| { |
| "pipeline": "dl", |
| "timestamp": "2026-06-29T20:45:12.755636", |
| "config": { |
| "seed": 42, |
| "n_tuning_trials": 30, |
| "cv_folds": 5, |
| "quick": false, |
| "architectures": [ |
| "catboost", |
| "xgboost", |
| "cann", |
| "cann_gbm", |
| "ft_transformer", |
| "tabm", |
| "localglmnet", |
| "drn" |
| ], |
| "epochs": 300, |
| "patience": 30, |
| "batch_size": 512, |
| "n_ensemble": 3, |
| "catboost_iterations": 2000, |
| "mono_lambda": 0.1 |
| }, |
| "best_model": "xgboost", |
| "double_lift_vs_glm": 1.033, |
| "glm_gini": 0.19835532870019956, |
| "models": { |
| "catboost": { |
| "metrics_train": { |
| "split": "train", |
| "n": 1156, |
| "n_params": 0, |
| "gini": 0.217189, |
| "mae": 24008.1321, |
| "rmse": 31405.2728, |
| "cv_rmse": 0.175808, |
| "ae_ratio": 1.146532, |
| "mean_actual": 178634.4191, |
| "mean_predicted": 155804.1077, |
| "gamma_deviance": -31.599869 |
| }, |
| "metrics_test": { |
| "split": "test", |
| "n": 304, |
| "n_params": 0, |
| "gini": 0.19955, |
| "mae": 29223.4503, |
| "rmse": 42466.5792, |
| "cv_rmse": 0.226094, |
| "ae_ratio": 1.160751, |
| "mean_actual": 187827.3717, |
| "mean_predicted": 161815.4533, |
| "gamma_deviance": -14.947891 |
| }, |
| "training_time": 2.687849998474121, |
| "best_params": {}, |
| "n_params": 499 |
| }, |
| "xgboost": { |
| "metrics_train": { |
| "split": "train", |
| "n": 1156, |
| "n_params": 0, |
| "gini": 0.221199, |
| "mae": 5759.4073, |
| "rmse": 7959.4927, |
| "cv_rmse": 0.044557, |
| "ae_ratio": 1.002072, |
| "mean_actual": 178634.4191, |
| "mean_predicted": 178265.0061, |
| "gamma_deviance": -2.187904 |
| }, |
| "metrics_test": { |
| "split": "test", |
| "n": 304, |
| "n_params": 0, |
| "gini": 0.20495, |
| "mae": 17203.8948, |
| "rmse": 29715.992, |
| "cv_rmse": 0.158209, |
| "ae_ratio": 0.998457, |
| "mean_actual": 187827.3717, |
| "mean_predicted": 188117.697, |
| "gamma_deviance": -4.691965 |
| }, |
| "training_time": 0.39440107345581055, |
| "best_params": { |
| "max_depth": 6, |
| "eta": 0.05, |
| "n_estimators": 1000, |
| "reg_alpha": 0.1, |
| "reg_lambda": 1.0, |
| "subsample": 0.85, |
| "colsample_bytree": 0.85, |
| "early_stopping_rounds": 50 |
| }, |
| "n_params": 462 |
| }, |
| "cann": { |
| "metrics_train": { |
| "split": "train", |
| "n": 1156, |
| "n_params": 0, |
| "gini": 0.202411, |
| "mae": 23155.4686, |
| "rmse": 34338.3103, |
| "cv_rmse": 0.192227, |
| "ae_ratio": 1.018042, |
| "mean_actual": 178634.4191, |
| "mean_predicted": 175468.5434, |
| "gamma_deviance": -37.783704 |
| }, |
| "metrics_test": { |
| "split": "test", |
| "n": 304, |
| "n_params": 0, |
| "gini": 0.194059, |
| "mae": 24906.0643, |
| "rmse": 40934.7862, |
| "cv_rmse": 0.217938, |
| "ae_ratio": 1.024133, |
| "mean_actual": 187827.3717, |
| "mean_predicted": 183401.323, |
| "gamma_deviance": -9.638755 |
| }, |
| "training_time": 6.516291856765747, |
| "best_params": { |
| "hidden_dims": [ |
