xwjiang2010/gist:c67312abb51efa83113f39d3bd743d93

## gistfile1.txt
Trial _Trainable_e650adce reported average_test_score=0.62 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.02, 'n_estimators': 50, 'max_depth': 9, 'min_child_weight': 0.6517251422621152, 'subsample': 0.851443194454984, 'colsample_bylevel': 0.7572946541950561, 'colsample_bytree': 0.9161297067290879, 'reg_alpha': 0.02939115933171916, 'reg_lambda': 0.004510675377403601, 'scale_pos_weight': 26}. This trial completed.
== Status ==
Memory usage on this node: 4.6/15.1 GiB
Using AsyncHyperBand: num_stopped=0
Bracket: Iter 1.000: 0.6254056225045966
Resources requested: 39.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: e40cc160 with average_test_score=0.6356415661715095 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 3, 'min_child_weight': 0.20290804650474148, 'subsample': 0.5504458447845463, 'colsample_bylevel': 0.11452612981604793, 'colsample_bytree': 0.8376024898378058, 'reg_alpha': 0.016364971649530498, 'reg_lambda': 3.1691209579870625, 'scale_pos_weight': 1}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 64/100 (39 RUNNING, 25 TERMINATED)


Trial _Trainable_028bb272 reported average_test_score=0.55 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.5, 'n_estimators': 50, 'max_depth': 9, 'min_child_weight': 17.527593773225917, 'subsample': 0.7333172016641719, 'colsample_bylevel': 0.8236129256100231, 'colsample_bytree': 0.5510917223417258, 'reg_alpha': 0.6295267300940683, 'reg_lambda': 0.005045217153673762, 'scale_pos_weight': 50}. This trial completed.
Trial _Trainable_16d7ed54 reported average_test_score=0.63 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.5, 'n_estimators': 200, 'max_depth': 4, 'min_child_weight': 0.0020238656165636132, 'subsample': 0.8040151202943444, 'colsample_bylevel': 0.11371528608273333, 'colsample_bytree': 0.016115018731382758, 'reg_alpha': 0.4818405269810166, 'reg_lambda': 0.007363798874799061, 'scale_pos_weight': 50}. This trial completed.
Trial _Trainable_25eedc12 reported average_test_score=0.63 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.5, 'n_estimators': 200, 'max_depth': 1, 'min_child_weight': 31.031129039602526, 'subsample': 0.18755772454673786, 'colsample_bylevel': 0.049910663319147695, 'colsample_bytree': 0.1924839847706719, 'reg_alpha': 0.6178203288760932, 'reg_lambda': 0.19989712140526658, 'scale_pos_weight': 50}. This trial completed.
Trial _Trainable_ec519706 reported average_test_score=0.63 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.5, 'n_estimators': 600, 'max_depth': 1, 'min_child_weight': 0.05847965275467416, 'subsample': 0.3321954598853801, 'colsample_bylevel': 0.34966143158084045, 'colsample_bytree': 0.2150341988426451, 'reg_alpha': 0.003691315483480045, 'reg_lambda': 2.5845114383234105, 'scale_pos_weight': 1}. This trial completed.
== Status ==
Memory usage on this node: 4.3/15.1 GiB
Using AsyncHyperBand: num_stopped=0
Bracket: Iter 1.000: 0.6297796182135866
Resources requested: 39.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: e40cc160 with average_test_score=0.6356415661715095 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 3, 'min_child_weight': 0.20290804650474148, 'subsample': 0.5504458447845463, 'colsample_bylevel': 0.11452612981604793, 'colsample_bytree': 0.8376024898378058, 'reg_alpha': 0.016364971649530498, 'reg_lambda': 3.1691209579870625, 'scale_pos_weight': 1}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 69/100 (1 PENDING, 39 RUNNING, 29 TERMINATED)


Trial _Trainable_edba9e08 reported average_test_score=0.62 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.5, 'n_estimators': 200, 'max_depth': 4, 'min_child_weight': 78.09127114732634, 'subsample': 0.8323050590652548, 'colsample_bylevel': 0.6051349547108268, 'colsample_bytree': 0.5198366357841021, 'reg_alpha': 0.1607079245072749, 'reg_lambda': 0.030394627214872977, 'scale_pos_weight': 1}. This trial completed.
== Status ==
Memory usage on this node: 4.4/15.1 GiB
Using AsyncHyperBand: num_stopped=0
Bracket: Iter 1.000: 0.6292117143949649
Resources requested: 39.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: e40cc160 with average_test_score=0.6356415661715095 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 3, 'min_child_weight': 0.20290804650474148, 'subsample': 0.5504458447845463, 'colsample_bylevel': 0.11452612981604793, 'colsample_bytree': 0.8376024898378058, 'reg_alpha': 0.016364971649530498, 'reg_lambda': 3.1691209579870625, 'scale_pos_weight': 1}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 69/100 (39 RUNNING, 30 TERMINATED)


Trial _Trainable_e7e26c5e reported average_test_score=0.62 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.02, 'n_estimators': 600, 'max_depth': 1, 'min_child_weight': 2.9752706059759397, 'subsample': 0.8450932388232643, 'colsample_bylevel': 0.06393158565969913, 'colsample_bytree': 0.23507385810532647, 'reg_alpha': 0.001115517013063891, 'reg_lambda': 0.2090801461382751, 'scale_pos_weight': 50}. This trial completed.
Trial _Trainable_ed795b0a reported average_test_score=0.63 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 5, 'min_child_weight': 16.590267059854106, 'subsample': 0.22043188252057794, 'colsample_bylevel': 0.6778522081525696, 'colsample_bytree': 0.3633874138706117, 'reg_alpha': 0.0464752048223758, 'reg_lambda': 0.07771013950221375, 'scale_pos_weight': 1}. This trial completed.
Trial _Trainable_002df7a6 reported average_test_score=0.63 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.02, 'n_estimators': 50, 'max_depth': 6, 'min_child_weight': 26.342154620816498, 'subsample': 0.5882748517040436, 'colsample_bylevel': 0.7491897058441489, 'colsample_bytree': 0.9664496074689543, 'reg_alpha': 1.714790604198543, 'reg_lambda': 1.5487692253295082, '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: 0.6297796182135866
Resources requested: 39.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: e40cc160 with average_test_score=0.6356415661715095 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 3, 'min_child_weight': 0.20290804650474148, 'subsample': 0.5504458447845463, 'colsample_bylevel': 0.11452612981604793, 'colsample_bytree': 0.8376024898378058, 'reg_alpha': 0.016364971649530498, 'reg_lambda': 3.1691209579870625, 'scale_pos_weight': 1}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 73/100 (1 PENDING, 39 RUNNING, 33 TERMINATED)


Trial _Trainable_43ba96dc reported average_test_score=0.61 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.5, 'n_estimators': 50, 'max_depth': 5, 'min_child_weight': 105.97731612266504, 'subsample': 0.2019631266402736, 'colsample_bylevel': 0.5572523906637954, 'colsample_bytree': 0.20455631106546082, 'reg_alpha': 0.06267926308474064, 'reg_lambda': 0.2737835261819724, 'scale_pos_weight': 50}. This trial completed.
== Status ==
Memory usage on this node: 4.5/15.1 GiB
Using AsyncHyperBand: num_stopped=0
Bracket: Iter 1.000: 0.6292117143949649
Resources requested: 39.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: e40cc160 with average_test_score=0.6356415661715095 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 3, 'min_child_weight': 0.20290804650474148, 'subsample': 0.5504458447845463, 'colsample_bylevel': 0.11452612981604793, 'colsample_bytree': 0.8376024898378058, 'reg_alpha': 0.016364971649530498, 'reg_lambda': 3.1691209579870625, 'scale_pos_weight': 1}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 73/100 (39 RUNNING, 34 TERMINATED)


Trial _Trainable_43ec9222 reported average_test_score=0.63 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 50, 'max_depth': 7, 'min_child_weight': 24.57529840773605, 'subsample': 0.12437455551930797, 'colsample_bylevel': 0.14218975239153706, 'colsample_bytree': 0.37547496507440975, 'reg_alpha': 0.00333208881476618, 'reg_lambda': 0.160536994379753, 'scale_pos_weight': 1}. This trial completed.
Trial _Trainable_e75091c6 reported average_test_score=0.63 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.5, 'n_estimators': 600, 'max_depth': 1, 'min_child_weight': 0.05096958560292398, 'subsample': 0.44109625025994204, 'colsample_bylevel': 0.5226097582046505, 'colsample_bytree': 0.21901860027317646, 'reg_alpha': 0.14955045188880903, 'reg_lambda': 0.012843027081610014, 'scale_pos_weight': 50}. This trial completed.
== Status ==
Memory usage on this node: 4.8/15.1 GiB
Using AsyncHyperBand: num_stopped=0
Bracket: Iter 1.000: 0.6299108386142863
Resources requested: 39.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: e40cc160 with average_test_score=0.6356415661715095 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 3, 'min_child_weight': 0.20290804650474148, 'subsample': 0.5504458447845463, 'colsample_bylevel': 0.11452612981604793, 'colsample_bytree': 0.8376024898378058, 'reg_alpha': 0.016364971649530498, 'reg_lambda': 3.1691209579870625, 'scale_pos_weight': 1}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 76/100 (1 PENDING, 39 RUNNING, 36 TERMINATED)


