17.08.2022 08:55:50 SysTool-Logger INFO: Starting identification...
17.08.2022 08:55:50 SysTool-Logger INFO: Target preprocessing...
17.08.2022 08:55:50 ETA-ML-Lib-Logger INFO: Fitting MyMultiTimeStepForecastingPreprocessor
17.08.2022 08:55:50 ETA-ML-Lib-Logger INFO: Finished fitting MyMultiTimeStepForecastingPreprocessor. Computation time: 0:00:00.001772
17.08.2022 08:55:50 ETA-ML-Lib-Logger INFO: Starting MyMultiTimeStepForecastingPreprocessor transformation
17.08.2022 08:55:50 ETA-ML-Lib-Logger INFO: Starting MyTimeStep transformation
17.08.2022 08:55:50 ETA-ML-Lib-Logger INFO: Finished MyTimeStep transformation. Computation time: 0:00:00.009471
17.08.2022 08:55:50 ETA-ML-Lib-Logger INFO: Finished MyMultiTimeStepForecastingPreprocessor transformation. Computation time: 0:00:00.013630
17.08.2022 08:55:50 ETA-ML-Lib-Logger INFO: Starting MyMultiTimeStepForecastingPreprocessor transformation
17.08.2022 08:55:50 ETA-ML-Lib-Logger INFO: Starting MyTimeStep transformation
17.08.2022 08:55:50 ETA-ML-Lib-Logger INFO: Finished MyTimeStep transformation. Computation time: 0:00:00.006611
17.08.2022 08:55:50 ETA-ML-Lib-Logger INFO: Finished MyMultiTimeStepForecastingPreprocessor transformation. Computation time: 0:00:00.010663
17.08.2022 08:55:50 SysTool-Logger INFO: Creating search space...
17.08.2022 08:55:50 SysTool-Logger INFO: Splitting train and test data...
17.08.2022 08:55:50 SysTool-Logger INFO: Feature preprocessing...
17.08.2022 08:55:50 ETA-ML-Lib-Logger INFO: Starting MyOutlierFilterHampel transformation
17.08.2022 08:55:51 ETA-ML-Lib-Logger INFO: Replaced 73 outliers in Feature Pu_Mgn3.425.ThHy_T_VL
17.08.2022 08:55:52 ETA-ML-Lib-Logger INFO: Replaced 41 outliers in Feature Ort_AU.WS.Atmo_T_Luft
17.08.2022 08:55:53 ETA-ML-Lib-Logger INFO: Replaced 0 outliers in Feature Wetterprognose_Temperatur
17.08.2022 08:55:54 ETA-ML-Lib-Logger INFO: Replaced 246 outliers in Feature thermal_power
17.08.2022 08:55:54 ETA-ML-Lib-Logger INFO: Finished MyOutlierFilterHampel transformation. Computation time: 0:00:03.926410
17.08.2022 08:55:54 ETA-ML-Lib-Logger INFO: Starting MyTimeStep transformation
17.08.2022 08:55:54 ETA-ML-Lib-Logger INFO: Finished MyTimeStep transformation. Computation time: 0:00:00.021081
17.08.2022 08:55:54 ETA-ML-Lib-Logger INFO: Starting MyTimeStep transformation
17.08.2022 08:55:54 ETA-ML-Lib-Logger INFO: Finished MyTimeStep transformation. Computation time: 0:00:00.005940
17.08.2022 08:55:54 ETA-ML-Lib-Logger INFO: Starting MyMovingAverage transformation
17.08.2022 08:55:54 ETA-ML-Lib-Logger INFO: Finished MyMovingAverage transformation. Computation time: 0:00:00.003435
17.08.2022 08:55:54 ETA-ML-Lib-Logger INFO: Starting MyDateTimeFeatures transformation
17.08.2022 08:55:54 ETA-ML-Lib-Logger INFO: Finished MyDateTimeFeatures transformation. Computation time: 0:00:00.020971
17.08.2022 08:55:54 ETA-ML-Lib-Logger INFO: Starting MyDifferential transformation
17.08.2022 08:55:54 ETA-ML-Lib-Logger INFO: Finished MyDifferential transformation. Computation time: 0:00:00.032769
17.08.2022 08:55:54 ETA-ML-Lib-Logger INFO: Starting MyOutlierFilterHampel transformation

/usr/local/lib/python3.8/dist-packages/eta_ml_lib/feature_engineering/feature_engineering_1.py:375: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  df["{}_time_step_{}".format(feature, step)] = df[feature].shift(periods=step, freq=freq)

17.08.2022 08:55:55 ETA-ML-Lib-Logger INFO: Replaced 73 outliers in Feature Pu_Mgn3.425.ThHy_T_VL
17.08.2022 08:55:56 ETA-ML-Lib-Logger INFO: Replaced 41 outliers in Feature Ort_AU.WS.Atmo_T_Luft
17.08.2022 08:55:57 ETA-ML-Lib-Logger INFO: Replaced 0 outliers in Feature Wetterprognose_Temperatur
17.08.2022 08:55:58 ETA-ML-Lib-Logger INFO: Replaced 246 outliers in Feature thermal_power
17.08.2022 08:55:58 ETA-ML-Lib-Logger INFO: Finished MyOutlierFilterHampel transformation. Computation time: 0:00:03.911576
17.08.2022 08:55:58 ETA-ML-Lib-Logger INFO: Starting MyTimeStep transformation
17.08.2022 08:55:58 ETA-ML-Lib-Logger INFO: Finished MyTimeStep transformation. Computation time: 0:00:00.018811
17.08.2022 08:55:58 ETA-ML-Lib-Logger INFO: Starting MyTimeStep transformation
17.08.2022 08:55:58 ETA-ML-Lib-Logger INFO: Finished MyTimeStep transformation. Computation time: 0:00:00.005328
17.08.2022 08:55:58 ETA-ML-Lib-Logger INFO: Starting MyMovingAverage transformation
17.08.2022 08:55:58 ETA-ML-Lib-Logger INFO: Finished MyMovingAverage transformation. Computation time: 0:00:00.003476
17.08.2022 08:55:58 ETA-ML-Lib-Logger INFO: Starting MyDateTimeFeatures transformation
17.08.2022 08:55:58 ETA-ML-Lib-Logger INFO: Finished MyDateTimeFeatures transformation. Computation time: 0:00:00.020364
17.08.2022 08:55:58 ETA-ML-Lib-Logger INFO: Starting MyDifferential transformation
17.08.2022 08:55:58 ETA-ML-Lib-Logger INFO: Finished MyDifferential transformation. Computation time: 0:00:00.031832
17.08.2022 08:55:58 SysTool-Logger INFO: Data preprocessing steps without hyperparameter optimization...
17.08.2022 08:55:58 SysTool-Logger INFO: NOP: {'scaler': {'transformer': <class 'sklearn.preprocessing._data.StandardScaler'>, 'hyperparameters': {}}}
17.08.2022 08:55:58 SysTool-Logger INFO: Starting hyperparameter optimization...
  0%|          | 0/100 [00:00<?, ?trial/s, best loss=?]17.08.2022 08:55:58 SysTool-Logger INFO: model_steps: [('feature_selection', PCA(n_components=0.9)), ('estimator', ExtraTreesRegressor(max_depth=34, n_estimators=651, n_jobs=-1))]
17.08.2022 08:55:58 SysTool-Logger INFO: Clear_session: activated
17.08.2022 08:55:58 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]

/usr/local/lib/python3.8/dist-packages/eta_ml_lib/feature_engineering/feature_engineering_1.py:375: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  df["{}_time_step_{}".format(feature, step)] = df[feature].shift(periods=step, freq=freq)

17.08.2022 08:56:00 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 08:56:02 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 08:56:04 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 08:56:06 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
  1%|          | 1/100 [00:10<16:33, 10.03s/trial, best loss: -0.3699892310195031]17.08.2022 08:56:09 SysTool-Logger INFO: model_steps: [('feature_selection', PCA(n_components=0.9)), ('estimator', LinearRegression())]
17.08.2022 08:56:09 SysTool-Logger INFO: Clear_session: activated
17.08.2022 08:56:09 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 08:56:09 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 08:56:09 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 08:56:09 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 08:56:09 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
  2%|▏         | 2/100 [00:10<07:12,  4.41s/trial, best loss: -0.398002268653061] 17.08.2022 08:56:09 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=DecisionTreeRegressor(), k=9.0,
                   threshold=-inf)), ('estimator', RandomForestRegressor(max_depth=44, n_estimators=99, n_jobs=-1))]
17.08.2022 08:56:09 SysTool-Logger INFO: Clear_session: activated
17.08.2022 08:56:09 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 08:56:09 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 08:56:09 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.111142
17.08.2022 08:56:09 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:56:09 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000524
17.08.2022 08:56:09 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:56:09 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000685
17.08.2022 08:56:09 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 08:56:10 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 08:56:10 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.210561
17.08.2022 08:56:10 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:56:10 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000557
17.08.2022 08:56:10 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:56:10 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000913
17.08.2022 08:56:10 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 08:56:10 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 08:56:10 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.329657
17.08.2022 08:56:10 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:56:10 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000603
17.08.2022 08:56:11 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:56:11 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001064
17.08.2022 08:56:11 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 08:56:11 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 08:56:11 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.563014
17.08.2022 08:56:11 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:56:11 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000897
17.08.2022 08:56:12 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:56:12 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001025
17.08.2022 08:56:12 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 08:56:12 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 08:56:13 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.852759
17.08.2022 08:56:13 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:56:13 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000643
17.08.2022 08:56:14 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:56:14 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000937
  3%|▎         | 3/100 [00:15<07:17,  4.51s/trial, best loss: -0.398002268653061]17.08.2022 08:56:14 SysTool-Logger INFO: model_steps: [('feature_selection', PCA(n_components=0.9)), ('estimator', ExtraTreeRegressor(max_depth=100))]
17.08.2022 08:56:14 SysTool-Logger INFO: Clear_session: activated
17.08.2022 08:56:14 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 08:56:14 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 08:56:14 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 08:56:14 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 08:56:14 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
  4%|▍         | 4/100 [00:15<04:42,  2.95s/trial, best loss: -0.398002268653061]17.08.2022 08:56:14 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=DecisionTreeRegressor(), k=18.0,
                   threshold=-inf)), ('estimator', ElasticNet(alpha=0.7452990120778553, l1_ratio=0.3))]
17.08.2022 08:56:14 SysTool-Logger INFO: Clear_session: activated
17.08.2022 08:56:14 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 08:56:14 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 08:56:14 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.134555
17.08.2022 08:56:14 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:56:14 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000536
17.08.2022 08:56:14 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:56:14 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001108
17.08.2022 08:56:14 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 08:56:14 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 08:56:15 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.262157
17.08.2022 08:56:15 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:56:15 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000652
17.08.2022 08:56:15 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:56:15 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001114
17.08.2022 08:56:15 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 08:56:15 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 08:56:15 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.375720
17.08.2022 08:56:15 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:56:15 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000649
17.08.2022 08:56:15 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:56:15 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001044
17.08.2022 08:56:15 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 08:56:15 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 08:56:16 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.572148
17.08.2022 08:56:16 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:56:16 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000669
17.08.2022 08:56:16 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:56:16 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001111
17.08.2022 08:56:16 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 08:56:16 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 08:56:17 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.877313
17.08.2022 08:56:17 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:56:17 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000708
17.08.2022 08:56:17 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:56:17 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001119
  5%|▌         | 5/100 [00:18<04:29,  2.84s/trial, best loss: -0.4559716751744515]17.08.2022 08:56:17 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=ExtraTreesRegressor(), k=36.0, threshold=-inf)), ('estimator', ElasticNet(alpha=0.7170759339388255, l1_ratio=0.3))]
17.08.2022 08:56:17 SysTool-Logger INFO: Clear_session: activated
17.08.2022 08:56:17 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 08:56:17 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 08:56:19 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.097330
17.08.2022 08:56:19 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:56:19 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000575
17.08.2022 08:56:19 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:56:19 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001181
17.08.2022 08:56:19 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 08:56:19 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 08:56:23 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:04.302213
17.08.2022 08:56:23 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:56:23 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000638
17.08.2022 08:56:23 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:56:23 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001221
17.08.2022 08:56:23 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 08:56:23 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 08:56:30 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:06.495989
17.08.2022 08:56:30 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:56:30 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000692
17.08.2022 08:56:30 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:56:30 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001159
17.08.2022 08:56:30 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 08:56:30 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 08:56:39 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:09.030892
17.08.2022 08:56:39 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:56:39 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000761
17.08.2022 08:56:40 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:56:40 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001146
17.08.2022 08:56:40 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 08:56:40 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 08:56:52 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:12.178535
17.08.2022 08:56:52 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:56:52 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000833
17.08.2022 08:56:52 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:56:52 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001164
  6%|▌         | 6/100 [00:53<21:44, 13.88s/trial, best loss: -0.4559716751744515]17.08.2022 08:56:52 SysTool-Logger INFO: model_steps: [('feature_selection', PCA(n_components=0.9)), ('estimator', RandomForestRegressor(max_depth=19, n_estimators=24, n_jobs=-1))]
17.08.2022 08:56:52 SysTool-Logger INFO: Clear_session: activated
17.08.2022 08:56:52 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 08:56:52 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 08:56:53 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 08:56:53 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 08:56:53 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
  7%|▋         | 7/100 [00:55<15:17,  9.87s/trial, best loss: -0.4559716751744515]17.08.2022 08:56:54 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=ExtraTreesRegressor(), k=26.0, threshold=-inf)), ('estimator', BaggingRegressor(n_estimators=30))]
17.08.2022 08:56:54 SysTool-Logger INFO: Clear_session: activated
17.08.2022 08:56:54 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 08:56:54 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 08:56:56 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.085727
17.08.2022 08:56:56 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:56:56 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000558
17.08.2022 08:56:57 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:56:57 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000628
17.08.2022 08:56:57 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 08:56:57 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 08:57:01 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:04.270498
17.08.2022 08:57:01 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:57:01 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000609
17.08.2022 08:57:03 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:57:03 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000639
17.08.2022 08:57:03 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 08:57:03 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 08:57:09 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:06.444742
17.08.2022 08:57:09 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:57:09 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000664
17.08.2022 08:57:12 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:57:12 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000891
17.08.2022 08:57:12 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 08:57:12 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 08:57:21 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:09.067110
17.08.2022 08:57:21 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:57:21 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000708
17.08.2022 08:57:26 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:57:26 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000658
17.08.2022 08:57:26 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 08:57:26 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 08:57:38 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:12.172775
17.08.2022 08:57:38 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:57:38 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000753
17.08.2022 08:57:44 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:57:44 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000781
  8%|▊         | 8/100 [01:46<35:06, 22.90s/trial, best loss: -0.4559716751744515]17.08.2022 08:57:45 SysTool-Logger INFO: model_steps: [('feature_selection', PCA(n_components=0.9)), ('estimator', RandomForestRegressor(max_depth=92, n_estimators=161, n_jobs=-1))]
17.08.2022 08:57:45 SysTool-Logger INFO: Clear_session: activated
17.08.2022 08:57:45 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 08:57:45 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 08:57:46 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 08:57:47 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 08:57:48 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
  9%|▉         | 9/100 [01:50<26:02, 17.17s/trial, best loss: -0.4559716751744515]17.08.2022 08:57:49 SysTool-Logger INFO: model_steps: [('feature_selection', PCA(n_components=0.9)), ('estimator', ExtraTreeRegressor(max_depth=30))]
17.08.2022 08:57:49 SysTool-Logger INFO: Clear_session: activated
17.08.2022 08:57:49 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 08:57:49 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 08:57:49 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 08:57:49 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 08:57:50 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
 10%|█         | 10/100 [01:51<18:06, 12.07s/trial, best loss: -0.4559716751744515]17.08.2022 08:57:50 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=ExtraTreesRegressor(), k=19.0, threshold=-inf)), ('estimator', ExtraTreeRegressor(max_depth=40))]
17.08.2022 08:57:50 SysTool-Logger INFO: Clear_session: activated
17.08.2022 08:57:50 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 08:57:50 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 08:57:52 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.095564
17.08.2022 08:57:52 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:57:52 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000535
17.08.2022 08:57:52 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:57:52 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000576
17.08.2022 08:57:52 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 08:57:52 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 08:57:56 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:04.236375
17.08.2022 08:57:56 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:57:56 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000580
17.08.2022 08:57:56 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:57:56 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000598
17.08.2022 08:57:56 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 08:57:56 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 08:58:03 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:06.406950
17.08.2022 08:58:03 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:58:03 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000619
17.08.2022 08:58:03 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:58:03 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000594
17.08.2022 08:58:03 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 08:58:03 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 08:58:12 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:09.068975
17.08.2022 08:58:12 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:58:12 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000658
17.08.2022 08:58:12 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:58:12 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000593
17.08.2022 08:58:12 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 08:58:12 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 08:58:24 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:12.176405
17.08.2022 08:58:24 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:58:24 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000737
17.08.2022 08:58:24 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:58:24 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000601
 11%|█         | 11/100 [02:25<27:59, 18.87s/trial, best loss: -0.4559716751744515]17.08.2022 08:58:24 SysTool-Logger INFO: model_steps: [('feature_selection', PCA(n_components=0.9)), ('estimator', ExtraTreesRegressor(max_depth=94, n_estimators=255, n_jobs=-1))]
17.08.2022 08:58:24 SysTool-Logger INFO: Clear_session: activated
17.08.2022 08:58:24 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 08:58:25 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 08:58:26 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 08:58:26 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 08:58:27 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
 12%|█▏        | 12/100 [02:30<21:15, 14.50s/trial, best loss: -0.4559716751744515]17.08.2022 08:58:29 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=ExtraTreesRegressor(), k=16.0, threshold=-inf)), ('estimator', Ridge(alpha=1))]
17.08.2022 08:58:29 SysTool-Logger INFO: Clear_session: activated
17.08.2022 08:58:29 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 08:58:29 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 08:58:31 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.131639
17.08.2022 08:58:31 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:58:31 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000547
17.08.2022 08:58:31 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:58:31 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000605
17.08.2022 08:58:31 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 08:58:31 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 08:58:35 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:04.249636
17.08.2022 08:58:35 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:58:35 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000573
17.08.2022 08:58:35 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:58:35 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000600
17.08.2022 08:58:35 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 08:58:35 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 08:58:41 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:06.420678
17.08.2022 08:58:41 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:58:41 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000606
17.08.2022 08:58:41 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:58:41 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000608
17.08.2022 08:58:41 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 08:58:41 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 08:58:50 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:09.020038
17.08.2022 08:58:50 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:58:50 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000642
17.08.2022 08:58:50 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:58:50 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000615
17.08.2022 08:58:50 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 08:58:50 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 08:59:03 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:12.110544
17.08.2022 08:59:03 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:59:03 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000690
17.08.2022 08:59:03 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:59:03 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000605
 13%|█▎        | 13/100 [03:04<29:37, 20.43s/trial, best loss: -0.45698473779555693]17.08.2022 08:59:03 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=LassoCV(), k=24.0, threshold=-inf)), ('estimator', ExtraTreeRegressor(max_depth=70))]
17.08.2022 08:59:03 SysTool-Logger INFO: Clear_session: activated
17.08.2022 08:59:03 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 08:59:03 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 08:59:04 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:01.413368
17.08.2022 08:59:04 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:59:04 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001038
17.08.2022 08:59:04 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:59:04 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001048
17.08.2022 08:59:04 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 08:59:04 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 08:59:06 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:01.753772
17.08.2022 08:59:06 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:59:06 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001050
17.08.2022 08:59:06 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:59:06 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000570
17.08.2022 08:59:06 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 08:59:06 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 08:59:08 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:01.787880
17.08.2022 08:59:08 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:59:08 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000920
17.08.2022 08:59:08 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:59:08 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000571
17.08.2022 08:59:08 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 08:59:08 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 08:59:09 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:01.658199
17.08.2022 08:59:09 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:59:09 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001026
17.08.2022 08:59:09 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:59:09 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000633
17.08.2022 08:59:09 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 08:59:09 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 08:59:11 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.011697
17.08.2022 08:59:11 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:59:11 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000747
17.08.2022 08:59:12 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:59:12 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000614
 14%|█▍        | 14/100 [03:13<24:18, 16.96s/trial, best loss: -0.45698473779555693]17.08.2022 08:59:12 SysTool-Logger INFO: model_steps: [('feature_selection', PCA(n_components=0.9)), ('estimator', ExtraTreeRegressor(max_depth=70))]
17.08.2022 08:59:12 SysTool-Logger INFO: Clear_session: activated
17.08.2022 08:59:12 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 08:59:12 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 08:59:12 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 08:59:12 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 08:59:12 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
 15%|█▌        | 15/100 [03:13<17:01, 12.01s/trial, best loss: -0.45698473779555693]17.08.2022 08:59:12 SysTool-Logger INFO: model_steps: [('feature_selection', PCA(n_components=0.9)), ('estimator', LinearRegression())]
17.08.2022 08:59:12 SysTool-Logger INFO: Clear_session: activated
17.08.2022 08:59:12 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 08:59:12 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 08:59:12 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 08:59:12 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 08:59:13 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
 16%|█▌        | 16/100 [03:14<11:59,  8.57s/trial, best loss: -0.45698473779555693]17.08.2022 08:59:13 SysTool-Logger INFO: model_steps: [('feature_selection', PCA(n_components=0.9)), ('estimator', Lasso(alpha=1))]
17.08.2022 08:59:13 SysTool-Logger INFO: Clear_session: activated
17.08.2022 08:59:13 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 08:59:13 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 08:59:13 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 08:59:13 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 08:59:13 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
 17%|█▋        | 17/100 [03:14<08:30,  6.15s/trial, best loss: -0.45698473779555693]17.08.2022 08:59:13 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=LassoCV(), k=11.0, threshold=-inf)), ('estimator', KerasRegressorOwn(batch_size=928.0,
                  callbacks=({'callback_function': 'EarlyStopping',
                              'hyperparameters': {'mode': 'min',
                                                  'monitor': 'loss',
                                                  'patience': 5,
                                                  'restore_best_weights': True,
                                                  'verbose': 1}},),
                  epochs=1000, loss='mse',
                  net={0: {'NeuronType': <class 'keras.layers.core.dense.Dense'>,
                           'hyperparameters': {'activation': 'tanh',
                                               'drop_out': 0.1,
                                               'kernel_initializer': 'gl...
                           'hyperparameters': {'activation': 'tanh',
                                               'drop_out': 0.1,
                                               'kernel_initializer': 'glorot_uniform',
                                               'units': 20}},
                       4: {'NeuronType': <class 'keras.layers.core.dense.Dense'>,
                           'hyperparameters': {'activation': 'tanh',
                                               'drop_out': 0.1,
                                               'kernel_initializer': 'glorot_uniform',
                                               'units': 20}}},
                  num_hidden_layer=1.0, optimizer='adam',
                  output_layer={'kernel_initializer': 'random_uniform',
                                'out_activation': 'linear'}))]
17.08.2022 08:59:13 SysTool-Logger INFO: Clear_session: activated
17.08.2022 08:59:13 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 08:59:13 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 08:59:15 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:01.353133
17.08.2022 08:59:15 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:59:15 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001003
17.08.2022 08:59:15 ETA-ML-Lib-Logger INFO: Fitting KerasRegressorOwn

