CDF]
9.13s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_pdf_adstock[x0-1-1-4]
6.96s call     tests/mmm/test_hsgp.py::test_higher_dimension_hsgp
6.71s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_cdf_adsotck[x2-0.7-1-100]
6.14s call     tests/mmm/test_transformers.py::TestTransformersComposition::test_geometric_adstock_vectorized_logistic_saturation
4.55s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_delayed_adstock_vectorized[After]
4.20s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_pdf_adstock[x1-0.3-0.5-10]
4.15s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_cdf_adsotck[x6-0.8-1-50]
4.05s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_pdf_adstock[x2-0.7-1-100]
3.96s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_cdf_adsotck[x0-1-1-4]
3.92s call     tests/mmm/test_transformers.py::TestSaturationTransformers::test_tanh_saturation_parameterization_transformation[x0-20-0.5]
3.89s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_x_zero[After]
3.74s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_good_alpha[x1-0.7-100]
3.17s call     tests/mmm/test_transformers.py::TestSaturationTransformers::test_tanh_saturation_parameterization_transformation[x1-100-0.5]
2.66s call     tests/mmm/test_tvp.py::test_calling_without_default_args
2.66s call     tests/mmm/test_transformers.py::test_batched_convolution[ndarray-0-After]
2.54s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_vectorized[Overlap]
2.30s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_good_alpha[x5-0.8-50]
2.27s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_vectorized[Before]
2.19s call     tests/mmm/test_transformers.py::TestSaturationTransformers::test_hill_sigmoid_monotonicity[1-1-0]
2.04s call     tests/mmm/test_budget_optimizer.py::test_allocate_budget[custom_minimizer_kwargs]
2.04s call     tests/mmm/test_budget_optimizer.py::test_allocate_budget_infeasible_constraints[100-budget_bounds0-parameters0-custom_constraints0]
2.04s call     tests/mmm/test_transformers.py::TestTransformersComposition::test_delayed_adstock_vectorized_logistic_saturation
2.03s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_bad_alpha[less_than_zero_1]
1.99s 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_logistic_saturation_geometric_adstock_composition[x0-0.5-1.0]
1.93s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_delayed_adstock_vectorized[Before]
1.92s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_pdf_adstock[x6-0.8-1-50]
1.92s call     tests/mmm/test_transformers.py::TestTransformersComposition::test_logistic_saturation_geometric_adstock_composition[x1-0.2-19.0]
1.86s call     tests/mmm/test_transformers.py::TestSaturationTransformers::test_inverse_scaled_logistic_saturation_min_max_value
1.83s call     tests/mmm/test_budget_optimizer.py::test_allocate_budget_zero_total[0-budget_bounds0-parameters0-expected_optimal0-2.38e-10]
1.82s call     tests/mmm/test_transformers.py::test_batched_convolution[TensorVariable--1-After]
1.81s call     tests/mmm/test_budget_optimizer.py::test_allocate_budget_custom_minimize_args
1.78s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_good_alpha[x0-0.3-10]
1.78s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_geometric_adstock_good_alpha[x3-0.5-7]
1.72s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_delayed_adstock_vectorized[Overlap]
1.65s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_delayed_adstock_output_type[After]
1.53s call     tests/mmm/test_transformers.py::TestSaturationTransformers::test_tanh_saturation_baselined_range[x2-10-0.001-0.01]
1.48s call     tests/mmm/test_hsgp.py::test_hsgp_class_method_ls_upper_changes_distribution
1.45s call     tests/mmm/test_transformers.py::TestSaturationTransformers::test_hill_sigmoid_sigma_upper_bound[5-2-0.5-1]
1.40s call     tests/mmm/test_transformers.py::TestTransformersComposition::test_logistic_saturation_geometric_adstock_composition[x2-0.6-5.0]
1.40s call     tests/mmm/test_transformers.py::TestsAdstockTransformers::test_weibull_pdf_adstock[x4-0.5-0.8-7]
1.33s call     tests/mmm/test_transformers.py::TestTransformersComposition::test_logistic_saturation_geometric_adstock_composition[x4-0.001-0.01]
================= 198 passed, 4 warnings in 369.72s (0:06:09) ==================

(10 minutes 19 seconds) test (3.12, true, tests/clv)