| 128, |
| 64 |
| ], |
| "dropout": 0.2, |
| "lr": 0.001, |
| "weight_decay": 0.001 |
| }, |
| "n_params": 52815, |
| "n_ensemble_members": 3, |
| "best_epochs": [ |
| 0, |
| 0, |
| 0 |
| ] |
| }, |
| "cann_gbm": { |
| "metrics_train": { |
| "split": "train", |
| "n": 1156, |
| "n_params": 0, |
| "gini": 0.214997, |
| "mae": 26973.8176, |
| "rmse": 36715.2832, |
| "cv_rmse": 0.205533, |
| "ae_ratio": 1.167739, |
| "mean_actual": 178634.4191, |
| "mean_predicted": 152974.6205, |
| "gamma_deviance": -40.585313 |
| }, |
| "metrics_test": { |
| "split": "test", |
| "n": 304, |
| "n_params": 0, |
| "gini": 0.194023, |
| "mae": 32932.265, |
| "rmse": 48574.5172, |
| "cv_rmse": 0.258613, |
| "ae_ratio": 1.192998, |
| "mean_actual": 187827.3717, |
| "mean_predicted": 157441.4424, |
| "gamma_deviance": -20.046771 |
| }, |
| "training_time": 5.8221588134765625, |
| "best_params": { |
| "hidden_dims": [ |
| 128, |
| 64 |
| ], |
| "dropout": 0.2, |
| "lr": 0.001, |
| "weight_decay": 0.001 |
| }, |
| "n_params": 52815, |
| "n_ensemble_members": 3, |
| "best_epochs": [ |
| 0, |
| 0, |
| 0 |
| ] |
| }, |
| "ft_transformer": { |
| "metrics_train": { |
| "split": "train", |
| "n": 1156, |
| "n_params": 0, |
| "gini": 0.05933, |
| "mae": 178578.1372, |
| "rmse": 194469.1036, |
| "cv_rmse": 1.088643, |
| "ae_ratio": 3173.923706, |
| "mean_actual": 178634.4191, |
| "mean_predicted": 56.2819, |
| "gamma_deviance": -7317306.734206 |
| }, |
| "metrics_test": { |
| "split": "test", |
| "n": 304, |
| "n_params": 0, |
| "gini": 0.036815, |
| "mae": 187771.0898, |
| "rmse": 203270.2569, |
| "cv_rmse": 1.082219, |
| "ae_ratio": 3337.260207, |
| "mean_actual": 187827.3717, |
| "mean_predicted": 56.2819, |
| "gamma_deviance": -2023550.196912 |
| }, |
| "training_time": 340.80848002433777, |
| "best_params": { |
| "d_model": 64, |
| "n_heads": 4, |
| "n_layers": 3, |
| "dropout": 0.1, |
| "ffn_factor": 4, |
| "lr": 0.0005, |
| "weight_decay": 0.0001 |
| }, |
| "n_params": 483267, |
| "n_ensemble_members": 3, |
| "best_epochs": [ |
| 299, |
| 299, |
| 299 |
| ] |
| }, |
| "tabm": { |
| "metrics_train": { |
| "split": "train", |
| "n": 1156, |
| "n_params": 0, |
| "gini": 0.064854, |
| "mae": 178609.1615, |
| "rmse": 194497.5932, |
| "cv_rmse": 1.088802, |
| "ae_ratio": 7072.489783, |
| "mean_actual": 178634.4191, |
| "mean_predicted": 25.2576, |
| "gamma_deviance": -16328852.827116 |
| }, |
| "metrics_test": { |
| "split": "test", |
| "n": 304, |
| "n_params": 0, |
| "gini": 0.033122, |
| "mae": 187802.1149, |
| "rmse": 203298.9164, |
| "cv_rmse": 1.082371, |
| "ae_ratio": 7436.715938, |
| "mean_actual": 187827.3717, |
| "mean_predicted": 25.2568, |
| "gamma_deviance": -4515436.929884 |
| }, |
| "training_time": 176.6026849746704, |
| "best_params": { |
| "n_members": 8, |
| "hidden_dims": [ |
| 128, |
| 64 |
| ], |
| "dropout": 0.2, |
| "lr": 0.001, |
| "weight_decay": 0.0001 |