17.08.2022 08:59:17 ETA-ML-Lib-Logger WARNING: Drop out in input layer was ignored. Consider removing it from net dict
17.08.2022 08:59:17 ETA-ML-Lib-Logger INFO: Model:
Model: "sequential"

_________________________________________________________________

 Layer (type)                Output Shape              Param #

=================================================================

 dense (Dense)               (None, 20)                240

 dropout (Dropout)           (None, 20)                0

 dense_1 (Dense)             (None, 20)                420

 dense_2 (Dense)             (None, 4)                 84

=================================================================

Total params: 744

Trainable params: 744

Non-trainable params: 0

_________________________________________________________________

 17%|█▋        | 17/100 [03:18<08:30,  6.15s/trial, best loss: -0.45698473779555693]17.08.2022 08:59:17 ETA-ML-Lib-Logger INFO: None

 17%|█▋        | 17/100 [03:38<08:30,  6.15s/trial, best loss: -0.45698473779555693]17.08.2022 08:59:37 ETA-ML-Lib-Logger INFO: Finished fitting KerasRegressorOwn. Computation time: 0:00:22.013842
17.08.2022 08:59:37 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:59:37 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000929
17.08.2022 08:59:37 ETA-ML-Lib-Logger INFO: Starting KerasRegressorOwn prediction
17.08.2022 08:59:37 ETA-ML-Lib-Logger INFO: Finished KerasRegressorOwn prediction. Computation time: 0:00:00.197978
17.08.2022 08:59:37 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 08:59:37 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 08:59:39 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:01.628309
17.08.2022 08:59:39 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 08:59:39 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000965
17.08.2022 08:59:39 ETA-ML-Lib-Logger INFO: Fitting KerasRegressorOwn
17.08.2022 08:59:39 ETA-ML-Lib-Logger WARNING: Drop out in input layer was ignored. Consider removing it from net dict
17.08.2022 08:59:39 ETA-ML-Lib-Logger INFO: Model:
Model: "sequential_1"

_________________________________________________________________

 Layer (type)                Output Shape              Param #

=================================================================

 dense_3 (Dense)             (None, 20)                240

 dropout_1 (Dropout)         (None, 20)                0

 dense_4 (Dense)             (None, 20)                420

 dense_5 (Dense)             (None, 4)                 84

=================================================================

Total params: 744

Trainable params: 744

Non-trainable params: 0

_________________________________________________________________

 17%|█▋        | 17/100 [03:40<08:30,  6.15s/trial, best loss: -0.45698473779555693]17.08.2022 08:59:39 ETA-ML-Lib-Logger INFO: None

 17%|█▋        | 17/100 [04:08<08:30,  6.15s/trial, best loss: -0.45698473779555693]17.08.2022 09:00:07 ETA-ML-Lib-Logger INFO: Finished fitting KerasRegressorOwn. Computation time: 0:00:28.340928
17.08.2022 09:00:07 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:00:07 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001027
17.08.2022 09:00:07 ETA-ML-Lib-Logger INFO: Starting KerasRegressorOwn prediction
17.08.2022 09:00:07 ETA-ML-Lib-Logger INFO: Finished KerasRegressorOwn prediction. Computation time: 0:00:00.165709
17.08.2022 09:00:07 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:00:07 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 09:00:09 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.040050
17.08.2022 09:00:09 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:00:09 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001011
17.08.2022 09:00:09 ETA-ML-Lib-Logger INFO: Fitting KerasRegressorOwn
17.08.2022 09:00:09 ETA-ML-Lib-Logger WARNING: Drop out in input layer was ignored. Consider removing it from net dict
17.08.2022 09:00:09 ETA-ML-Lib-Logger INFO: Model:
Model: "sequential_2"

_________________________________________________________________

 Layer (type)                Output Shape              Param #

=================================================================

 dense_6 (Dense)             (None, 20)                240

 dropout_2 (Dropout)         (None, 20)                0

 dense_7 (Dense)             (None, 20)                420

 dense_8 (Dense)             (None, 4)                 84

=================================================================

Total params: 744

Trainable params: 744

Non-trainable params: 0

_________________________________________________________________

 17%|█▋        | 17/100 [04:10<08:30,  6.15s/trial, best loss: -0.45698473779555693]17.08.2022 09:00:09 ETA-ML-Lib-Logger INFO: None

 17%|█▋        | 17/100 [04:48<08:30,  6.15s/trial, best loss: -0.45698473779555693]17.08.2022 09:00:47 ETA-ML-Lib-Logger INFO: Finished fitting KerasRegressorOwn. Computation time: 0:00:37.532050
17.08.2022 09:00:47 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:00:47 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001149
17.08.2022 09:00:47 ETA-ML-Lib-Logger INFO: Starting KerasRegressorOwn prediction
17.08.2022 09:00:47 ETA-ML-Lib-Logger INFO: Finished KerasRegressorOwn prediction. Computation time: 0:00:00.170511
17.08.2022 09:00:47 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:00:47 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 09:00:49 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:01.769094
17.08.2022 09:00:49 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:00:49 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001360
17.08.2022 09:00:49 ETA-ML-Lib-Logger INFO: Fitting KerasRegressorOwn
17.08.2022 09:00:49 ETA-ML-Lib-Logger WARNING: Drop out in input layer was ignored. Consider removing it from net dict
17.08.2022 09:00:49 ETA-ML-Lib-Logger INFO: Model:
Model: "sequential_3"

_________________________________________________________________

 Layer (type)                Output Shape              Param #

=================================================================

 dense_9 (Dense)             (None, 20)                240

 dropout_3 (Dropout)         (None, 20)                0

 dense_10 (Dense)            (None, 20)                420

 dense_11 (Dense)            (None, 4)                 84

=================================================================

Total params: 744

Trainable params: 744

Non-trainable params: 0

_________________________________________________________________

 17%|█▋        | 17/100 [04:50<08:30,  6.15s/trial, best loss: -0.45698473779555693]

17.08.2022 09:00:49 ETA-ML-Lib-Logger INFO: None

 17%|█▋        | 17/100 [05:28<08:30,  6.15s/trial, best loss: -0.45698473779555693]17.08.2022 09:01:27 ETA-ML-Lib-Logger INFO: Finished fitting KerasRegressorOwn. Computation time: 0:00:38.646305
17.08.2022 09:01:27 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:01:27 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001095
17.08.2022 09:01:27 ETA-ML-Lib-Logger INFO: Starting KerasRegressorOwn prediction
17.08.2022 09:01:28 ETA-ML-Lib-Logger INFO: Finished KerasRegressorOwn prediction. Computation time: 0:00:00.171426
17.08.2022 09:01:28 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 09:01:28 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 09:01:29 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:01.812453
17.08.2022 09:01:29 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:01:29 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000661
17.08.2022 09:01:29 ETA-ML-Lib-Logger INFO: Fitting KerasRegressorOwn
17.08.2022 09:01:29 ETA-ML-Lib-Logger WARNING: Drop out in input layer was ignored. Consider removing it from net dict
17.08.2022 09:01:29 ETA-ML-Lib-Logger INFO: Model:
Model: "sequential_4"

_________________________________________________________________

 Layer (type)                Output Shape              Param #

=================================================================

 dense_12 (Dense)            (None, 20)                240

 dropout_4 (Dropout)         (None, 20)                0

 dense_13 (Dense)            (None, 20)                420

 dense_14 (Dense)            (None, 4)                 84

=================================================================

Total params: 744

Trainable params: 744

Non-trainable params: 0

_________________________________________________________________

 17%|█▋        | 17/100 [05:30<08:30,  6.15s/trial, best loss: -0.45698473779555693]17.08.2022 09:01:29 ETA-ML-Lib-Logger INFO: None

 17%|█▋        | 17/100 [06:17<08:30,  6.15s/trial, best loss: -0.45698473779555693]17.08.2022 09:02:16 ETA-ML-Lib-Logger INFO: Finished fitting KerasRegressorOwn. Computation time: 0:00:46.253241
17.08.2022 09:02:16 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:02:16 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001163
17.08.2022 09:02:16 ETA-ML-Lib-Logger INFO: Starting KerasRegressorOwn prediction
17.08.2022 09:02:16 ETA-ML-Lib-Logger INFO: Finished KerasRegressorOwn prediction. Computation time: 0:00:00.168710
 18%|█▊        | 18/100 [06:17<1:20:53, 59.18s/trial, best loss: -0.45698473779555693]17.08.2022 09:02:16 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=DecisionTreeRegressor(), k=33.0,
                   threshold=-inf)), ('estimator', ExtraTreesRegressor(max_depth=34, n_estimators=39, n_jobs=-1))]
17.08.2022 09:02:16 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:02:16 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:02:16 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:02:16 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.110016
17.08.2022 09:02:16 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:02:16 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000579
17.08.2022 09:02:16 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:02:16 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000794
17.08.2022 09:02:16 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:02:16 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:02:16 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.243428
17.08.2022 09:02:16 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:02:16 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000656
17.08.2022 09:02:17 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:02:17 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000906
17.08.2022 09:02:17 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:02:17 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:02:17 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.372483
17.08.2022 09:02:17 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:02:17 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001006
17.08.2022 09:02:17 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:02:17 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001005
17.08.2022 09:02:17 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:02:17 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:02:18 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.566405
17.08.2022 09:02:18 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:02:18 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000735
17.08.2022 09:02:18 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:02:18 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001015
17.08.2022 09:02:18 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 09:02:18 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:02:19 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.844535
17.08.2022 09:02:19 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:02:19 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000788
17.08.2022 09:02:19 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:02:19 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000948
 19%|█▉        | 19/100 [06:20<57:12, 42.38s/trial, best loss: -0.45698473779555693]  17.08.2022 09:02:19 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=GradientBoostingRegressor(), k=31.0,
                   threshold=-inf)), ('estimator', Lasso(alpha=1))]
17.08.2022 09:02:19 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:02:19 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:02:19 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:02:27 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:08.301983
17.08.2022 09:02:27 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:02:27 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000553

17.08.2022 09:02:28 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:02:28 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001108
17.08.2022 09:02:28 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:02:28 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 09:02:45 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:17.456129
17.08.2022 09:02:45 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:02:45 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000608

17.08.2022 09:02:46 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:02:46 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000626
17.08.2022 09:02:46 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:02:46 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 09:03:13 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:26.834215
17.08.2022 09:03:13 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:03:13 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000664

17.08.2022 09:03:14 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:03:14 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000672

17.08.2022 09:03:14 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:03:14 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:03:50 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:36.442677
17.08.2022 09:03:50 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:03:50 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000735

17.08.2022 09:03:51 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:03:51 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000638
17.08.2022 09:03:51 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 09:03:51 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 09:04:37 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:45.998772
17.08.2022 09:04:37 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:04:37 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000776

17.08.2022 09:04:38 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:04:38 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000633
 20%|██        | 20/100 [08:39<1:35:16, 71.45s/trial, best loss: -0.45698473779555693]17.08.2022 09:04:38 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=ExtraTreesRegressor(), k=35.0, threshold=-inf)), ('estimator', KerasRegressorOwn(batch_size=98.0,
                  callbacks=({'callback_function': 'EarlyStopping',
                              'hyperparameters': {'mode': 'min',
                                                  'monitor': 'loss',
                                                  'patience': 5,
                                                  'restore_best_weights': True,
                                                  'verbose': 1}},),
                  epochs=1000, loss='mse',
                  net={0: {'NeuronType': <class 'keras.layers.core.dense.Dense'>,
                           'hyperparameters': {'activation': 'tanh',
                                               'drop_out': 0.1,
                                               'kernel_initializer': 'glo...
                           'hyperparameters': {'activation': 'tanh',
                                               'drop_out': 0.1,
                                               'kernel_initializer': 'glorot_uniform',
                                               'units': 20}},
                       4: {'NeuronType': <class 'keras.layers.core.dense.Dense'>,
                           'hyperparameters': {'activation': 'tanh',
                                               'drop_out': 0.1,
                                               'kernel_initializer': 'glorot_uniform',
                                               'units': 20}}},
                  num_hidden_layer=1.0, optimizer='adam',
                  output_layer={'kernel_initializer': 'random_uniform',
                                'out_activation': 'linear'}))]
17.08.2022 09:04:38 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:04:38 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:04:38 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 09:04:40 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.081928
17.08.2022 09:04:40 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:04:40 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000558
17.08.2022 09:04:40 ETA-ML-Lib-Logger INFO: Fitting KerasRegressorOwn
17.08.2022 09:04:40 ETA-ML-Lib-Logger WARNING: Drop out in input layer was ignored. Consider removing it from net dict
17.08.2022 09:04:40 ETA-ML-Lib-Logger INFO: Model:
Model: "sequential"

_________________________________________________________________

 Layer (type)                Output Shape              Param #

=================================================================

 dense (Dense)               (None, 20)                720

 dropout (Dropout)           (None, 20)                0

 dense_1 (Dense)             (None, 20)                420

 dense_2 (Dense)             (None, 4)                 84

=================================================================

Total params: 1,224

Trainable params: 1,224

Non-trainable params: 0

_________________________________________________________________

 20%|██        | 20/100 [08:42<1:35:16, 71.45s/trial, best loss: -0.45698473779555693]17.08.2022 09:04:40 ETA-ML-Lib-Logger INFO: None

 20%|██        | 20/100 [09:55<1:35:16, 71.45s/trial, best loss: -0.45698473779555693]17.08.2022 09:05:54 ETA-ML-Lib-Logger INFO: Finished fitting KerasRegressorOwn. Computation time: 0:01:13.593498
17.08.2022 09:05:54 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:05:54 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001180
17.08.2022 09:05:54 ETA-ML-Lib-Logger INFO: Starting KerasRegressorOwn prediction
17.08.2022 09:05:54 ETA-ML-Lib-Logger INFO: Finished KerasRegressorOwn prediction. Computation time: 0:00:00.166179
17.08.2022 09:05:54 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:05:54 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:05:58 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:04.329504
17.08.2022 09:05:58 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:05:58 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000619
17.08.2022 09:05:58 ETA-ML-Lib-Logger INFO: Fitting KerasRegressorOwn
17.08.2022 09:05:59 ETA-ML-Lib-Logger WARNING: Drop out in input layer was ignored. Consider removing it from net dict
17.08.2022 09:05:59 ETA-ML-Lib-Logger INFO: Model:
Model: "sequential_1"

_________________________________________________________________

 Layer (type)                Output Shape              Param #

=================================================================

 dense_3 (Dense)             (None, 20)                720

 dropout_1 (Dropout)         (None, 20)                0

 dense_4 (Dense)             (None, 20)                420

 dense_5 (Dense)             (None, 4)                 84

=================================================================

Total params: 1,224

Trainable params: 1,224

Non-trainable params: 0

_________________________________________________________________

 20%|██        | 20/100 [10:00<1:35:16, 71.45s/trial, best loss: -0.45698473779555693]17.08.2022 09:05:59 ETA-ML-Lib-Logger INFO: None

 20%|██        | 20/100 [12:04<1:35:16, 71.45s/trial, best loss: -0.45698473779555693]17.08.2022 09:08:03 ETA-ML-Lib-Logger INFO: Finished fitting KerasRegressorOwn. Computation time: 0:02:04.308112
17.08.2022 09:08:03 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:08:03 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001057
17.08.2022 09:08:03 ETA-ML-Lib-Logger INFO: Starting KerasRegressorOwn prediction
17.08.2022 09:08:03 ETA-ML-Lib-Logger INFO: Finished KerasRegressorOwn prediction. Computation time: 0:00:00.167876
17.08.2022 09:08:03 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:08:03 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:08:10 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:06.504555
17.08.2022 09:08:10 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:08:10 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000700
17.08.2022 09:08:10 ETA-ML-Lib-Logger INFO: Fitting KerasRegressorOwn
17.08.2022 09:08:10 ETA-ML-Lib-Logger WARNING: Drop out in input layer was ignored. Consider removing it from net dict
17.08.2022 09:08:10 ETA-ML-Lib-Logger INFO: Model:
Model: "sequential_2"

_________________________________________________________________

 Layer (type)                Output Shape              Param #

=================================================================

 dense_6 (Dense)             (None, 20)                720

 dropout_2 (Dropout)         (None, 20)                0

 dense_7 (Dense)             (None, 20)                420

 dense_8 (Dense)             (None, 4)                 84

=================================================================

Total params: 1,224

Trainable params: 1,224

Non-trainable params: 0

_________________________________________________________________

 20%|██        | 20/100 [12:11<1:35:16, 71.45s/trial, best loss: -0.45698473779555693]17.08.2022 09:08:10 ETA-ML-Lib-Logger INFO: None

 20%|██        | 20/100 [15:17<1:35:16, 71.45s/trial, best loss: -0.45698473779555693]17.08.2022 09:11:16 ETA-ML-Lib-Logger INFO: Finished fitting KerasRegressorOwn. Computation time: 0:03:06.471874
17.08.2022 09:11:16 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:11:16 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001190
17.08.2022 09:11:16 ETA-ML-Lib-Logger INFO: Starting KerasRegressorOwn prediction
17.08.2022 09:11:16 ETA-ML-Lib-Logger INFO: Finished KerasRegressorOwn prediction. Computation time: 0:00:00.175812
17.08.2022 09:11:16 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:11:16 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:11:25 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:09.199775
17.08.2022 09:11:25 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:11:25 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000781
17.08.2022 09:11:25 ETA-ML-Lib-Logger INFO: Fitting KerasRegressorOwn
17.08.2022 09:11:25 ETA-ML-Lib-Logger WARNING: Drop out in input layer was ignored. Consider removing it from net dict
17.08.2022 09:11:25 ETA-ML-Lib-Logger INFO: Model:
Model: "sequential_3"

_________________________________________________________________

 Layer (type)                Output Shape              Param #

=================================================================

 dense_9 (Dense)             (None, 20)                720

 dropout_3 (Dropout)         (None, 20)                0

 dense_10 (Dense)            (None, 20)                420

 dense_11 (Dense)            (None, 4)                 84

=================================================================

Total params: 1,224

Trainable params: 1,224

Non-trainable params: 0

_________________________________________________________________

 20%|██        | 20/100 [15:26<1:35:16, 71.45s/trial, best loss: -0.45698473779555693]17.08.2022 09:11:25 ETA-ML-Lib-Logger INFO: None

 20%|██        | 20/100 [19:37<1:35:16, 71.45s/trial, best loss: -0.45698473779555693]17.08.2022 09:15:36 ETA-ML-Lib-Logger INFO: Finished fitting KerasRegressorOwn. Computation time: 0:04:10.531685
17.08.2022 09:15:36 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:15:36 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001151
17.08.2022 09:15:36 ETA-ML-Lib-Logger INFO: Starting KerasRegressorOwn prediction
17.08.2022 09:15:36 ETA-ML-Lib-Logger INFO: Finished KerasRegressorOwn prediction. Computation time: 0:00:00.175333
17.08.2022 09:15:36 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 09:15:36 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:15:48 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:12.347497
17.08.2022 09:15:48 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:15:48 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000824
17.08.2022 09:15:48 ETA-ML-Lib-Logger INFO: Fitting KerasRegressorOwn
17.08.2022 09:15:48 ETA-ML-Lib-Logger WARNING: Drop out in input layer was ignored. Consider removing it from net dict
17.08.2022 09:15:48 ETA-ML-Lib-Logger INFO: Model:
Model: "sequential_4"

_________________________________________________________________

 Layer (type)                Output Shape              Param #

=================================================================

 dense_12 (Dense)            (None, 20)                720

 dropout_4 (Dropout)         (None, 20)                0

 dense_13 (Dense)            (None, 20)                420

 dense_14 (Dense)            (None, 4)                 84

=================================================================

Total params: 1,224

Trainable params: 1,224

Non-trainable params: 0

_________________________________________________________________

 20%|██        | 20/100 [19:50<1:35:16, 71.45s/trial, best loss: -0.45698473779555693]17.08.2022 09:15:49 ETA-ML-Lib-Logger INFO: None