Trial _Trainable_3029c494 reported average_test_score=0.61 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.5, 'n_estimators': 50, 'max_depth': 5, 'min_child_weight': 0.0010307434124468436, 'subsample': 0.2670128602278866, 'colsample_bylevel': 0.6382243454281521, 'colsample_bytree': 0.9729896896936243, 'reg_alpha': 0.0011494373260084252, 'reg_lambda': 0.0010930522943081405, '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: 0.6297796182135866
Resources requested: 39.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: e40cc160 with average_test_score=0.6356415661715095 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 3, 'min_child_weight': 0.20290804650474148, 'subsample': 0.5504458447845463, 'colsample_bylevel': 0.11452612981604793, 'colsample_bytree': 0.8376024898378058, 'reg_alpha': 0.016364971649530498, 'reg_lambda': 3.1691209579870625, 'scale_pos_weight': 1}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 76/100 (39 RUNNING, 37 TERMINATED)


Trial _Trainable_42b1bd60 reported average_test_score=0.61 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.02, 'n_estimators': 50, 'max_depth': 4, 'min_child_weight': 0.023434671148302975, 'subsample': 0.7963940359314927, 'colsample_bylevel': 0.6107602060894123, 'colsample_bytree': 0.9262645603471094, 'reg_alpha': 6.097295277513569, 'reg_lambda': 1.1753709611790195, '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: 0.6292117143949649
Resources requested: 39.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: e40cc160 with average_test_score=0.6356415661715095 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 3, 'min_child_weight': 0.20290804650474148, 'subsample': 0.5504458447845463, 'colsample_bylevel': 0.11452612981604793, 'colsample_bytree': 0.8376024898378058, 'reg_alpha': 0.016364971649530498, 'reg_lambda': 3.1691209579870625, 'scale_pos_weight': 1}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 77/100 (39 RUNNING, 38 TERMINATED)


Trial _Trainable_ecb471b4 reported average_test_score=0.54 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.5, 'n_estimators': 200, 'max_depth': 6, 'min_child_weight': 0.0016053434348871447, 'subsample': 0.20515653972598435, 'colsample_bylevel': 0.7753238668807068, 'colsample_bytree': 0.4184039311431843, 'reg_alpha': 0.18308960707599584, 'reg_lambda': 1.931263442197077, 'scale_pos_weight': 26}. This trial completed.
Trial _Trainable_4b109daa reported average_test_score=0.62 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 1, 'min_child_weight': 0.4824520641345134, 'subsample': 0.8772588533563297, 'colsample_bylevel': 0.09529318829342545, 'colsample_bytree': 0.6577871260101223, 'reg_alpha': 0.33700459905284524, 'reg_lambda': 0.05545825389255133, '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: 0.6280759067577215
Resources requested: 39.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: e40cc160 with average_test_score=0.6356415661715095 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 3, 'min_child_weight': 0.20290804650474148, 'subsample': 0.5504458447845463, 'colsample_bylevel': 0.11452612981604793, 'colsample_bytree': 0.8376024898378058, 'reg_alpha': 0.016364971649530498, 'reg_lambda': 3.1691209579870625, 'scale_pos_weight': 1}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 79/100 (39 RUNNING, 40 TERMINATED)


Trial _Trainable_e9d3d782 reported average_test_score=0.63 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.02, 'n_estimators': 600, 'max_depth': 3, 'min_child_weight': 0.001682276576484752, 'subsample': 0.9806326954062139, 'colsample_bylevel': 0.05447740893424185, 'colsample_bytree': 0.730027397525455, 'reg_alpha': 0.0014822113945484972, 'reg_lambda': 0.002330851125949872, 'scale_pos_weight': 50}. This trial completed.
Trial _Trainable_1b444ed2 reported average_test_score=0.57 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.5, 'n_estimators': 200, 'max_depth': 6, 'min_child_weight': 7.1196351263027955, 'subsample': 0.3606781975363995, 'colsample_bylevel': 0.2745249386272033, 'colsample_bytree': 0.3911060773829356, 'reg_alpha': 0.23838568770969085, 'reg_lambda': 4.863831889352614, 'scale_pos_weight': 50}. This trial completed.
Trial _Trainable_5b148f54 reported average_test_score=0.63 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.5, 'n_estimators': 50, 'max_depth': 1, 'min_child_weight': 0.033428931682253055, 'subsample': 0.22490056008996362, 'colsample_bylevel': 0.8319926768853289, 'colsample_bytree': 0.8885692521319729, 'reg_alpha': 0.006019770694694143, 'reg_lambda': 0.007993511508982887, '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: 0.6286438105763432
Resources requested: 39.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: e40cc160 with average_test_score=0.6356415661715095 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 3, 'min_child_weight': 0.20290804650474148, 'subsample': 0.5504458447845463, 'colsample_bylevel': 0.11452612981604793, 'colsample_bytree': 0.8376024898378058, 'reg_alpha': 0.016364971649530498, 'reg_lambda': 3.1691209579870625, 'scale_pos_weight': 1}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 83/100 (1 PENDING, 39 RUNNING, 43 TERMINATED)


Trial _Trainable_2b217172 reported average_test_score=0.61 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 50, 'max_depth': 7, 'min_child_weight': 0.5096205679500659, 'subsample': 0.6522498017309036, 'colsample_bylevel': 0.8533575725301228, 'colsample_bytree': 0.8823219841888582, 'reg_alpha': 0.19229162983363549, 'reg_lambda': 0.0029476216428638833, 'scale_pos_weight': 50}. This trial completed.
== Status ==
Memory usage on this node: 4.5/15.1 GiB
Using AsyncHyperBand: num_stopped=0
Bracket: Iter 1.000: 0.6280759067577215
Resources requested: 39.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: e40cc160 with average_test_score=0.6356415661715095 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 3, 'min_child_weight': 0.20290804650474148, 'subsample': 0.5504458447845463, 'colsample_bylevel': 0.11452612981604793, 'colsample_bytree': 0.8376024898378058, 'reg_alpha': 0.016364971649530498, 'reg_lambda': 3.1691209579870625, 'scale_pos_weight': 1}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 83/100 (39 RUNNING, 44 TERMINATED)


Trial _Trainable_69d7daaa reported average_test_score=0.62 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 50, 'max_depth': 6, 'min_child_weight': 0.0800418641764569, 'subsample': 0.19912747163945133, 'colsample_bylevel': 0.8205309080524449, 'colsample_bytree': 0.17018133633859372, 'reg_alpha': 8.581317050764302, 'reg_lambda': 0.2220320684419796, '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: 0.6275080029390998
Resources requested: 39.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: e40cc160 with average_test_score=0.6356415661715095 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 3, 'min_child_weight': 0.20290804650474148, 'subsample': 0.5504458447845463, 'colsample_bylevel': 0.11452612981604793, 'colsample_bytree': 0.8376024898378058, 'reg_alpha': 0.016364971649530498, 'reg_lambda': 3.1691209579870625, 'scale_pos_weight': 1}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 84/100 (39 RUNNING, 45 TERMINATED)


Trial _Trainable_09352504 reported average_test_score=0.63 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.02, 'n_estimators': 600, 'max_depth': 4, 'min_child_weight': 19.676332016551104, 'subsample': 0.2520071922026532, 'colsample_bylevel': 0.027052019953481485, 'colsample_bytree': 0.27476723518150453, 'reg_alpha': 0.044894701322525134, 'reg_lambda': 1.3243093084497108, '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: 0.6292117143949649
Resources requested: 39.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: e40cc160 with average_test_score=0.6356415661715095 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 3, 'min_child_weight': 0.20290804650474148, 'subsample': 0.5504458447845463, 'colsample_bylevel': 0.11452612981604793, 'colsample_bytree': 0.8376024898378058, 'reg_alpha': 0.016364971649530498, 'reg_lambda': 3.1691209579870625, 'scale_pos_weight': 1}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 85/100 (39 RUNNING, 46 TERMINATED)


Trial _Trainable_26069d16 reported average_test_score=0.63 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.02, 'n_estimators': 200, 'max_depth': 4, 'min_child_weight': 0.5195232678163197, 'subsample': 0.23313588018587938, 'colsample_bylevel': 0.7045860389614115, 'colsample_bytree': 0.8054273690742035, 'reg_alpha': 3.2404950479937384, 'reg_lambda': 0.0022754081231470694, '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: 0.6289804833030954
Resources requested: 39.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: e40cc160 with average_test_score=0.6356415661715095 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 3, 'min_child_weight': 0.20290804650474148, 'subsample': 0.5504458447845463, 'colsample_bylevel': 0.11452612981604793, 'colsample_bytree': 0.8376024898378058, 'reg_alpha': 0.016364971649530498, 'reg_lambda': 3.1691209579870625, 'scale_pos_weight': 1}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 86/100 (39 RUNNING, 47 TERMINATED)


Trial _Trainable_eb53fd9e reported average_test_score=0.64 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 600, 'max_depth': 2, 'min_child_weight': 0.05774725732317875, 'subsample': 0.5678275145865882, 'colsample_bylevel': 0.5828237071928494, 'colsample_bytree': 0.47882797232406216, 'reg_alpha': 3.714930386402117, 'reg_lambda': 0.9949561997528271, '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: 0.6299108386142863
Resources requested: 39.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: eb53fd9e with average_test_score=0.6359663709054446 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 600, 'max_depth': 2, 'min_child_weight': 0.05774725732317875, 'subsample': 0.5678275145865882, 'colsample_bylevel': 0.5828237071928494, 'colsample_bytree': 0.47882797232406216, 'reg_alpha': 3.714930386402117, 'reg_lambda': 0.9949561997528271, 'scale_pos_weight': 50}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 88/100 (1 PENDING, 39 RUNNING, 48 TERMINATED)


