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| ), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.5, 'max_depth': 7, 'min_child_weight': 12.693991211112609, 'subsample': 0.9487633561935395, 'colsample_bylevel': 0.09369483441176749, 'colsample_bytree': 0.07057168621876451, 'reg_alpha': 0.7505014124392224, 'reg_lambda': 0.12635611014433654, 'scale_pos_weight': 1}. This trial completed. | |
| Trial _Trainable_e0b9b48e reported average_test_score=0.62 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.02, 'max_depth': 3, 'min_child_weight': 0.0014680645512645286, 'subsample': 0.44074320747016815, 'colsample_bylevel': 0.22346701325443946, 'colsample_bytree': 0.035789851232928556, 'reg_alpha': 0.04110089638509972, 'reg_lambda': 1.3797648223983983, 'scale_pos_weight': 1}. This trial completed. | |
| Trial _Trainable_e119680c reported average_test_score=0.62 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.02, 'max_depth': 2, 'min_child_weight': 1.7811822492076306, 'subsample': 0.10703537952546069, 'colsample_bylevel': 0.8035409386544073, 'colsample_bytree': 0.2638798799556619, 'reg_alpha': 0.8543457525842085, 'reg_lambda': 2.2013411126235343, 'scale_pos_weight': 26}. This trial completed. | |
| == Status == | |
| Memory usage on this node: 4.5/15.1 GiB | |
| Using AsyncHyperBand: num_stopped=0 | |
| Bracket: Iter 1.000: 0.6302443558629316 | |
| Resources requested: 39.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects | |
| Current best trial: d88736ec with average_test_score=0.6329248078567055 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.1, 'max_depth': 4, 'min_child_weight': 0.004335971102723749, 'subsample': 0.3488906390627007, 'colsample_bylevel': 0.10595306880166734, 'colsample_bytree': 0.7212760760440933, 'reg_alpha': 0.011259425085595107, 'reg_lambda': 0.0383729964582621, 'scale_pos_weight': 26} | |
| Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_18-42-25 | |
| Number of trials: 56/100 (1 PENDING, 39 RUNNING, 16 TERMINATED) | |
| Trial _Trainable_e05a97a6 reported average_test_score=0.62 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.5, 'max_depth': 4, 'min_child_weight': 22.516096002815186, 'subsample': 0.22096024830099134, 'colsample_bylevel': 0.017393548809605384, 'colsample_bytree': 0.21103776697127305, 'reg_alpha': 0.052556494068065215, 'reg_lambda': 0.5409715586122187, 'scale_pos_weight': 26}. This trial completed. | |
| Trial _Trainable_d6de6946 reported average_test_score=0.62 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.1, 'max_depth': 7, 'min_child_weight': 3.155046697540109, 'subsample': 0.7982721709589262, 'colsample_bylevel': 0.12209939579121393, 'colsample_bytree': 0.7515589416992723, 'reg_alpha': 1.370663688177382, 'reg_lambda': 0.005948226747821622, 'scale_pos_weight': 50}. This trial completed. | |
| == Status == | |
| Memory usage on this node: 4.9/15.1 GiB | |
| Using AsyncHyperBand: num_stopped=0 | |
| Bracket: Iter 1.000: 0.6295912849874356 | |
| Resources requested: 39.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects | |
| Current best trial: d88736ec with average_test_score=0.6329248078567055 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.1, 'max_depth': 4, 'min_child_weight': 0.004335971102723749, 'subsample': 0.3488906390627007, 'colsample_bylevel': 0.10595306880166734, 'colsample_bytree': 0.7212760760440933, 'reg_alpha': 0.011259425085595107, 'reg_lambda': 0.0383729964582621, 'scale_pos_weight': 26} | |
| Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_18-42-25 | |
| Number of trials: 58/100 (1 PENDING, 39 RUNNING, 18 TERMINATED) | |
| Trial _Trainable_d7f94602 reported average_test_score=0.63 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.1, 'max_depth': 2, 'min_child_weight': 0.0012062757510226108, 'subsample': 0.7314180593564911, 'colsample_bylevel': 0.8150394991058999, 'colsample_bytree': 0.6935642066182124, 'reg_alpha': 0.34932509599108447, 'reg_lambda': 0.0031781012612811235, 'scale_pos_weight': 26}. This trial completed. | |
| Trial _Trainable_d7ba349e reported average_test_score=0.63 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.5, 'max_depth': 9, 'min_child_weight': 77.18226991623162, 'subsample': 0.8915780262006217, 'colsample_bylevel': 0.9238898641343023, 'colsample_bytree': 0.1201051763786754, 'reg_alpha': 1.03322115884299, 'reg_lambda': 4.976199359897375, 'scale_pos_weight': 1}. This trial completed. | |
| Trial _Trainable_de5b44c8 reported average_test_score=0.62 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.5, 'max_depth': 3, 'min_child_weight': 34.05795297967111, 'subsample': 0.44744264984336646, 'colsample_bylevel': 0.5894723059694745, 'colsample_bytree': 0.3816478997784906, 'reg_alpha': 0.044673819588820475, 'reg_lambda': 1.8662228899079916, 'scale_pos_weight': 50}. This trial completed. | |
| == Status == | |
| Memory usage on this node: 4.9/15.1 GiB | |
| Using AsyncHyperBand: num_stopped=0 | |
| Bracket: Iter 1.000: 0.6302391089950552 | |
