| ======================================================================== |
| MODEL: xgb |
| Best trial: 166 |
| Best F1 (val @ best-threshold): 0.7341 |
| Val AUC: 0.9344 |
| Val AP: 0.7412 |
| Best threshold (picked on val): 0.3982 |
| Model saved to: /vast/projects/pranam/lab/yz927/projects/Classifier_Weight/training_classifiers/nf/xgb_smiles/best_model.json |
| Best params: |
| { |
| "lambda": 0.5133775090901563, |
| "alpha": 0.26742337075703254, |
| "colsample_bytree": 0.9580815844653469, |
| "subsample": 0.9591943852286581, |
| "learning_rate": 0.01661649816603539, |
| "max_depth": 8, |
| "min_child_weight": 246, |
| "gamma": 4.474403015962896, |
| "num_boost_round": 1396, |
| "early_stopping_rounds": 100 |
| } |
| ======================================================================== |