Trial _Trainable_01fdbddc reported average_test_score=0.63 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.02, 'n_estimators': 600, 'max_depth': 8, 'min_child_weight': 0.01382786429222911, 'subsample': 0.10503869430634985, 'colsample_bylevel': 0.06493174062917764, 'colsample_bytree': 0.09843559710007421, 'reg_alpha': 0.10278368426431203, 'reg_lambda': 0.0010485736993482101, '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: 0.6297796182135866
Resources requested: 39.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: eb53fd9e with average_test_score=0.6359663709054446 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 600, 'max_depth': 2, 'min_child_weight': 0.05774725732317875, 'subsample': 0.5678275145865882, 'colsample_bylevel': 0.5828237071928494, 'colsample_bytree': 0.47882797232406216, 'reg_alpha': 3.714930386402117, 'reg_lambda': 0.9949561997528271, 'scale_pos_weight': 50}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 89/100 (1 PENDING, 39 RUNNING, 49 TERMINATED)


Trial _Trainable_e8317394 reported average_test_score=0.64 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.02, 'n_estimators': 200, 'max_depth': 9, 'min_child_weight': 0.002957480648268422, 'subsample': 0.9490370974703045, 'colsample_bylevel': 0.5755844870638632, 'colsample_bytree': 0.5357990064092772, 'reg_alpha': 1.6543439587514397, 'reg_lambda': 0.0015650532565273491, 'scale_pos_weight': 1}. This trial completed.
== Status ==
Memory usage on this node: 4.5/15.1 GiB
Using AsyncHyperBand: num_stopped=0
Bracket: Iter 1.000: 0.6301732794156858
Resources requested: 39.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: eb53fd9e with average_test_score=0.6359663709054446 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 600, 'max_depth': 2, 'min_child_weight': 0.05774725732317875, 'subsample': 0.5678275145865882, 'colsample_bylevel': 0.5828237071928494, 'colsample_bytree': 0.47882797232406216, 'reg_alpha': 3.714930386402117, 'reg_lambda': 0.9949561997528271, 'scale_pos_weight': 50}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 89/100 (39 RUNNING, 50 TERMINATED)


Trial _Trainable_284865a0 reported average_test_score=0.60 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.5, 'n_estimators': 200, 'max_depth': 4, 'min_child_weight': 0.021670639865997997, 'subsample': 0.5279938997537666, 'colsample_bylevel': 0.5807963137521885, 'colsample_bytree': 0.7496072594711277, 'reg_alpha': 0.0019681177144737017, 'reg_lambda': 3.2486478430030754, 'scale_pos_weight': 1}. This trial completed.
Trial _Trainable_15314180 reported average_test_score=0.58 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.5, 'n_estimators': 200, 'max_depth': 5, 'min_child_weight': 32.07957344292389, 'subsample': 0.5894073119821922, 'colsample_bylevel': 0.491231181866727, 'colsample_bytree': 0.9789193889070273, 'reg_alpha': 0.0043831740818752445, 'reg_lambda': 0.001958457189710713, '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: 0.6299108386142863
Resources requested: 39.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: eb53fd9e with average_test_score=0.6359663709054446 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 600, 'max_depth': 2, 'min_child_weight': 0.05774725732317875, 'subsample': 0.5678275145865882, 'colsample_bylevel': 0.5828237071928494, 'colsample_bytree': 0.47882797232406216, 'reg_alpha': 3.714930386402117, 'reg_lambda': 0.9949561997528271, 'scale_pos_weight': 50}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 91/100 (39 RUNNING, 52 TERMINATED)


Trial _Trainable_36401338 reported average_test_score=0.63 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.02, 'n_estimators': 200, 'max_depth': 6, 'min_child_weight': 0.21396385643215302, 'subsample': 0.7664704770484165, 'colsample_bylevel': 0.3576683543931592, 'colsample_bytree': 0.7700062978237876, 'reg_alpha': 0.13948488399086106, 'reg_lambda': 0.0037350629608308293, '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: 0.6303044998163855
Resources requested: 39.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: eb53fd9e with average_test_score=0.6359663709054446 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 600, 'max_depth': 2, 'min_child_weight': 0.05774725732317875, 'subsample': 0.5678275145865882, 'colsample_bylevel': 0.5828237071928494, 'colsample_bytree': 0.47882797232406216, 'reg_alpha': 3.714930386402117, 'reg_lambda': 0.9949561997528271, 'scale_pos_weight': 50}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 92/100 (39 RUNNING, 53 TERMINATED)


Trial _Trainable_4b3a212a reported average_test_score=0.63 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.02, 'n_estimators': 600, 'max_depth': 3, 'min_child_weight': 0.008802918825071384, 'subsample': 0.18282169903546633, 'colsample_bylevel': 0.07738519782912924, 'colsample_bytree': 0.34832900594399335, 'reg_alpha': 0.823247105007945, 'reg_lambda': 0.7919552926954777, '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: 0.6307845683734468
Resources requested: 39.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: eb53fd9e with average_test_score=0.6359663709054446 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 600, 'max_depth': 2, 'min_child_weight': 0.05774725732317875, 'subsample': 0.5678275145865882, 'colsample_bylevel': 0.5828237071928494, 'colsample_bytree': 0.47882797232406216, 'reg_alpha': 3.714930386402117, 'reg_lambda': 0.9949561997528271, 'scale_pos_weight': 50}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 93/100 (39 RUNNING, 54 TERMINATED)


Trial _Trainable_fe1ac98a reported average_test_score=0.55 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.5, 'n_estimators': 600, 'max_depth': 9, 'min_child_weight': 37.13847127423428, 'subsample': 0.24099036719710243, 'colsample_bylevel': 0.06930381790202407, 'colsample_bytree': 0.8351437778003818, 'reg_alpha': 4.564714304551492, 'reg_lambda': 2.7282823362697783, 'scale_pos_weight': 26}. This trial completed.
Trial _Trainable_43ab8386 reported average_test_score=0.60 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.5, 'n_estimators': 600, 'max_depth': 5, 'min_child_weight': 0.19365142839034757, 'subsample': 0.20922813740127283, 'colsample_bylevel': 0.46720556000572655, 'colsample_bytree': 0.044968489060038565, 'reg_alpha': 0.0017962803192136023, 'reg_lambda': 0.10802503193671471, '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: 0.6304645226687393
Resources requested: 39.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: eb53fd9e with average_test_score=0.6359663709054446 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 600, 'max_depth': 2, 'min_child_weight': 0.05774725732317875, 'subsample': 0.5678275145865882, 'colsample_bylevel': 0.5828237071928494, 'colsample_bytree': 0.47882797232406216, 'reg_alpha': 3.714930386402117, 'reg_lambda': 0.9949561997528271, 'scale_pos_weight': 50}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 96/100 (1 PENDING, 39 RUNNING, 56 TERMINATED)


Trial _Trainable_ede745de reported average_test_score=0.57 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 8, 'min_child_weight': 0.009339106527563678, 'subsample': 0.4296452428398261, 'colsample_bylevel': 0.8527915583226844, 'colsample_bytree': 0.47927099287162334, 'reg_alpha': 0.6466776287682056, 'reg_lambda': 0.14389698012154378, '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: 0.6303044998163855
Resources requested: 39.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: eb53fd9e with average_test_score=0.6359663709054446 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 600, 'max_depth': 2, 'min_child_weight': 0.05774725732317875, 'subsample': 0.5678275145865882, 'colsample_bylevel': 0.5828237071928494, 'colsample_bytree': 0.47882797232406216, 'reg_alpha': 3.714930386402117, 'reg_lambda': 0.9949561997528271, 'scale_pos_weight': 50}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 97/100 (1 PENDING, 39 RUNNING, 57 TERMINATED)


Trial _Trainable_c2c98afa reported average_test_score=0.62 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 50, 'max_depth': 3, 'min_child_weight': 1.3754657046046623, 'subsample': 0.5134461472278076, 'colsample_bylevel': 0.5358542050478498, 'colsample_bytree': 0.14438206308267618, 'reg_alpha': 0.0014865610107402158, 'reg_lambda': 0.9332288793627906, '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: 0.6301732794156858
Resources requested: 39.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: eb53fd9e with average_test_score=0.6359663709054446 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 600, 'max_depth': 2, 'min_child_weight': 0.05774725732317875, 'subsample': 0.5678275145865882, 'colsample_bylevel': 0.5828237071928494, 'colsample_bytree': 0.47882797232406216, 'reg_alpha': 3.714930386402117, 'reg_lambda': 0.9949561997528271, 'scale_pos_weight': 50}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 97/100 (39 RUNNING, 58 TERMINATED)