| Resources requested: 39.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects | |
| Current best trial: d88736ec with average_test_score=0.6329248078567055 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.1, 'max_depth': 4, 'min_child_weight': 0.004335971102723749, 'subsample': 0.3488906390627007, 'colsample_bylevel': 0.10595306880166734, 'colsample_bytree': 0.7212760760440933, 'reg_alpha': 0.011259425085595107, 'reg_lambda': 0.0383729964582621, 'scale_pos_weight': 26} | |
| Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_18-42-25 | |
| Number of trials: 60/100 (39 RUNNING, 21 TERMINATED) | |
| Trial _Trainable_dd3e710a reported average_test_score=0.63 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.02, 'max_depth': 4, 'min_child_weight': 0.00945228247142984, 'subsample': 0.4462681366939544, 'colsample_bylevel': 0.1878885825140536, 'colsample_bytree': 0.6221776869526618, 'reg_alpha': 0.0754807543237874, 'reg_lambda': 0.270491574466519, 'scale_pos_weight': 26}. This trial completed. | |
| Trial _Trainable_dfec10a6 reported average_test_score=0.60 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.5, 'max_depth': 9, 'min_child_weight': 8.748943983618997, 'subsample': 0.7849150436229368, 'colsample_bylevel': 0.13652028969299085, 'colsample_bytree': 0.3859369434157746, 'reg_alpha': 6.03546553275696, 'reg_lambda': 0.015988959796125326, 'scale_pos_weight': 26}. This trial completed. | |
| Trial _Trainable_e7bc064c reported average_test_score=0.63 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.5, 'max_depth': 2, 'min_child_weight': 0.014566316375295735, 'subsample': 0.3203529572524636, 'colsample_bylevel': 0.6846986672911961, 'colsample_bytree': 0.3272645069624958, 'reg_alpha': 9.992534705669714, 'reg_lambda': 0.008657566359518266, 'scale_pos_weight': 1}. This trial completed. | |
| == Status == | |
| Memory usage on this node: 4.9/15.1 GiB | |
| Using AsyncHyperBand: num_stopped=0 | |
| Bracket: Iter 1.000: 0.6302443558629316 | |
| Resources requested: 39.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects | |
| Current best trial: e7bc064c with average_test_score=0.6332693586336026 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.5, 'max_depth': 2, 'min_child_weight': 0.014566316375295735, 'subsample': 0.3203529572524636, 'colsample_bylevel': 0.6846986672911961, 'colsample_bytree': 0.3272645069624958, 'reg_alpha': 9.992534705669714, 'reg_lambda': 0.008657566359518266, 'scale_pos_weight': 1} | |
| Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_18-42-25 | |
| Number of trials: 63/100 (39 RUNNING, 24 TERMINATED) | |
| Trial _Trainable_deba2a2e reported average_test_score=0.63 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.02, 'max_depth': 3, 'min_child_weight': 0.007423382254970079, 'subsample': 0.4801024444679496, 'colsample_bylevel': 0.5981260450682155, 'colsample_bytree': 0.4204697997934921, 'reg_alpha': 1.348961916681598, 'reg_lambda': 0.009146626582287888, 'scale_pos_weight': 26}. This trial completed. | |
| Trial _Trainable_ddfc6f70 reported average_test_score=0.62 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.02, 'max_depth': 2, 'min_child_weight': 0.0031365076739265176, 'subsample': 0.9169294754592517, 'colsample_bylevel': 0.9929841269041333, 'colsample_bytree': 0.695815091240871, 'reg_alpha': 0.001486939265327412, 'reg_lambda': 0.9176318373387534, 'scale_pos_weight': 26}. This trial completed. | |
| Trial _Trainable_d6507082 reported average_test_score=0.63 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.1, 'max_depth': 2, 'min_child_weight': 0.05063434391573769, 'subsample': 0.5359917299609022, 'colsample_bylevel': 0.8629355112067278, 'colsample_bytree': 0.9853086380184454, 'reg_alpha': 0.08906166466667391, 'reg_lambda': 0.028023744417459823, 'scale_pos_weight': 26}. This trial completed. | |
| == Status == | |
| Memory usage on this node: 4.7/15.1 GiB | |
| Using AsyncHyperBand: num_stopped=0 | |
| Bracket: Iter 1.000: 0.630249602730808 | |
| Resources requested: 38.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects | |
| Current best trial: e7bc064c with average_test_score=0.6332693586336026 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.5, 'max_depth': 2, 'min_child_weight': 0.014566316375295735, 'subsample': 0.3203529572524636, 'colsample_bylevel': 0.6846986672911961, 'colsample_bytree': 0.3272645069624958, 'reg_alpha': 9.992534705669714, 'reg_lambda': 0.008657566359518266, 'scale_pos_weight': 1} | |
| Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_18-42-25 | |
| Number of trials: 66/100 (1 PENDING, 38 RUNNING, 27 TERMINATED) | |
| Trial _Trainable_db7c013e reported average_test_score=0.62 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.5, 'max_depth': 3, 'min_child_weight': 125.60156169696577, 'subsample': 0.4097060663223754, 'colsample_bylevel': 0.6590274748760663, 'colsample_bytree': 0.6679776161347324, 'reg_alpha': 0.1919848741111929, 'reg_lambda': 0.9106229458323913, 'scale_pos_weight': 50}. This trial completed. | |