 20%|██        | 20/100 [24:51<1:35:16, 71.45s/trial, best loss: -0.45698473779555693]17.08.2022 09:20:49 ETA-ML-Lib-Logger INFO: Finished fitting KerasRegressorOwn. Computation time: 0:05:01.029505
17.08.2022 09:20:49 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:20:49 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001142
17.08.2022 09:20:49 ETA-ML-Lib-Logger INFO: Starting KerasRegressorOwn prediction
17.08.2022 09:20:50 ETA-ML-Lib-Logger INFO: Finished KerasRegressorOwn prediction. Computation time: 0:00:00.174295
 21%|██        | 21/100 [24:51<7:29:45, 341.59s/trial, best loss: -0.45698473779555693]17.08.2022 09:20:50 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=ExtraTreesRegressor(), k=13.0, threshold=-inf)), ('estimator', BaggingRegressor(n_estimators=15))]
17.08.2022 09:20:50 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:20:50 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:20:50 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:20:52 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.169893
17.08.2022 09:20:52 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:20:52 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000535
17.08.2022 09:20:52 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:20:52 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000588
17.08.2022 09:20:52 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:20:52 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:20:56 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:04.244471
17.08.2022 09:20:56 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:20:56 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000580
17.08.2022 09:20:57 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:20:57 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000600
17.08.2022 09:20:57 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:20:57 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:21:03 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:06.417040
17.08.2022 09:21:03 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:21:03 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000603
17.08.2022 09:21:04 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:21:04 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000596
17.08.2022 09:21:04 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:21:04 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:21:13 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:09.041141
17.08.2022 09:21:13 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:21:13 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000636
17.08.2022 09:21:14 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:21:14 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000596
17.08.2022 09:21:14 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 09:21:14 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:21:26 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:12.149529
17.08.2022 09:21:26 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:21:26 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000672
17.08.2022 09:21:28 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:21:28 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000614
 22%|██▏       | 22/100 [25:29<5:25:44, 250.57s/trial, best loss: -0.45698473779555693]17.08.2022 09:21:28 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=ExtraTreesRegressor(), k=18.0, threshold=-inf)), ('estimator', BaggingRegressor(n_estimators=20))]
17.08.2022 09:21:28 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:21:28 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:21:28 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:21:30 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.080292
17.08.2022 09:21:30 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:21:30 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000540
17.08.2022 09:21:31 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:21:31 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000599
17.08.2022 09:21:31 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:21:31 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:21:35 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:04.254005
17.08.2022 09:21:35 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:21:35 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000587
17.08.2022 09:21:36 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:21:36 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000607
17.08.2022 09:21:36 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:21:36 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:21:42 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:06.427173
17.08.2022 09:21:42 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:21:42 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000618
17.08.2022 09:21:44 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:21:44 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000600
17.08.2022 09:21:44 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:21:44 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:21:53 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:09.094810
17.08.2022 09:21:53 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:21:53 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000669
17.08.2022 09:21:55 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:21:55 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000614
17.08.2022 09:21:55 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 09:21:55 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:22:07 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:12.127106
17.08.2022 09:22:07 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:22:07 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000695
17.08.2022 09:22:10 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:22:10 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000762
 23%|██▎       | 23/100 [26:11<4:01:13, 187.97s/trial, best loss: -0.45698473779555693]17.08.2022 09:22:10 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=ExtraTreesRegressor(), k=38.0, threshold=-inf)), ('estimator', RandomForestRegressor(max_depth=15, n_estimators=314, n_jobs=-1))]
17.08.2022 09:22:10 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:22:10 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:22:10 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:22:12 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.089580
17.08.2022 09:22:12 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:22:12 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000587
17.08.2022 09:22:13 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:22:13 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000932
17.08.2022 09:22:14 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:22:14 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:22:18 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:04.260309
17.08.2022 09:22:18 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:22:18 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000653
17.08.2022 09:22:19 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:22:19 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000829
17.08.2022 09:22:19 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:22:19 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:22:26 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:06.434498
17.08.2022 09:22:26 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:22:26 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000729
17.08.2022 09:22:28 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:22:28 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001033
17.08.2022 09:22:28 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:22:28 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:22:37 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:09.105912
17.08.2022 09:22:37 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:22:37 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000816
17.08.2022 09:22:39 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:22:39 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001050
17.08.2022 09:22:39 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 09:22:39 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:22:51 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:12.094993
17.08.2022 09:22:51 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:22:51 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000876
17.08.2022 09:22:54 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:22:54 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001063
 24%|██▍       | 24/100 [26:55<3:03:26, 144.82s/trial, best loss: -0.45698473779555693]17.08.2022 09:22:54 SysTool-Logger INFO: model_steps: [('feature_selection', PCA(n_components=0.9)), ('estimator', ExtraTreesRegressor(max_depth=89, n_estimators=466, n_jobs=-1))]
17.08.2022 09:22:54 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:22:54 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:22:55 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:22:57 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:22:58 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:23:00 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
 25%|██▌       | 25/100 [27:03<2:09:29, 103.59s/trial, best loss: -0.45698473779555693]17.08.2022 09:23:02 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=GradientBoostingRegressor(), k=6.0,
                   threshold=-inf)), ('estimator', Ridge(alpha=1))]
17.08.2022 09:23:02 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:23:02 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:23:02 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:23:10 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:08.378103
17.08.2022 09:23:10 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:23:10 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000543
17.08.2022 09:23:10 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:23:10 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000605
17.08.2022 09:23:10 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:23:10 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:23:28 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:17.577464
17.08.2022 09:23:28 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:23:28 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000577
17.08.2022 09:23:28 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:23:28 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000612
17.08.2022 09:23:28 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:23:28 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:23:55 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:27.056254
17.08.2022 09:23:55 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:23:55 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000594
17.08.2022 09:23:55 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:23:55 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000615
17.08.2022 09:23:55 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:23:55 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:24:31 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:36.706110
17.08.2022 09:24:31 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:24:31 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000623
17.08.2022 09:24:31 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:24:31 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000612
17.08.2022 09:24:31 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 09:24:31 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:25:18 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:46.364413
17.08.2022 09:25:18 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:25:18 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000659
17.08.2022 09:25:18 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:25:18 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000619
 26%|██▌       | 26/100 [29:19<2:19:50, 113.39s/trial, best loss: -0.45698473779555693]17.08.2022 09:25:18 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=DecisionTreeRegressor(), k=16.0,
                   threshold=-inf)), ('estimator', Ridge(alpha=0.5))]
17.08.2022 09:25:18 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:25:18 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:25:18 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:25:18 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.101862
17.08.2022 09:25:18 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:25:18 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000553
17.08.2022 09:25:18 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:25:18 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000586
17.08.2022 09:25:18 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:25:18 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:25:18 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.215593
17.08.2022 09:25:18 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:25:18 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000591
17.08.2022 09:25:18 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:25:18 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000581
17.08.2022 09:25:18 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:25:18 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:25:18 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.328722
17.08.2022 09:25:18 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:25:18 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000643
17.08.2022 09:25:18 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:25:18 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000584
17.08.2022 09:25:18 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:25:18 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:25:19 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.531104
17.08.2022 09:25:19 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:25:19 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000677
17.08.2022 09:25:19 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:25:19 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000589
17.08.2022 09:25:19 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 09:25:19 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:25:20 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.814392
17.08.2022 09:25:20 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:25:20 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000707
17.08.2022 09:25:20 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:25:20 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000590
 27%|██▋       | 27/100 [29:21<1:37:20, 80.01s/trial, best loss: -0.45698473779555693] 17.08.2022 09:25:20 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=DecisionTreeRegressor(), k=21.0,
                   threshold=-inf)), ('estimator', ElasticNet(alpha=0.9643393797234576, l1_ratio=0.3))]
17.08.2022 09:25:20 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:25:20 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:25:20 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:25:20 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.103540
17.08.2022 09:25:20 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:25:20 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000557
17.08.2022 09:25:20 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:25:20 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001093
17.08.2022 09:25:20 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:25:20 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:25:20 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.259108
17.08.2022 09:25:20 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:25:20 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000614
17.08.2022 09:25:20 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:25:20 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001156
17.08.2022 09:25:20 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:25:20 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:25:21 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.382348
17.08.2022 09:25:21 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:25:21 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000681
17.08.2022 09:25:21 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:25:21 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001103
17.08.2022 09:25:21 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:25:21 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:25:21 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.578908
17.08.2022 09:25:21 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:25:21 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000679
17.08.2022 09:25:21 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:25:21 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001164
17.08.2022 09:25:22 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 09:25:22 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:25:22 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.881632
17.08.2022 09:25:22 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:25:22 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000780
17.08.2022 09:25:22 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:25:22 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001212
 28%|██▊       | 28/100 [29:24<1:08:09, 56.79s/trial, best loss: -0.45698473779555693]17.08.2022 09:25:23 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=DecisionTreeRegressor(), k=27.0,
                   threshold=-inf)), ('estimator', ElasticNet(alpha=0.5089800747615318, l1_ratio=0.8))]
17.08.2022 09:25:23 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:25:23 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:25:23 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:25:23 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.110187
17.08.2022 09:25:23 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:25:23 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000556
17.08.2022 09:25:23 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:25:23 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001123
17.08.2022 09:25:23 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:25:23 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:25:23 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.261087
17.08.2022 09:25:23 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:25:23 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000607
17.08.2022 09:25:23 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:25:23 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001049
17.08.2022 09:25:23 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:25:23 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:25:24 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.374897
17.08.2022 09:25:24 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:25:24 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000659
17.08.2022 09:25:24 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:25:24 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001091
17.08.2022 09:25:24 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:25:24 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:25:25 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.574092
17.08.2022 09:25:25 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:25:25 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000708
17.08.2022 09:25:25 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:25:25 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000595
17.08.2022 09:25:25 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 09:25:25 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:25:26 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.814705
17.08.2022 09:25:26 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:25:26 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000760
17.08.2022 09:25:27 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:25:27 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000620
 29%|██▉       | 29/100 [29:28<48:31, 41.01s/trial, best loss: -0.45698473779555693]  17.08.2022 09:25:27 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=DecisionTreeRegressor(), k=16.0,
                   threshold=-inf)), ('estimator', Ridge(alpha=1))]
17.08.2022 09:25:27 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:25:27 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:25:27 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:25:27 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.103397
17.08.2022 09:25:27 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:25:27 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000543
17.08.2022 09:25:27 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:25:27 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000570
17.08.2022 09:25:27 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:25:27 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:25:27 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.213336
17.08.2022 09:25:27 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:25:27 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000582
17.08.2022 09:25:27 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:25:27 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000569
17.08.2022 09:25:27 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:25:27 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:25:27 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.340198
17.08.2022 09:25:27 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:25:27 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000619
17.08.2022 09:25:27 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:25:27 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000585
17.08.2022 09:25:27 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:25:27 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:25:28 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.530207
17.08.2022 09:25:28 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:25:28 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000657
17.08.2022 09:25:28 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:25:28 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000571
17.08.2022 09:25:28 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 09:25:28 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:25:29 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.812129
17.08.2022 09:25:29 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:25:29 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000697
17.08.2022 09:25:29 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:25:29 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000569
 30%|███       | 30/100 [29:30<34:14, 29.35s/trial, best loss: -0.45698473779555693]17.08.2022 09:25:29 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=GradientBoostingRegressor(), k=7.0,
                   threshold=-inf)), ('estimator', ElasticNet(alpha=0.8264635807586602))]
17.08.2022 09:25:29 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:25:29 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:25:29 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:25:37 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:08.286316
17.08.2022 09:25:37 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:25:37 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000528
17.08.2022 09:25:37 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:25:37 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001071
17.08.2022 09:25:37 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:25:37 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:25:55 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:17.503844
17.08.2022 09:25:55 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:25:55 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000594
17.08.2022 09:25:55 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:25:55 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001109
17.08.2022 09:25:55 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:25:55 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:26:22 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:26.935076
17.08.2022 09:26:22 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:26:22 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000590
17.08.2022 09:26:22 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:26:22 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001095
17.08.2022 09:26:22 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:26:22 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:26:58 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:36.500148
17.08.2022 09:26:58 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:26:58 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000618
17.08.2022 09:26:58 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:26:58 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001140
17.08.2022 09:26:58 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 09:26:58 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:27:44 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:46.078618
17.08.2022 09:27:44 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:27:44 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000651
17.08.2022 09:27:44 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:27:44 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001138
 31%|███       | 31/100 [31:45<1:10:23, 61.21s/trial, best loss: -0.45698473779555693]17.08.2022 09:27:44 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=LassoCV(), k=12.0, threshold=-inf)), ('estimator', Ridge(alpha=1))]
17.08.2022 09:27:44 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:27:44 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:27:44 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 09:27:46 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:01.380404
17.08.2022 09:27:46 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:27:46 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000880
17.08.2022 09:27:46 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:27:46 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000863
17.08.2022 09:27:46 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:27:46 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 09:27:47 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:01.581273
17.08.2022 09:27:47 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:27:47 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000980
17.08.2022 09:27:47 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:27:47 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001009
17.08.2022 09:27:47 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:27:47 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 09:27:50 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.057183
17.08.2022 09:27:50 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:27:50 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001047
17.08.2022 09:27:50 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:27:50 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001030
17.08.2022 09:27:50 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:27:50 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 09:27:51 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:01.863130
17.08.2022 09:27:51 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:27:51 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001286
17.08.2022 09:27:51 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:27:51 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001156
17.08.2022 09:27:51 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 09:27:51 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 09:27:53 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.032100
17.08.2022 09:27:53 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:27:53 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001149
17.08.2022 09:27:54 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:27:54 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001021
 32%|███▏      | 32/100 [31:55<51:40, 45.59s/trial, best loss: -0.45698473779555693]  17.08.2022 09:27:54 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=DecisionTreeRegressor(), k=22.0,
                   threshold=-inf)), ('estimator', LinearRegression())]
17.08.2022 09:27:54 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:27:54 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:27:54 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:27:54 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.109146
17.08.2022 09:27:54 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:27:54 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000559
17.08.2022 09:27:54 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:27:54 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000978
17.08.2022 09:27:54 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:27:54 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:27:54 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.255763
17.08.2022 09:27:54 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:27:54 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000600
17.08.2022 09:27:54 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:27:54 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000974
17.08.2022 09:27:54 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:27:54 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:27:54 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.373108
17.08.2022 09:27:54 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:27:54 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000634
17.08.2022 09:27:54 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:27:54 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000977
17.08.2022 09:27:54 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:27:54 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:27:55 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.588914
17.08.2022 09:27:55 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:27:55 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000681
17.08.2022 09:27:55 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:27:55 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000970
17.08.2022 09:27:55 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 09:27:55 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:27:56 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.857273
17.08.2022 09:27:56 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:27:56 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000738
17.08.2022 09:27:56 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:27:56 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000981
 33%|███▎      | 33/100 [31:57<36:26, 32.63s/trial, best loss: -0.45698473779555693]17.08.2022 09:27:56 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=ExtraTreesRegressor(), k=15.0, threshold=-inf)), ('estimator', ElasticNet(alpha=0.5542798680454641, l1_ratio=0.3))]
17.08.2022 09:27:56 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:27:56 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:27:56 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:27:58 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.104679
17.08.2022 09:27:58 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:27:58 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000545
17.08.2022 09:27:58 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:27:58 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001121
17.08.2022 09:27:58 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:27:58 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:28:02 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:04.304629
17.08.2022 09:28:02 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:28:02 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000582
17.08.2022 09:28:03 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:28:03 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001137
17.08.2022 09:28:03 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:28:03 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:28:09 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:06.462137
17.08.2022 09:28:09 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:28:09 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000619
17.08.2022 09:28:09 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:28:09 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001130
17.08.2022 09:28:09 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:28:09 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:28:18 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:09.137674
17.08.2022 09:28:18 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:28:18 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001404
17.08.2022 09:28:18 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:28:18 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001479
17.08.2022 09:28:18 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 09:28:18 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:28:31 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:12.196747
17.08.2022 09:28:31 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:28:31 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000691
17.08.2022 09:28:31 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:28:31 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001113
 34%|███▍      | 34/100 [32:32<36:35, 33.26s/trial, best loss: -0.45698473779555693]17.08.2022 09:28:31 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=GradientBoostingRegressor(), k=30.0,
                   threshold=-inf)), ('estimator', Ridge(alpha=1))]
17.08.2022 09:28:31 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:28:31 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:28:31 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:28:39 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:08.326087
17.08.2022 09:28:39 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:28:39 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000560
17.08.2022 09:28:39 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:28:39 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000620
17.08.2022 09:28:39 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:28:39 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:28:57 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:17.744108
17.08.2022 09:28:57 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:28:57 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000615
17.08.2022 09:28:57 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:28:57 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001112
17.08.2022 09:28:57 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:28:57 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:29:24 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:27.232471
17.08.2022 09:29:24 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:29:24 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000679
17.08.2022 09:29:24 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:29:24 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001119
17.08.2022 09:29:24 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:29:24 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:30:01 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:36.919435
17.08.2022 09:30:01 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:30:01 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000747
17.08.2022 09:30:01 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:30:01 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001142
17.08.2022 09:30:01 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 09:30:01 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:30:48 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:46.563247
17.08.2022 09:30:48 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:30:48 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000812
17.08.2022 09:30:48 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:30:48 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001130
 35%|███▌      | 35/100 [34:49<1:09:44, 64.38s/trial, best loss: -0.45698473779555693]17.08.2022 09:30:48 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=DecisionTreeRegressor(), k=19.0,
                   threshold=-inf)), ('estimator', ElasticNet(alpha=0.7109805070343009))]
17.08.2022 09:30:48 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:30:48 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:30:48 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:30:48 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.113561
17.08.2022 09:30:48 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:30:48 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000544
17.08.2022 09:30:48 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:30:48 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001086
17.08.2022 09:30:48 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:30:48 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:30:48 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.257087
17.08.2022 09:30:48 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:30:48 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000603
17.08.2022 09:30:48 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:30:48 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001140
17.08.2022 09:30:48 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:30:48 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:30:49 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.375058
17.08.2022 09:30:49 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:30:49 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000623
17.08.2022 09:30:49 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:30:49 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001181
17.08.2022 09:30:49 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:30:49 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:30:49 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.571312
17.08.2022 09:30:49 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:30:49 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000663
17.08.2022 09:30:49 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:30:49 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001124
17.08.2022 09:30:49 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 09:30:49 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:30:50 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.856114
17.08.2022 09:30:50 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:30:50 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000721
17.08.2022 09:30:50 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:30:50 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001113
 36%|███▌      | 36/100 [34:51<48:56, 45.88s/trial, best loss: -0.45698473779555693]  17.08.2022 09:30:50 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=LassoCV(), k=9.0, threshold=-inf)), ('estimator', KerasRegressorOwn(batch_size=400.0,
                  callbacks=({'callback_function': 'EarlyStopping',
                              'hyperparameters': {'mode': 'min',
                                                  'monitor': 'loss',
                                                  'patience': 5,
                                                  'restore_best_weights': True,
                                                  'verbose': 1}},),
                  epochs=1000, loss='mse',
                  net={0: {'NeuronType': <class 'keras.layers.core.dense.Dense'>,
                           'hyperparameters': {'activation': 'tanh',
                                               'drop_out': 0.1,
                                               'kernel_initializer': 'gl...
                           'hyperparameters': {'activation': 'tanh',
                                               'drop_out': 0.1,
                                               'kernel_initializer': 'glorot_uniform',
                                               'units': 20}},
                       4: {'NeuronType': <class 'keras.layers.core.dense.Dense'>,
                           'hyperparameters': {'activation': 'tanh',
                                               'drop_out': 0.1,
                                               'kernel_initializer': 'glorot_uniform',
                                               'units': 20}}},
                  num_hidden_layer=0.0, optimizer='adam',
                  output_layer={'kernel_initializer': 'random_uniform',
                                'out_activation': 'linear'}))]
17.08.2022 09:30:50 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:30:50 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:30:50 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 09:30:52 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:01.378749
17.08.2022 09:30:52 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:30:52 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000994
17.08.2022 09:30:52 ETA-ML-Lib-Logger INFO: Fitting KerasRegressorOwn
17.08.2022 09:30:52 ETA-ML-Lib-Logger WARNING: Drop out in input layer was ignored. Consider removing it from net dict
17.08.2022 09:30:52 ETA-ML-Lib-Logger INFO: Model:
Model: "sequential"

_________________________________________________________________

 Layer (type)                Output Shape              Param #

=================================================================

 dense (Dense)               (None, 20)                200

 dense_1 (Dense)             (None, 4)                 84

=================================================================

Total params: 284

Trainable params: 284

Non-trainable params: 0

_________________________________________________________________

 36%|███▌      | 36/100 [34:53<48:56, 45.88s/trial, best loss: -0.45698473779555693]17.08.2022 09:30:52 ETA-ML-Lib-Logger INFO: None

 36%|███▌      | 36/100 [35:19<48:56, 45.88s/trial, best loss: -0.45698473779555693]17.08.2022 09:31:17 ETA-ML-Lib-Logger INFO: Finished fitting KerasRegressorOwn. Computation time: 0:00:25.644736
17.08.2022 09:31:17 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:31:17 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000998
17.08.2022 09:31:17 ETA-ML-Lib-Logger INFO: Starting KerasRegressorOwn prediction
17.08.2022 09:31:18 ETA-ML-Lib-Logger INFO: Finished KerasRegressorOwn prediction. Computation time: 0:00:00.159223
17.08.2022 09:31:18 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:31:18 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 09:31:19 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:01.559171
17.08.2022 09:31:19 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:31:19 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000588
17.08.2022 09:31:19 ETA-ML-Lib-Logger INFO: Fitting KerasRegressorOwn
17.08.2022 09:31:19 ETA-ML-Lib-Logger WARNING: Drop out in input layer was ignored. Consider removing it from net dict
17.08.2022 09:31:19 ETA-ML-Lib-Logger INFO: Model:
Model: "sequential_1"

_________________________________________________________________

 Layer (type)                Output Shape              Param #

=================================================================

 dense_2 (Dense)             (None, 20)                200

 dense_3 (Dense)             (None, 4)                 84

=================================================================

Total params: 284

Trainable params: 284

Non-trainable params: 0

_________________________________________________________________

 36%|███▌      | 36/100 [35:20<48:56, 45.88s/trial, best loss: -0.45698473779555693]17.08.2022 09:31:19 ETA-ML-Lib-Logger INFO: None

 36%|███▌      | 36/100 [35:57<48:56, 45.88s/trial, best loss: -0.45698473779555693]17.08.2022 09:31:56 ETA-ML-Lib-Logger INFO: Finished fitting KerasRegressorOwn. Computation time: 0:00:37.183471
17.08.2022 09:31:56 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:31:56 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001521
17.08.2022 09:31:56 ETA-ML-Lib-Logger INFO: Starting KerasRegressorOwn prediction
17.08.2022 09:31:57 ETA-ML-Lib-Logger INFO: Finished KerasRegressorOwn prediction. Computation time: 0:00:00.157169
17.08.2022 09:31:57 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:31:57 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 09:31:58 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:01.867479
17.08.2022 09:31:58 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:31:58 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000604
17.08.2022 09:31:58 ETA-ML-Lib-Logger INFO: Fitting KerasRegressorOwn
17.08.2022 09:31:58 ETA-ML-Lib-Logger WARNING: Drop out in input layer was ignored. Consider removing it from net dict
17.08.2022 09:31:58 ETA-ML-Lib-Logger INFO: Model:
Model: "sequential_2"

_________________________________________________________________

 Layer (type)                Output Shape              Param #

=================================================================

 dense_4 (Dense)             (None, 20)                200

 dense_5 (Dense)             (None, 4)                 84

=================================================================

Total params: 284

Trainable params: 284

Non-trainable params: 0

_________________________________________________________________

 36%|███▌      | 36/100 [36:00<48:56, 45.88s/trial, best loss: -0.45698473779555693]17.08.2022 09:31:59 ETA-ML-Lib-Logger INFO: None


 36%|███▌      | 36/100 [36:47<48:56, 45.88s/trial, best loss: -0.45698473779555693]17.08.2022 09:32:46 ETA-ML-Lib-Logger INFO: Finished fitting KerasRegressorOwn. Computation time: 0:00:47.484303
17.08.2022 09:32:46 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:32:46 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001082
17.08.2022 09:32:46 ETA-ML-Lib-Logger INFO: Starting KerasRegressorOwn prediction
17.08.2022 09:32:46 ETA-ML-Lib-Logger INFO: Finished KerasRegressorOwn prediction. Computation time: 0:00:00.166130
17.08.2022 09:32:46 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:32:46 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 09:32:48 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:01.925811
17.08.2022 09:32:48 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:32:48 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001159
17.08.2022 09:32:48 ETA-ML-Lib-Logger INFO: Fitting KerasRegressorOwn
17.08.2022 09:32:48 ETA-ML-Lib-Logger WARNING: Drop out in input layer was ignored. Consider removing it from net dict
17.08.2022 09:32:48 ETA-ML-Lib-Logger INFO: Model:
Model: "sequential_3"

_________________________________________________________________

 Layer (type)                Output Shape              Param #

=================================================================

 dense_6 (Dense)             (None, 20)                200

 dense_7 (Dense)             (None, 4)                 84

=================================================================

Total params: 284

Trainable params: 284

Non-trainable params: 0

_________________________________________________________________

 36%|███▌      | 36/100 [36:49<48:56, 45.88s/trial, best loss: -0.45698473779555693]17.08.2022 09:32:48 ETA-ML-Lib-Logger INFO: None

 36%|███▌      | 36/100 [37:48<48:56, 45.88s/trial, best loss: -0.45698473779555693]17.08.2022 09:33:47 ETA-ML-Lib-Logger INFO: Finished fitting KerasRegressorOwn. Computation time: 0:00:59.044876
17.08.2022 09:33:47 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:33:47 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001545
17.08.2022 09:33:47 ETA-ML-Lib-Logger INFO: Starting KerasRegressorOwn prediction
17.08.2022 09:33:47 ETA-ML-Lib-Logger INFO: Finished KerasRegressorOwn prediction. Computation time: 0:00:00.145197
17.08.2022 09:33:47 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 09:33:47 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 09:33:49 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.009709
17.08.2022 09:33:49 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:33:49 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001129
17.08.2022 09:33:49 ETA-ML-Lib-Logger INFO: Fitting KerasRegressorOwn
17.08.2022 09:33:49 ETA-ML-Lib-Logger WARNING: Drop out in input layer was ignored. Consider removing it from net dict
17.08.2022 09:33:49 ETA-ML-Lib-Logger INFO: Model:
Model: "sequential_4"