============================= slowest 50 durations =============================
53.82s call     tests/clv/models/test_beta_geo_beta_binom.py::TestBetaGeoBetaBinomModel::test_expected_purchases[1]
43.18s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModelWithCovariates::test_covariate_model_convergence
26.01s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModel::test_expected_purchases[1]
24.64s call     tests/clv/test_utils.py::TestCustomerLifetimeValue::test_customer_lifetime_value_as_gg_method[fitted_pnbd]
21.99s call     tests/clv/models/test_shifted_beta_geo.py::TestShiftedBetaGeoModel::test_distribution_customer_churn_time
19.85s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModel::test_posterior_distributions[map]
17.95s call     tests/clv/models/test_gamma_gamma.py::TestGammaGammaModel::test_spend[True]
14.71s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModelWithCovariates::test_logp
13.33s call     tests/clv/test_distributions.py::TestBetaGeoBetaBinom::test_logp_matches_lifetimes[batch_shape0]
13.08s call     tests/clv/models/test_beta_geo_beta_binom.py::TestBetaGeoBetaBinomModel::test_expected_probability_alive[6]
13.07s call     tests/clv/models/test_beta_geo_beta_binom.py::TestBetaGeoBetaBinomModel::test_expected_probability_alive[3]
13.06s call     tests/clv/models/test_beta_geo_beta_binom.py::TestBetaGeoBetaBinomModel::test_expected_probability_alive[1]
12.66s call     tests/clv/test_distributions.py::TestBetaGeoBetaBinom::test_logp_matches_lifetimes[batch_shape1]
11.93s call     tests/clv/test_distributions.py::TestContNonContract::test_continuous_non_contractual[value3-0.3-p3-10-logp3]
11.81s call     tests/clv/models/test_beta_geo_beta_binom.py::TestBetaGeoBetaBinomModel::test_expected_purchases[3]
11.77s call     tests/clv/models/test_beta_geo_beta_binom.py::TestBetaGeoBetaBinomModel::test_expected_purchases[6]
11.60s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModelWithCovariates::test_expectation_method
10.70s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModelWithCovariates::test_distribution_method
10.36s call     tests/clv/models/test_shifted_beta_geo.py::TestShiftedBetaGeoModel::test_distribution_new_customer
9.81s call     tests/clv/models/test_shifted_beta_geo.py::TestShiftedBetaGeoModel::test_save_load
9.36s call     tests/clv/test_distributions.py::TestParetoNBD::test_pareto_nbd[value4-0.55-10.58-0.61-beta4-12]
9.28s call     tests/clv/test_distributions.py::TestBetaGeoBetaBinom::test_logp_matches_excel
8.63s call     tests/clv/models/test_basic.py::TestCLVModel::test_fit_demz
8.07s call     tests/clv/test_distributions.py::TestBetaGeoBetaBinom::test_invalid_value_logp
6.53s call     tests/clv/test_distributions.py::TestContNonContract::test_continuous_non_contractual[value0-0.4-0.15-10--8.39147106159807]
6.34s call     tests/clv/models/test_gamma_gamma.py::TestGammaGammaModel::test_spend[False]
5.70s call     tests/clv/test_distributions.py::TestContNonContract::test_continuous_non_contractual[value1-lam1-0.15-10-logp1]
4.99s call     tests/clv/test_distributions.py::TestContNonContract::test_continuous_non_contractual[value2-lam2-0.15-10-logp2]
4.64s call     tests/clv/test_distributions.py::TestContContract::test_continuous_contractual[value3-0.3-p3-10-logp3]
4.19s call     tests/clv/models/test_beta_geo.py::TestBetaGeoModel::test_numerically_stable_logp[0-0--0.59947382]
3.89s call     tests/clv/models/test_beta_geo.py::TestBetaGeoModel::test_distribution_new_customer
3.89s call     tests/clv/test_distributions.py::TestParetoNBD::test_pareto_nbd[value1-r1-10.58-0.61-11.67-12]
2.74s call     tests/clv/test_distributions.py::TestParetoNBD::test_pareto_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]
2.33s call     tests/clv/test_distributions.py::TestContContract::test_continuous_contractual[value1-lam1-0.15-10-logp1]
2.12s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModel::test_posterior_distributions[mcmc]
2.09s 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
1.76s call     tests/clv/test_distributions.py::TestParetoNBD::test_pareto_nbd[value2-r2-10.58-s2-11.67-12]
1.60s 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]
1.60s call     tests/clv/test_distributions.py::TestContContract::test_continuous_contractual[value0-0.3-0.15-10--10.45705972]
1.56s 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]
1.50s call     tests/clv/test_utils.py::TestCustomerLifetimeValue::test_clv_after_thinning[fitted_pnbd]
1.45s call     tests/clv/models/test_gamma_gamma.py::TestGammaGammaModelIndividual::test_save_load
1.27s call     tests/clv/test_plotting.py::test_plot_expected_purchases_ppc[posterior-20-50-subplot1]
1.16s call     tests/clv/models/test_beta_geo.py::TestBetaGeoModel::test_numerically_stable_logp[200-38-100.7957]
1.10s setup    tests/clv/test_plotting.py::test_plot_expected_purchases_ppc_exceptions
1.00s call     tests/clv/models/test_pareto_nbd.py::TestParetoNBDModel::test_expected_probability_alive
0.92s call     tests/clv/test_distributions.py::TestBetaGeoBetaBinom::test_beta_geo_beta_binom_sample_prior[alpha_size1-None-None-None-None-expected_size1]
0.91s call     tests/clv/test_distributions.py::TestBetaGeoBetaBinom::test_beta_geo_beta_binom_sample_prior[None-beta_size2-None-None-beta_geo_beta_binom_size2-expected_size2]
=========== 222 passed, 10 skipped, 11 warnings in 495.74s (0:08:15) ===========