| Trial _Trainable_e179a44c reported average_test_score=0.62 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.02, 'max_depth': 3, 'min_child_weight': 0.001531685857991338, 'subsample': 0.6290986373850386, 'colsample_bylevel': 0.31857985331308725, 'colsample_bytree': 0.8548136347513919, 'reg_alpha': 0.2888305227603644, 'reg_lambda': 0.07818657859497022, 'scale_pos_weight': 50}. This trial completed. | |
| Trial _Trainable_e1d9b8aa reported average_test_score=0.63 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.02, 'max_depth': 6, 'min_child_weight': 0.010670295363374055, 'subsample': 0.7855856652899027, 'colsample_bylevel': 0.10542367806844073, 'colsample_bytree': 0.8597269930418414, 'reg_alpha': 0.20885629342000933, 'reg_lambda': 8.27200976364747, 'scale_pos_weight': 26}. This trial completed. | |
| Trial _Trainable_e3bdd32c reported average_test_score=0.63 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.5, 'max_depth': 5, 'min_child_weight': 0.3403522581198767, 'subsample': 0.9261453071662771, 'colsample_bylevel': 0.20504947310764, 'colsample_bytree': 0.6071696077378502, 'reg_alpha': 3.1152815711746253, 'reg_lambda': 0.029247493647481908, 'scale_pos_weight': 1}. This trial completed. | |
| == Status == | |
| Memory usage on this node: 4.9/15.1 GiB | |
| Using AsyncHyperBand: num_stopped=0 | |
| Bracket: Iter 1.000: 0.630249602730808 | |
| Resources requested: 39.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects | |
| Current best trial: e7bc064c with average_test_score=0.6332693586336026 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.5, 'max_depth': 2, 'min_child_weight': 0.014566316375295735, 'subsample': 0.3203529572524636, 'colsample_bylevel': 0.6846986672911961, 'colsample_bytree': 0.3272645069624958, 'reg_alpha': 9.992534705669714, 'reg_lambda': 0.008657566359518266, 'scale_pos_weight': 1} | |
| Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_18-42-25 | |
| Number of trials: 71/100 (1 PENDING, 39 RUNNING, 31 TERMINATED) | |
| Trial _Trainable_e2dc7c24 reported average_test_score=0.63 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.02, 'max_depth': 6, 'min_child_weight': 0.0024467395353895624, 'subsample': 0.2629158750429884, 'colsample_bylevel': 0.2880377173946469, 'colsample_bytree': 0.34425970712835224, 'reg_alpha': 0.26856351719072663, 'reg_lambda': 0.01327237397636876, 'scale_pos_weight': 50}. This trial completed. | |
| Trial _Trainable_f17a7146 reported average_test_score=0.63 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.5, 'max_depth': 4, 'min_child_weight': 0.0011426431889661728, 'subsample': 0.937775120519572, 'colsample_bylevel': 0.6042544971670897, 'colsample_bytree': 0.11493522394917886, 'reg_alpha': 0.011070643994310998, 'reg_lambda': 0.018252041851199184, 'scale_pos_weight': 1}. This trial completed. | |
| Trial _Trainable_e9d2042c reported average_test_score=0.59 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.5, 'max_depth': 6, 'min_child_weight': 51.006031296558106, 'subsample': 0.23386367930520136, 'colsample_bylevel': 0.048007213788398305, 'colsample_bytree': 0.8437777151027847, 'reg_alpha': 0.05194042663433517, 'reg_lambda': 0.0075384172080795306, 'scale_pos_weight': 26}. This trial completed. | |
| Trial _Trainable_dadd8cfc reported average_test_score=0.62 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.5, 'max_depth': 3, 'min_child_weight': 0.0043307738716959416, 'subsample': 0.5046787399380535, 'colsample_bylevel': 0.9652554165877434, 'colsample_bytree': 0.5002185462022408, 'reg_alpha': 0.0011815819837520374, 'reg_lambda': 0.017726938508814398, 'scale_pos_weight': 50}. This trial completed. | |
| == Status == | |
| Memory usage on this node: 4.6/15.1 GiB | |
| Using AsyncHyperBand: num_stopped=0 | |
| Bracket: Iter 1.000: 0.630249602730808 | |
| Resources requested: 39.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects | |
| Current best trial: e7bc064c with average_test_score=0.6332693586336026 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.5, 'max_depth': 2, 'min_child_weight': 0.014566316375295735, 'subsample': 0.3203529572524636, 'colsample_bylevel': 0.6846986672911961, 'colsample_bytree': 0.3272645069624958, 'reg_alpha': 9.992534705669714, 'reg_lambda': 0.008657566359518266, 'scale_pos_weight': 1} | |
| Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_18-42-25 | |
| Number of trials: 75/100 (1 PENDING, 39 RUNNING, 35 TERMINATED) | |
| Trial _Trainable_f720d09a reported average_test_score=0.63 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.5, 'max_depth': 3, 'min_child_weight': 0.02030192847477995, 'subsample': 0.6683084536567065, 'colsample_bylevel': 0.020780880747819364, 'colsample_bytree': 0.10007054714484058, 'reg_alpha': 0.0011595470132309878, 'reg_lambda': 0.4167595229243238, 'scale_pos_weight': 1}. This trial completed. | |