_________________________________________________________________

 Layer (type)                Output Shape              Param #

=================================================================

 dense_8 (Dense)             (None, 20)                200

 dense_9 (Dense)             (None, 4)                 84

=================================================================

Total params: 284

Trainable params: 284

Non-trainable params: 0

_________________________________________________________________

 36%|███▌      | 36/100 [37:50<48:56, 45.88s/trial, best loss: -0.45698473779555693]17.08.2022 09:33:49 ETA-ML-Lib-Logger INFO: None

 36%|███▌      | 36/100 [39:05<48:56, 45.88s/trial, best loss: -0.45698473779555693]17.08.2022 09:35:04 ETA-ML-Lib-Logger INFO: Finished fitting KerasRegressorOwn. Computation time: 0:01:14.430481
17.08.2022 09:35:04 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:35:04 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001022
17.08.2022 09:35:04 ETA-ML-Lib-Logger INFO: Starting KerasRegressorOwn prediction
17.08.2022 09:35:04 ETA-ML-Lib-Logger INFO: Finished KerasRegressorOwn prediction. Computation time: 0:00:00.154798
 37%|███▋      | 37/100 [39:05<1:53:34, 108.17s/trial, best loss: -0.45698473779555693]17.08.2022 09:35:04 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=ExtraTreesRegressor(), k=24.0, threshold=-inf)), ('estimator', Ridge(alpha=0.5))]
17.08.2022 09:35:04 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:35:04 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:35:04 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:35:06 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.092840
17.08.2022 09:35:06 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:35:06 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000556
17.08.2022 09:35:06 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:35:06 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000619
17.08.2022 09:35:06 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:35:06 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:35:10 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:04.266824
17.08.2022 09:35:10 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:35:10 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000604
17.08.2022 09:35:10 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:35:10 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000635
17.08.2022 09:35:10 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:35:10 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:35:17 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:06.429556
17.08.2022 09:35:17 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:35:17 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000660
17.08.2022 09:35:17 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:35:17 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000645
17.08.2022 09:35:17 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:35:17 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:35:26 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:09.163745
17.08.2022 09:35:26 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:35:26 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000697
17.08.2022 09:35:26 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:35:26 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000654
17.08.2022 09:35:26 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 09:35:26 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:35:38 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:12.181647
17.08.2022 09:35:38 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:35:38 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000753
17.08.2022 09:35:38 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:35:38 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000663
 38%|███▊      | 38/100 [39:39<1:28:53, 86.02s/trial, best loss: -0.45698473779555693] 17.08.2022 09:35:38 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=DecisionTreeRegressor(), k=14.0,
                   threshold=-inf)), ('estimator', Lasso(alpha=0.5))]
17.08.2022 09:35:38 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:35:38 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:35:38 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:35:38 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.109547
17.08.2022 09:35:38 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:35:38 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000539
17.08.2022 09:35:38 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:35:38 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001022
17.08.2022 09:35:38 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:35:39 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 09:35:39 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.262277
17.08.2022 09:35:39 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:35:39 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000576
17.08.2022 09:35:39 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:35:39 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001036

17.08.2022 09:35:39 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:35:39 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:35:40 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.356110
17.08.2022 09:35:40 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:35:40 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000609

17.08.2022 09:35:40 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:35:40 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000583
17.08.2022 09:35:40 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:35:40 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 09:35:41 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.569076
17.08.2022 09:35:41 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:35:41 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000642

17.08.2022 09:35:41 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:35:41 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000573
17.08.2022 09:35:41 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 09:35:41 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 09:35:42 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.868397
17.08.2022 09:35:42 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:35:42 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000650

17.08.2022 09:35:43 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:35:43 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000586
 39%|███▉      | 39/100 [39:44<1:02:36, 61.58s/trial, best loss: -0.45698473779555693]

17.08.2022 09:35:43 SysTool-Logger INFO: model_steps: [('feature_selection', PCA(n_components=0.9)), ('estimator', ElasticNet(alpha=0.9860639202958663, l1_ratio=0.8))]
17.08.2022 09:35:43 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:35:43 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:35:43 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:35:43 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:35:43 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:35:43 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
 40%|████      | 40/100 [39:44<43:14, 43.25s/trial, best loss: -0.45698473779555693]  17.08.2022 09:35:43 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=DecisionTreeRegressor(), k=28.0,
                   threshold=-inf)), ('estimator', RandomForestRegressor(max_depth=97, n_estimators=969, n_jobs=-1))]
17.08.2022 09:35:43 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:35:43 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:35:43 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:35:43 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.105497
17.08.2022 09:35:43 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:35:43 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000591
17.08.2022 09:35:46 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:35:46 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000812
17.08.2022 09:35:47 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:35:47 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:35:47 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.211952
17.08.2022 09:35:47 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:35:47 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000608
17.08.2022 09:35:51 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:35:51 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000917
17.08.2022 09:35:51 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:35:51 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:35:52 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.331521
17.08.2022 09:35:52 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:35:52 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000681
17.08.2022 09:35:57 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:35:57 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001011
17.08.2022 09:35:57 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:35:57 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:35:58 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.533297
17.08.2022 09:35:58 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:35:58 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000724
17.08.2022 09:36:05 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:36:05 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001172
17.08.2022 09:36:06 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 09:36:06 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:36:06 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.817314
17.08.2022 09:36:06 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:36:06 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000772
17.08.2022 09:36:16 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:36:16 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000836
 41%|████      | 41/100 [40:18<39:36, 40.28s/trial, best loss: -0.45698473779555693]17.08.2022 09:36:17 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=LassoCV(), k=8.0, threshold=-inf)), ('estimator', LinearRegression())]
17.08.2022 09:36:17 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:36:17 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:36:17 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 09:36:18 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:01.250633
17.08.2022 09:36:18 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:36:18 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000865
17.08.2022 09:36:18 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:36:18 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000913
17.08.2022 09:36:18 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:36:18 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 09:36:19 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:01.459997
17.08.2022 09:36:19 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:36:19 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000581
17.08.2022 09:36:19 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:36:19 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000579
17.08.2022 09:36:19 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:36:19 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 09:36:21 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:01.891012
17.08.2022 09:36:21 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:36:21 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000599
17.08.2022 09:36:21 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:36:21 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000629
17.08.2022 09:36:21 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:36:21 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 09:36:23 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:01.756354
17.08.2022 09:36:23 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:36:23 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001141
17.08.2022 09:36:23 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:36:23 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001178
17.08.2022 09:36:23 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 09:36:23 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 09:36:25 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.073150
17.08.2022 09:36:25 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:36:25 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001086
17.08.2022 09:36:25 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:36:25 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000989
 42%|████▏     | 42/100 [40:26<29:45, 30.79s/trial, best loss: -0.45698473779555693]17.08.2022 09:36:25 SysTool-Logger INFO: model_steps: [('feature_selection', PCA(n_components=0.9)), ('estimator', BaggingRegressor(n_estimators=40))]
17.08.2022 09:36:25 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:36:25 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:36:26 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:36:27 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:36:29 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:36:32 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
 43%|████▎     | 43/100 [40:38<23:41, 24.94s/trial, best loss: -0.45698473779555693]17.08.2022 09:36:37 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=ExtraTreesRegressor(), k=11.0, threshold=-inf)), ('estimator', Ridge(alpha=1))]
17.08.2022 09:36:37 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:36:37 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:36:37 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:36:39 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.094993
17.08.2022 09:36:39 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:36:39 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000552
17.08.2022 09:36:39 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:36:39 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000607
17.08.2022 09:36:39 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:36:39 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:36:43 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:04.271889
17.08.2022 09:36:43 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:36:43 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000586
17.08.2022 09:36:43 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:36:43 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000630
17.08.2022 09:36:43 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:36:43 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:36:49 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:06.441777
17.08.2022 09:36:49 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:36:49 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000619
17.08.2022 09:36:49 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:36:49 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000625
17.08.2022 09:36:49 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:36:49 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:36:59 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:09.059061
17.08.2022 09:36:59 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:36:59 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000658
17.08.2022 09:36:59 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:36:59 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000622
17.08.2022 09:36:59 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 09:36:59 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:37:11 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:12.263591
17.08.2022 09:37:11 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:37:11 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000655
17.08.2022 09:37:11 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:37:11 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000596
 44%|████▍     | 44/100 [41:12<25:54, 27.75s/trial, best loss: -0.46898528146084767]17.08.2022 09:37:11 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=ExtraTreesRegressor(), k=12.0, threshold=-inf)), ('estimator', Ridge(alpha=1))]
17.08.2022 09:37:11 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:37:11 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:37:11 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:37:13 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.079202
17.08.2022 09:37:13 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:37:13 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000526
17.08.2022 09:37:13 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:37:13 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000580
17.08.2022 09:37:13 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:37:13 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:37:17 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:04.244518
17.08.2022 09:37:17 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:37:17 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000570
17.08.2022 09:37:17 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:37:17 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000610
17.08.2022 09:37:17 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:37:17 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:37:24 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:06.420916
17.08.2022 09:37:24 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:37:24 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000598
17.08.2022 09:37:24 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:37:24 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000601
17.08.2022 09:37:24 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:37:24 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:37:33 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:09.035753
17.08.2022 09:37:33 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:37:33 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000630
17.08.2022 09:37:33 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:37:33 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000614
17.08.2022 09:37:33 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 09:37:33 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:37:45 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:12.165491
17.08.2022 09:37:45 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:37:45 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000662
17.08.2022 09:37:45 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:37:45 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000597
 45%|████▌     | 45/100 [41:46<27:10, 29.65s/trial, best loss: -0.46898528146084767]17.08.2022 09:37:45 SysTool-Logger INFO: model_steps: [('feature_selection', PCA(n_components=0.9)), ('estimator', Ridge(alpha=1))]
17.08.2022 09:37:45 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:37:45 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:37:45 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:37:45 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:37:45 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:37:45 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
 46%|████▌     | 46/100 [41:46<18:44, 20.83s/trial, best loss: -0.46898528146084767]17.08.2022 09:37:45 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=ExtraTreesRegressor(), k=9.0, threshold=-inf)), ('estimator', Ridge(alpha=1))]
17.08.2022 09:37:45 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:37:45 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:37:45 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:37:47 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.082952
17.08.2022 09:37:47 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:37:47 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000523
17.08.2022 09:37:47 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:37:47 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000589
17.08.2022 09:37:47 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:37:47 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:37:52 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:04.243716
17.08.2022 09:37:52 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:37:52 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000555
17.08.2022 09:37:52 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:37:52 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000624
17.08.2022 09:37:52 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:37:52 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:37:58 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:06.428907
17.08.2022 09:37:58 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:37:58 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000585
17.08.2022 09:37:58 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:37:58 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000602
17.08.2022 09:37:58 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:37:58 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:38:07 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:09.018097
17.08.2022 09:38:07 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:38:07 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000624
17.08.2022 09:38:07 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:38:07 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000591
17.08.2022 09:38:07 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 09:38:07 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:38:19 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:12.124247
17.08.2022 09:38:19 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:38:19 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000639
17.08.2022 09:38:19 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:38:19 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000598
 47%|████▋     | 47/100 [42:20<21:55, 24.82s/trial, best loss: -0.4926423409609855] 17.08.2022 09:38:19 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=ExtraTreesRegressor(), k=5.0, threshold=-inf)), ('estimator', Ridge(alpha=1))]
17.08.2022 09:38:19 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:38:19 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:38:19 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:38:21 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.089784
17.08.2022 09:38:21 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:38:21 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000517
17.08.2022 09:38:21 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:38:21 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000585
17.08.2022 09:38:21 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:38:21 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:38:26 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:04.241945
17.08.2022 09:38:26 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:38:26 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000536
17.08.2022 09:38:26 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:38:26 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000584
17.08.2022 09:38:26 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:38:26 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:38:32 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:06.418677
17.08.2022 09:38:32 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:38:32 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000556
17.08.2022 09:38:32 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:38:32 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000580
17.08.2022 09:38:32 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:38:32 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:38:41 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:09.030969
17.08.2022 09:38:41 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:38:41 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000576
17.08.2022 09:38:41 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:38:41 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000571
17.08.2022 09:38:41 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 09:38:41 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:38:53 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:12.165218
17.08.2022 09:38:53 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:38:53 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000597
17.08.2022 09:38:53 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:38:53 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000586
 48%|████▊     | 48/100 [42:54<23:55, 27.60s/trial, best loss: -0.4926423409609855]17.08.2022 09:38:53 SysTool-Logger INFO: model_steps: [('feature_selection', PCA(n_components=0.9)), ('estimator', ExtraTreesRegressor(max_depth=68, n_estimators=22, n_jobs=-1))]
17.08.2022 09:38:53 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:38:53 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:38:54 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:38:54 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:38:54 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:38:54 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
 49%|████▉     | 49/100 [42:56<16:45, 19.71s/trial, best loss: -0.4926423409609855]17.08.2022 09:38:55 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=ExtraTreesRegressor(), k=9.0, threshold=-inf)), ('estimator', ExtraTreeRegressor(max_depth=100))]
17.08.2022 09:38:55 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:38:55 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:38:55 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:38:57 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.103839
17.08.2022 09:38:57 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:38:57 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000534
17.08.2022 09:38:57 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:38:57 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000594
17.08.2022 09:38:57 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:38:57 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:39:01 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:04.288284
17.08.2022 09:39:01 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:39:01 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000576
17.08.2022 09:39:01 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:39:01 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000589
17.08.2022 09:39:01 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:39:01 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:39:08 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:06.506722
17.08.2022 09:39:08 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:39:08 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000597
17.08.2022 09:39:08 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:39:08 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000594
17.08.2022 09:39:08 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:39:08 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:39:17 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:09.146823
17.08.2022 09:39:17 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:39:17 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000626
17.08.2022 09:39:17 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:39:17 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000590
17.08.2022 09:39:17 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 09:39:17 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:39:29 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:12.217169
17.08.2022 09:39:29 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:39:29 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000655
17.08.2022 09:39:29 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:39:29 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000591
 50%|█████     | 50/100 [43:30<20:07, 24.15s/trial, best loss: -0.4926423409609855]17.08.2022 09:39:29 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=ExtraTreesRegressor(), k=6.0, threshold=-inf)), ('estimator', Ridge(alpha=1))]
17.08.2022 09:39:29 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:39:29 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:39:29 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:39:31 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.095809
17.08.2022 09:39:31 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:39:31 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000525
17.08.2022 09:39:31 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:39:31 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000588
17.08.2022 09:39:31 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:39:31 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:39:36 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:04.247880
17.08.2022 09:39:36 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:39:36 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000552
17.08.2022 09:39:36 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:39:36 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000597
17.08.2022 09:39:36 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:39:36 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:39:42 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:06.428500
17.08.2022 09:39:42 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:39:42 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000572
17.08.2022 09:39:42 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:39:42 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000604
17.08.2022 09:39:42 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:39:42 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:39:51 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:08.996234
17.08.2022 09:39:51 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:39:51 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000597
17.08.2022 09:39:51 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:39:51 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000605
17.08.2022 09:39:51 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 09:39:51 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:40:03 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:12.200984
17.08.2022 09:40:03 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:40:03 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000620
17.08.2022 09:40:03 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:40:03 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000585
 51%|█████     | 51/100 [44:04<22:09, 27.14s/trial, best loss: -0.4945266370802929]17.08.2022 09:40:03 SysTool-Logger INFO: model_steps: [('feature_selection', PCA(n_components=0.9)), ('estimator', Lasso(alpha=0.5))]
17.08.2022 09:40:03 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:40:03 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:40:03 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:40:03 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:40:04 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:40:04 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
 52%|█████▏    | 52/100 [44:05<15:17, 19.12s/trial, best loss: -0.4945266370802929]17.08.2022 09:40:04 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=ExtraTreesRegressor(), k=6.0, threshold=-inf)), ('estimator', KerasRegressorOwn(batch_size=994.0,
                  callbacks=({'callback_function': 'EarlyStopping',
                              'hyperparameters': {'mode': 'min',
                                                  'monitor': 'loss',
                                                  'patience': 5,
                                                  'restore_best_weights': True,
                                                  'verbose': 1}},),
                  epochs=1000, loss='mse',
                  net={0: {'NeuronType': <class 'keras.layers.core.dense.Dense'>,
                           'hyperparameters': {'activation': 'tanh',
                                               'drop_out': 0.1,
                                               'kernel_initializer': 'gl...
                           'hyperparameters': {'activation': 'tanh',
                                               'drop_out': 0.1,
                                               'kernel_initializer': 'glorot_uniform',
                                               'units': 20}},
                       4: {'NeuronType': <class 'keras.layers.core.dense.Dense'>,
                           'hyperparameters': {'activation': 'tanh',
                                               'drop_out': 0.1,
                                               'kernel_initializer': 'glorot_uniform',
                                               'units': 20}}},
                  num_hidden_layer=3.0, optimizer='adam',
                  output_layer={'kernel_initializer': 'random_uniform',
                                'out_activation': 'linear'}))]
17.08.2022 09:40:04 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:40:04 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:40:04 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:40:06 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.095241
17.08.2022 09:40:06 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:40:06 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000529
17.08.2022 09:40:06 ETA-ML-Lib-Logger INFO: Fitting KerasRegressorOwn
17.08.2022 09:40:06 ETA-ML-Lib-Logger WARNING: Drop out in input layer was ignored. Consider removing it from net dict
17.08.2022 09:40:06 ETA-ML-Lib-Logger INFO: Model:
Model: "sequential"

_________________________________________________________________

 Layer (type)                Output Shape              Param #

=================================================================

 dense (Dense)               (None, 20)                140

 dropout (Dropout)           (None, 20)                0

 dense_1 (Dense)             (None, 20)                420

 dropout_1 (Dropout)         (None, 20)                0

 dense_2 (Dense)             (None, 20)                420

 dropout_2 (Dropout)         (None, 20)                0

 dense_3 (Dense)             (None, 20)                420

 dense_4 (Dense)             (None, 4)                 84

=================================================================

Total params: 1,484

Trainable params: 1,484

Non-trainable params: 0

_________________________________________________________________

 52%|█████▏    | 52/100 [44:07<15:17, 19.12s/trial, best loss: -0.4945266370802929]17.08.2022 09:40:06 ETA-ML-Lib-Logger INFO: None

 52%|█████▏    | 52/100 [44:30<15:17, 19.12s/trial, best loss: -0.4945266370802929]17.08.2022 09:40:29 ETA-ML-Lib-Logger INFO: Finished fitting KerasRegressorOwn. Computation time: 0:00:23.119060
17.08.2022 09:40:29 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:40:29 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000968
17.08.2022 09:40:29 ETA-ML-Lib-Logger INFO: Starting KerasRegressorOwn prediction
17.08.2022 09:40:29 ETA-ML-Lib-Logger INFO: Finished KerasRegressorOwn prediction. Computation time: 0:00:00.204242
17.08.2022 09:40:29 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:40:29 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:40:34 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:04.342286
17.08.2022 09:40:34 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:40:34 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000540
17.08.2022 09:40:34 ETA-ML-Lib-Logger INFO: Fitting KerasRegressorOwn
17.08.2022 09:40:34 ETA-ML-Lib-Logger WARNING: Drop out in input layer was ignored. Consider removing it from net dict
17.08.2022 09:40:34 ETA-ML-Lib-Logger INFO: Model:
Model: "sequential_1"

_________________________________________________________________

 Layer (type)                Output Shape              Param #

=================================================================

 dense_5 (Dense)             (None, 20)                140

 dropout_3 (Dropout)         (None, 20)                0

 dense_6 (Dense)             (None, 20)                420

 dropout_4 (Dropout)         (None, 20)                0

 dense_7 (Dense)             (None, 20)                420

 dropout_5 (Dropout)         (None, 20)                0

 dense_8 (Dense)             (None, 20)                420

 dense_9 (Dense)             (None, 4)                 84

=================================================================

Total params: 1,484

Trainable params: 1,484

Non-trainable params: 0

_________________________________________________________________

 52%|█████▏    | 52/100 [44:35<15:17, 19.12s/trial, best loss: -0.4945266370802929]17.08.2022 09:40:34 ETA-ML-Lib-Logger INFO: None

 52%|█████▏    | 52/100 [45:08<15:17, 19.12s/trial, best loss: -0.4945266370802929]17.08.2022 09:41:07 ETA-ML-Lib-Logger INFO: Finished fitting KerasRegressorOwn. Computation time: 0:00:33.634432
17.08.2022 09:41:07 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:41:07 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001012
17.08.2022 09:41:07 ETA-ML-Lib-Logger INFO: Starting KerasRegressorOwn prediction
17.08.2022 09:41:07 ETA-ML-Lib-Logger INFO: Finished KerasRegressorOwn prediction. Computation time: 0:00:00.203200
17.08.2022 09:41:07 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:41:07 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:41:14 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:06.571632
17.08.2022 09:41:14 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:41:14 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000562
17.08.2022 09:41:14 ETA-ML-Lib-Logger INFO: Fitting KerasRegressorOwn
17.08.2022 09:41:14 ETA-ML-Lib-Logger WARNING: Drop out in input layer was ignored. Consider removing it from net dict
17.08.2022 09:41:14 ETA-ML-Lib-Logger INFO: Model:
Model: "sequential_2"

_________________________________________________________________

 Layer (type)                Output Shape              Param #

=================================================================

 dense_10 (Dense)            (None, 20)                140

 dropout_6 (Dropout)         (None, 20)                0

 dense_11 (Dense)            (None, 20)                420

 dropout_7 (Dropout)         (None, 20)                0

 dense_12 (Dense)            (None, 20)                420

 dropout_8 (Dropout)         (None, 20)                0

 dense_13 (Dense)            (None, 20)                420

 dense_14 (Dense)            (None, 4)                 84

=================================================================

Total params: 1,484

Trainable params: 1,484

Non-trainable params: 0

_________________________________________________________________

 52%|█████▏    | 52/100 [45:15<15:17, 19.12s/trial, best loss: -0.4945266370802929]17.08.2022 09:41:14 ETA-ML-Lib-Logger INFO: None

 52%|█████▏    | 52/100 [45:55<15:17, 19.12s/trial, best loss: -0.4945266370802929]17.08.2022 09:41:54 ETA-ML-Lib-Logger INFO: Finished fitting KerasRegressorOwn. Computation time: 0:00:39.546936
17.08.2022 09:41:54 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:41:54 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001469
17.08.2022 09:41:54 ETA-ML-Lib-Logger INFO: Starting KerasRegressorOwn prediction
17.08.2022 09:41:54 ETA-ML-Lib-Logger INFO: Finished KerasRegressorOwn prediction. Computation time: 0:00:00.183157
17.08.2022 09:41:54 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:41:54 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:42:03 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:09.105959
17.08.2022 09:42:03 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:42:03 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000852
17.08.2022 09:42:03 ETA-ML-Lib-Logger INFO: Fitting KerasRegressorOwn
17.08.2022 09:42:03 ETA-ML-Lib-Logger WARNING: Drop out in input layer was ignored. Consider removing it from net dict
17.08.2022 09:42:03 ETA-ML-Lib-Logger INFO: Model:
Model: "sequential_3"