Trial _Trainable_aa3a9574 reported average_test_score=0.62 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.02, 'n_estimators': 50, 'max_depth': 4, 'min_child_weight': 0.019864513364141353, 'subsample': 0.498598675332396, 'colsample_bylevel': 0.5524631508740953, 'colsample_bytree': 0.8645509770202042, 'reg_alpha': 3.6375493468269195, 'reg_lambda': 0.11179426727332166, 'scale_pos_weight': 26}. This trial completed.
Trial _Trainable_c169e1f0 reported average_test_score=0.60 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.5, 'n_estimators': 50, 'max_depth': 5, 'min_child_weight': 0.0012710873865881289, 'subsample': 0.21543243647208982, 'colsample_bylevel': 0.10697411751617902, 'colsample_bytree': 0.3473710388523121, 'reg_alpha': 0.002313969588536125, 'reg_lambda': 0.04078412858948904, 'scale_pos_weight': 26}. This trial completed.
Trial _Trainable_b088be9c reported average_test_score=0.63 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 50, 'max_depth': 9, 'min_child_weight': 0.003714943793452266, 'subsample': 0.4874723380959872, 'colsample_bylevel': 0.6381473271620108, 'colsample_bytree': 0.2945052464202296, 'reg_alpha': 0.030973223271196736, 'reg_lambda': 1.052416918927179, '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: 0.6297796182135866
Resources requested: 39.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: eb53fd9e with average_test_score=0.6359663709054446 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 600, 'max_depth': 2, 'min_child_weight': 0.05774725732317875, 'subsample': 0.5678275145865882, 'colsample_bylevel': 0.5828237071928494, 'colsample_bytree': 0.47882797232406216, 'reg_alpha': 3.714930386402117, 'reg_lambda': 0.9949561997528271, 'scale_pos_weight': 50}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 100/100 (39 RUNNING, 61 TERMINATED)


Trial _Trainable_2563dfe0 reported average_test_score=0.63 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 600, 'max_depth': 7, 'min_child_weight': 0.5013471713347905, 'subsample': 0.58718936469689, 'colsample_bylevel': 0.0925115549090841, 'colsample_bytree': 0.3429592953781661, 'reg_alpha': 0.005925870383020843, 'reg_lambda': 0.0015648481893331264, '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: 0.6296548315648292
Resources requested: 38.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: eb53fd9e with average_test_score=0.6359663709054446 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 600, 'max_depth': 2, 'min_child_weight': 0.05774725732317875, 'subsample': 0.5678275145865882, 'colsample_bylevel': 0.5828237071928494, 'colsample_bytree': 0.47882797232406216, 'reg_alpha': 3.714930386402117, 'reg_lambda': 0.9949561997528271, 'scale_pos_weight': 50}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 100/100 (38 RUNNING, 62 TERMINATED)


Trial _Trainable_6a54326c reported average_test_score=0.62 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.5, 'n_estimators': 600, 'max_depth': 3, 'min_child_weight': 13.040946237097065, 'subsample': 0.9609493490048436, 'colsample_bylevel': 0.1602019987096225, 'colsample_bytree': 0.4432118615484099, 'reg_alpha': 0.22035324983409743, 'reg_lambda': 0.07204018250805234, 'scale_pos_weight': 26}. This trial completed.
Trial _Trainable_eeddd85e reported average_test_score=0.63 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 600, 'max_depth': 3, 'min_child_weight': 3.860995786765907, 'subsample': 0.9449661041122381, 'colsample_bylevel': 0.8878425439802238, 'colsample_bytree': 0.47805650980581604, 'reg_alpha': 0.006942920875950902, 'reg_lambda': 3.151221396826575, '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: 0.6299108386142863
Resources requested: 36.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: eb53fd9e with average_test_score=0.6359663709054446 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 600, 'max_depth': 2, 'min_child_weight': 0.05774725732317875, 'subsample': 0.5678275145865882, 'colsample_bylevel': 0.5828237071928494, 'colsample_bytree': 0.47882797232406216, 'reg_alpha': 3.714930386402117, 'reg_lambda': 0.9949561997528271, 'scale_pos_weight': 50}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 100/100 (36 RUNNING, 64 TERMINATED)


Trial _Trainable_4553f696 reported average_test_score=0.61 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 600, 'max_depth': 7, 'min_child_weight': 0.012945089566787476, 'subsample': 0.20458563693301304, 'colsample_bylevel': 0.3412142050997493, 'colsample_bytree': 0.19090779644856498, 'reg_alpha': 0.009448152473040507, 'reg_lambda': 0.007224925620952164, 'scale_pos_weight': 26}. This trial completed.
== Status ==
Memory usage on this node: 4.6/15.1 GiB
Using AsyncHyperBand: num_stopped=0
Bracket: Iter 1.000: 0.6297796182135866
Resources requested: 35.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: eb53fd9e with average_test_score=0.6359663709054446 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 600, 'max_depth': 2, 'min_child_weight': 0.05774725732317875, 'subsample': 0.5678275145865882, 'colsample_bylevel': 0.5828237071928494, 'colsample_bytree': 0.47882797232406216, 'reg_alpha': 3.714930386402117, 'reg_lambda': 0.9949561997528271, 'scale_pos_weight': 50}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 100/100 (35 RUNNING, 65 TERMINATED)


Trial _Trainable_6b57d1d2 reported average_test_score=0.64 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 4, 'min_child_weight': 0.08616822369203446, 'subsample': 0.6604510007773111, 'colsample_bylevel': 0.7431519121672677, 'colsample_bytree': 0.671147717131426, 'reg_alpha': 4.832021610814818, 'reg_lambda': 0.5922006220828449, 'scale_pos_weight': 1}. This trial completed.
== Status ==
Memory usage on this node: 4.6/15.1 GiB
Using AsyncHyperBand: num_stopped=0
Bracket: Iter 1.000: 0.6301732794156858
Resources requested: 34.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: 6b57d1d2 with average_test_score=0.6389130194034909 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 4, 'min_child_weight': 0.08616822369203446, 'subsample': 0.6604510007773111, 'colsample_bylevel': 0.7431519121672677, 'colsample_bytree': 0.671147717131426, 'reg_alpha': 4.832021610814818, 'reg_lambda': 0.5922006220828449, 'scale_pos_weight': 1}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 100/100 (34 RUNNING, 66 TERMINATED)


Trial _Trainable_c5ec7774 reported average_test_score=0.62 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.02, 'n_estimators': 200, 'max_depth': 3, 'min_child_weight': 0.13418129690636127, 'subsample': 0.5833993881716498, 'colsample_bylevel': 0.23097244936851802, 'colsample_bytree': 0.5540510921872481, 'reg_alpha': 6.205125853634639, 'reg_lambda': 0.00171343432335851, 'scale_pos_weight': 1}. This trial completed.
Trial _Trainable_c35e744e reported average_test_score=0.58 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.5, 'n_estimators': 50, 'max_depth': 8, 'min_child_weight': 80.58581038460451, 'subsample': 0.43504665908911877, 'colsample_bylevel': 0.45094578477188785, 'colsample_bytree': 0.9816479667896234, 'reg_alpha': 0.3586424818870402, 'reg_lambda': 0.05717070253246125, 'scale_pos_weight': 26}. This trial completed.
Trial _Trainable_53bc9dc8 reported average_test_score=0.62 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.02, 'n_estimators': 200, 'max_depth': 6, 'min_child_weight': 0.03303693678302816, 'subsample': 0.2103391743998293, 'colsample_bylevel': 0.7423938397965706, 'colsample_bytree': 0.7228059506290425, 'reg_alpha': 0.0015473148691813644, 'reg_lambda': 0.0020052103312737553, 'scale_pos_weight': 50}. This trial completed.
== Status ==
Memory usage on this node: 4.4/15.1 GiB
Using AsyncHyperBand: num_stopped=0
Bracket: Iter 1.000: 0.6297796182135866
Resources requested: 31.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: 6b57d1d2 with average_test_score=0.6389130194034909 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 4, 'min_child_weight': 0.08616822369203446, 'subsample': 0.6604510007773111, 'colsample_bylevel': 0.7431519121672677, 'colsample_bytree': 0.671147717131426, 'reg_alpha': 4.832021610814818, 'reg_lambda': 0.5922006220828449, 'scale_pos_weight': 1}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 100/100 (31 RUNNING, 69 TERMINATED)


Trial _Trainable_8e5f93f4 reported average_test_score=0.51 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.5, 'n_estimators': 200, 'max_depth': 9, 'min_child_weight': 0.04014381798631285, 'subsample': 0.19869300943729684, 'colsample_bylevel': 0.3965178961747614, 'colsample_bytree': 0.35214278505454394, 'reg_alpha': 0.014105601008833402, 'reg_lambda': 0.34364672644757177, 'scale_pos_weight': 1}. This trial completed.
== Status ==
Memory usage on this node: 4.2/15.1 GiB
Using AsyncHyperBand: num_stopped=0
Bracket: Iter 1.000: 0.6296548315648292
Resources requested: 30.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: 6b57d1d2 with average_test_score=0.6389130194034909 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 4, 'min_child_weight': 0.08616822369203446, 'subsample': 0.6604510007773111, 'colsample_bylevel': 0.7431519121672677, 'colsample_bytree': 0.671147717131426, 'reg_alpha': 4.832021610814818, 'reg_lambda': 0.5922006220828449, 'scale_pos_weight': 1}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 100/100 (30 RUNNING, 70 TERMINATED)