| Trial _Trainable_f0c1c682 reported average_test_score=0.62 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.5, 'max_depth': 6, 'min_child_weight': 0.05248361117334671, 'subsample': 0.7986574514130579, 'colsample_bylevel': 0.0820873073457592, 'colsample_bytree': 0.39228206557665285, 'reg_alpha': 0.2373005729156098, 'reg_lambda': 0.0038430012234900025, 'scale_pos_weight': 1}. This trial completed. | |
| Trial _Trainable_d8d59f30 reported average_test_score=0.54 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.5, 'max_depth': 7, 'min_child_weight': 1.9206625660420766, 'subsample': 0.12667400400684584, 'colsample_bylevel': 0.4297693003467621, 'colsample_bytree': 0.6654851574366789, 'reg_alpha': 2.2835624613799816, 'reg_lambda': 9.330169772814536, 'scale_pos_weight': 50}. This trial completed. | |
| == Status == | |
| Memory usage on this node: 5.0/15.1 GiB | |
| Using AsyncHyperBand: num_stopped=0 | |
| Bracket: Iter 1.000: 0.6302548495986843 | |
| Resources requested: 39.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects | |
| Current best trial: e7bc064c with average_test_score=0.6332693586336026 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.5, 'max_depth': 2, 'min_child_weight': 0.014566316375295735, 'subsample': 0.3203529572524636, 'colsample_bylevel': 0.6846986672911961, 'colsample_bytree': 0.3272645069624958, 'reg_alpha': 9.992534705669714, 'reg_lambda': 0.008657566359518266, 'scale_pos_weight': 1} | |
| Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_18-42-25 | |
| Number of trials: 77/100 (39 RUNNING, 38 TERMINATED) | |
| Trial _Trainable_f310af66 reported average_test_score=0.63 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.1, 'max_depth': 2, 'min_child_weight': 7.4938180631128395, 'subsample': 0.20121392473853755, 'colsample_bylevel': 0.7907850040647336, 'colsample_bytree': 0.666416549465392, 'reg_alpha': 0.2010013081087169, 'reg_lambda': 0.0021013822259203555, 'scale_pos_weight': 26}. This trial completed. | |
| == Status == | |
| Memory usage on this node: 5.0/15.1 GiB | |
| Using AsyncHyperBand: num_stopped=0 | |
| Bracket: Iter 1.000: 0.6303527121417984 | |
| Resources requested: 39.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects | |
| Current best trial: e7bc064c with average_test_score=0.6332693586336026 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.5, 'max_depth': 2, 'min_child_weight': 0.014566316375295735, 'subsample': 0.3203529572524636, 'colsample_bylevel': 0.6846986672911961, 'colsample_bytree': 0.3272645069624958, 'reg_alpha': 9.992534705669714, 'reg_lambda': 0.008657566359518266, 'scale_pos_weight': 1} | |
| Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_18-42-25 | |
| Number of trials: 79/100 (1 PENDING, 39 RUNNING, 39 TERMINATED) | |
| Trial _Trainable_e24ac28e reported average_test_score=0.56 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.5, 'max_depth': 7, 'min_child_weight': 0.001676996582567666, 'subsample': 0.29782888918107076, 'colsample_bylevel': 0.15066701561823181, 'colsample_bytree': 0.893435798883475, 'reg_alpha': 0.0015616373191268062, 'reg_lambda': 0.04059006394783446, 'scale_pos_weight': 26}. This trial completed. | |
| Trial _Trainable_fb498f90 reported average_test_score=0.62 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.1, 'max_depth': 1, 'min_child_weight': 19.729804075429428, 'subsample': 0.636083868185117, 'colsample_bylevel': 0.7616551884240658, 'colsample_bytree': 0.6889377344086172, 'reg_alpha': 0.015801153418199352, 'reg_lambda': 5.525823080337949, 'scale_pos_weight': 50}. This trial completed. | |
| == Status == | |
| Memory usage on this node: 4.7/15.1 GiB | |
| Using AsyncHyperBand: num_stopped=0 | |
| Bracket: Iter 1.000: 0.6302600964665607 | |
| Resources requested: 39.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects | |
| Current best trial: e7bc064c with average_test_score=0.6332693586336026 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.5, 'max_depth': 2, 'min_child_weight': 0.014566316375295735, 'subsample': 0.3203529572524636, 'colsample_bylevel': 0.6846986672911961, 'colsample_bytree': 0.3272645069624958, 'reg_alpha': 9.992534705669714, 'reg_lambda': 0.008657566359518266, 'scale_pos_weight': 1} | |
| Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_18-42-25 | |
| Number of trials: 81/100 (1 PENDING, 39 RUNNING, 41 TERMINATED) | |
| Trial _Trainable_fc1888ae reported average_test_score=0.62 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.02, 'max_depth': 9, 'min_child_weight': 104.47802367794277, 'subsample': 0.6080223636295535, 'colsample_bylevel': 0.8605269359379337, 'colsample_bytree': 0.02808332329219721, 'reg_alpha': 0.2585264056575337, 'reg_lambda': 0.01716520831008635, 'scale_pos_weight': 26}. This trial completed. | |
| Trial _Trainable_0a3e45b8 reported average_test_score=0.62 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.5, 'max_depth': 1, 'min_child_weight': 0.24305852916335413, 'subsample': 0.13163756662609669, 'colsample_bylevel': 0.3169718795720093, 'colsample_bytree': 0.020742117095928395, 'reg_alpha': 7.872150329106094, 'reg_lambda': 0.005903923630542531, 'scale_pos_weight': 50}. This trial completed. | |