_________________________________________________________________

 Layer (type)                Output Shape              Param #

=================================================================

 dense_15 (Dense)            (None, 20)                140

 dropout_9 (Dropout)         (None, 20)                0

 dense_16 (Dense)            (None, 20)                420

 dropout_10 (Dropout)        (None, 20)                0

 dense_17 (Dense)            (None, 20)                420

 dropout_11 (Dropout)        (None, 20)                0

 dense_18 (Dense)            (None, 20)                420

 dense_19 (Dense)            (None, 4)                 84

=================================================================

Total params: 1,484

Trainable params: 1,484

Non-trainable params: 0

_________________________________________________________________

 52%|█████▏    | 52/100 [46:04<15:17, 19.12s/trial, best loss: -0.4945266370802929]17.08.2022 09:42:03 ETA-ML-Lib-Logger INFO: None

 52%|█████▏    | 52/100 [46:51<15:17, 19.12s/trial, best loss: -0.4945266370802929]17.08.2022 09:42:50 ETA-ML-Lib-Logger INFO: Finished fitting KerasRegressorOwn. Computation time: 0:00:46.794801
17.08.2022 09:42:50 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:42:50 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001071
17.08.2022 09:42:50 ETA-ML-Lib-Logger INFO: Starting KerasRegressorOwn prediction
17.08.2022 09:42:50 ETA-ML-Lib-Logger INFO: Finished KerasRegressorOwn prediction. Computation time: 0:00:00.204062
17.08.2022 09:42:50 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 09:42:50 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:43:02 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:12.255758
17.08.2022 09:43:02 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:43:02 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000633
17.08.2022 09:43:02 ETA-ML-Lib-Logger INFO: Fitting KerasRegressorOwn
17.08.2022 09:43:02 ETA-ML-Lib-Logger WARNING: Drop out in input layer was ignored. Consider removing it from net dict
17.08.2022 09:43:02 ETA-ML-Lib-Logger INFO: Model:
Model: "sequential_4"

_________________________________________________________________

 Layer (type)                Output Shape              Param #

=================================================================

 dense_20 (Dense)            (None, 20)                140

 dropout_12 (Dropout)        (None, 20)                0

 dense_21 (Dense)            (None, 20)                420

 dropout_13 (Dropout)        (None, 20)                0

 dense_22 (Dense)            (None, 20)                420

 dropout_14 (Dropout)        (None, 20)                0

 dense_23 (Dense)            (None, 20)                420

 dense_24 (Dense)            (None, 4)                 84

=================================================================

Total params: 1,484

Trainable params: 1,484

Non-trainable params: 0

_________________________________________________________________

 52%|█████▏    | 52/100 [47:03<15:17, 19.12s/trial, best loss: -0.4945266370802929]17.08.2022 09:43:02 ETA-ML-Lib-Logger INFO: None

 52%|█████▏    | 52/100 [47:55<15:17, 19.12s/trial, best loss: -0.4945266370802929]17.08.2022 09:43:54 ETA-ML-Lib-Logger INFO: Finished fitting KerasRegressorOwn. Computation time: 0:00:52.237752
17.08.2022 09:43:54 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:43:54 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001023
17.08.2022 09:43:54 ETA-ML-Lib-Logger INFO: Starting KerasRegressorOwn prediction
17.08.2022 09:43:55 ETA-ML-Lib-Logger INFO: Finished KerasRegressorOwn prediction. Computation time: 0:00:00.194998
 53%|█████▎    | 53/100 [47:56<1:04:44, 82.65s/trial, best loss: -0.4945266370802929]17.08.2022 09:43:55 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=ExtraTreesRegressor(), k=5.0, threshold=-inf)), ('estimator', RandomForestRegressor(max_depth=65, n_estimators=21, n_jobs=-1))]
17.08.2022 09:43:55 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:43:55 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:43:55 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:43:57 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.151141
17.08.2022 09:43:57 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:43:57 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000515
17.08.2022 09:43:57 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:43:57 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000834
17.08.2022 09:43:57 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:43:57 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:44:01 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:04.268691
17.08.2022 09:44:01 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:44:01 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000559
17.08.2022 09:44:01 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:44:01 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000955
17.08.2022 09:44:01 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:44:01 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:44:08 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:06.488815
17.08.2022 09:44:08 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:44:08 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000576
17.08.2022 09:44:08 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:44:08 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000726
17.08.2022 09:44:08 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:44:08 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:44:17 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:09.012950
17.08.2022 09:44:17 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:44:17 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000573
17.08.2022 09:44:17 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:44:17 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000742
17.08.2022 09:44:17 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 09:44:17 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:44:29 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:12.243021
17.08.2022 09:44:29 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:44:29 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000614
17.08.2022 09:44:30 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:44:30 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001005
 54%|█████▍    | 54/100 [48:31<52:24, 68.37s/trial, best loss: -0.4945266370802929]  17.08.2022 09:44:30 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=ExtraTreesRegressor(), k=10.0, threshold=-inf)), ('estimator', LinearRegression())]
17.08.2022 09:44:30 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:44:30 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:44:30 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:44:32 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.108401
17.08.2022 09:44:32 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:44:32 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000543
17.08.2022 09:44:32 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:44:32 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000605
17.08.2022 09:44:32 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:44:32 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:44:36 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:04.254828
17.08.2022 09:44:36 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:44:36 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000568
17.08.2022 09:44:36 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:44:36 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000609
17.08.2022 09:44:36 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:44:36 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:44:43 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:06.447196
17.08.2022 09:44:43 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:44:43 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000598
17.08.2022 09:44:43 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:44:43 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000603
17.08.2022 09:44:43 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:44:43 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:44:52 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:09.050495
17.08.2022 09:44:52 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:44:52 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000631
17.08.2022 09:44:52 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:44:52 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000629
17.08.2022 09:44:52 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 09:44:52 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:45:04 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:12.170368
17.08.2022 09:45:04 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:45:04 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000659
17.08.2022 09:45:04 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:45:04 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000622
 55%|█████▌    | 55/100 [49:05<43:35, 58.12s/trial, best loss: -0.4945266370802929]17.08.2022 09:45:04 SysTool-Logger INFO: model_steps: [('feature_selection', PCA(n_components=0.9)), ('estimator', Ridge(alpha=0.5))]
17.08.2022 09:45:04 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:45:04 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:45:04 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:45:04 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:45:04 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:45:04 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
 56%|█████▌    | 56/100 [49:05<29:55, 40.80s/trial, best loss: -0.4945266370802929]17.08.2022 09:45:04 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=GradientBoostingRegressor(), k=8.0,
                   threshold=-inf)), ('estimator', BaggingRegressor(n_estimators=5))]
17.08.2022 09:45:04 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:45:04 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:45:04 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:45:13 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:08.302792
17.08.2022 09:45:13 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:45:13 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000532
17.08.2022 09:45:13 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:45:13 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000599
17.08.2022 09:45:13 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:45:13 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:45:30 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:17.478618
17.08.2022 09:45:30 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:45:30 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000563
17.08.2022 09:45:30 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:45:30 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000600
17.08.2022 09:45:30 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:45:30 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:45:57 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:26.962772
17.08.2022 09:45:57 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:45:57 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000636
17.08.2022 09:45:57 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:45:57 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000604
17.08.2022 09:45:57 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:45:57 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:46:34 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:36.623851
17.08.2022 09:46:34 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:46:34 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000630
17.08.2022 09:46:34 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:46:34 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000610
17.08.2022 09:46:34 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 09:46:34 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:47:21 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:46.290157
17.08.2022 09:47:21 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:47:21 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000704
17.08.2022 09:47:21 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:47:21 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000627
 57%|█████▋    | 57/100 [51:22<49:51, 69.57s/trial, best loss: -0.4945266370802929]17.08.2022 09:47:21 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=ExtraTreesRegressor(), k=14.0, threshold=-inf)), ('estimator', ExtraTreeRegressor(max_depth=50))]
17.08.2022 09:47:21 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:47:21 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:47:21 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:47:23 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.094424
17.08.2022 09:47:23 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:47:23 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000542
17.08.2022 09:47:23 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:47:23 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000599
17.08.2022 09:47:23 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:47:23 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:47:27 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:04.262944
17.08.2022 09:47:27 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:47:27 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000580
17.08.2022 09:47:27 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:47:27 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000607
17.08.2022 09:47:27 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:47:27 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:47:34 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:06.468003
17.08.2022 09:47:34 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:47:34 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000616
17.08.2022 09:47:34 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:47:34 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000605
17.08.2022 09:47:34 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:47:34 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:47:43 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:09.145855
17.08.2022 09:47:43 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:47:43 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000652
17.08.2022 09:47:43 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:47:43 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000605
17.08.2022 09:47:43 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 09:47:43 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:47:55 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:12.199987
17.08.2022 09:47:55 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:47:55 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000686
17.08.2022 09:47:55 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:47:55 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000604
 58%|█████▊    | 58/100 [51:56<41:19, 59.02s/trial, best loss: -0.4945266370802929]17.08.2022 09:47:55 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=LassoCV(), k=18.0, threshold=-inf)), ('estimator', ExtraTreesRegressor(max_depth=14, n_estimators=90, n_jobs=-1))]
17.08.2022 09:47:55 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:47:55 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:47:55 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 09:47:57 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:01.430188
17.08.2022 09:47:57 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:47:57 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000889

17.08.2022 09:47:57 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:47:57 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000641
17.08.2022 09:47:57 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:47:57 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 09:47:59 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:01.509105
17.08.2022 09:47:59 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:47:59 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000590
17.08.2022 09:47:59 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:47:59 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000794
17.08.2022 09:47:59 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:47:59 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 09:48:01 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.131965
17.08.2022 09:48:01 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:48:01 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001068

17.08.2022 09:48:01 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:48:01 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000749
17.08.2022 09:48:01 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:48:01 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 09:48:03 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:01.855171
17.08.2022 09:48:03 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:48:03 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001466

17.08.2022 09:48:03 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:48:03 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000945
17.08.2022 09:48:04 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 09:48:04 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 09:48:06 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.022032
17.08.2022 09:48:06 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:48:06 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001197
17.08.2022 09:48:06 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:48:06 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000764
 59%|█████▉    | 59/100 [52:07<30:23, 44.47s/trial, best loss: -0.4945266370802929]17.08.2022 09:48:06 SysTool-Logger INFO: model_steps: [('feature_selection', PCA(n_components=0.9)), ('estimator', Ridge(alpha=1))]
17.08.2022 09:48:06 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:48:06 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:48:06 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:48:06 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:48:06 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:48:06 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
 60%|██████    | 60/100 [52:07<20:48, 31.21s/trial, best loss: -0.4945266370802929]17.08.2022 09:48:06 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=ExtraTreesRegressor(), k=20.0, threshold=-inf)), ('estimator', Lasso(alpha=1))]
17.08.2022 09:48:06 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:48:06 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:48:06 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:48:08 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.092655
17.08.2022 09:48:08 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:48:08 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000535
17.08.2022 09:48:09 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:48:09 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001088
17.08.2022 09:48:09 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:48:09 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 09:48:13 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:04.271098
17.08.2022 09:48:13 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:48:13 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000578

17.08.2022 09:48:13 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:48:13 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001117
17.08.2022 09:48:13 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:48:13 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 09:48:20 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:06.427643
17.08.2022 09:48:20 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:48:20 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000613

17.08.2022 09:48:20 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:48:20 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000603
17.08.2022 09:48:20 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:48:20 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 09:48:29 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:09.030870
17.08.2022 09:48:29 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:48:29 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000661

17.08.2022 09:48:30 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:48:30 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000616
17.08.2022 09:48:30 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 09:48:30 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 09:48:42 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:12.159106
17.08.2022 09:48:42 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:48:42 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000706

17.08.2022 09:48:43 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:48:43 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000611
 61%|██████    | 61/100 [52:44<21:25, 32.95s/trial, best loss: -0.4945266370802929]17.08.2022 09:48:43 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=ExtraTreesRegressor(), k=24.0, threshold=-inf)), ('estimator', KerasRegressorOwn(batch_size=622.0,
                  callbacks=({'callback_function': 'EarlyStopping',
                              'hyperparameters': {'mode': 'min',
                                                  'monitor': 'loss',
                                                  'patience': 5,
                                                  'restore_best_weights': True,
                                                  'verbose': 1}},),
                  epochs=1000, loss='mse',
                  net={0: {'NeuronType': <class 'keras.layers.core.dense.Dense'>,
                           'hyperparameters': {'activation': 'tanh',
                                               'drop_out': 0.1,
                                               'kernel_initializer': 'gl...
                           'hyperparameters': {'activation': 'tanh',
                                               'drop_out': 0.1,
                                               'kernel_initializer': 'glorot_uniform',
                                               'units': 20}},
                       4: {'NeuronType': <class 'keras.layers.core.dense.Dense'>,
                           'hyperparameters': {'activation': 'tanh',
                                               'drop_out': 0.1,
                                               'kernel_initializer': 'glorot_uniform',
                                               'units': 20}}},
                  num_hidden_layer=1.0, optimizer='adam',
                  output_layer={'kernel_initializer': 'random_uniform',
                                'out_activation': 'linear'}))]
17.08.2022 09:48:43 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:48:43 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:48:43 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 09:48:45 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.140125
17.08.2022 09:48:45 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:48:45 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000539
17.08.2022 09:48:45 ETA-ML-Lib-Logger INFO: Fitting KerasRegressorOwn
17.08.2022 09:48:45 ETA-ML-Lib-Logger WARNING: Drop out in input layer was ignored. Consider removing it from net dict
17.08.2022 09:48:45 ETA-ML-Lib-Logger INFO: Model:
Model: "sequential"

_________________________________________________________________

 Layer (type)                Output Shape              Param #

=================================================================

 dense (Dense)               (None, 20)                500

 dropout (Dropout)           (None, 20)                0

 dense_1 (Dense)             (None, 20)                420

 dense_2 (Dense)             (None, 4)                 84

=================================================================

Total params: 1,004

Trainable params: 1,004

Non-trainable params: 0

_________________________________________________________________

 61%|██████    | 61/100 [52:46<21:25, 32.95s/trial, best loss: -0.4945266370802929]17.08.2022 09:48:45 ETA-ML-Lib-Logger INFO: None

 61%|██████    | 61/100 [53:12<21:25, 32.95s/trial, best loss: -0.4945266370802929]17.08.2022 09:49:11 ETA-ML-Lib-Logger INFO: Finished fitting KerasRegressorOwn. Computation time: 0:00:25.446995
17.08.2022 09:49:11 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:49:11 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001004
17.08.2022 09:49:11 ETA-ML-Lib-Logger INFO: Starting KerasRegressorOwn prediction
17.08.2022 09:49:11 ETA-ML-Lib-Logger INFO: Finished KerasRegressorOwn prediction. Computation time: 0:00:00.166647
17.08.2022 09:49:11 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:49:11 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:49:15 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:04.337188
17.08.2022 09:49:15 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:49:15 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000587
17.08.2022 09:49:15 ETA-ML-Lib-Logger INFO: Fitting KerasRegressorOwn
17.08.2022 09:49:15 ETA-ML-Lib-Logger WARNING: Drop out in input layer was ignored. Consider removing it from net dict
17.08.2022 09:49:15 ETA-ML-Lib-Logger INFO: Model:
Model: "sequential_1"

_________________________________________________________________

 Layer (type)                Output Shape              Param #

=================================================================

 dense_3 (Dense)             (None, 20)                500

 dropout_1 (Dropout)         (None, 20)                0

 dense_4 (Dense)             (None, 20)                420

 dense_5 (Dense)             (None, 4)                 84

=================================================================

Total params: 1,004

Trainable params: 1,004

Non-trainable params: 0

_________________________________________________________________

 61%|██████    | 61/100 [53:16<21:25, 32.95s/trial, best loss: -0.4945266370802929]17.08.2022 09:49:15 ETA-ML-Lib-Logger INFO: None

 61%|██████    | 61/100 [53:54<21:25, 32.95s/trial, best loss: -0.4945266370802929]17.08.2022 09:49:53 ETA-ML-Lib-Logger INFO: Finished fitting KerasRegressorOwn. Computation time: 0:00:37.652452
17.08.2022 09:49:53 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:49:53 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001579
17.08.2022 09:49:53 ETA-ML-Lib-Logger INFO: Starting KerasRegressorOwn prediction
17.08.2022 09:49:53 ETA-ML-Lib-Logger INFO: Finished KerasRegressorOwn prediction. Computation time: 0:00:00.176644
17.08.2022 09:49:53 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:49:53 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:50:00 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:06.441438
17.08.2022 09:50:00 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:50:00 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000666
17.08.2022 09:50:00 ETA-ML-Lib-Logger INFO: Fitting KerasRegressorOwn
17.08.2022 09:50:00 ETA-ML-Lib-Logger WARNING: Drop out in input layer was ignored. Consider removing it from net dict
17.08.2022 09:50:00 ETA-ML-Lib-Logger INFO: Model:
Model: "sequential_2"

_________________________________________________________________

 Layer (type)                Output Shape              Param #

=================================================================

 dense_6 (Dense)             (None, 20)                500

 dropout_2 (Dropout)         (None, 20)                0

 dense_7 (Dense)             (None, 20)                420

 dense_8 (Dense)             (None, 4)                 84

=================================================================

Total params: 1,004

Trainable params: 1,004

Non-trainable params: 0

_________________________________________________________________

 61%|██████    | 61/100 [54:01<21:25, 32.95s/trial, best loss: -0.4945266370802929]17.08.2022 09:50:00 ETA-ML-Lib-Logger INFO: None

 61%|██████    | 61/100 [54:45<21:25, 32.95s/trial, best loss: -0.4945266370802929]17.08.2022 09:50:44 ETA-ML-Lib-Logger INFO: Finished fitting KerasRegressorOwn. Computation time: 0:00:44.782505
17.08.2022 09:50:44 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:50:44 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001599
17.08.2022 09:50:44 ETA-ML-Lib-Logger INFO: Starting KerasRegressorOwn prediction
17.08.2022 09:50:45 ETA-ML-Lib-Logger INFO: Finished KerasRegressorOwn prediction. Computation time: 0:00:00.179793
17.08.2022 09:50:45 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:50:45 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:50:54 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:09.074435
17.08.2022 09:50:54 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:50:54 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000674
17.08.2022 09:50:54 ETA-ML-Lib-Logger INFO: Fitting KerasRegressorOwn
17.08.2022 09:50:54 ETA-ML-Lib-Logger WARNING: Drop out in input layer was ignored. Consider removing it from net dict
17.08.2022 09:50:54 ETA-ML-Lib-Logger INFO: Model:
Model: "sequential_3"

_________________________________________________________________

 Layer (type)                Output Shape              Param #

=================================================================

 dense_9 (Dense)             (None, 20)                500

 dropout_3 (Dropout)         (None, 20)                0

 dense_10 (Dense)            (None, 20)                420

 dense_11 (Dense)            (None, 4)                 84

=================================================================

Total params: 1,004

Trainable params: 1,004

Non-trainable params: 0

_________________________________________________________________

 61%|██████    | 61/100 [54:55<21:25, 32.95s/trial, best loss: -0.4945266370802929]17.08.2022 09:50:54 ETA-ML-Lib-Logger INFO: None

 61%|██████    | 61/100 [55:48<21:25, 32.95s/trial, best loss: -0.4945266370802929]17.08.2022 09:51:47 ETA-ML-Lib-Logger INFO: Finished fitting KerasRegressorOwn. Computation time: 0:00:53.622403
17.08.2022 09:51:47 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:51:47 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001084
17.08.2022 09:51:47 ETA-ML-Lib-Logger INFO: Starting KerasRegressorOwn prediction
17.08.2022 09:51:47 ETA-ML-Lib-Logger INFO: Finished KerasRegressorOwn prediction. Computation time: 0:00:00.175707
17.08.2022 09:51:47 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 09:51:47 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:52:00 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:12.269578
17.08.2022 09:52:00 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:52:00 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000723
17.08.2022 09:52:00 ETA-ML-Lib-Logger INFO: Fitting KerasRegressorOwn
17.08.2022 09:52:00 ETA-ML-Lib-Logger WARNING: Drop out in input layer was ignored. Consider removing it from net dict
17.08.2022 09:52:00 ETA-ML-Lib-Logger INFO: Model:
Model: "sequential_4"

_________________________________________________________________

 Layer (type)                Output Shape              Param #

=================================================================

 dense_12 (Dense)            (None, 20)                500

 dropout_4 (Dropout)         (None, 20)                0

 dense_13 (Dense)            (None, 20)                420

 dense_14 (Dense)            (None, 4)                 84

=================================================================

Total params: 1,004

Trainable params: 1,004

Non-trainable params: 0

_________________________________________________________________

 61%|██████    | 61/100 [56:01<21:25, 32.95s/trial, best loss: -0.4945266370802929]17.08.2022 09:52:00 ETA-ML-Lib-Logger INFO: None

 61%|██████    | 61/100 [57:02<21:25, 32.95s/trial, best loss: -0.4945266370802929]17.08.2022 09:53:01 ETA-ML-Lib-Logger INFO: Finished fitting KerasRegressorOwn. Computation time: 0:01:01.031077
17.08.2022 09:53:01 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:53:01 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000994
17.08.2022 09:53:01 ETA-ML-Lib-Logger INFO: Starting KerasRegressorOwn prediction
17.08.2022 09:53:01 ETA-ML-Lib-Logger INFO: Finished KerasRegressorOwn prediction. Computation time: 0:00:00.175971
 62%|██████▏   | 62/100 [57:02<1:03:35, 100.42s/trial, best loss: -0.4945266370802929]17.08.2022 09:53:01 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=GradientBoostingRegressor(), k=39.0,
                   threshold=-inf)), ('estimator', RandomForestRegressor(max_depth=68, n_estimators=991, n_jobs=-1))]
17.08.2022 09:53:01 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:53:01 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:53:01 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:53:09 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:08.430522
17.08.2022 09:53:09 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:53:10 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000584
17.08.2022 09:53:13 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:53:13 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000915
17.08.2022 09:53:14 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:53:14 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:53:31 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:17.573162
17.08.2022 09:53:31 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:53:31 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000660
17.08.2022 09:53:36 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:53:36 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001036
17.08.2022 09:53:36 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:53:36 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:54:03 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:26.849160
17.08.2022 09:54:03 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:54:03 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000724
17.08.2022 09:54:10 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:54:10 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001052
17.08.2022 09:54:10 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:54:10 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:54:47 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:36.557065
17.08.2022 09:54:47 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:54:47 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000787
17.08.2022 09:54:55 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:54:55 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000818
17.08.2022 09:54:56 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 09:54:56 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:55:42 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:46.103498
17.08.2022 09:55:42 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:55:42 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000895
17.08.2022 09:55:55 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:55:55 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000890
 63%|██████▎   | 63/100 [59:56<1:15:33, 122.53s/trial, best loss: -0.4945266370802929]17.08.2022 09:55:55 SysTool-Logger INFO: model_steps: [('feature_selection', PCA(n_components=0.9)), ('estimator', Ridge(alpha=1))]
17.08.2022 09:55:55 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:55:55 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:55:55 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:55:55 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:55:55 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:55:55 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
 64%|██████▍   | 64/100 [59:57<51:32, 85.90s/trial, best loss: -0.4945266370802929]   17.08.2022 09:55:56 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=ExtraTreesRegressor(), k=7.0, threshold=-inf)), ('estimator', LinearRegression())]
17.08.2022 09:55:56 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:55:56 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:55:56 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:55:58 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.091995
17.08.2022 09:55:58 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:55:58 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000520
17.08.2022 09:55:58 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:55:58 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000591
17.08.2022 09:55:58 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:55:58 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:56:02 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:04.252554
17.08.2022 09:56:02 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:56:02 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000556
17.08.2022 09:56:02 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:56:02 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000600
17.08.2022 09:56:02 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:56:02 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:56:08 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:06.423835
17.08.2022 09:56:08 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:56:08 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000570
17.08.2022 09:56:08 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:56:08 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000588
17.08.2022 09:56:08 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:56:08 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:56:17 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:09.027553
17.08.2022 09:56:17 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:56:17 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000597
17.08.2022 09:56:18 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:56:18 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000590
17.08.2022 09:56:18 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 09:56:18 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:56:30 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:12.214000
17.08.2022 09:56:30 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:56:30 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000623
17.08.2022 09:56:30 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:56:30 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000594
 65%|██████▌   | 65/100 [1:00:31<41:03, 70.39s/trial, best loss: -0.4945266370802929]17.08.2022 09:56:30 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=LassoCV(), k=34.0, threshold=-inf)), ('estimator', BaggingRegressor(n_estimators=40))]
17.08.2022 09:56:30 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:56:30 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:56:30 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 09:56:31 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:01.410648
17.08.2022 09:56:31 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:56:31 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000949

