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@pre-commit-ci pre-commit-ci Bot commented Jun 1, 2026

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@pre-commit-ci pre-commit-ci Bot requested a review from VincentAuriau as a code owner June 1, 2026 17:42
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Coverage

Coverage Report for Python 3.9
FileStmtsMissCoverMissing
choice_learn
   __init__.py20100% 
   tf_ops.py64198%286
choice_learn/basket_models
   __init__.py40100% 
   alea_carta.py155398%111, 136, 326
   base_basket_model.py2482988%115–116, 127, 145, 189, 259, 381, 489, 589–591, 680, 785, 793, 803, 851, 854–864, 925–928, 967–968
   basic_attention_model.py89496%424, 427, 433, 440
   self_attention_model.py133993%71, 73, 75, 450–454, 651
   shopper.py184995%130, 159, 325, 345, 360, 363, 377, 489, 618
choice_learn/basket_models/data
   __init__.py20100% 
   basket_dataset.py1956268%74–77, 223–231, 299–301, 411, 544–580, 608–648, 671, 678–683, 753–764, 812
   preprocessing.py947817%43–45, 128–364
choice_learn/basket_models/datasets
   __init__.py30100% 
   badminton.py81693%62, 194–199, 247
   bakery.py38392%47, 51, 61
choice_learn/basket_models/utils
   __init__.py00100% 
   permutation.py22195%37
choice_learn/data
   __init__.py30100% 
   choice_dataset.py6493395%198, 250, 283, 421, 463–464, 589, 724, 738, 840, 842, 937, 957–961, 1140, 1159–1161, 1179–1181, 1209, 1214, 1223, 1240, 1281, 1293, 1307, 1346, 1361, 1366, 1395, 1408, 1443–1444
   indexer.py2412390%20, 31, 45, 60–67, 202–204, 219–230, 265, 291, 582
   storage.py161696%22, 33, 51, 56, 61, 71
   store.py72720%3–275
choice_learn/datasets
   __init__.py40100% 
   base.py400599%42–43, 153–154, 714
   expedia.py1028319%37–301
   tafeng.py490100% 
choice_learn/datasets/data
   __init__.py00100% 
choice_learn/models
   __init__.py14286%15–16
   base_model.py3353490%145, 187, 289, 297, 303, 312, 352, 356–357, 362, 391, 395–396, 413, 426, 434, 475–476, 485–486, 587, 589, 605, 609, 734–735, 935, 939–953
   baseline_models.py490100% 
   conditional_logit.py2692690%49, 52, 54, 85, 88, 91–95, 98–102, 136, 206, 212–216, 351, 388, 445, 520–526, 651, 685, 822, 826
   halo_mnl.py124298%186, 374
   latent_class_base_model.py2863986%55–61, 273–279, 288, 325–330, 497–500, 605, 624, 665–701, 715, 720, 751–752, 774–775, 869–870, 974
   latent_class_mnl.py62690%257–261, 296
   learning_mnl.py67396%157, 182, 188
   nested_logit.py2911296%55, 77, 160, 269, 351, 484, 530, 600, 679, 848, 900, 904
   reslogit.py132795%122, 285, 360, 369, 374, 382, 432
   rumnet.py236399%748–751, 982
   simple_mnl.py139696%167, 275, 347, 355, 357, 359
   tastenet.py94397%142, 180, 188
choice_learn/toolbox
   __init__.py00100% 
   assortment_optimizer.py27678%28–30, 93–95, 160–162
   gurobi_opt.py2362360%3–675
   or_tools_opt.py2301195%103, 107, 296–305, 315, 319, 607, 611
choice_learn/utils
   metrics.py1167337%71–105, 115, 149–173, 183, 217–240, 250, 285–309, 319
TOTAL570289684% 