| == Status == | |
| Memory usage on this node: 5.0/15.1 GiB | |
| Using AsyncHyperBand: num_stopped=0 | |
| Bracket: Iter 1.000: 0.630249602730808 | |
| Resources requested: 39.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects | |
| Current best trial: e7bc064c with average_test_score=0.6332693586336026 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.5, 'max_depth': 2, 'min_child_weight': 0.014566316375295735, 'subsample': 0.3203529572524636, 'colsample_bylevel': 0.6846986672911961, 'colsample_bytree': 0.3272645069624958, 'reg_alpha': 9.992534705669714, 'reg_lambda': 0.008657566359518266, 'scale_pos_weight': 1} | |
| Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_18-42-25 | |
| Number of trials: 83/100 (1 PENDING, 39 RUNNING, 43 TERMINATED) | |
| Trial _Trainable_01d954e4 reported average_test_score=0.63 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.5, 'max_depth': 3, 'min_child_weight': 0.24491793359798344, 'subsample': 0.9985268012971655, 'colsample_bylevel': 0.10796516932585716, 'colsample_bytree': 0.8176095223072077, 'reg_alpha': 0.40392607940547026, 'reg_lambda': 0.03462069471228566, 'scale_pos_weight': 26}. This trial completed. | |
| Trial _Trainable_0a680a06 reported average_test_score=0.61 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.02, 'max_depth': 1, 'min_child_weight': 0.01710707961376074, 'subsample': 0.18713625422573227, 'colsample_bylevel': 0.25675649026495284, 'colsample_bytree': 0.1352229710647687, 'reg_alpha': 0.005121956071608264, 'reg_lambda': 3.7449296480951664, 'scale_pos_weight': 1}. This trial completed. | |
| Trial _Trainable_ef0396d6 reported average_test_score=0.61 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.1, 'max_depth': 6, 'min_child_weight': 0.23551083805374184, 'subsample': 0.20831974666795944, 'colsample_bylevel': 0.8992755688825143, 'colsample_bytree': 0.20491309771340177, 'reg_alpha': 0.03682104627751045, 'reg_lambda': 2.3894936333149306, 'scale_pos_weight': 50}. This trial completed. | |
| Trial _Trainable_f408da88 reported average_test_score=0.60 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.5, 'max_depth': 5, 'min_child_weight': 1.5660115534995624, 'subsample': 0.7438845623963138, 'colsample_bylevel': 0.6630165605123067, 'colsample_bytree': 0.21722406065326638, 'reg_alpha': 0.10161146431671267, 'reg_lambda': 0.003164210271112336, 'scale_pos_weight': 50}. This trial completed. | |
| Trial _Trainable_da4f72e6 reported average_test_score=0.56 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.5, 'max_depth': 8, 'min_child_weight': 71.68079501025156, 'subsample': 0.3663115847129912, 'colsample_bylevel': 0.265481015239263, 'colsample_bytree': 0.8012473938078009, 'reg_alpha': 0.0010610394727580844, 'reg_lambda': 0.0027201011845086292, 'scale_pos_weight': 50}. This trial completed. | |
| == Status == | |
| Memory usage on this node: 4.9/15.1 GiB | |
| Using AsyncHyperBand: num_stopped=0 | |
| Bracket: Iter 1.000: 0.6302443558629316 | |
| Resources requested: 39.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects | |
| Current best trial: 01d954e4 with average_test_score=0.6336551781956442 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.5, 'max_depth': 3, 'min_child_weight': 0.24491793359798344, 'subsample': 0.9985268012971655, 'colsample_bylevel': 0.10796516932585716, 'colsample_bytree': 0.8176095223072077, 'reg_alpha': 0.40392607940547026, 'reg_lambda': 0.03462069471228566, 'scale_pos_weight': 26} | |
| Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_18-42-25 | |
| Number of trials: 87/100 (39 RUNNING, 48 TERMINATED) | |
| Trial _Trainable_0836d0fa reported average_test_score=0.63 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.5, 'max_depth': 3, 'min_child_weight': 3.326131814045559, 'subsample': 0.3726065959066809, 'colsample_bylevel': 0.027049737001654556, 'colsample_bytree': 0.48401707527206267, 'reg_alpha': 0.5446902983745847, 'reg_lambda': 1.2202940447044028, 'scale_pos_weight': 26}. This trial completed. | |
| Trial _Trainable_0194a088 reported average_test_score=0.62 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.5, 'max_depth': 5, 'min_child_weight': 1.3532634804106625, 'subsample': 0.7346599179143057, 'colsample_bylevel': 0.037682836941195445, 'colsample_bytree': 0.9569375358820692, 'reg_alpha': 0.015480827692655647, 'reg_lambda': 2.7748387041796816, 'scale_pos_weight': 50}. This trial completed. | |
| Trial _Trainable_e5cab00e reported average_test_score=0.56 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.5, 'max_depth': 8, 'min_child_weight': 22.983579139262265, 'subsample': 0.3877933604558782, 'colsample_bylevel': 0.16660971227005608, 'colsample_bytree': 0.8507006505416812, 'reg_alpha': 0.13748110696157836, 'reg_lambda': 9.46330915038672, 'scale_pos_weight': 50}. This trial completed. | |