Trial _Trainable_e70de722 reported average_test_score=0.64 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.02, 'n_estimators': 600, 'max_depth': 5, 'min_child_weight': 0.6763168289539933, 'subsample': 0.9756809996999726, 'colsample_bylevel': 0.4714179978531488, 'colsample_bytree': 0.5220784422106854, 'reg_alpha': 0.10919081334988999, 'reg_lambda': 0.0025902161344569263, 'scale_pos_weight': 1}. This trial completed.
Trial _Trainable_7c3b2fc6 reported average_test_score=0.63 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 600, 'max_depth': 1, 'min_child_weight': 0.033379373879536565, 'subsample': 0.39174809730106264, 'colsample_bylevel': 0.8329510632812618, 'colsample_bytree': 0.543565056338454, 'reg_alpha': 2.8652790822000966, 'reg_lambda': 5.495442973421004, 'scale_pos_weight': 50}. This trial completed.
== Status ==
Memory usage on this node: 3.9/15.1 GiB
Using AsyncHyperBand: num_stopped=0
Bracket: Iter 1.000: 0.6304645226687393
Resources requested: 28.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: 6b57d1d2 with average_test_score=0.6389130194034909 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 4, 'min_child_weight': 0.08616822369203446, 'subsample': 0.6604510007773111, 'colsample_bylevel': 0.7431519121672677, 'colsample_bytree': 0.671147717131426, 'reg_alpha': 4.832021610814818, 'reg_lambda': 0.5922006220828449, 'scale_pos_weight': 1}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 100/100 (28 RUNNING, 72 TERMINATED)


Trial _Trainable_ed3806be reported average_test_score=0.52 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.5, 'n_estimators': 200, 'max_depth': 9, 'min_child_weight': 0.30848424541685754, 'subsample': 0.8845954584661421, 'colsample_bylevel': 0.6535924388105622, 'colsample_bytree': 0.7670108882578962, 'reg_alpha': 1.2514671845574614, 'reg_lambda': 0.011049685124314068, 'scale_pos_weight': 26}. This trial completed.
== Status ==
Memory usage on this node: 3.9/15.1 GiB
Using AsyncHyperBand: num_stopped=0
Bracket: Iter 1.000: 0.6303044998163855
Resources requested: 27.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: 6b57d1d2 with average_test_score=0.6389130194034909 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 4, 'min_child_weight': 0.08616822369203446, 'subsample': 0.6604510007773111, 'colsample_bylevel': 0.7431519121672677, 'colsample_bytree': 0.671147717131426, 'reg_alpha': 4.832021610814818, 'reg_lambda': 0.5922006220828449, 'scale_pos_weight': 1}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 100/100 (27 RUNNING, 73 TERMINATED)


Trial _Trainable_cf83abf4 reported average_test_score=0.63 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.5, 'n_estimators': 600, 'max_depth': 1, 'min_child_weight': 0.08461577702523777, 'subsample': 0.8718090138095649, 'colsample_bylevel': 0.8014795981143965, 'colsample_bytree': 0.0996950073659901, 'reg_alpha': 0.09066490647244356, 'reg_lambda': 2.554390504317419, 'scale_pos_weight': 1}. This trial completed.
Trial _Trainable_e5b43a84 reported average_test_score=0.54 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.5, 'n_estimators': 600, 'max_depth': 7, 'min_child_weight': 41.05262178957936, 'subsample': 0.12083867388105979, 'colsample_bylevel': 0.9338804593287511, 'colsample_bytree': 0.1907385489497622, 'reg_alpha': 0.010237075964123748, 'reg_lambda': 3.542779911051703, 'scale_pos_weight': 26}. This trial completed.
== Status ==
Memory usage on this node: 3.9/15.1 GiB
Using AsyncHyperBand: num_stopped=0
Bracket: Iter 1.000: 0.630624545521093
Resources requested: 25.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: 6b57d1d2 with average_test_score=0.6389130194034909 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 4, 'min_child_weight': 0.08616822369203446, 'subsample': 0.6604510007773111, 'colsample_bylevel': 0.7431519121672677, 'colsample_bytree': 0.671147717131426, 'reg_alpha': 4.832021610814818, 'reg_lambda': 0.5922006220828449, 'scale_pos_weight': 1}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 100/100 (25 RUNNING, 75 TERMINATED)


Trial _Trainable_e5366a1e reported average_test_score=0.64 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.02, 'n_estimators': 600, 'max_depth': 5, 'min_child_weight': 4.13048265431128, 'subsample': 0.8126897785218166, 'colsample_bylevel': 0.8621086696980713, 'colsample_bytree': 0.33277651753693377, 'reg_alpha': 0.0010253248572817152, 'reg_lambda': 1.4954113879734332, 'scale_pos_weight': 26}. This trial completed.
== Status ==
Memory usage on this node: 3.8/15.1 GiB
Using AsyncHyperBand: num_stopped=0
Bracket: Iter 1.000: 0.6310016672643459
Resources requested: 24.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: 6b57d1d2 with average_test_score=0.6389130194034909 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 4, 'min_child_weight': 0.08616822369203446, 'subsample': 0.6604510007773111, 'colsample_bylevel': 0.7431519121672677, 'colsample_bytree': 0.671147717131426, 'reg_alpha': 4.832021610814818, 'reg_lambda': 0.5922006220828449, 'scale_pos_weight': 1}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 100/100 (24 RUNNING, 76 TERMINATED)


Trial _Trainable_bd2932a8 reported average_test_score=0.58 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.5, 'n_estimators': 200, 'max_depth': 5, 'min_child_weight': 0.20619705876741304, 'subsample': 0.48548750860070966, 'colsample_bylevel': 0.3051085912823733, 'colsample_bytree': 0.5240474072693084, 'reg_alpha': 7.289176303502906, 'reg_lambda': 0.05073271844905555, 'scale_pos_weight': 50}. This trial completed.
Trial _Trainable_ea13a858 reported average_test_score=0.62 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 8, 'min_child_weight': 15.235693867918188, 'subsample': 0.6291316180558719, 'colsample_bylevel': 0.6389432202279859, 'colsample_bytree': 0.9665209595179959, 'reg_alpha': 0.0032880576689478234, 'reg_lambda': 0.6589926673394071, 'scale_pos_weight': 1}. This trial completed.
== Status ==
Memory usage on this node: 3.9/15.1 GiB
Using AsyncHyperBand: num_stopped=0
Bracket: Iter 1.000: 0.6307845683734468
Resources requested: 22.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: 6b57d1d2 with average_test_score=0.6389130194034909 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 4, 'min_child_weight': 0.08616822369203446, 'subsample': 0.6604510007773111, 'colsample_bylevel': 0.7431519121672677, 'colsample_bytree': 0.671147717131426, 'reg_alpha': 4.832021610814818, 'reg_lambda': 0.5922006220828449, 'scale_pos_weight': 1}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 100/100 (22 RUNNING, 78 TERMINATED)


Trial _Trainable_eb136a54 reported average_test_score=0.61 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 600, 'max_depth': 5, 'min_child_weight': 0.412448922758398, 'subsample': 0.909119316732542, 'colsample_bylevel': 0.5873796156989866, 'colsample_bytree': 0.5816077522872285, 'reg_alpha': 0.0053683894777445985, 'reg_lambda': 0.12516021571969557, 'scale_pos_weight': 26}. This trial completed.
== Status ==
Memory usage on this node: 3.9/15.1 GiB
Using AsyncHyperBand: num_stopped=0
Bracket: Iter 1.000: 0.630624545521093
Resources requested: 21.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: 6b57d1d2 with average_test_score=0.6389130194034909 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 4, 'min_child_weight': 0.08616822369203446, 'subsample': 0.6604510007773111, 'colsample_bylevel': 0.7431519121672677, 'colsample_bytree': 0.671147717131426, 'reg_alpha': 4.832021610814818, 'reg_lambda': 0.5922006220828449, 'scale_pos_weight': 1}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 100/100 (21 RUNNING, 79 TERMINATED)


Trial _Trainable_7f48a720 reported average_test_score=0.63 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.5, 'n_estimators': 600, 'max_depth': 1, 'min_child_weight': 0.027243586121681568, 'subsample': 0.6443106604412262, 'colsample_bylevel': 0.9894104772339934, 'colsample_bytree': 0.8366308589536406, 'reg_alpha': 0.0010993365398935613, 'reg_lambda': 0.008726191513781742, 'scale_pos_weight': 26}. This trial completed.
Trial _Trainable_6966434a reported average_test_score=0.57 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.5, 'n_estimators': 600, 'max_depth': 8, 'min_child_weight': 0.07683493411604045, 'subsample': 0.9646186924271349, 'colsample_bylevel': 0.02072975013286179, 'colsample_bytree': 0.9173245042982103, 'reg_alpha': 0.909182015138799, 'reg_lambda': 0.0552680532007292, 'scale_pos_weight': 1}. This trial completed.
Trial _Trainable_9470a2c4 reported average_test_score=0.63 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 600, 'max_depth': 4, 'min_child_weight': 3.0405915096508536, 'subsample': 0.348552655577687, 'colsample_bylevel': 0.028003692950374644, 'colsample_bytree': 0.5971935392384609, 'reg_alpha': 4.321348415430629, 'reg_lambda': 2.9301493821309057, 'scale_pos_weight': 50}. This trial completed.
Trial _Trainable_21325c8a reported average_test_score=0.59 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 600, 'max_depth': 7, 'min_child_weight': 43.65050781573161, 'subsample': 0.35122783983154504, 'colsample_bylevel': 0.27296302373394105, 'colsample_bytree': 0.44913384229639136, 'reg_alpha': 0.003932500947213222, 'reg_lambda': 0.3865570138576312, 'scale_pos_weight': 50}. This trial completed.
== Status ==
Memory usage on this node: 3.8/15.1 GiB
Using AsyncHyperBand: num_stopped=0
Bracket: Iter 1.000: 0.6310587433028915
Resources requested: 17.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: 6b57d1d2 with average_test_score=0.6389130194034909 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 4, 'min_child_weight': 0.08616822369203446, 'subsample': 0.6604510007773111, 'colsample_bylevel': 0.7431519121672677, 'colsample_bytree': 0.671147717131426, 'reg_alpha': 4.832021610814818, 'reg_lambda': 0.5922006220828449, 'scale_pos_weight': 1}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 100/100 (17 RUNNING, 83 TERMINATED)