Tests Skipped Failures Errors Time
228 0 💤 0 ❌ 0 🔥 7m 7s ⏱️

@github-actions

github-actions Bot commented Jun 1, 2026

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Coverage

Coverage Report for Python 3.11
FileStmtsMissCoverMissing
choice_learn
   __init__.py20100% 
   tf_ops.py64198%286
choice_learn/basket_models
   __init__.py40100% 
   alea_carta.py155398%111, 136, 326
   base_basket_model.py2482988%115–116, 127, 145, 189, 259, 381, 489, 589–591, 680, 785, 793, 803, 851, 854–864, 925–928, 967–968
   basic_attention_model.py89496%424, 427, 433, 440
   self_attention_model.py133993%71, 73, 75, 450–454, 651
   shopper.py184995%130, 159, 325, 345, 360, 363, 377, 489, 618
choice_learn/basket_models/data
   __init__.py20100% 
   basket_dataset.py1956268%74–77, 223–231, 299–301, 411, 544–580, 608–648, 671, 678–683, 753–764, 812
   preprocessing.py947817%43–45, 128–364
choice_learn/basket_models/datasets
   __init__.py30100% 
   badminton.py81693%62, 194–199, 247
   bakery.py38392%47, 51, 61
choice_learn/basket_models/utils
   __init__.py00100% 
   permutation.py22195%37
choice_learn/data
   __init__.py30100% 
   choice_dataset.py6493395%198, 250, 283, 421, 463–464, 589, 724, 738, 840, 842, 937, 957–961, 1140, 1159–1161, 1179–1181, 1209, 1214, 1223, 1240, 1281, 1293, 1307, 1346, 1361, 1366, 1395, 1408, 1443–1444
   indexer.py2412390%20, 31, 45, 60–67, 202–204, 219–230, 265, 291, 582
   storage.py161696%22, 33, 51, 56, 61, 71
   store.py72720%3–275
choice_learn/datasets
   __init__.py40100% 
   base.py400599%42–43, 153–154, 714
   expedia.py1028319%37–301
   tafeng.py490100% 
choice_learn/datasets/data
   __init__.py00100% 
choice_learn/models
   __init__.py14286%15–16
   base_model.py3353689%145, 187, 289, 297, 303, 312, 352, 356–357, 362, 391, 395–396, 413, 426, 434, 475–476, 485–486, 587, 589, 605, 609, 611, 734–735, 908, 935, 939–953
   baseline_models.py490100% 
   conditional_logit.py2692690%49, 52, 54, 85, 88, 91–95, 98–102, 136, 206, 212–216, 351, 388, 445, 520–526, 651, 685, 822, 826
   halo_mnl.py124298%186, 374
   latent_class_base_model.py2863986%55–61, 273–279, 288, 325–330, 497–500, 605, 624, 665–701, 715, 720, 751–752, 774–775, 869–870, 974
   latent_class_mnl.py62690%257–261, 296
   learning_mnl.py67396%157, 182, 188
   nested_logit.py2911296%55, 77, 160, 269, 351, 484, 530, 600, 679, 848, 900, 904
   reslogit.py132695%285, 360, 369, 374, 382, 432
   rumnet.py236399%748–751, 982
   simple_mnl.py139696%167, 275, 347, 355, 357, 359
   tastenet.py94397%142, 180, 188
choice_learn/toolbox
   __init__.py00100% 
   assortment_optimizer.py27678%28–30, 93–95, 160–162
   gurobi_opt.py2382380%3–675
   or_tools_opt.py2301195%103, 107, 296–305, 315, 319, 607, 611
choice_learn/utils
   metrics.py116794%73, 151–153, 219–221, 287–289
TOTAL570483385% 

Tests Skipped Failures Errors Time
228 0 💤 0 ❌ 0 🔥 6m 15s ⏱️

@github-actions

github-actions Bot commented Jun 1, 2026

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Coverage

Coverage Report for Python 3.10
FileStmtsMissCoverMissing
choice_learn
   __init__.py20100% 
   tf_ops.py64198%286
choice_learn/basket_models
   __init__.py40100% 
   alea_carta.py155398%111, 136, 326
   base_basket_model.py2482988%115–116, 127, 145, 189, 259, 381, 489, 589–591, 680, 785, 793, 803, 851, 854–864, 925–928, 967–968
   basic_attention_model.py89496%424, 427, 433, 440
   self_attention_model.py133993%71, 73, 75, 450–454, 651
   shopper.py184995%130, 159, 325, 345, 360, 363, 377, 489, 618
choice_learn/basket_models/data
   __init__.py20100% 
   basket_dataset.py1956268%74–77, 223–231, 299–301, 411, 544–580, 608–648, 671, 678–683, 753–764, 812
   preprocessing.py947817%43–45, 128–364
choice_learn/basket_models/datasets
   __init__.py30100% 
   badminton.py81693%62, 194–199, 247
   bakery.py38392%47, 51, 61
choice_learn/basket_models/utils
   __init__.py00100% 
   permutation.py22195%37
choice_learn/data
   __init__.py30100% 
   choice_dataset.py6493395%198, 250, 283, 421, 463–464, 589, 724, 738, 840, 842, 937, 957–961, 1140, 1159–1161, 1179–1181, 1209, 1214, 1223, 1240, 1281, 1293, 1307, 1346, 1361, 1366, 1395, 1408, 1443–1444
   indexer.py2412390%20, 31, 45, 60–67, 202–204, 219–230, 265, 291, 582
   storage.py161696%22, 33, 51, 56, 61, 71
   store.py72720%3–275
choice_learn/datasets
   __init__.py40100% 
   base.py400599%42–43, 153–154, 714
   expedia.py1028319%37–301
   tafeng.py490100% 
choice_learn/datasets/data
   __init__.py00100% 
choice_learn/models
   __init__.py14286%15–16
   base_model.py3353689%145, 187, 289, 297, 303, 312, 352, 356–357, 362, 391, 395–396, 413, 426, 434, 475–476, 485–486, 587, 589, 605, 609, 611, 734–735, 908, 935, 939–953
   baseline_models.py490100% 
   conditional_logit.py2692690%49, 52, 54, 85, 88, 91–95, 98–102, 136, 206, 212–216, 351, 388, 445, 520–526, 651, 685, 822, 826
   halo_mnl.py124298%186, 374
   latent_class_base_model.py2863986%55–61, 273–279, 288, 325–330, 497–500, 605, 624, 665–701, 715, 720, 751–752, 774–775, 869–870, 974
   latent_class_mnl.py62690%257–261, 296
   learning_mnl.py67396%157, 182, 188
   nested_logit.py2911296%55, 77, 160, 269, 351, 484, 530, 600, 679, 848, 900, 904
   reslogit.py132695%285, 360, 369, 374, 382, 432
   rumnet.py236399%748–751, 982
   simple_mnl.py139696%167, 275, 347, 355, 357, 359
   tastenet.py94397%142, 180, 188
choice_learn/toolbox
   __init__.py00100% 
   assortment_optimizer.py27678%28–30, 93–95, 160–162
   gurobi_opt.py2382380%3–675
   or_tools_opt.py2301195%103, 107, 296–305, 315, 319, 607, 611
choice_learn/utils
   metrics.py116794%73, 151–153, 219–221, 287–289
TOTAL570483385% 