| Trial _Trainable_09947ee8 reported average_test_score=0.63 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.1, 'max_depth': 4, 'min_child_weight': 0.0010209388674639053, 'subsample': 0.2769485449555854, 'colsample_bylevel': 0.01617879418236603, 'colsample_bytree': 0.24636788332706178, 'reg_alpha': 0.01510312865020195, 'reg_lambda': 1.3309925422878879, 'scale_pos_weight': 50}. This trial completed. | |
| == Status == | |
| Memory usage on this node: 4.9/15.1 GiB | |
| Using AsyncHyperBand: num_stopped=0 | |
| Bracket: Iter 1.000: 0.6299215144475785 | |
| Resources requested: 39.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects | |
| Current best trial: 01d954e4 with average_test_score=0.6336551781956442 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.5, 'max_depth': 3, 'min_child_weight': 0.24491793359798344, 'subsample': 0.9985268012971655, 'colsample_bylevel': 0.10796516932585716, 'colsample_bytree': 0.8176095223072077, 'reg_alpha': 0.40392607940547026, 'reg_lambda': 0.03462069471228566, 'scale_pos_weight': 26} | |
| Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_18-42-25 | |
| Number of trials: 91/100 (39 RUNNING, 52 TERMINATED) | |
| Trial _Trainable_f7aa5572 reported average_test_score=0.63 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.02, 'max_depth': 4, 'min_child_weight': 67.4811400758829, 'subsample': 0.3669625518932049, 'colsample_bylevel': 0.6261715698381026, 'colsample_bytree': 0.33460446631031115, 'reg_alpha': 0.01957916835177911, 'reg_lambda': 1.8929407373966407, 'scale_pos_weight': 26}. This trial completed. | |
| Trial _Trainable_0c8c7e52 reported average_test_score=0.62 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.5, 'max_depth': 4, 'min_child_weight': 0.0010313082216487038, 'subsample': 0.3642547024894559, 'colsample_bylevel': 0.25653960540894843, 'colsample_bytree': 0.07898008092906501, 'reg_alpha': 0.42035696562612795, 'reg_lambda': 0.1420615849649922, 'scale_pos_weight': 26}. This trial completed. | |
| == Status == | |
| Memory usage on this node: 4.9/15.1 GiB | |
| Using AsyncHyperBand: num_stopped=0 | |
| Bracket: Iter 1.000: 0.6295988462274278 | |
| Resources requested: 39.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects | |
| Current best trial: 01d954e4 with average_test_score=0.6336551781956442 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.5, 'max_depth': 3, 'min_child_weight': 0.24491793359798344, 'subsample': 0.9985268012971655, 'colsample_bylevel': 0.10796516932585716, 'colsample_bytree': 0.8176095223072077, 'reg_alpha': 0.40392607940547026, 'reg_lambda': 0.03462069471228566, 'scale_pos_weight': 26} | |
| Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_18-42-25 | |
| Number of trials: 94/100 (1 PENDING, 39 RUNNING, 54 TERMINATED) | |
| Trial _Trainable_f950c2d0 reported average_test_score=0.63 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.1, 'max_depth': 4, 'min_child_weight': 0.03258217499320944, 'subsample': 0.34563231864868804, 'colsample_bylevel': 0.5236639066884233, 'colsample_bytree': 0.5778101197760078, 'reg_alpha': 0.04085225982835021, 'reg_lambda': 0.0023070449284662165, 'scale_pos_weight': 1}. This trial completed. | |
| == Status == | |
| Memory usage on this node: 4.9/15.1 GiB | |
| Using AsyncHyperBand: num_stopped=0 | |
| Bracket: Iter 1.000: 0.6300273792967375 | |
| Resources requested: 39.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects | |
| Current best trial: f950c2d0 with average_test_score=0.6343014761825492 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.1, 'max_depth': 4, 'min_child_weight': 0.03258217499320944, 'subsample': 0.34563231864868804, 'colsample_bylevel': 0.5236639066884233, 'colsample_bytree': 0.5778101197760078, 'reg_alpha': 0.04085225982835021, 'reg_lambda': 0.0023070449284662165, 'scale_pos_weight': 1} | |
| Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_18-42-25 | |
| Number of trials: 94/100 (39 RUNNING, 55 TERMINATED) | |
| Trial _Trainable_00750ba2 reported average_test_score=0.63 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.02, 'max_depth': 6, 'min_child_weight': 0.9716240322753878, 'subsample': 0.4102262156130817, 'colsample_bylevel': 0.32554011134812, 'colsample_bytree': 0.3603075454612174, 'reg_alpha': 0.11648665975565009, 'reg_lambda': 0.0013189180497791039, 'scale_pos_weight': 50}. This trial completed. | |
| == Status == | |
| Memory usage on this node: 4.9/15.1 GiB | |
| Using AsyncHyperBand: num_stopped=0 | |
| Bracket: Iter 1.000: 0.6299215144475785 | |
| Resources requested: 39.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects | |
| Current best trial: f950c2d0 with average_test_score=0.6343014761825492 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.1, 'max_depth': 4, 'min_child_weight': 0.03258217499320944, 'subsample': 0.34563231864868804, 'colsample_bylevel': 0.5236639066884233, 'colsample_bytree': 0.5778101197760078, 'reg_alpha': 0.04085225982835021, 'reg_lambda': 0.0023070449284662165, 'scale_pos_weight': 1} | |
| Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_18-42-25 | |
| Number of trials: 96/100 (1 PENDING, 39 RUNNING, 56 TERMINATED) | |