Trial _Trainable_1e7a0ef2 reported average_test_score=0.62 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.02, 'n_estimators': 200, 'max_depth': 8, 'min_child_weight': 0.02215357111491475, 'subsample': 0.9388069110622437, 'colsample_bylevel': 0.7808300020603135, 'colsample_bytree': 0.7949044720207327, 'reg_alpha': 0.011433198806809163, 'reg_lambda': 0.027686996459080824, 'scale_pos_weight': 50}. This trial completed.
== Status ==
Memory usage on this node: 3.9/15.1 GiB
Using AsyncHyperBand: num_stopped=0
Bracket: Iter 1.000: 0.6310016672643459
Resources requested: 16.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: 6b57d1d2 with average_test_score=0.6389130194034909 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 4, 'min_child_weight': 0.08616822369203446, 'subsample': 0.6604510007773111, 'colsample_bylevel': 0.7431519121672677, 'colsample_bytree': 0.671147717131426, 'reg_alpha': 4.832021610814818, 'reg_lambda': 0.5922006220828449, 'scale_pos_weight': 1}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 100/100 (16 RUNNING, 84 TERMINATED)


Trial _Trainable_d0d1d95e reported average_test_score=0.59 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 7, 'min_child_weight': 0.01313522345735712, 'subsample': 0.3561180736727695, 'colsample_bylevel': 0.2540298378240313, 'colsample_bytree': 0.9586983461582477, 'reg_alpha': 0.01321180506100958, 'reg_lambda': 0.009414709576887925, 'scale_pos_weight': 50}. This trial completed.
== Status ==
Memory usage on this node: 4.0/15.1 GiB
Using AsyncHyperBand: num_stopped=0
Bracket: Iter 1.000: 0.6309445912258005
Resources requested: 15.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: 6b57d1d2 with average_test_score=0.6389130194034909 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 4, 'min_child_weight': 0.08616822369203446, 'subsample': 0.6604510007773111, 'colsample_bylevel': 0.7431519121672677, 'colsample_bytree': 0.671147717131426, 'reg_alpha': 4.832021610814818, 'reg_lambda': 0.5922006220828449, 'scale_pos_weight': 1}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 100/100 (15 RUNNING, 85 TERMINATED)


Trial _Trainable_ab239b52 reported average_test_score=0.63 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.02, 'n_estimators': 200, 'max_depth': 7, 'min_child_weight': 0.007569313767068293, 'subsample': 0.5723976403812322, 'colsample_bylevel': 0.37155506173914865, 'colsample_bytree': 0.9989567455822166, 'reg_alpha': 3.4191653615548097, 'reg_lambda': 0.0029469482839075034, 'scale_pos_weight': 1}. This trial completed.
== Status ==
Memory usage on this node: 3.6/15.1 GiB
Using AsyncHyperBand: num_stopped=0
Bracket: Iter 1.000: 0.631115819341437
Resources requested: 14.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: 6b57d1d2 with average_test_score=0.6389130194034909 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 4, 'min_child_weight': 0.08616822369203446, 'subsample': 0.6604510007773111, 'colsample_bylevel': 0.7431519121672677, 'colsample_bytree': 0.671147717131426, 'reg_alpha': 4.832021610814818, 'reg_lambda': 0.5922006220828449, 'scale_pos_weight': 1}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 100/100 (14 RUNNING, 86 TERMINATED)


Trial _Trainable_4aaeb586 reported average_test_score=0.50 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.5, 'n_estimators': 200, 'max_depth': 9, 'min_child_weight': 1.5395559148463438, 'subsample': 0.32359617301290045, 'colsample_bylevel': 0.9138965595859007, 'colsample_bytree': 0.6854617670515665, 'reg_alpha': 0.006616743131876406, 'reg_lambda': 3.2379449646433938, 'scale_pos_weight': 50}. This trial completed.
== Status ==
Memory usage on this node: 3.6/15.1 GiB
Using AsyncHyperBand: num_stopped=0
Bracket: Iter 1.000: 0.6310587433028915
Resources requested: 13.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: 6b57d1d2 with average_test_score=0.6389130194034909 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 4, 'min_child_weight': 0.08616822369203446, 'subsample': 0.6604510007773111, 'colsample_bylevel': 0.7431519121672677, 'colsample_bytree': 0.671147717131426, 'reg_alpha': 4.832021610814818, 'reg_lambda': 0.5922006220828449, 'scale_pos_weight': 1}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 100/100 (13 RUNNING, 87 TERMINATED)


Trial _Trainable_24dac548 reported average_test_score=0.55 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.5, 'n_estimators': 200, 'max_depth': 7, 'min_child_weight': 0.0012044232307367787, 'subsample': 0.4767742289553816, 'colsample_bylevel': 0.980665468121192, 'colsample_bytree': 0.8784846896294727, 'reg_alpha': 0.03539424732737686, 'reg_lambda': 0.07786083238967344, 'scale_pos_weight': 1}. This trial completed.
== Status ==
Memory usage on this node: 3.6/15.1 GiB
Using AsyncHyperBand: num_stopped=0
Bracket: Iter 1.000: 0.6310016672643459
Resources requested: 12.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: 6b57d1d2 with average_test_score=0.6389130194034909 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 4, 'min_child_weight': 0.08616822369203446, 'subsample': 0.6604510007773111, 'colsample_bylevel': 0.7431519121672677, 'colsample_bytree': 0.671147717131426, 'reg_alpha': 4.832021610814818, 'reg_lambda': 0.5922006220828449, 'scale_pos_weight': 1}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 100/100 (12 RUNNING, 88 TERMINATED)


Trial _Trainable_558a31ec reported average_test_score=0.63 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.02, 'n_estimators': 600, 'max_depth': 5, 'min_child_weight': 0.014345117856346613, 'subsample': 0.7583327134155782, 'colsample_bylevel': 0.35527526157698597, 'colsample_bytree': 0.9220423016607713, 'reg_alpha': 0.006205491106732608, 'reg_lambda': 0.04169326609336442, 'scale_pos_weight': 50}. This trial completed.
== Status ==
Memory usage on this node: 3.6/15.1 GiB
Using AsyncHyperBand: num_stopped=0
Bracket: Iter 1.000: 0.6311728953799824
Resources requested: 11.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: 6b57d1d2 with average_test_score=0.6389130194034909 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 4, 'min_child_weight': 0.08616822369203446, 'subsample': 0.6604510007773111, 'colsample_bylevel': 0.7431519121672677, 'colsample_bytree': 0.671147717131426, 'reg_alpha': 4.832021610814818, 'reg_lambda': 0.5922006220828449, 'scale_pos_weight': 1}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 100/100 (11 RUNNING, 89 TERMINATED)


Trial _Trainable_5458df9e reported average_test_score=0.52 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.5, 'n_estimators': 600, 'max_depth': 7, 'min_child_weight': 0.016069634171167805, 'subsample': 0.4921055164151813, 'colsample_bylevel': 0.23180639741353626, 'colsample_bytree': 0.6662690071340082, 'reg_alpha': 0.3347863611282846, 'reg_lambda': 9.165115795012197, 'scale_pos_weight': 50}. This trial completed.
== Status ==
Memory usage on this node: 3.1/15.1 GiB
Using AsyncHyperBand: num_stopped=0
Bracket: Iter 1.000: 0.631115819341437
Resources requested: 10.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: 6b57d1d2 with average_test_score=0.6389130194034909 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 4, 'min_child_weight': 0.08616822369203446, 'subsample': 0.6604510007773111, 'colsample_bylevel': 0.7431519121672677, 'colsample_bytree': 0.671147717131426, 'reg_alpha': 4.832021610814818, 'reg_lambda': 0.5922006220828449, 'scale_pos_weight': 1}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 100/100 (10 RUNNING, 90 TERMINATED)