17.08.2022 09:56:33 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:56:33 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000622
17.08.2022 09:56:33 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:56:33 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 09:56:34 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:01.627146
17.08.2022 09:56:34 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:56:34 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001106
17.08.2022 09:56:37 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:56:37 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000647
17.08.2022 09:56:37 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:56:37 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 09:56:39 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.047609
17.08.2022 09:56:39 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:56:39 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001265
17.08.2022 09:56:44 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:56:44 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000730
17.08.2022 09:56:44 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:56:44 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 09:56:46 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:01.672933
17.08.2022 09:56:46 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:56:46 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001642

17.08.2022 09:56:53 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:56:53 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000739
17.08.2022 09:56:53 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 09:56:53 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 09:56:54 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:01.857308
17.08.2022 09:56:54 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:56:54 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000842
17.08.2022 09:57:04 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:57:04 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000794
 66%|██████▌   | 66/100 [1:01:05<33:47, 59.64s/trial, best loss: -0.4945266370802929]17.08.2022 09:57:04 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=ExtraTreesRegressor(), k=17.0, threshold=-inf)), ('estimator', ExtraTreeRegressor(max_depth=80))]
17.08.2022 09:57:04 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:57:04 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:57:04 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:57:06 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.103420
17.08.2022 09:57:06 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:57:06 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000552
17.08.2022 09:57:06 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:57:06 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000588
17.08.2022 09:57:06 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:57:06 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:57:11 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:04.284067
17.08.2022 09:57:11 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:57:11 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000590
17.08.2022 09:57:11 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:57:11 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000624
17.08.2022 09:57:11 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:57:11 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:57:17 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:06.418408
17.08.2022 09:57:17 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:57:17 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000628
17.08.2022 09:57:17 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:57:17 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000604
17.08.2022 09:57:17 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:57:17 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:57:26 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:09.029101
17.08.2022 09:57:26 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:57:26 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000667
17.08.2022 09:57:26 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:57:26 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000604
17.08.2022 09:57:26 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 09:57:26 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:57:38 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:12.144982
17.08.2022 09:57:38 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:57:38 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000705
17.08.2022 09:57:39 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:57:39 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000613
 67%|██████▋   | 67/100 [1:01:40<28:36, 52.01s/trial, best loss: -0.4945266370802929]17.08.2022 09:57:39 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=ExtraTreesRegressor(), k=11.0, threshold=-inf)), ('estimator', Ridge(alpha=1))]
17.08.2022 09:57:39 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:57:39 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:57:39 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:57:41 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.104562
17.08.2022 09:57:41 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:57:41 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000547
17.08.2022 09:57:41 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:57:41 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000610
17.08.2022 09:57:41 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:57:41 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:57:45 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:04.254883
17.08.2022 09:57:45 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:57:45 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000582
17.08.2022 09:57:45 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:57:45 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000621
17.08.2022 09:57:45 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:57:45 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:57:51 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:06.433842
17.08.2022 09:57:51 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:57:51 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000612
17.08.2022 09:57:51 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:57:51 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000617
17.08.2022 09:57:51 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:57:51 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:58:00 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:09.051253
17.08.2022 09:58:00 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:58:00 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000641
17.08.2022 09:58:00 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:58:00 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000617
17.08.2022 09:58:00 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 09:58:00 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:58:13 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:12.146243
17.08.2022 09:58:13 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:58:13 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000673
17.08.2022 09:58:13 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:58:13 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000628
 68%|██████▊   | 68/100 [1:02:14<24:52, 46.65s/trial, best loss: -0.4945266370802929]17.08.2022 09:58:13 SysTool-Logger INFO: model_steps: [('feature_selection', PCA(n_components=0.9)), ('estimator', ExtraTreesRegressor(max_depth=59, n_estimators=97, n_jobs=-1))]
17.08.2022 09:58:13 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:58:13 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:58:13 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:58:13 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:58:14 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:58:14 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
 69%|██████▉   | 69/100 [1:02:16<17:12, 33.31s/trial, best loss: -0.4945266370802929]17.08.2022 09:58:15 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=GradientBoostingRegressor(), k=5.0,
                   threshold=-inf)), ('estimator', Ridge(alpha=0.5))]
17.08.2022 09:58:15 SysTool-Logger INFO: Clear_session: activated
17.08.2022 09:58:15 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 09:58:15 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:58:23 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:08.296127
17.08.2022 09:58:23 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:58:23 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000724
17.08.2022 09:58:23 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:58:23 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000574
17.08.2022 09:58:23 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 09:58:23 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:58:41 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:17.464509
17.08.2022 09:58:41 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:58:41 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000757
17.08.2022 09:58:41 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:58:41 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000581
17.08.2022 09:58:41 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 09:58:41 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:59:08 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:26.950783
17.08.2022 09:59:08 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:59:08 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000553
17.08.2022 09:59:08 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:59:08 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000576
17.08.2022 09:59:08 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 09:59:08 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 09:59:44 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:36.483602
17.08.2022 09:59:44 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:59:44 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000572
17.08.2022 09:59:44 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 09:59:44 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000590
17.08.2022 09:59:44 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 09:59:44 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:00:30 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:46.039070
17.08.2022 10:00:30 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:00:30 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000601
17.08.2022 10:00:30 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:00:30 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000588
 70%|███████   | 70/100 [1:04:31<31:57, 63.93s/trial, best loss: -0.4945266370802929]17.08.2022 10:00:30 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=ExtraTreesRegressor(), k=37.0, threshold=-inf)), ('estimator', Lasso(alpha=0.5))]
17.08.2022 10:00:30 SysTool-Logger INFO: Clear_session: activated
17.08.2022 10:00:30 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 10:00:30 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:00:32 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.078779
17.08.2022 10:00:32 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:00:32 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000562

17.08.2022 10:00:33 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:00:33 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001130
17.08.2022 10:00:33 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 10:00:33 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 10:00:37 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:04.266513
17.08.2022 10:00:37 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:00:37 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000634

17.08.2022 10:00:38 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:00:38 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000631
17.08.2022 10:00:38 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 10:00:38 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 10:00:44 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:06.412650
17.08.2022 10:00:44 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:00:44 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000704

17.08.2022 10:00:45 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:00:45 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000664
17.08.2022 10:00:45 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 10:00:45 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 10:00:54 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:09.013898
17.08.2022 10:00:54 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:00:54 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000772

17.08.2022 10:00:55 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:00:55 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000687
17.08.2022 10:00:55 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 10:00:55 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 10:01:07 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:12.140876
17.08.2022 10:01:07 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:01:07 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000844

17.08.2022 10:01:09 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:01:09 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000648
 71%|███████   | 71/100 [1:05:10<27:14, 56.37s/trial, best loss: -0.4945266370802929]17.08.2022 10:01:09 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=LassoCV(), k=13.0, threshold=-inf)), ('estimator', KerasRegressorOwn(batch_size=184.0,
                  callbacks=({'callback_function': 'EarlyStopping',
                              'hyperparameters': {'mode': 'min',
                                                  'monitor': 'loss',
                                                  'patience': 5,
                                                  'restore_best_weights': True,
                                                  'verbose': 1}},),
                  epochs=1000, loss='mse',
                  net={0: {'NeuronType': <class 'keras.layers.core.dense.Dense'>,
                           'hyperparameters': {'activation': 'tanh',
                                               'drop_out': 0.1,
                                               'kernel_initializer': 'gl...
                           'hyperparameters': {'activation': 'tanh',
                                               'drop_out': 0.1,
                                               'kernel_initializer': 'glorot_uniform',
                                               'units': 20}},
                       4: {'NeuronType': <class 'keras.layers.core.dense.Dense'>,
                           'hyperparameters': {'activation': 'tanh',
                                               'drop_out': 0.1,
                                               'kernel_initializer': 'glorot_uniform',
                                               'units': 20}}},
                  num_hidden_layer=2.0, optimizer='adam',
                  output_layer={'kernel_initializer': 'random_uniform',
                                'out_activation': 'linear'}))]
17.08.2022 10:01:09 SysTool-Logger INFO: Clear_session: activated
17.08.2022 10:01:09 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 10:01:09 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 10:01:10 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:01.319742
17.08.2022 10:01:10 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:01:10 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000999
17.08.2022 10:01:10 ETA-ML-Lib-Logger INFO: Fitting KerasRegressorOwn
17.08.2022 10:01:10 ETA-ML-Lib-Logger WARNING: Drop out in input layer was ignored. Consider removing it from net dict
17.08.2022 10:01:10 ETA-ML-Lib-Logger INFO: Model:
Model: "sequential"

_________________________________________________________________

 Layer (type)                Output Shape              Param #

=================================================================

 dense (Dense)               (None, 20)                280

 dropout (Dropout)           (None, 20)                0

 dense_1 (Dense)             (None, 20)                420

 dropout_1 (Dropout)         (None, 20)                0

 dense_2 (Dense)             (None, 20)                420

 dense_3 (Dense)             (None, 4)                 84

=================================================================

Total params: 1,204

Trainable params: 1,204

Non-trainable params: 0

_________________________________________________________________

 71%|███████   | 71/100 [1:05:12<27:14, 56.37s/trial, best loss: -0.4945266370802929]17.08.2022 10:01:10 ETA-ML-Lib-Logger INFO: None

 71%|███████   | 71/100 [1:06:02<27:14, 56.37s/trial, best loss: -0.4945266370802929]17.08.2022 10:02:01 ETA-ML-Lib-Logger INFO: Finished fitting KerasRegressorOwn. Computation time: 0:00:50.690088
17.08.2022 10:02:01 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:02:01 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001501
17.08.2022 10:02:01 ETA-ML-Lib-Logger INFO: Starting KerasRegressorOwn prediction
17.08.2022 10:02:01 ETA-ML-Lib-Logger INFO: Finished KerasRegressorOwn prediction. Computation time: 0:00:00.175924
17.08.2022 10:02:01 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 10:02:01 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 10:02:03 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:01.566095
17.08.2022 10:02:03 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:02:03 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000602
17.08.2022 10:02:03 ETA-ML-Lib-Logger INFO: Fitting KerasRegressorOwn
17.08.2022 10:02:03 ETA-ML-Lib-Logger WARNING: Drop out in input layer was ignored. Consider removing it from net dict
17.08.2022 10:02:03 ETA-ML-Lib-Logger INFO: Model:
Model: "sequential_1"

_________________________________________________________________

 Layer (type)                Output Shape              Param #

=================================================================

 dense_4 (Dense)             (None, 20)                280

 dropout_2 (Dropout)         (None, 20)                0

 dense_5 (Dense)             (None, 20)                420

 dropout_3 (Dropout)         (None, 20)                0

 dense_6 (Dense)             (None, 20)                420

 dense_7 (Dense)             (None, 4)                 84

=================================================================

Total params: 1,204

Trainable params: 1,204

Non-trainable params: 0

_________________________________________________________________

 71%|███████   | 71/100 [1:06:04<27:14, 56.37s/trial, best loss: -0.4945266370802929]17.08.2022 10:02:03 ETA-ML-Lib-Logger INFO: None

 71%|███████   | 71/100 [1:07:33<27:14, 56.37s/trial, best loss: -0.4945266370802929]17.08.2022 10:03:32 ETA-ML-Lib-Logger INFO: Finished fitting KerasRegressorOwn. Computation time: 0:01:29.309055
17.08.2022 10:03:32 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:03:32 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001048
17.08.2022 10:03:32 ETA-ML-Lib-Logger INFO: Starting KerasRegressorOwn prediction
17.08.2022 10:03:32 ETA-ML-Lib-Logger INFO: Finished KerasRegressorOwn prediction. Computation time: 0:00:00.186490
17.08.2022 10:03:32 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 10:03:32 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 10:03:34 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.163271
17.08.2022 10:03:34 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:03:34 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001036
17.08.2022 10:03:34 ETA-ML-Lib-Logger INFO: Fitting KerasRegressorOwn
17.08.2022 10:03:34 ETA-ML-Lib-Logger WARNING: Drop out in input layer was ignored. Consider removing it from net dict
17.08.2022 10:03:35 ETA-ML-Lib-Logger INFO: Model:
Model: "sequential_2"

_________________________________________________________________

 Layer (type)                Output Shape              Param #

=================================================================

 dense_8 (Dense)             (None, 20)                280

 dropout_4 (Dropout)         (None, 20)                0

 dense_9 (Dense)             (None, 20)                420

 dropout_5 (Dropout)         (None, 20)                0

 dense_10 (Dense)            (None, 20)                420

 dense_11 (Dense)            (None, 4)                 84

=================================================================

Total params: 1,204

Trainable params: 1,204

Non-trainable params: 0

_________________________________________________________________

 71%|███████   | 71/100 [1:07:36<27:14, 56.37s/trial, best loss: -0.4945266370802929]17.08.2022 10:03:35 ETA-ML-Lib-Logger INFO: None

 71%|███████   | 71/100 [1:09:40<27:14, 56.37s/trial, best loss: -0.4945266370802929]17.08.2022 10:05:39 ETA-ML-Lib-Logger INFO: Finished fitting KerasRegressorOwn. Computation time: 0:02:04.938247
17.08.2022 10:05:39 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:05:39 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001125
17.08.2022 10:05:39 ETA-ML-Lib-Logger INFO: Starting KerasRegressorOwn prediction
17.08.2022 10:05:40 ETA-ML-Lib-Logger INFO: Finished KerasRegressorOwn prediction. Computation time: 0:00:00.197392
17.08.2022 10:05:40 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 10:05:40 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 10:05:41 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:01.813602
17.08.2022 10:05:41 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:05:41 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001273
17.08.2022 10:05:41 ETA-ML-Lib-Logger INFO: Fitting KerasRegressorOwn
17.08.2022 10:05:41 ETA-ML-Lib-Logger WARNING: Drop out in input layer was ignored. Consider removing it from net dict
17.08.2022 10:05:42 ETA-ML-Lib-Logger INFO: Model:
Model: "sequential_3"

_________________________________________________________________

 Layer (type)                Output Shape              Param #

=================================================================

 dense_12 (Dense)            (None, 20)                280

 dropout_6 (Dropout)         (None, 20)                0

 dense_13 (Dense)            (None, 20)                420

 dropout_7 (Dropout)         (None, 20)                0

 dense_14 (Dense)            (None, 20)                420

 dense_15 (Dense)            (None, 4)                 84

=================================================================

Total params: 1,204

Trainable params: 1,204

Non-trainable params: 0

_________________________________________________________________

 71%|███████   | 71/100 [1:09:43<27:14, 56.37s/trial, best loss: -0.4945266370802929]17.08.2022 10:05:42 ETA-ML-Lib-Logger INFO: None

 71%|███████   | 71/100 [1:12:25<27:14, 56.37s/trial, best loss: -0.4945266370802929]17.08.2022 10:08:24 ETA-ML-Lib-Logger INFO: Finished fitting KerasRegressorOwn. Computation time: 0:02:42.891366
17.08.2022 10:08:24 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:08:24 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001123
17.08.2022 10:08:24 ETA-ML-Lib-Logger INFO: Starting KerasRegressorOwn prediction
17.08.2022 10:08:25 ETA-ML-Lib-Logger INFO: Finished KerasRegressorOwn prediction. Computation time: 0:00:00.186096
17.08.2022 10:08:25 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 10:08:25 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 10:08:26 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:01.879636
17.08.2022 10:08:26 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:08:26 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000673
17.08.2022 10:08:26 ETA-ML-Lib-Logger INFO: Fitting KerasRegressorOwn
17.08.2022 10:08:26 ETA-ML-Lib-Logger WARNING: Drop out in input layer was ignored. Consider removing it from net dict
17.08.2022 10:08:26 ETA-ML-Lib-Logger INFO: Model:
Model: "sequential_4"

_________________________________________________________________

 Layer (type)                Output Shape              Param #

=================================================================

 dense_16 (Dense)            (None, 20)                280

 dropout_8 (Dropout)         (None, 20)                0

 dense_17 (Dense)            (None, 20)                420

 dropout_9 (Dropout)         (None, 20)                0

 dense_18 (Dense)            (None, 20)                420

 dense_19 (Dense)            (None, 4)                 84

=================================================================

Total params: 1,204

Trainable params: 1,204

Non-trainable params: 0

_________________________________________________________________

 71%|███████   | 71/100 [1:12:28<27:14, 56.37s/trial, best loss: -0.4945266370802929]17.08.2022 10:08:27 ETA-ML-Lib-Logger INFO: None

 71%|███████   | 71/100 [1:15:38<27:14, 56.37s/trial, best loss: -0.4945266370802929]17.08.2022 10:11:37 ETA-ML-Lib-Logger INFO: Finished fitting KerasRegressorOwn. Computation time: 0:03:11.014562
17.08.2022 10:11:37 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:11:37 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001118
17.08.2022 10:11:37 ETA-ML-Lib-Logger INFO: Starting KerasRegressorOwn prediction
17.08.2022 10:11:38 ETA-ML-Lib-Logger INFO: Finished KerasRegressorOwn prediction. Computation time: 0:00:00.185724
 72%|███████▏  | 72/100 [1:15:39<1:46:25, 228.07s/trial, best loss: -0.4945266370802929]17.08.2022 10:11:38 SysTool-Logger INFO: model_steps: [('feature_selection', PCA(n_components=0.9)), ('estimator', Ridge(alpha=1))]
17.08.2022 10:11:38 SysTool-Logger INFO: Clear_session: activated
17.08.2022 10:11:38 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 10:11:38 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 10:11:38 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 10:11:38 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 10:11:38 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
 73%|███████▎  | 73/100 [1:15:39<1:11:56, 159.85s/trial, best loss: -0.4945266370802929]17.08.2022 10:11:38 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=ExtraTreesRegressor(), k=31.0, threshold=-inf)), ('estimator', RandomForestRegressor(max_depth=37, n_estimators=82, n_jobs=-1))]
17.08.2022 10:11:38 SysTool-Logger INFO: Clear_session: activated
17.08.2022 10:11:38 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 10:11:38 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:11:41 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.149763
17.08.2022 10:11:41 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:11:41 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000796
17.08.2022 10:11:41 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:11:41 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000795
17.08.2022 10:11:41 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 10:11:41 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:11:45 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:04.325897
17.08.2022 10:11:45 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:11:45 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000622
17.08.2022 10:11:46 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:11:46 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000944
17.08.2022 10:11:46 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 10:11:46 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:11:53 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:06.866731
17.08.2022 10:11:53 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:11:53 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000679
17.08.2022 10:11:53 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:11:53 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000810
17.08.2022 10:11:53 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 10:11:53 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:12:02 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:09.086413
17.08.2022 10:12:02 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:12:02 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000713
17.08.2022 10:12:03 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:12:03 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000810
17.08.2022 10:12:03 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 10:12:03 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:12:16 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:12.463322
17.08.2022 10:12:16 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:12:16 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000794
17.08.2022 10:12:17 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:12:17 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000815
 74%|███████▍  | 74/100 [1:16:18<53:31, 123.50s/trial, best loss: -0.4945266370802929]  17.08.2022 10:12:17 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=GradientBoostingRegressor(), k=7.0,
                   threshold=-inf)), ('estimator', LinearRegression())]
17.08.2022 10:12:17 SysTool-Logger INFO: Clear_session: activated
17.08.2022 10:12:17 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 10:12:17 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:12:25 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:08.308509
17.08.2022 10:12:25 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:12:25 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000545
17.08.2022 10:12:25 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:12:25 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000589
17.08.2022 10:12:25 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 10:12:25 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:12:43 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:17.500062
17.08.2022 10:12:43 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:12:43 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000564
17.08.2022 10:12:43 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:12:43 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000622
17.08.2022 10:12:43 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 10:12:43 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:13:10 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:26.951296
17.08.2022 10:13:10 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:13:10 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000593
17.08.2022 10:13:10 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:13:10 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000611
17.08.2022 10:13:10 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 10:13:10 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:13:47 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:36.620224
17.08.2022 10:13:47 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:13:47 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000636
17.08.2022 10:13:47 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:13:47 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000619
17.08.2022 10:13:47 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 10:13:47 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:14:33 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:46.197130
17.08.2022 10:14:33 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:14:33 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000677
17.08.2022 10:14:33 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:14:33 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000607
 75%|███████▌  | 75/100 [1:18:34<52:59, 127.17s/trial, best loss: -0.4945266370802929]17.08.2022 10:14:33 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=ExtraTreesRegressor(), k=25.0, threshold=-inf)), ('estimator', Ridge(alpha=1))]
17.08.2022 10:14:33 SysTool-Logger INFO: Clear_session: activated
17.08.2022 10:14:33 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 10:14:33 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:14:35 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.150941
17.08.2022 10:14:35 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:14:35 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000553
17.08.2022 10:14:35 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:14:35 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000626
17.08.2022 10:14:35 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 10:14:35 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:14:39 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:04.290737
17.08.2022 10:14:39 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:14:39 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000603
17.08.2022 10:14:39 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:14:39 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000643
17.08.2022 10:14:39 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 10:14:39 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:14:46 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:06.463852
17.08.2022 10:14:46 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:14:46 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000654
17.08.2022 10:14:46 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:14:46 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000654
17.08.2022 10:14:46 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 10:14:46 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:14:55 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:09.106023
17.08.2022 10:14:55 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:14:55 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000702
17.08.2022 10:14:55 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:14:55 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000650
17.08.2022 10:14:55 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 10:14:55 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:15:07 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:12.258648
17.08.2022 10:15:07 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:15:07 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000753
17.08.2022 10:15:07 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:15:07 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000636
 76%|███████▌  | 76/100 [1:19:08<39:44, 99.35s/trial, best loss: -0.4945266370802929] 17.08.2022 10:15:07 SysTool-Logger INFO: model_steps: [('feature_selection', PCA(n_components=0.9)), ('estimator', BaggingRegressor())]
17.08.2022 10:15:07 SysTool-Logger INFO: Clear_session: activated
17.08.2022 10:15:07 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 10:15:07 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 10:15:08 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 10:15:09 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 10:15:09 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
 77%|███████▋  | 77/100 [1:19:12<27:02, 70.56s/trial, best loss: -0.4945266370802929]17.08.2022 10:15:11 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=ExtraTreesRegressor(), k=21.0, threshold=-inf)), ('estimator', ExtraTreeRegressor(max_depth=20))]
17.08.2022 10:15:11 SysTool-Logger INFO: Clear_session: activated
17.08.2022 10:15:11 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 10:15:11 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:15:13 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.108404
17.08.2022 10:15:13 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:15:13 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000530
17.08.2022 10:15:13 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:15:13 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000579
17.08.2022 10:15:13 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 10:15:13 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:15:17 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:04.303149
17.08.2022 10:15:17 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:15:17 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000576
17.08.2022 10:15:17 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:15:17 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000595
17.08.2022 10:15:17 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 10:15:17 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:15:24 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:06.511190
17.08.2022 10:15:24 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:15:24 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000631
17.08.2022 10:15:24 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:15:24 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000614
17.08.2022 10:15:24 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 10:15:24 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:15:33 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:09.104431
17.08.2022 10:15:33 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:15:33 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000672
17.08.2022 10:15:33 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:15:33 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000606
17.08.2022 10:15:33 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 10:15:33 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:15:45 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:12.264044
17.08.2022 10:15:45 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:15:45 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000712
17.08.2022 10:15:45 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:15:45 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000593
 78%|███████▊  | 78/100 [1:19:46<21:54, 59.77s/trial, best loss: -0.4945266370802929]17.08.2022 10:15:45 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=LassoCV(), k=15.0, threshold=-inf)), ('estimator', ExtraTreesRegressor(max_depth=10, n_estimators=38, n_jobs=-1))]
17.08.2022 10:15:45 SysTool-Logger INFO: Clear_session: activated
17.08.2022 10:15:45 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 10:15:45 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 10:15:46 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:01.304109
17.08.2022 10:15:47 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:15:47 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001015
17.08.2022 10:15:47 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:15:47 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000994