| Trial _Trainable_fc4fb068 reported average_test_score=0.64 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.1, 'max_depth': 3, 'min_child_weight': 0.03213882819506482, 'subsample': 0.7469647432897917, 'colsample_bylevel': 0.8873590659853203, 'colsample_bytree': 0.5230621481694089, 'reg_alpha': 0.009232757464573508, 'reg_lambda': 1.0783909719718172, 'scale_pos_weight': 1}. This trial completed. | |
| Trial _Trainable_085989ba reported average_test_score=0.61 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.5, 'max_depth': 5, 'min_child_weight': 14.553748119713228, 'subsample': 0.7721912853707295, 'colsample_bylevel': 0.6586888642155105, 'colsample_bytree': 0.19211101756273455, 'reg_alpha': 0.045847905943502854, 'reg_lambda': 3.566720915191711, 'scale_pos_weight': 50}. This trial completed. | |
| Trial _Trainable_184e0350 reported average_test_score=0.63 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.5, 'max_depth': 1, 'min_child_weight': 43.787388474669484, 'subsample': 0.9813318211366244, 'colsample_bylevel': 0.6376953357175053, 'colsample_bytree': 0.517641883494581, 'reg_alpha': 0.2801109218574713, 'reg_lambda': 0.38958378221971846, 'scale_pos_weight': 50}. This trial completed. | |
| == Status == | |
| Memory usage on this node: 4.9/15.1 GiB | |
| Using AsyncHyperBand: num_stopped=0 | |
| Bracket: Iter 1.000: 0.630249602730808 | |
| Resources requested: 39.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects | |
| Current best trial: fc4fb068 with average_test_score=0.6350077293839426 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.1, 'max_depth': 3, 'min_child_weight': 0.03213882819506482, 'subsample': 0.7469647432897917, 'colsample_bylevel': 0.8873590659853203, 'colsample_bytree': 0.5230621481694089, 'reg_alpha': 0.009232757464573508, 'reg_lambda': 1.0783909719718172, 'scale_pos_weight': 1} | |
| Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_18-42-25 | |
| Number of trials: 99/100 (1 PENDING, 39 RUNNING, 59 TERMINATED) | |
| Trial _Trainable_1ef69fdc reported average_test_score=0.62 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.1, 'max_depth': 1, 'min_child_weight': 0.007045384051178803, 'subsample': 0.6337922114431194, 'colsample_bylevel': 0.08261648658597846, 'colsample_bytree': 0.8015254832440573, 'reg_alpha': 0.0023808447407554015, 'reg_lambda': 5.589085736502787, 'scale_pos_weight': 1}. This trial completed. | |
| Trial _Trainable_129a71e6 reported average_test_score=0.61 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.5, 'max_depth': 7, 'min_child_weight': 0.5492752131171891, 'subsample': 0.48939302587125266, 'colsample_bylevel': 0.658987022770387, 'colsample_bytree': 0.11380346801957768, 'reg_alpha': 6.181571140590636, 'reg_lambda': 0.021674662968732477, 'scale_pos_weight': 50}. This trial completed. | |
| Trial _Trainable_ef285fb6 reported average_test_score=0.62 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.1, 'max_depth': 6, 'min_child_weight': 0.46719760992053516, 'subsample': 0.5262482548008384, 'colsample_bylevel': 0.962162987955351, 'colsample_bytree': 0.30741598083069016, 'reg_alpha': 0.3485523131547995, 'reg_lambda': 5.549040290595734, 'scale_pos_weight': 50}. This trial completed. | |
| Trial _Trainable_19cb0764 reported average_test_score=0.62 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.02, 'max_depth': 3, 'min_child_weight': 22.584137025181143, 'subsample': 0.38852748095078593, 'colsample_bylevel': 0.23501063760050428, 'colsample_bytree': 0.27135865763481976, 'reg_alpha': 0.2487586099450455, 'reg_lambda': 0.05189233983983838, 'scale_pos_weight': 50}. This trial completed. | |
| Trial _Trainable_dbbbb52c reported average_test_score=0.61 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.5, 'max_depth': 6, 'min_child_weight': 39.44463156152326, 'subsample': 0.6378874351896271, 'colsample_bylevel': 0.7894070583920942, 'colsample_bytree': 0.5143710626788808, 'reg_alpha': 0.6091771374058671, 'reg_lambda': 0.006062949977430486, 'scale_pos_weight': 1}. This trial completed. | |
| == Status == | |
| Memory usage on this node: 5.0/15.1 GiB | |
| Using AsyncHyperBand: num_stopped=0 | |
| Bracket: Iter 1.000: 0.6299215144475785 | |
| Resources requested: 36.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects | |
| Current best trial: fc4fb068 with average_test_score=0.6350077293839426 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.1, 'max_depth': 3, 'min_child_weight': 0.03213882819506482, 'subsample': 0.7469647432897917, 'colsample_bylevel': 0.8873590659853203, 'colsample_bytree': 0.5230621481694089, 'reg_alpha': 0.009232757464573508, 'reg_lambda': 1.0783909719718172, 'scale_pos_weight': 1} | |
| Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_18-42-25 | |
| Number of trials: 100/100 (36 RUNNING, 64 TERMINATED) | |
| Trial _Trainable_1b96a3c8 reported average_test_score=0.63 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.5, 'max_depth': 5, 'min_child_weight': 0.013864123989624062, 'subsample': 0.7234262865722116, 'colsample_bylevel': 0.585281579710684, 'colsample_bytree': 0.05751112924793269, 'reg_alpha': 0.006289824146446167, 'reg_lambda': 0.003209796211067941, 'scale_pos_weight': 50}. This trial completed. | |