Trial _Trainable_03fbf59a reported average_test_score=0.62 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 600, 'max_depth': 8, 'min_child_weight': 87.99301940577583, 'subsample': 0.7485486496973615, 'colsample_bylevel': 0.9312418747134803, 'colsample_bytree': 0.2984057951265022, 'reg_alpha': 0.003139019824079746, 'reg_lambda': 0.002795733237126031, 'scale_pos_weight': 1}. This trial completed.
== Status ==
Memory usage on this node: 2.7/15.1 GiB
Using AsyncHyperBand: num_stopped=0
Bracket: Iter 1.000: 0.6310587433028915
Resources requested: 9.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: 6b57d1d2 with average_test_score=0.6389130194034909 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 4, 'min_child_weight': 0.08616822369203446, 'subsample': 0.6604510007773111, 'colsample_bylevel': 0.7431519121672677, 'colsample_bytree': 0.671147717131426, 'reg_alpha': 4.832021610814818, 'reg_lambda': 0.5922006220828449, 'scale_pos_weight': 1}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 100/100 (9 RUNNING, 91 TERMINATED)


Trial _Trainable_96fa012a reported average_test_score=0.54 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.5, 'n_estimators': 200, 'max_depth': 8, 'min_child_weight': 0.4523892696135799, 'subsample': 0.6410950770177961, 'colsample_bylevel': 0.7888169003413726, 'colsample_bytree': 0.9849606052281064, 'reg_alpha': 1.0567910597145116, 'reg_lambda': 8.760847449548267, 'scale_pos_weight': 50}. This trial completed.
== Status ==
Memory usage on this node: 2.7/15.1 GiB
Using AsyncHyperBand: num_stopped=0
Bracket: Iter 1.000: 0.6310016672643459
Resources requested: 8.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: 6b57d1d2 with average_test_score=0.6389130194034909 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 4, 'min_child_weight': 0.08616822369203446, 'subsample': 0.6604510007773111, 'colsample_bylevel': 0.7431519121672677, 'colsample_bytree': 0.671147717131426, 'reg_alpha': 4.832021610814818, 'reg_lambda': 0.5922006220828449, 'scale_pos_weight': 1}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 100/100 (8 RUNNING, 92 TERMINATED)


Trial _Trainable_918c5026 reported average_test_score=0.54 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.5, 'n_estimators': 600, 'max_depth': 7, 'min_child_weight': 40.27433053134821, 'subsample': 0.761391943764967, 'colsample_bylevel': 0.5171316262013361, 'colsample_bytree': 0.6874573258900475, 'reg_alpha': 0.004428557534273371, 'reg_lambda': 0.020041935311389047, 'scale_pos_weight': 26}. This trial completed.
== Status ==
Memory usage on this node: 2.7/15.1 GiB
Using AsyncHyperBand: num_stopped=0
Bracket: Iter 1.000: 0.6309445912258005
Resources requested: 7.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: 6b57d1d2 with average_test_score=0.6389130194034909 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 4, 'min_child_weight': 0.08616822369203446, 'subsample': 0.6604510007773111, 'colsample_bylevel': 0.7431519121672677, 'colsample_bytree': 0.671147717131426, 'reg_alpha': 4.832021610814818, 'reg_lambda': 0.5922006220828449, 'scale_pos_weight': 1}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 100/100 (7 RUNNING, 93 TERMINATED)


Trial _Trainable_65c88e46 reported average_test_score=0.56 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.5, 'n_estimators': 600, 'max_depth': 5, 'min_child_weight': 0.002454775796499134, 'subsample': 0.4075699159438504, 'colsample_bylevel': 0.9465042279676559, 'colsample_bytree': 0.8009112717689801, 'reg_alpha': 0.1336449894732685, 'reg_lambda': 0.018562547019906162, 'scale_pos_weight': 26}. This trial completed.
== Status ==
Memory usage on this node: 2.7/15.1 GiB
Using AsyncHyperBand: num_stopped=0
Bracket: Iter 1.000: 0.6307845683734468
Resources requested: 6.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: 6b57d1d2 with average_test_score=0.6389130194034909 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 4, 'min_child_weight': 0.08616822369203446, 'subsample': 0.6604510007773111, 'colsample_bylevel': 0.7431519121672677, 'colsample_bytree': 0.671147717131426, 'reg_alpha': 4.832021610814818, 'reg_lambda': 0.5922006220828449, 'scale_pos_weight': 1}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 100/100 (6 RUNNING, 94 TERMINATED)


Trial _Trainable_1f7b3e8e reported average_test_score=0.59 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 600, 'max_depth': 8, 'min_child_weight': 99.83249471886847, 'subsample': 0.9245511519996972, 'colsample_bylevel': 0.7949754072516181, 'colsample_bytree': 0.6635968254879083, 'reg_alpha': 0.025244796287250824, 'reg_lambda': 1.9170823814866471, 'scale_pos_weight': 50}. This trial completed.
== Status ==
Memory usage on this node: 2.3/15.1 GiB
Using AsyncHyperBand: num_stopped=0
Bracket: Iter 1.000: 0.630624545521093
Resources requested: 5.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: 6b57d1d2 with average_test_score=0.6389130194034909 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 4, 'min_child_weight': 0.08616822369203446, 'subsample': 0.6604510007773111, 'colsample_bylevel': 0.7431519121672677, 'colsample_bytree': 0.671147717131426, 'reg_alpha': 4.832021610814818, 'reg_lambda': 0.5922006220828449, 'scale_pos_weight': 1}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 100/100 (5 RUNNING, 95 TERMINATED)


Trial _Trainable_ecf5f558 reported average_test_score=0.54 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.5, 'n_estimators': 600, 'max_depth': 6, 'min_child_weight': 0.0488493606143762, 'subsample': 0.6916116539252539, 'colsample_bylevel': 0.9593399672827073, 'colsample_bytree': 0.6920182079372753, 'reg_alpha': 6.286241366257688, 'reg_lambda': 2.1569609407750368, 'scale_pos_weight': 50}. This trial completed.
== Status ==
Memory usage on this node: 2.3/15.1 GiB
Using AsyncHyperBand: num_stopped=0
Bracket: Iter 1.000: 0.6304645226687393
Resources requested: 4.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: 6b57d1d2 with average_test_score=0.6389130194034909 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 4, 'min_child_weight': 0.08616822369203446, 'subsample': 0.6604510007773111, 'colsample_bylevel': 0.7431519121672677, 'colsample_bytree': 0.671147717131426, 'reg_alpha': 4.832021610814818, 'reg_lambda': 0.5922006220828449, 'scale_pos_weight': 1}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 100/100 (4 RUNNING, 96 TERMINATED)


Trial _Trainable_cfbe31de reported average_test_score=0.59 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 600, 'max_depth': 8, 'min_child_weight': 0.01715619327436993, 'subsample': 0.400342901160221, 'colsample_bylevel': 0.6731628392251958, 'colsample_bytree': 0.42481718107183863, 'reg_alpha': 1.991216238784759, 'reg_lambda': 0.002093861523365612, 'scale_pos_weight': 1}. This trial completed.
== Status ==
Memory usage on this node: 2.3/15.1 GiB
Using AsyncHyperBand: num_stopped=0
Bracket: Iter 1.000: 0.6303044998163855
Resources requested: 3.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: 6b57d1d2 with average_test_score=0.6389130194034909 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 4, 'min_child_weight': 0.08616822369203446, 'subsample': 0.6604510007773111, 'colsample_bylevel': 0.7431519121672677, 'colsample_bytree': 0.671147717131426, 'reg_alpha': 4.832021610814818, 'reg_lambda': 0.5922006220828449, 'scale_pos_weight': 1}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 100/100 (3 RUNNING, 97 TERMINATED)


Trial _Trainable_48e08d10 reported average_test_score=0.63 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.02, 'n_estimators': 600, 'max_depth': 6, 'min_child_weight': 5.441393993004993, 'subsample': 0.8511611717927293, 'colsample_bylevel': 0.8794282943599462, 'colsample_bytree': 0.9237078490560457, 'reg_alpha': 1.082939011612177, 'reg_lambda': 0.03188529932983651, 'scale_pos_weight': 50}. This trial completed.
== Status ==
Memory usage on this node: 1.9/15.1 GiB
Using AsyncHyperBand: num_stopped=0
Bracket: Iter 1.000: 0.6301732794156858
Resources requested: 2.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: 6b57d1d2 with average_test_score=0.6389130194034909 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 4, 'min_child_weight': 0.08616822369203446, 'subsample': 0.6604510007773111, 'colsample_bylevel': 0.7431519121672677, 'colsample_bytree': 0.671147717131426, 'reg_alpha': 4.832021610814818, 'reg_lambda': 0.5922006220828449, 'scale_pos_weight': 1}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 100/100 (2 RUNNING, 98 TERMINATED)


Trial _Trainable_643d03d6 reported average_test_score=0.62 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.02, 'n_estimators': 600, 'max_depth': 7, 'min_child_weight': 1.6003425487908645, 'subsample': 0.41018173463686736, 'colsample_bylevel': 0.6413007544424855, 'colsample_bytree': 0.8995441514414475, 'reg_alpha': 0.29188512404758504, 'reg_lambda': 0.5827540042831696, 'scale_pos_weight': 26}. This trial completed.
== Status ==
Memory usage on this node: 1.9/15.1 GiB
Using AsyncHyperBand: num_stopped=0
Bracket: Iter 1.000: 0.630042059014986
Resources requested: 1.0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: 6b57d1d2 with average_test_score=0.6389130194034909 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 4, 'min_child_weight': 0.08616822369203446, 'subsample': 0.6604510007773111, 'colsample_bylevel': 0.7431519121672677, 'colsample_bytree': 0.671147717131426, 'reg_alpha': 4.832021610814818, 'reg_lambda': 0.5922006220828449, 'scale_pos_weight': 1}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 100/100 (1 RUNNING, 99 TERMINATED)