17.08.2022 10:15:47 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 10:15:47 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 10:15:48 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:01.463364
17.08.2022 10:15:48 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:15:48 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000579
17.08.2022 10:15:48 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:15:48 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000594
17.08.2022 10:15:48 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 10:15:48 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 10:15:50 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:01.867266
17.08.2022 10:15:50 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:15:50 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000594
17.08.2022 10:15:50 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:15:50 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000634
17.08.2022 10:15:50 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 10:15:50 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 10:15:52 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:01.663366
17.08.2022 10:15:52 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:15:52 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001063
17.08.2022 10:15:52 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:15:52 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000667

17.08.2022 10:15:52 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 10:15:52 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 10:15:54 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.007161
17.08.2022 10:15:54 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:15:54 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001203
17.08.2022 10:15:54 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:15:54 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000669
 79%|███████▉  | 79/100 [1:19:55<15:36, 44.60s/trial, best loss: -0.4945266370802929]17.08.2022 10:15:54 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=DecisionTreeRegressor(), k=10.0,
                   threshold=-inf)), ('estimator', ElasticNet(alpha=0.6035351387822339))]
17.08.2022 10:15:54 SysTool-Logger INFO: Clear_session: activated
17.08.2022 10:15:54 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 10:15:54 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:15:54 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.101579
17.08.2022 10:15:54 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:15:54 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000528
17.08.2022 10:15:55 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:15:55 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001043
17.08.2022 10:15:55 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 10:15:55 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:15:55 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.264501
17.08.2022 10:15:55 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:15:55 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000611
17.08.2022 10:15:55 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:15:55 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001056
17.08.2022 10:15:55 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 10:15:55 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:15:55 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.377776
17.08.2022 10:15:55 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:15:55 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000581
17.08.2022 10:15:55 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:15:55 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001061
17.08.2022 10:15:55 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 10:15:55 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:15:56 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.578632
17.08.2022 10:15:56 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:15:56 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000610
17.08.2022 10:15:56 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:15:56 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001064
17.08.2022 10:15:56 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 10:15:56 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:15:57 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.864065
17.08.2022 10:15:57 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:15:57 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000642
17.08.2022 10:15:57 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:15:57 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001095
 80%|████████  | 80/100 [1:19:58<10:39, 31.95s/trial, best loss: -0.4945266370802929]17.08.2022 10:15:57 SysTool-Logger INFO: model_steps: [('feature_selection', PCA(n_components=0.9)), ('estimator', Ridge(alpha=1))]
17.08.2022 10:15:57 SysTool-Logger INFO: Clear_session: activated
17.08.2022 10:15:57 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 10:15:57 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 10:15:57 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 10:15:57 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 10:15:57 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
 81%|████████  | 81/100 [1:19:58<07:07, 22.49s/trial, best loss: -0.4945266370802929]17.08.2022 10:15:57 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=GradientBoostingRegressor(), k=22.0,
                   threshold=-inf)), ('estimator', Lasso(alpha=1))]
17.08.2022 10:15:57 SysTool-Logger INFO: Clear_session: activated
17.08.2022 10:15:57 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 10:15:57 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:16:06 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:08.427010
17.08.2022 10:16:06 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:16:06 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000778
17.08.2022 10:16:06 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:16:06 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000787
17.08.2022 10:16:06 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 10:16:06 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 10:16:24 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:17.720704
17.08.2022 10:16:24 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:16:24 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000843

17.08.2022 10:16:24 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:16:24 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000604
17.08.2022 10:16:24 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 10:16:24 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 10:16:51 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:27.193677
17.08.2022 10:16:51 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:16:51 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000907

17.08.2022 10:16:52 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:16:52 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000660
17.08.2022 10:16:52 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 10:16:52 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 10:17:29 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:36.951073
17.08.2022 10:17:29 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:17:29 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000695

17.08.2022 10:17:30 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:17:30 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000644
17.08.2022 10:17:30 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 10:17:30 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 10:18:17 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:46.622809
17.08.2022 10:18:17 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:18:17 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000744

17.08.2022 10:18:18 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:18:18 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000644
 82%|████████▏ | 82/100 [1:22:19<17:21, 57.84s/trial, best loss: -0.4945266370802929]17.08.2022 10:18:18 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=ExtraTreesRegressor(), k=17.0, threshold=-inf)), ('estimator', KerasRegressorOwn(batch_size=678.0,
                  callbacks=({'callback_function': 'EarlyStopping',
                              'hyperparameters': {'mode': 'min',
                                                  'monitor': 'loss',
                                                  'patience': 5,
                                                  'restore_best_weights': True,
                                                  'verbose': 1}},),
                  epochs=1000, loss='mse',
                  net={0: {'NeuronType': <class 'keras.layers.core.dense.Dense'>,
                           'hyperparameters': {'activation': 'tanh',
                                               'drop_out': 0.1,
                                               'kernel_initializer': 'gl...
                           'hyperparameters': {'activation': 'tanh',
                                               'drop_out': 0.1,
                                               'kernel_initializer': 'glorot_uniform',
                                               'units': 20}},
                       4: {'NeuronType': <class 'keras.layers.core.dense.Dense'>,
                           'hyperparameters': {'activation': 'tanh',
                                               'drop_out': 0.1,
                                               'kernel_initializer': 'glorot_uniform',
                                               'units': 20}}},
                  num_hidden_layer=1.0, optimizer='adam',
                  output_layer={'kernel_initializer': 'random_uniform',
                                'out_activation': 'linear'}))]
17.08.2022 10:18:18 SysTool-Logger INFO: Clear_session: activated
17.08.2022 10:18:18 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 10:18:18 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 10:18:20 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.085084
17.08.2022 10:18:20 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:18:20 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000539
17.08.2022 10:18:20 ETA-ML-Lib-Logger INFO: Fitting KerasRegressorOwn
17.08.2022 10:18:20 ETA-ML-Lib-Logger WARNING: Drop out in input layer was ignored. Consider removing it from net dict
17.08.2022 10:18:20 ETA-ML-Lib-Logger INFO: Model:
Model: "sequential"

_________________________________________________________________

 Layer (type)                Output Shape              Param #

=================================================================

 dense (Dense)               (None, 20)                360

 dropout (Dropout)           (None, 20)                0

 dense_1 (Dense)             (None, 20)                420

 dense_2 (Dense)             (None, 4)                 84

=================================================================

Total params: 864

Trainable params: 864

Non-trainable params: 0

_________________________________________________________________

 82%|████████▏ | 82/100 [1:22:21<17:21, 57.84s/trial, best loss: -0.4945266370802929]17.08.2022 10:18:20 ETA-ML-Lib-Logger INFO: None

 82%|████████▏ | 82/100 [1:22:45<17:21, 57.84s/trial, best loss: -0.4945266370802929]17.08.2022 10:18:44 ETA-ML-Lib-Logger INFO: Finished fitting KerasRegressorOwn. Computation time: 0:00:24.715458
17.08.2022 10:18:44 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:18:44 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001033
17.08.2022 10:18:44 ETA-ML-Lib-Logger INFO: Starting KerasRegressorOwn prediction
17.08.2022 10:18:45 ETA-ML-Lib-Logger INFO: Finished KerasRegressorOwn prediction. Computation time: 0:00:00.173789
17.08.2022 10:18:45 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 10:18:45 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:18:49 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:04.307351
17.08.2022 10:18:49 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:18:49 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000571
17.08.2022 10:18:49 ETA-ML-Lib-Logger INFO: Fitting KerasRegressorOwn
17.08.2022 10:18:49 ETA-ML-Lib-Logger WARNING: Drop out in input layer was ignored. Consider removing it from net dict
17.08.2022 10:18:49 ETA-ML-Lib-Logger INFO: Model:
Model: "sequential_1"

_________________________________________________________________

 Layer (type)                Output Shape              Param #

=================================================================

 dense_3 (Dense)             (None, 20)                360

 dropout_1 (Dropout)         (None, 20)                0

 dense_4 (Dense)             (None, 20)                420

 dense_5 (Dense)             (None, 4)                 84

=================================================================

Total params: 864

Trainable params: 864

Non-trainable params: 0

_________________________________________________________________

 82%|████████▏ | 82/100 [1:22:50<17:21, 57.84s/trial, best loss: -0.4945266370802929]17.08.2022 10:18:49 ETA-ML-Lib-Logger INFO: None

 82%|████████▏ | 82/100 [1:23:23<17:21, 57.84s/trial, best loss: -0.4945266370802929]17.08.2022 10:19:22 ETA-ML-Lib-Logger INFO: Finished fitting KerasRegressorOwn. Computation time: 0:00:32.763090
17.08.2022 10:19:22 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:19:22 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001064
17.08.2022 10:19:22 ETA-ML-Lib-Logger INFO: Starting KerasRegressorOwn prediction
17.08.2022 10:19:22 ETA-ML-Lib-Logger INFO: Finished KerasRegressorOwn prediction. Computation time: 0:00:00.181521
17.08.2022 10:19:22 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 10:19:22 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:19:28 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:06.460049
17.08.2022 10:19:28 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:19:28 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000625
17.08.2022 10:19:28 ETA-ML-Lib-Logger INFO: Fitting KerasRegressorOwn
17.08.2022 10:19:28 ETA-ML-Lib-Logger WARNING: Drop out in input layer was ignored. Consider removing it from net dict
17.08.2022 10:19:28 ETA-ML-Lib-Logger INFO: Model:
Model: "sequential_2"

_________________________________________________________________

 Layer (type)                Output Shape              Param #

=================================================================

 dense_6 (Dense)             (None, 20)                360

 dropout_2 (Dropout)         (None, 20)                0

 dense_7 (Dense)             (None, 20)                420

 dense_8 (Dense)             (None, 4)                 84

=================================================================

Total params: 864

Trainable params: 864

Non-trainable params: 0

_________________________________________________________________

 82%|████████▏ | 82/100 [1:23:29<17:21, 57.84s/trial, best loss: -0.4945266370802929]17.08.2022 10:19:28 ETA-ML-Lib-Logger INFO: None

 82%|████████▏ | 82/100 [1:24:10<17:21, 57.84s/trial, best loss: -0.4945266370802929]17.08.2022 10:20:09 ETA-ML-Lib-Logger INFO: Finished fitting KerasRegressorOwn. Computation time: 0:00:40.453385
17.08.2022 10:20:09 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:20:09 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001062
17.08.2022 10:20:09 ETA-ML-Lib-Logger INFO: Starting KerasRegressorOwn prediction
17.08.2022 10:20:09 ETA-ML-Lib-Logger INFO: Finished KerasRegressorOwn prediction. Computation time: 0:00:00.175503
17.08.2022 10:20:09 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 10:20:09 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:20:18 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:09.112184
17.08.2022 10:20:18 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:20:18 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000644
17.08.2022 10:20:18 ETA-ML-Lib-Logger INFO: Fitting KerasRegressorOwn
17.08.2022 10:20:18 ETA-ML-Lib-Logger WARNING: Drop out in input layer was ignored. Consider removing it from net dict
17.08.2022 10:20:18 ETA-ML-Lib-Logger INFO: Model:
Model: "sequential_3"

_________________________________________________________________

 Layer (type)                Output Shape              Param #

=================================================================

 dense_9 (Dense)             (None, 20)                360

 dropout_3 (Dropout)         (None, 20)                0

 dense_10 (Dense)            (None, 20)                420

 dense_11 (Dense)            (None, 4)                 84

=================================================================

Total params: 864

Trainable params: 864

Non-trainable params: 0

_________________________________________________________________

 82%|████████▏ | 82/100 [1:24:19<17:21, 57.84s/trial, best loss: -0.4945266370802929]17.08.2022 10:20:18 ETA-ML-Lib-Logger INFO: None

 82%|████████▏ | 82/100 [1:25:09<17:21, 57.84s/trial, best loss: -0.4945266370802929]17.08.2022 10:21:08 ETA-ML-Lib-Logger INFO: Finished fitting KerasRegressorOwn. Computation time: 0:00:49.547264
17.08.2022 10:21:08 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:21:08 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001556
17.08.2022 10:21:08 ETA-ML-Lib-Logger INFO: Starting KerasRegressorOwn prediction
17.08.2022 10:21:08 ETA-ML-Lib-Logger INFO: Finished KerasRegressorOwn prediction. Computation time: 0:00:00.164321
17.08.2022 10:21:08 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 10:21:08 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:21:20 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:12.337688
17.08.2022 10:21:20 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:21:20 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000710
17.08.2022 10:21:20 ETA-ML-Lib-Logger INFO: Fitting KerasRegressorOwn
17.08.2022 10:21:20 ETA-ML-Lib-Logger WARNING: Drop out in input layer was ignored. Consider removing it from net dict
17.08.2022 10:21:20 ETA-ML-Lib-Logger INFO: Model:
Model: "sequential_4"

_________________________________________________________________

 Layer (type)                Output Shape              Param #

=================================================================

 dense_12 (Dense)            (None, 20)                360

 dropout_4 (Dropout)         (None, 20)                0

 dense_13 (Dense)            (None, 20)                420

 dense_14 (Dense)            (None, 4)                 84

=================================================================

Total params: 864

Trainable params: 864

Non-trainable params: 0

_________________________________________________________________

 82%|████████▏ | 82/100 [1:25:21<17:21, 57.84s/trial, best loss: -0.4945266370802929]17.08.2022 10:21:20 ETA-ML-Lib-Logger INFO: None

 82%|████████▏ | 82/100 [1:26:17<17:21, 57.84s/trial, best loss: -0.4945266370802929]17.08.2022 10:22:16 ETA-ML-Lib-Logger INFO: Finished fitting KerasRegressorOwn. Computation time: 0:00:56.209976
17.08.2022 10:22:16 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:22:16 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001100
17.08.2022 10:22:16 ETA-ML-Lib-Logger INFO: Starting KerasRegressorOwn prediction
17.08.2022 10:22:17 ETA-ML-Lib-Logger INFO: Finished KerasRegressorOwn prediction. Computation time: 0:00:00.170356
 83%|████████▎ | 83/100 [1:26:18<31:47, 112.20s/trial, best loss: -0.4945266370802929]17.08.2022 10:22:17 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=ExtraTreesRegressor(), k=12.0, threshold=-inf)), ('estimator', Ridge(alpha=0.5))]
17.08.2022 10:22:17 SysTool-Logger INFO: Clear_session: activated
17.08.2022 10:22:17 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 10:22:17 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:22:19 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.106342
17.08.2022 10:22:19 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:22:19 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000543
17.08.2022 10:22:19 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:22:19 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000620
17.08.2022 10:22:19 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 10:22:19 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:22:23 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:04.264584
17.08.2022 10:22:23 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:22:23 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000577
17.08.2022 10:22:23 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:22:23 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000619
17.08.2022 10:22:23 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 10:22:23 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:22:29 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:06.440199
17.08.2022 10:22:29 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:22:29 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000609
17.08.2022 10:22:30 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:22:30 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000623
17.08.2022 10:22:30 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 10:22:30 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:22:39 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:09.046110
17.08.2022 10:22:39 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:22:39 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000647
17.08.2022 10:22:39 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:22:39 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001003
17.08.2022 10:22:39 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 10:22:39 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:22:51 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:12.224606
17.08.2022 10:22:51 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:22:51 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000692
17.08.2022 10:22:51 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:22:51 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000619
 84%|████████▍ | 84/100 [1:26:52<23:41, 88.82s/trial, best loss: -0.4945266370802929] 17.08.2022 10:22:51 SysTool-Logger INFO: model_steps: [('feature_selection', PCA(n_components=0.9)), ('estimator', RandomForestRegressor(max_depth=80, n_estimators=422, n_jobs=-1))]
17.08.2022 10:22:51 SysTool-Logger INFO: Clear_session: activated
17.08.2022 10:22:51 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 10:22:52 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 10:22:54 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 10:22:56 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 10:22:58 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
 85%|████████▌ | 85/100 [1:27:02<16:17, 65.14s/trial, best loss: -0.4945266370802929]17.08.2022 10:23:01 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=DecisionTreeRegressor(), k=29.0,
                   threshold=-inf)), ('estimator', Ridge(alpha=1))]
17.08.2022 10:23:01 SysTool-Logger INFO: Clear_session: activated
17.08.2022 10:23:01 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 10:23:01 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:23:01 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.102003
17.08.2022 10:23:01 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:23:01 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000561
17.08.2022 10:23:01 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:23:01 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000602
17.08.2022 10:23:01 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 10:23:01 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:23:01 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.211874
17.08.2022 10:23:01 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:23:01 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000613
17.08.2022 10:23:01 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:23:01 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001060
17.08.2022 10:23:01 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 10:23:01 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:23:02 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.374828
17.08.2022 10:23:02 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:23:02 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000668
17.08.2022 10:23:02 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:23:02 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001047
17.08.2022 10:23:02 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 10:23:02 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:23:02 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.576652
17.08.2022 10:23:02 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:23:02 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000726
17.08.2022 10:23:02 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:23:02 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001056
17.08.2022 10:23:02 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 10:23:02 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:23:03 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.861826
17.08.2022 10:23:03 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:23:03 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000778
17.08.2022 10:23:03 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:23:03 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001066
 86%|████████▌ | 86/100 [1:27:04<10:48, 46.29s/trial, best loss: -0.4945266370802929]17.08.2022 10:23:03 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=LassoCV(), k=8.0, threshold=-inf)), ('estimator', LinearRegression())]
17.08.2022 10:23:03 SysTool-Logger INFO: Clear_session: activated
17.08.2022 10:23:03 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 10:23:03 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 10:23:04 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:01.323593
17.08.2022 10:23:04 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:23:04 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000883
17.08.2022 10:23:04 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:23:04 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000954
17.08.2022 10:23:04 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 10:23:04 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 10:23:06 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:01.559941
17.08.2022 10:23:06 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:23:06 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000564
17.08.2022 10:23:06 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:23:06 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000593
17.08.2022 10:23:06 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 10:23:06 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 10:23:08 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:01.817455
17.08.2022 10:23:08 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:23:08 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000595
17.08.2022 10:23:08 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:23:08 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000610
17.08.2022 10:23:08 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 10:23:08 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 10:23:10 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:01.743835
17.08.2022 10:23:10 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:23:10 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001200
17.08.2022 10:23:10 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:23:10 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001167
17.08.2022 10:23:10 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 10:23:10 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 10:23:12 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.019791
17.08.2022 10:23:12 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:23:12 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001073
17.08.2022 10:23:12 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:23:12 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000982
 87%|████████▋ | 87/100 [1:27:13<07:35, 35.01s/trial, best loss: -0.4945266370802929]17.08.2022 10:23:12 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=ExtraTreesRegressor(), k=6.0, threshold=-inf)), ('estimator', ElasticNet(alpha=0.8899219050011354, l1_ratio=0.8))]
17.08.2022 10:23:12 SysTool-Logger INFO: Clear_session: activated
17.08.2022 10:23:12 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 10:23:12 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:23:14 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.087381
17.08.2022 10:23:14 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:23:14 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000515
17.08.2022 10:23:14 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:23:14 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001072
17.08.2022 10:23:14 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 10:23:14 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:23:18 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:04.322517
17.08.2022 10:23:18 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:23:18 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000555
17.08.2022 10:23:19 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:23:19 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001194
17.08.2022 10:23:19 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 10:23:19 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:23:25 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:06.477657
17.08.2022 10:23:25 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:23:25 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000591
17.08.2022 10:23:25 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:23:25 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001140
17.08.2022 10:23:25 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 10:23:25 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:23:34 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:09.100579
17.08.2022 10:23:34 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:23:34 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000605
17.08.2022 10:23:34 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:23:34 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001121
17.08.2022 10:23:34 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 10:23:34 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:23:46 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:12.207504
17.08.2022 10:23:46 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:23:46 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000626
17.08.2022 10:23:46 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:23:46 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001109
 88%|████████▊ | 88/100 [1:27:48<06:59, 34.93s/trial, best loss: -0.4945266370802929]17.08.2022 10:23:47 SysTool-Logger INFO: model_steps: [('feature_selection', PCA(n_components=0.9)), ('estimator', BaggingRegressor(n_estimators=30))]
17.08.2022 10:23:47 SysTool-Logger INFO: Clear_session: activated
17.08.2022 10:23:47 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 10:23:47 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 10:23:48 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 10:23:50 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 10:23:52 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
 89%|████████▉ | 89/100 [1:27:56<04:57, 27.03s/trial, best loss: -0.4945266370802929]17.08.2022 10:23:55 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=GradientBoostingRegressor(), k=26.0,
                   threshold=-inf)), ('estimator', ExtraTreeRegressor(max_depth=90))]
17.08.2022 10:23:55 SysTool-Logger INFO: Clear_session: activated
17.08.2022 10:23:55 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 10:23:55 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:24:03 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:08.285572
17.08.2022 10:24:03 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:24:03 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000541
17.08.2022 10:24:03 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:24:03 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000604
17.08.2022 10:24:03 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 10:24:03 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:24:21 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:17.461497
17.08.2022 10:24:21 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:24:21 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000591
17.08.2022 10:24:21 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:24:21 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000600
17.08.2022 10:24:21 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 10:24:21 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:24:48 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:26.847229
17.08.2022 10:24:48 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:24:48 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000646
17.08.2022 10:24:48 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:24:48 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000604
17.08.2022 10:24:48 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 10:24:48 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:25:24 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:36.479858
17.08.2022 10:25:24 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:25:24 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000692
17.08.2022 10:25:24 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:25:24 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000607
17.08.2022 10:25:24 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 10:25:24 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:26:10 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:46.004991
17.08.2022 10:26:10 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:26:10 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000748
17.08.2022 10:26:10 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:26:10 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000610
 90%|█████████ | 90/100 [1:30:12<09:55, 59.55s/trial, best loss: -0.4945266370802929]17.08.2022 10:26:11 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=ExtraTreesRegressor(), k=19.0, threshold=-inf)), ('estimator', Ridge(alpha=1))]
17.08.2022 10:26:11 SysTool-Logger INFO: Clear_session: activated
17.08.2022 10:26:11 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 10:26:11 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:26:13 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.089786
17.08.2022 10:26:13 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:26:13 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000549
17.08.2022 10:26:13 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:26:13 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000598
17.08.2022 10:26:13 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 10:26:13 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:26:17 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:04.252036
17.08.2022 10:26:17 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:26:17 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000596
17.08.2022 10:26:17 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:26:17 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000624
17.08.2022 10:26:17 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 10:26:17 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:26:23 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:06.428414
17.08.2022 10:26:23 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:26:23 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000624
17.08.2022 10:26:23 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:26:23 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000611
17.08.2022 10:26:23 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 10:26:23 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:26:32 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:09.035012
17.08.2022 10:26:32 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:26:32 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000652
17.08.2022 10:26:32 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:26:32 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000604
17.08.2022 10:26:32 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 10:26:32 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:26:45 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:12.165066
17.08.2022 10:26:45 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:26:45 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000695
17.08.2022 10:26:45 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:26:45 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000614
 91%|█████████ | 91/100 [1:30:46<07:47, 51.92s/trial, best loss: -0.4945266370802929]17.08.2022 10:26:45 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=DecisionTreeRegressor(), k=10.0,
                   threshold=-inf)), ('estimator', ExtraTreesRegressor(max_depth=78, n_estimators=991, n_jobs=-1))]
17.08.2022 10:26:45 SysTool-Logger INFO: Clear_session: activated
17.08.2022 10:26:45 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 10:26:45 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:26:45 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.101930
17.08.2022 10:26:45 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:26:45 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000515
17.08.2022 10:26:47 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:26:47 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001368
17.08.2022 10:26:47 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 10:26:47 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:26:48 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.261579
17.08.2022 10:26:48 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:26:48 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000676
17.08.2022 10:26:50 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:26:50 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000967
17.08.2022 10:26:50 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 10:26:50 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:26:51 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.408348
17.08.2022 10:26:51 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:26:51 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000720
17.08.2022 10:26:53 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:26:53 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001114
17.08.2022 10:26:53 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 10:26:53 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:26:54 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.612863
17.08.2022 10:26:54 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:26:54 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000646
17.08.2022 10:26:56 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:26:56 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000904
17.08.2022 10:26:57 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 10:26:57 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:26:58 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.893784
17.08.2022 10:26:58 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:26:58 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000659
17.08.2022 10:27:00 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:27:00 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000784
 92%|█████████▏| 92/100 [1:31:02<05:29, 41.23s/trial, best loss: -0.4945266370802929]17.08.2022 10:27:01 SysTool-Logger INFO: model_steps: [('feature_selection', PCA(n_components=0.9)), ('estimator', Lasso(alpha=0.5))]
17.08.2022 10:27:01 SysTool-Logger INFO: Clear_session: activated
17.08.2022 10:27:01 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 10:27:01 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 10:27:01 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 10:27:01 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 10:27:01 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
 93%|█████████▎| 93/100 [1:31:02<03:23, 29.00s/trial, best loss: -0.4945266370802929]17.08.2022 10:27:01 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=ExtraTreesRegressor(), k=14.0, threshold=-inf)), ('estimator', Ridge(alpha=0.5))]
17.08.2022 10:27:01 SysTool-Logger INFO: Clear_session: activated
17.08.2022 10:27:01 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 10:27:01 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:27:04 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.083087
17.08.2022 10:27:04 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:27:04 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000537
17.08.2022 10:27:04 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:27:04 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000612
17.08.2022 10:27:04 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 10:27:04 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:27:08 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:04.258412
17.08.2022 10:27:08 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:27:08 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000576
17.08.2022 10:27:08 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:27:08 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000613
17.08.2022 10:27:08 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 10:27:08 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:27:14 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:06.418352
17.08.2022 10:27:14 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:27:14 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000612
17.08.2022 10:27:14 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:27:14 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000613
17.08.2022 10:27:14 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 10:27:14 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:27:23 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:09.071681
17.08.2022 10:27:23 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:27:23 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000646
17.08.2022 10:27:23 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:27:23 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000612
17.08.2022 10:27:23 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 10:27:23 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:27:36 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:12.237764
17.08.2022 10:27:36 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:27:36 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000680
17.08.2022 10:27:36 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:27:36 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000607
 94%|█████████▍| 94/100 [1:31:37<03:03, 30.59s/trial, best loss: -0.4945266370802929]17.08.2022 10:27:36 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=ExtraTreesRegressor(), k=23.0, threshold=-inf)), ('estimator', KerasRegressorOwn(batch_size=302.0,
                  callbacks=({'callback_function': 'EarlyStopping',
                              'hyperparameters': {'mode': 'min',
                                                  'monitor': 'loss',
                                                  'patience': 5,
                                                  'restore_best_weights': True,
                                                  'verbose': 1}},),
                  epochs=1000, loss='mse',
                  net={0: {'NeuronType': <class 'keras.layers.core.dense.Dense'>,
                           'hyperparameters': {'activation': 'tanh',
                                               'drop_out': 0.1,
                                               'kernel_initializer': 'gl...
                           'hyperparameters': {'activation': 'tanh',
                                               'drop_out': 0.1,
                                               'kernel_initializer': 'glorot_uniform',
                                               'units': 20}},
                       4: {'NeuronType': <class 'keras.layers.core.dense.Dense'>,
                           'hyperparameters': {'activation': 'tanh',
                                               'drop_out': 0.1,
                                               'kernel_initializer': 'glorot_uniform',
                                               'units': 20}}},
                  num_hidden_layer=1.0, optimizer='adam',
                  output_layer={'kernel_initializer': 'random_uniform',
                                'out_activation': 'linear'}))]
17.08.2022 10:27:36 SysTool-Logger INFO: Clear_session: activated
17.08.2022 10:27:36 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 10:27:36 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:27:38 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.105831
17.08.2022 10:27:38 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:27:38 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000546
17.08.2022 10:27:38 ETA-ML-Lib-Logger INFO: Fitting KerasRegressorOwn
17.08.2022 10:27:38 ETA-ML-Lib-Logger WARNING: Drop out in input layer was ignored. Consider removing it from net dict
17.08.2022 10:27:38 ETA-ML-Lib-Logger INFO: Model:
Model: "sequential"