| Trial _Trainable_1f31ee66 reported average_test_score=0.63 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.1, 'max_depth': 5, 'min_child_weight': 0.09491246278142432, 'subsample': 0.8439174305127736, 'colsample_bylevel': 0.42383064849807933, 'colsample_bytree': 0.04595048350495008, 'reg_alpha': 0.3242900428203923, 'reg_lambda': 0.01129144909507426, 'scale_pos_weight': 50}. This trial completed. | |
| == Status == | |
| Memory usage on this node: 5.0/15.1 GiB | |
| Using AsyncHyperBand: num_stopped=0 | |
| Bracket: Iter 1.000: 0.6295988462274278 | |
| Resources requested: 34.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects | |
| Current best trial: fc4fb068 with average_test_score=0.6350077293839426 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.1, 'max_depth': 3, 'min_child_weight': 0.03213882819506482, 'subsample': 0.7469647432897917, 'colsample_bylevel': 0.8873590659853203, 'colsample_bytree': 0.5230621481694089, 'reg_alpha': 0.009232757464573508, 'reg_lambda': 1.0783909719718172, 'scale_pos_weight': 1} | |
| Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_18-42-25 | |
| Number of trials: 100/100 (34 RUNNING, 66 TERMINATED) | |
| Trial _Trainable_06fbfc60 reported average_test_score=0.56 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.5, 'max_depth': 7, 'min_child_weight': 0.008448413791004045, 'subsample': 0.8763383329091703, 'colsample_bylevel': 0.6744595624957981, 'colsample_bytree': 0.25171327863923376, 'reg_alpha': 0.07668066132916845, 'reg_lambda': 0.13083520844559818, 'scale_pos_weight': 50}. This trial completed. | |
| Trial _Trainable_0d76ddf8 reported average_test_score=0.57 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.5, 'max_depth': 6, 'min_child_weight': 0.001741610706941464, 'subsample': 0.13231133570613074, 'colsample_bylevel': 0.3750175206463176, 'colsample_bytree': 0.6519456246062363, 'reg_alpha': 3.1780475827947234, 'reg_lambda': 0.06720204634909305, 'scale_pos_weight': 1}. This trial completed. | |
| Trial _Trainable_28f518a6 reported average_test_score=0.63 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.5, 'max_depth': 1, 'min_child_weight': 0.9738636865095278, 'subsample': 0.7350424666533143, 'colsample_bylevel': 0.11103569157883657, 'colsample_bytree': 0.03313491614457654, 'reg_alpha': 0.009848951147218805, 'reg_lambda': 0.9767288878443297, 'scale_pos_weight': 26}. This trial completed. | |
| == Status == | |
| Memory usage on this node: 4.9/15.1 GiB | |
| Using AsyncHyperBand: num_stopped=0 | |
| Bracket: Iter 1.000: 0.6293260638307445 | |
| Resources requested: 31.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects | |
| Current best trial: fc4fb068 with average_test_score=0.6350077293839426 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.1, 'max_depth': 3, 'min_child_weight': 0.03213882819506482, 'subsample': 0.7469647432897917, 'colsample_bylevel': 0.8873590659853203, 'colsample_bytree': 0.5230621481694089, 'reg_alpha': 0.009232757464573508, 'reg_lambda': 1.0783909719718172, 'scale_pos_weight': 1} | |
| Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_18-42-25 | |
| Number of trials: 100/100 (31 RUNNING, 69 TERMINATED) | |
| Trial _Trainable_2abb2248 reported average_test_score=0.62 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.02, 'max_depth': 2, 'min_child_weight': 0.9778478959472858, 'subsample': 0.7976892288942722, 'colsample_bylevel': 0.048297951426064585, 'colsample_bytree': 0.042569680038316855, 'reg_alpha': 0.05895942708669344, 'reg_lambda': 0.06842561490509201, 'scale_pos_weight': 1}. This trial completed. | |
| == Status == | |
| Memory usage on this node: 4.7/15.1 GiB | |
| Using AsyncHyperBand: num_stopped=0 | |
| Bracket: Iter 1.000: 0.6292316569016715 | |
| Resources requested: 30.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects | |
| Current best trial: fc4fb068 with average_test_score=0.6350077293839426 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000002000000), 'groups': None, 'cv': StratifiedKFold(n_splits=3, random_state=None, shuffle=False), 'fit_params': {}, 'scoring': {'score': make_scorer(roc_auc_score, needs_threshold=True)}, 'max_iters': 1, 'return_train_score': False, 'n_jobs': 1, 'metric_name': 'average_test_score', 'estimator_ids': [ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0400000005000000)], 'learning_rate': 0.1, 'max_depth': 3, 'min_child_weight': 0.03213882819506482, 'subsample': 0.7469647432897917, 'colsample_bylevel': 0.8873590659853203, 'colsample_bytree': 0.5230621481694089, 'reg_alpha': 0.009232757464573508, 'reg_lambda': 1.0783909719718172, 'scale_pos_weight': 1} | |
| Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_18-42-25 | |
| Number of trials: 100/100 (30 RUNNING, 70 TERMINATED) |
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