Trial _Trainable_eba35bd2 reported average_test_score=0.58 with parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 600, 'max_depth': 9, 'min_child_weight': 5.795682135496041, 'subsample': 0.3678170681024594, 'colsample_bylevel': 0.9078454952116799, 'colsample_bytree': 0.6576555225206409, 'reg_alpha': 0.5896190477415458, 'reg_lambda': 0.004316497488335938, 'scale_pos_weight': 1}. This trial completed.
== Status ==
Memory usage on this node: 1.9/15.1 GiB
Using AsyncHyperBand: num_stopped=0
Bracket: Iter 1.000: 0.6299108386142863
Resources requested: 0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: 6b57d1d2 with average_test_score=0.6389130194034909 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 4, 'min_child_weight': 0.08616822369203446, 'subsample': 0.6604510007773111, 'colsample_bylevel': 0.7431519121672677, 'colsample_bytree': 0.671147717131426, 'reg_alpha': 4.832021610814818, 'reg_lambda': 0.5922006220828449, 'scale_pos_weight': 1}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 100/100 (100 TERMINATED)


== Status ==
Memory usage on this node: 1.9/15.1 GiB
Using AsyncHyperBand: num_stopped=0
Bracket: Iter 1.000: 0.6299108386142863
Resources requested: 0/40 CPUs, 0/0 GPUs, 0.0/53.62 GiB heap, 0.0/22.06 GiB objects
Current best trial: 6b57d1d2 with average_test_score=0.6389130194034909 and parameters={'early_stopping': True, 'early_stop_type': <EarlyStopping.XGB: 4>, 'X_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000001000000), 'y_id': ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000002000000), '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(ffffffffffffffffffffffffffffffffffffffff0300000003000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000004000000), ObjectRef(ffffffffffffffffffffffffffffffffffffffff0300000005000000)], 'learning_rate': 0.1, 'n_estimators': 200, 'max_depth': 4, 'min_child_weight': 0.08616822369203446, 'subsample': 0.6604510007773111, 'colsample_bylevel': 0.7431519121672677, 'colsample_bytree': 0.671147717131426, 'reg_alpha': 4.832021610814818, 'reg_lambda': 0.5922006220828449, 'scale_pos_weight': 1}
Result logdir: /home/ubuntu/ray_results/_Trainable_2021-09-16_15-58-09
Number of trials: 100/100 (100 TERMINATED)
+---------------------+------------+-------+---------------------+--------------------+-----------------+-------------+--------------------+----------------+-------------+--------------+--------------------+-------------+--------+------------------+---------------------+---------------------+---------------------+
| Trial name          | status     | loc   |   colsample_bylevel |   colsample_bytree |   learning_rate |   max_depth |   min_child_weight |   n_estimators |   reg_alpha |   reg_lambda |   scale_pos_weight |   subsample |   iter |   total time (s) |   split0_test_score |   split1_test_score |   split2_test_score |
|---------------------+------------+-------+---------------------+--------------------+-----------------+-------------+--------------------+----------------+-------------+--------------+--------------------+-------------+--------+------------------+---------------------+---------------------+---------------------|
| _Trainable_e3b916be | TERMINATED |       |           0.802876  |          0.264647  |            0.1  |           1 |         0.026177   |             50 |  0.0657968  |  2.02664     |                 50 |    0.872009 |      1 |          18.5574 |            0.623178 |            0.621826 |            0.614493 |
| _Trainable_e40cc160 | TERMINATED |       |           0.114526  |          0.837602  |            0.1  |           3 |         0.202908   |            200 |  0.016365   |  3.16912     |                  1 |    0.550446 |      1 |          82.8256 |            0.636947 |            0.637416 |            0.632561 |
| _Trainable_e45b2a26 | TERMINATED |       |           0.88008   |          0.0943681 |            0.1  |           3 |         8.42239    |             50 |  1.98511    |  0.00422266  |                 26 |    0.323947 |      1 |          12.3155 |            0.620919 |            0.622581 |            0.61744  |
| _Trainable_e499fe18 | TERMINATED |       |           0.508782  |          0.591412  |            0.02 |           1 |         0.0181634  |             50 |  0.0707718  |  0.00540497  |                 26 |    0.830156 |      1 |          19.4837 |            0.607278 |            0.608408 |            0.59391  |
| _Trainable_e4e8340c | TERMINATED |       |           0.608206  |          0.138688  |            0.5  |           1 |         0.997713   |             50 |  0.0781865  |  0.0142447   |                  1 |    0.924075 |      1 |          15.7849 |            0.623258 |            0.62498  |            0.618959 |
| _Trainable_e5366a1e | TERMINATED |       |           0.862109  |          0.332777  |            0.02 |           5 |         4.13048    |            600 |  0.00102532 |  1.49541     |                 26 |    0.81269  |      1 |         482.678  |            0.640878 |            0.639515 |            0.633682 |
| _Trainable_e5755f4e | TERMINATED |       |           0.18281   |          0.535052  |            0.5  |           5 |         0.0384643  |            200 |  5.39043    |  6.58074     |                  1 |    0.390121 |      1 |         110.167  |            0.608669 |            0.616291 |            0.611808 |
| _Trainable_e5b43a84 | TERMINATED |       |           0.93388   |          0.190739  |            0.5  |           7 |        41.0526     |            600 |  0.0102371  |  3.54278     |                 26 |    0.120839 |      1 |         469.719  |            0.544767 |            0.535358 |            0.537411 |
| _Trainable_e60271a4 | TERMINATED |       |           0.555312  |          0.58136   |            0.02 |           3 |         0.0174531  |             50 |  6.29286    |  0.00147821  |                 50 |    0.315826 |      1 |          34.1464 |            0.623194 |            0.621668 |            0.615635 |
| _Trainable_e650adce | TERMINATED |       |           0.757295  |          0.91613   |            0.02 |           9 |         0.651725   |             50 |  0.0293912  |  0.00451068  |                 26 |    0.851443 |      1 |         153.626  |            0.622045 |            0.619963 |            0.612515 |
| _Trainable_e68f93e0 | TERMINATED |       |           0.581092  |          0.0109504 |            0.02 |           6 |        46.2537     |            200 |  1.79607    |  3.71966     |                 26 |    0.205708 |      1 |          74.8659 |            0.625927 |            0.627722 |            0.622038 |
| _Trainable_e6cef9f4 | TERMINATED |       |           0.0140249 |          0.180822  |            0.1  |           8 |        12.4451     |            200 |  0.494501   |  0.815196    |                 50 |    0.656598 |      1 |          93.7302 |            0.633314 |            0.635437 |            0.629305 |
| _Trainable_e70de722 | TERMINATED |       |           0.471418  |          0.522078  |            0.02 |           5 |         0.676317   |            600 |  0.109191   |  0.00259022  |                  1 |    0.975681 |      1 |         446.017  |            0.640323 |            0.641108 |            0.635262 |
| _Trainable_e75091c6 | TERMINATED |       |           0.52261   |          0.219019  |            0.5  |           1 |         0.0509696  |            600 |  0.14955    |  0.012843    |                 50 |    0.441096 |      1 |         162.604  |            0.633581 |            0.635745 |            0.627121 |
| _Trainable_e7a28508 | TERMINATED |       |           0.265381  |          0.947138  |            0.02 |           2 |        27.4422     |            200 |  0.179016   |  0.00455059  |                 50 |    0.965846 |      1 |          81.9368 |            0.62666  |            0.626827 |            0.619929 |
| _Trainable_e7e26c5e | TERMINATED |       |           0.0639316 |          0.235074  |            0.02 |           1 |         2.97527    |            600 |  0.00111552 |  0.20908     |                 50 |    0.845093 |      1 |         144.465  |            0.624507 |            0.623814 |            0.617287 |
| _Trainable_e8317394 | TERMINATED |       |           0.575584  |          0.535799  |            0.02 |           9 |         0.00295748 |            200 |  1.65434    |  0.00156505  |                  1 |    0.949037 |      1 |         323.92   |            0.636297 |            0.637669 |            0.631434 |
| _Trainable_e8806f26 | TERMINATED |       |           0.0384471 |          0.255279  |            0.5  |           4 |        21.8145     |             50 |  0.0015991  |  0.010767    |                 50 |    0.339267 |      1 |          23.3335 |            0.625212 |            0.624195 |            0.618618 |
| _Trainable_e8df27b4 | TERMINATED |       |           0.31656   |          0.0878871 |            0.1  |           3 |        11.6676     |            200 |  6.80823    |  0.0538089   |                 50 |    0.418077 |      1 |          71.8755 |            0.633829 |            0.632919 |            0.628878 |
| _Trainable_e92e7a8a | TERMINATED |       |           0.747206  |          0.237121  |            0.5  |           8 |         0.0501377  |             50 |  0.0124056  |  0.00143521  |                 50 |    0.798575 |      1 |          54.7329 |            0.561512 |            0.565023 |            0.562546 |
| _Trainable_e96e31f2 | TERMINATED |       |           0.412589  |          0.970863  |            0.02 |           9 |         4.15998    |             50 |  0.0383865  |  5.67214     |                 50 |    0.319736 |      1 |          99.5064 |            0.613014 |            0.608803 |            0.60387  |