Tests Skipped Failures Errors Time
228 0 💤 0 ❌ 0 🔥 5m 28s ⏱️

@github-actions

github-actions Bot commented Jun 1, 2026

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Contributor

Coverage

Coverage Report for Python 3.12
FileStmtsMissCoverMissing
choice_learn
   __init__.py20100% 
   tf_ops.py64198%286
choice_learn/basket_models
   __init__.py40100% 
   alea_carta.py155398%111, 136, 326
   base_basket_model.py2482988%115–116, 127, 145, 189, 259, 381, 489, 589–591, 680, 785, 793, 803, 851, 854–864, 925–928, 967–968
   basic_attention_model.py89496%424, 427, 433, 440
   self_attention_model.py133993%71, 73, 75, 450–454, 651
   shopper.py184995%130, 159, 325, 345, 360, 363, 377, 489, 618
choice_learn/basket_models/data
   __init__.py20100% 
   basket_dataset.py1956268%74–77, 223–231, 299–301, 411, 544–580, 608–648, 671, 678–683, 753–764, 812
   preprocessing.py947817%43–45, 128–364
choice_learn/basket_models/datasets
   __init__.py30100% 
   badminton.py81693%62, 194–199, 247
   bakery.py38392%47, 53, 61
choice_learn/basket_models/utils
   __init__.py00100% 
   permutation.py22195%37
choice_learn/data
   __init__.py30100% 
   choice_dataset.py6493395%198, 250, 283, 421, 463–464, 589, 724, 738, 840, 842, 937, 957–961, 1140, 1159–1161, 1179–1181, 1209, 1214, 1223, 1240, 1281, 1293, 1307, 1346, 1361, 1366, 1395, 1408, 1443–1444
   indexer.py2412390%20, 31, 45, 60–67, 202–204, 219–230, 265, 291, 582
   storage.py161696%22, 33, 51, 56, 61, 71
   store.py72720%3–275
choice_learn/datasets
   __init__.py40100% 
   base.py400599%42–43, 153–154, 714
   expedia.py1028319%37–301
   tafeng.py490100% 
choice_learn/datasets/data
   __init__.py00100% 
choice_learn/models
   __init__.py14286%15–16
   base_model.py3353689%145, 187, 289, 297, 303, 312, 352, 356–357, 362, 391, 395–396, 413, 426, 434, 475–476, 485–486, 587, 589, 605, 609, 611, 734–735, 908, 935, 939–953
   baseline_models.py490100% 
   conditional_logit.py2692690%49, 52, 54, 85, 88, 91–95, 98–102, 136, 206, 212–216, 351, 388, 445, 520–526, 651, 685, 822, 826
   halo_mnl.py124298%186, 374
   latent_class_base_model.py2863986%55–61, 273–279, 288, 325–330, 497–500, 605, 624, 665–701, 715, 720, 751–752, 774–775, 869–870, 974
   latent_class_mnl.py62690%257–261, 296
   learning_mnl.py67396%157, 182, 188
   nested_logit.py2911296%55, 77, 160, 269, 351, 484, 530, 600, 679, 848, 900, 904
   reslogit.py132695%285, 360, 369, 374, 382, 432
   rumnet.py236399%748–751, 982
   simple_mnl.py139696%167, 275, 347, 355, 357, 359
   tastenet.py94397%142, 180, 188
choice_learn/toolbox
   __init__.py00100% 
   assortment_optimizer.py27678%28–30, 93–95, 160–162
   gurobi_opt.py2382380%3–675
   or_tools_opt.py2301195%103, 107, 296–305, 315, 319, 607, 611
choice_learn/utils
   metrics.py116794%73, 151–153, 219–221, 287–289
TOTAL570483385% 

Tests Skipped Failures Errors Time
228 0 💤 0 ❌ 0 🔥 6m 17s ⏱️

updates:
- [github.com/astral-sh/ruff-pre-commit: v0.15.14 → v0.15.16](astral-sh/ruff-pre-commit@v0.15.14...v0.15.16)
@pre-commit-ci pre-commit-ci Bot force-pushed the pre-commit-ci-update-config branch from 3522778 to 7328d59 Compare June 8, 2026 17:30
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