| }, |
| "n_params": 410364, |
| "n_ensemble_members": 3, |
| "best_epochs": [ |
| 299, |
| 299, |
| 299 |
| ] |
| }, |
| "localglmnet": { |
| "metrics_train": { |
| "split": "train", |
| "n": 1156, |
| "n_params": 0, |
| "gini": 0.206005, |
| "mae": 21552.5978, |
| "rmse": 38899.1139, |
| "cv_rmse": 0.217758, |
| "ae_ratio": 0.994052, |
| "mean_actual": 178634.4191, |
| "mean_predicted": 179703.2482, |
| "gamma_deviance": -32.628445 |
| }, |
| "metrics_test": { |
| "split": "test", |
| "n": 304, |
| "n_params": 0, |
| "gini": 0.199053, |
| "mae": 23419.5912, |
| "rmse": 41406.0148, |
| "cv_rmse": 0.220447, |
| "ae_ratio": 0.988121, |
| "mean_actual": 187827.3717, |
| "mean_predicted": 190085.4273, |
| "gamma_deviance": -7.820823 |
| }, |
| "training_time": 6.341158151626587, |
| "best_params": { |
| "hidden_dims": [ |
| 64, |
| 32 |
| ], |
| "dropout": 0.3, |
| "coeff_reg": 1.0, |
| "lr": 0.0001, |
| "weight_decay": 0.01 |
| }, |
| "n_params": 22620, |
| "n_ensemble_members": 3, |
| "best_epochs": [ |
| 0, |
| 0, |
| 1 |
| ] |
| }, |
| "drn": { |
| "metrics_train": { |
| "split": "train", |
| "n": 1156, |
| "n_params": 0, |
| "gini": 0.202143, |
| "mae": 25139.4589, |
| "rmse": 48095.4937, |
| "cv_rmse": 0.26924, |
| "ae_ratio": 1.002491, |
| "mean_actual": 178634.4191, |
| "mean_predicted": 178190.489, |
| "gamma_deviance": -42.297568 |
| }, |
| "metrics_test": { |
| "split": "test", |
| "n": 304, |
| "n_params": 0, |
| "gini": 0.196194, |
| "mae": 27927.6243, |
| "rmse": 50086.1878, |
| "cv_rmse": 0.266661, |
| "ae_ratio": 0.981333, |
| "mean_actual": 187827.3717, |
| "mean_predicted": 191400.3003, |
| "gamma_deviance": -10.697358 |
| }, |
| "training_time": 6.589911937713623, |
| "best_params": { |
| "hidden_dims": [ |
| 128, |
| 64 |
| ], |
| "dropout": 0.2, |
| "kl_alpha": 0.1, |
| "lr": 0.001, |
| "weight_decay": 0.0001 |
| }, |
| "n_params": 53010, |
| "n_ensemble_members": 3, |
| "best_epochs": [ |
| 0, |
| 0, |
| 0 |
| ] |
| }, |
| "stacked_ensemble": { |
| "metrics_train": { |
| "split": "train", |
| "n": 1156, |
| "n_params": 0, |
| "gini": 0.221199, |
| "mae": 5759.4073, |
| "rmse": 7959.4927, |
| "cv_rmse": 0.044557, |
| "ae_ratio": 1.002072, |
| "mean_actual": 178634.4191, |
| "mean_predicted": 178265.0061, |
| "gamma_deviance": -2.187904 |
| }, |
| "metrics_test": { |
| "split": "test", |
| "n": 304, |
| "n_params": 0, |
| "gini": 0.20495, |
| "mae": 17203.8948, |
| "rmse": 29715.992, |
| "cv_rmse": 0.158209, |
| "ae_ratio": 0.998457, |
| "mean_actual": 187827.3717, |
| "mean_predicted": 188117.697, |
| "gamma_deviance": -4.691965 |
| }, |
| "training_time": 0.0017802715301513672, |
| "best_params": {}, |
| "n_params": 9, |
| "base_weights": { |
| "glm": 0.0, |
| "catboost": 0.0, |
| "xgboost": 1.0, |
| "cann": 0.0, |
| "cann_gbm": 0.0, |
| "ft_transformer": 0.0, |
| "tabm": 0.0, |
| "localglmnet": 0.0, |
| "drn": 0.0 |
| } |
| } |
| } |
| } |