(5 minutes 45 seconds) test (3.12, true, --ignore tests/mmm --ignore tests/clv)

============================= slowest 50 durations =============================
91.16s call     tests/test_mlflow.py::test_autolog_mmm
18.75s call     tests/test_mlflow.py::test_file_system_uri_supported
14.73s call     tests/test_model_builder.py::test_second_fit
14.23s call     tests/test_mlflow.py::test_autolog_pymc_model[nutpie]
12.01s call     tests/test_model_builder.py::test_fit_random_seed_reproducibility[rng]
11.14s setup    tests/test_model_builder.py::test_save_input_params
10.12s call     tests/test_model_builder.py::test_empty_sampler_config_fit
9.07s call     tests/test_model_builder.py::test_fit_random_seed_reproducibility[int]
8.70s call     tests/test_model_builder.py::test_fit_sampler_config_seed_reproducibility
8.26s call     tests/test_model_builder.py::test_fit_no_t
6.54s call     tests/test_model_builder.py::test_fit_after_prior_keeps_prior
5.37s call     tests/test_mlflow.py::test_log_data_no_data
4.67s call     tests/test_mlflow.py::test_autolog_pymc_model[blackjax]
4.64s call     tests/test_mlflow.py::test_autolog_pymc_model[numpyro]
2.79s call     tests/test_mlflow.py::test_autolog_pymc_model[pymc]
1.79s call     tests/test_model_builder.py::test_save_load
0.83s call     tests/test_plot.py::test_plot_curve
0.80s call     tests/test_model_builder.py::test_sample_xxx_predictive_keeps_second[prior_predictive]
0.71s call     tests/test_prior.py::test_custom_transform_comes_first
0.70s setup    tests/test_mlflow.py::test_multi_likelihood_type
0.66s call     tests/test_prior.py::test_custom_transform
0.39s call     tests/test_plot.py::test_plot_curve_custom_colors
0.39s call     tests/test_plot.py::test_plot_curve_custom_sel_to_string
0.36s call     tests/test_plot.py::test_plot_functions[legend-different_axes-plot_samples]
0.36s call     tests/test_plot.py::test_plot_functions[no_legend-different_axes-plot_samples]
0.21s call     tests/test_plot.py::test_plot_curve_supply_axes_same_axes
0.21s call     tests/test_plot.py::test_plot_functions[legend-same_axes-plot_samples]
0.18s call     tests/test_model_builder.py::test_incorrect_set_idata_attrs_override
0.18s call     tests/test_model_builder.py::test_insufficient_attrs
0.17s call     tests/test_plot.py::test_plot_functions[no_legend-same_axes-plot_samples]
0.17s 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/test_model_builder.py::test_fit_sampler_config_with_rng_fails
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]
0.09s call     tests/test_plot.py::test_plot_functions[no_legend-different_axes-plot_hdi]
0.09s call     tests/test_model_builder.py::test_predict
0.09s call     tests/test_model_builder.py::test_sample_posterior_predictive[True]
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
0.06s call     tests/test_prior.py::test_sample_prior
0.06s call     tests/test_mlflow.py::test_log_model_graph_no_graphviz[render_error]
0.05s call     tests/test_mlflow.py::test_multi_likelihood_type
0.05s call     tests/test_plot.py::test_plot_functions[legend-same_axes-plot_hdi]
0.04s call     tests/test_plot.py::test_plot_functions[no_legend-same_axes-plot_hdi]
0.04s call     tests/test_prior.py::test_to_graph
0.03s call     tests/test_mlflow.py::test_log_model_graph_no_graphviz[no_graphviz]
0.02s setup    tests/test_mlflow.py::test_file_system_uri_supported
================= 149 passed, 24 warnings in 236.00s (0:03:56) =================

You can find more information on how to contribute here.

Automatically generated by GitHub Action
Latest run date: 2024-12-24

[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