_________________________________________________________________

 Layer (type)                Output Shape              Param #

=================================================================

 dense (Dense)               (None, 20)                480

 dropout (Dropout)           (None, 20)                0

 dense_1 (Dense)             (None, 20)                420

 dense_2 (Dense)             (None, 4)                 84

=================================================================

Total params: 984

Trainable params: 984

Non-trainable params: 0

_________________________________________________________________

 94%|█████████▍| 94/100 [1:31:39<03:03, 30.59s/trial, best loss: -0.4945266370802929]17.08.2022 10:27:38 ETA-ML-Lib-Logger INFO: None

 94%|█████████▍| 94/100 [1:32:16<03:03, 30.59s/trial, best loss: -0.4945266370802929]17.08.2022 10:28:15 ETA-ML-Lib-Logger INFO: Finished fitting KerasRegressorOwn. Computation time: 0:00:37.503068
17.08.2022 10:28:15 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:28:15 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000971
17.08.2022 10:28:15 ETA-ML-Lib-Logger INFO: Starting KerasRegressorOwn prediction
17.08.2022 10:28:16 ETA-ML-Lib-Logger INFO: Finished KerasRegressorOwn prediction. Computation time: 0:00:00.172371
17.08.2022 10:28:16 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 10:28:16 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:28:20 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:04.379210
17.08.2022 10:28:20 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:28:20 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000596
17.08.2022 10:28:20 ETA-ML-Lib-Logger INFO: Fitting KerasRegressorOwn
17.08.2022 10:28:20 ETA-ML-Lib-Logger WARNING: Drop out in input layer was ignored. Consider removing it from net dict
17.08.2022 10:28:20 ETA-ML-Lib-Logger INFO: Model:
Model: "sequential_1"

_________________________________________________________________

 Layer (type)                Output Shape              Param #

=================================================================

 dense_3 (Dense)             (None, 20)                480

 dropout_1 (Dropout)         (None, 20)                0

 dense_4 (Dense)             (None, 20)                420

 dense_5 (Dense)             (None, 4)                 84

=================================================================

Total params: 984

Trainable params: 984

Non-trainable params: 0

_________________________________________________________________

 94%|█████████▍| 94/100 [1:32:21<03:03, 30.59s/trial, best loss: -0.4945266370802929]17.08.2022 10:28:20 ETA-ML-Lib-Logger INFO: None

 94%|█████████▍| 94/100 [1:33:13<03:03, 30.59s/trial, best loss: -0.4945266370802929]17.08.2022 10:29:12 ETA-ML-Lib-Logger INFO: Finished fitting KerasRegressorOwn. Computation time: 0:00:52.459545
17.08.2022 10:29:12 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:29:12 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001026
17.08.2022 10:29:12 ETA-ML-Lib-Logger INFO: Starting KerasRegressorOwn prediction
17.08.2022 10:29:13 ETA-ML-Lib-Logger INFO: Finished KerasRegressorOwn prediction. Computation time: 0:00:00.179411
17.08.2022 10:29:13 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 10:29:13 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:29:19 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:06.491164
17.08.2022 10:29:19 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:29:19 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000623
17.08.2022 10:29:19 ETA-ML-Lib-Logger INFO: Fitting KerasRegressorOwn
17.08.2022 10:29:19 ETA-ML-Lib-Logger WARNING: Drop out in input layer was ignored. Consider removing it from net dict
17.08.2022 10:29:19 ETA-ML-Lib-Logger INFO: Model:
Model: "sequential_2"

_________________________________________________________________

 Layer (type)                Output Shape              Param #

=================================================================

 dense_6 (Dense)             (None, 20)                480

 dropout_2 (Dropout)         (None, 20)                0

 dense_7 (Dense)             (None, 20)                420

 dense_8 (Dense)             (None, 4)                 84

=================================================================

Total params: 984

Trainable params: 984

Non-trainable params: 0

_________________________________________________________________

 94%|█████████▍| 94/100 [1:33:20<03:03, 30.59s/trial, best loss: -0.4945266370802929]17.08.2022 10:29:19 ETA-ML-Lib-Logger INFO: None

 94%|█████████▍| 94/100 [1:34:37<03:03, 30.59s/trial, best loss: -0.4945266370802929]17.08.2022 10:30:36 ETA-ML-Lib-Logger INFO: Finished fitting KerasRegressorOwn. Computation time: 0:01:16.795698
17.08.2022 10:30:36 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:30:36 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001106
17.08.2022 10:30:36 ETA-ML-Lib-Logger INFO: Starting KerasRegressorOwn prediction
17.08.2022 10:30:36 ETA-ML-Lib-Logger INFO: Finished KerasRegressorOwn prediction. Computation time: 0:00:00.175047
17.08.2022 10:30:36 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 10:30:36 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:30:45 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:09.114311
17.08.2022 10:30:45 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:30:45 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000666
17.08.2022 10:30:45 ETA-ML-Lib-Logger INFO: Fitting KerasRegressorOwn
17.08.2022 10:30:45 ETA-ML-Lib-Logger WARNING: Drop out in input layer was ignored. Consider removing it from net dict
17.08.2022 10:30:45 ETA-ML-Lib-Logger INFO: Model:
Model: "sequential_3"

_________________________________________________________________

 Layer (type)                Output Shape              Param #

=================================================================

 dense_9 (Dense)             (None, 20)                480

 dropout_3 (Dropout)         (None, 20)                0

 dense_10 (Dense)            (None, 20)                420

 dense_11 (Dense)            (None, 4)                 84

=================================================================

Total params: 984

Trainable params: 984

Non-trainable params: 0

_________________________________________________________________

 94%|█████████▍| 94/100 [1:34:46<03:03, 30.59s/trial, best loss: -0.4945266370802929]17.08.2022 10:30:45 ETA-ML-Lib-Logger INFO: None

 94%|█████████▍| 94/100 [1:36:23<03:03, 30.59s/trial, best loss: -0.4945266370802929]17.08.2022 10:32:22 ETA-ML-Lib-Logger INFO: Finished fitting KerasRegressorOwn. Computation time: 0:01:37.092989
17.08.2022 10:32:22 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:32:22 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001209
17.08.2022 10:32:22 ETA-ML-Lib-Logger INFO: Starting KerasRegressorOwn prediction
17.08.2022 10:32:22 ETA-ML-Lib-Logger INFO: Finished KerasRegressorOwn prediction. Computation time: 0:00:00.179087
17.08.2022 10:32:22 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 10:32:22 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:32:35 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:12.289376
17.08.2022 10:32:35 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:32:35 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000753
17.08.2022 10:32:35 ETA-ML-Lib-Logger INFO: Fitting KerasRegressorOwn
17.08.2022 10:32:35 ETA-ML-Lib-Logger WARNING: Drop out in input layer was ignored. Consider removing it from net dict
17.08.2022 10:32:35 ETA-ML-Lib-Logger INFO: Model:
Model: "sequential_4"

_________________________________________________________________

 Layer (type)                Output Shape              Param #

=================================================================

 dense_12 (Dense)            (None, 20)                480

 dropout_4 (Dropout)         (None, 20)                0

 dense_13 (Dense)            (None, 20)                420

 dense_14 (Dense)            (None, 4)                 84

=================================================================

Total params: 984

Trainable params: 984

Non-trainable params: 0

_________________________________________________________________

 94%|█████████▍| 94/100 [1:36:36<03:03, 30.59s/trial, best loss: -0.4945266370802929]17.08.2022 10:32:35 ETA-ML-Lib-Logger INFO: None

 94%|█████████▍| 94/100 [1:38:28<03:03, 30.59s/trial, best loss: -0.4945266370802929]17.08.2022 10:34:27 ETA-ML-Lib-Logger INFO: Finished fitting KerasRegressorOwn. Computation time: 0:01:52.456390
17.08.2022 10:34:27 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:34:27 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001121
17.08.2022 10:34:27 ETA-ML-Lib-Logger INFO: Starting KerasRegressorOwn prediction
17.08.2022 10:34:27 ETA-ML-Lib-Logger INFO: Finished KerasRegressorOwn prediction. Computation time: 0:00:00.174530
 95%|█████████▌| 95/100 [1:38:28<12:04, 144.93s/trial, best loss: -0.4945266370802929]17.08.2022 10:34:27 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=LassoCV(), k=15.0, threshold=-inf)), ('estimator', RandomForestRegressor(max_depth=28, n_estimators=45, n_jobs=-1))]
17.08.2022 10:34:27 SysTool-Logger INFO: Clear_session: activated
17.08.2022 10:34:27 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 10:34:27 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 10:34:29 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:01.445904
17.08.2022 10:34:29 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:34:29 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001002

17.08.2022 10:34:29 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:34:29 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000642
17.08.2022 10:34:29 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 10:34:29 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 10:34:31 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:01.626438
17.08.2022 10:34:31 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:34:31 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000818
17.08.2022 10:34:31 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:34:31 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000859
17.08.2022 10:34:31 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 10:34:31 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 10:34:33 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.070237
17.08.2022 10:34:33 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:34:33 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001029
17.08.2022 10:34:33 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:34:33 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000721
17.08.2022 10:34:33 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 10:34:33 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 10:34:35 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:01.894236
17.08.2022 10:34:35 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:34:35 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001235

17.08.2022 10:34:36 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:34:36 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000941
17.08.2022 10:34:36 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 10:34:36 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

17.08.2022 10:34:38 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:01.876773
17.08.2022 10:34:38 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:34:38 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000692
17.08.2022 10:34:38 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:34:38 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000788
 96%|█████████▌| 96/100 [1:38:39<06:58, 104.62s/trial, best loss: -0.4945266370802929]17.08.2022 10:34:38 SysTool-Logger INFO: model_steps: [('feature_selection', PCA(n_components=0.9)), ('estimator', Ridge(alpha=1))]
17.08.2022 10:34:38 SysTool-Logger INFO: Clear_session: activated
17.08.2022 10:34:38 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 10:34:38 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 10:34:38 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 10:34:38 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 10:34:38 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
 97%|█████████▋| 97/100 [1:38:39<03:39, 73.30s/trial, best loss: -0.4945266370802929] 17.08.2022 10:34:38 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=DecisionTreeRegressor(), k=32.0,
                   threshold=-inf)), ('estimator', ElasticNet(alpha=0.6316020705900419))]
17.08.2022 10:34:38 SysTool-Logger INFO: Clear_session: activated
17.08.2022 10:34:38 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 10:34:38 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:34:38 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.101663
17.08.2022 10:34:38 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:34:38 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000597
17.08.2022 10:34:38 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:34:38 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001165
17.08.2022 10:34:38 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 10:34:38 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:34:39 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.236700
17.08.2022 10:34:39 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:34:39 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000654
17.08.2022 10:34:39 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:34:39 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001077
17.08.2022 10:34:39 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 10:34:39 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:34:39 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.360144
17.08.2022 10:34:39 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:34:39 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000695
17.08.2022 10:34:40 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:34:40 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001122
17.08.2022 10:34:40 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 10:34:40 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:34:40 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.542760
17.08.2022 10:34:40 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:34:40 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000764
17.08.2022 10:34:40 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:34:40 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001109
17.08.2022 10:34:41 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 10:34:41 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:34:41 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:00.838161
17.08.2022 10:34:41 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:34:41 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000836
17.08.2022 10:34:42 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:34:42 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.001092
 98%|█████████▊| 98/100 [1:38:43<01:44, 52.37s/trial, best loss: -0.4945266370802929]17.08.2022 10:34:42 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=ExtraTreesRegressor(), k=13.0, threshold=-inf)), ('estimator', LinearRegression())]
17.08.2022 10:34:42 SysTool-Logger INFO: Clear_session: activated
17.08.2022 10:34:42 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 10:34:42 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:34:44 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:02.099227
17.08.2022 10:34:44 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:34:44 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000761
17.08.2022 10:34:44 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:34:44 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000606
17.08.2022 10:34:44 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 10:34:44 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:34:48 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:04.264253
17.08.2022 10:34:48 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:34:48 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000802
17.08.2022 10:34:48 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:34:48 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000620
17.08.2022 10:34:48 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 10:34:48 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:34:55 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:06.485898
17.08.2022 10:34:55 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:34:55 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000858
17.08.2022 10:34:55 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:34:55 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000620
17.08.2022 10:34:55 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 10:34:55 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:35:04 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:09.083363
17.08.2022 10:35:04 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:35:04 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000903
17.08.2022 10:35:04 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:35:04 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000624
17.08.2022 10:35:04 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 10:35:04 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:35:16 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:12.255091
17.08.2022 10:35:16 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:35:16 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000960
17.08.2022 10:35:16 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:35:16 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000621
 99%|█████████▉| 99/100 [1:39:17<00:46, 46.97s/trial, best loss: -0.4945266370802929]17.08.2022 10:35:16 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=GradientBoostingRegressor(), k=9.0,
                   threshold=-inf)), ('estimator', BaggingRegressor(n_estimators=30))]
17.08.2022 10:35:16 SysTool-Logger INFO: Clear_session: activated
17.08.2022 10:35:16 SysTool-Logger INFO: Train: [   0    1    2 ... 1560 1561 1562], Validation: [1563 1564 1565 ... 3120 3121 3122]
17.08.2022 10:35:16 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:35:24 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:08.328243
17.08.2022 10:35:24 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:35:24 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000745
17.08.2022 10:35:25 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:35:25 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000565
17.08.2022 10:35:25 SysTool-Logger INFO: Train: [   0    1    2 ... 3120 3121 3122], Validation: [3123 3124 3125 ... 4680 4681 4682]
17.08.2022 10:35:25 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:35:42 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:17.523887
17.08.2022 10:35:42 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:35:42 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000799
17.08.2022 10:35:43 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:35:43 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000610
17.08.2022 10:35:43 SysTool-Logger INFO: Train: [   0    1    2 ... 4680 4681 4682], Validation: [4683 4684 4685 ... 6240 6241 6242]
17.08.2022 10:35:43 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:36:10 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:26.962576
17.08.2022 10:36:10 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:36:10 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000597
17.08.2022 10:36:11 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:36:11 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000641
17.08.2022 10:36:11 SysTool-Logger INFO: Train: [   0    1    2 ... 6240 6241 6242], Validation: [6243 6244 6245 ... 7800 7801 7802]
17.08.2022 10:36:11 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:36:48 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:36.626097
17.08.2022 10:36:48 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:36:48 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000635
17.08.2022 10:36:49 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:36:49 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000633
17.08.2022 10:36:49 SysTool-Logger INFO: Train: [   0    1    2 ... 7800 7801 7802], Validation: [7803 7804 7805 ... 9360 9361 9362]
17.08.2022 10:36:49 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn
17.08.2022 10:37:35 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:46.170227
17.08.2022 10:37:35 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:37:35 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000672
17.08.2022 10:37:38 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:37:38 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000673
100%|██████████| 100/100 [1:41:39<00:00, 60.99s/trial, best loss: -0.4945266370802929]
17.08.2022 10:37:38 SysTool-Logger INFO: Finished hyperparameter optimization.
17.08.2022 10:37:38 SysTool-Logger INFO: Best space:
17.08.2022 10:37:38 SysTool-Logger INFO: {'model_parameters': {'create_model_function': <class 'sklearn.linear_model._ridge.Ridge'>, 'hyperparameters': {'alpha': 1}}, 'optimizing_feature_transform_parameters': {'feature_selection': {'hyperparameters': {'estimator_type': {'hyperparameters': {}, 'transformer': <class 'sklearn.ensemble._forest.ExtraTreesRegressor'>}, 'k': 6.0, 'threshold': -inf}, 'transformer': <class 'eta_ml_lib.feature_selection.feature_selection_classes.SelectFromModelOwn'>}}}
17.08.2022 10:37:38 SysTool-Logger INFO: model_steps: [('feature_selection', SelectFromModelOwn(estimator_type=ExtraTreesRegressor(), k=6.0, threshold=-inf)), ('estimator', Ridge(alpha=1))]
17.08.2022 10:37:38 SysTool-Logger INFO: Re-fitting best pipeline with all training data...
17.08.2022 10:37:38 ETA-ML-Lib-Logger INFO: Fitting MyMultiTimeStepForecastingPreprocessor
17.08.2022 10:37:38 ETA-ML-Lib-Logger INFO: Finished fitting MyMultiTimeStepForecastingPreprocessor. Computation time: 0:00:00.000819
17.08.2022 10:37:38 ETA-ML-Lib-Logger INFO: Starting MyMultiTimeStepForecastingPreprocessor transformation
17.08.2022 10:37:38 ETA-ML-Lib-Logger INFO: Starting MyTimeStep transformation
17.08.2022 10:37:38 ETA-ML-Lib-Logger INFO: Finished MyTimeStep transformation. Computation time: 0:00:00.006475
17.08.2022 10:37:38 ETA-ML-Lib-Logger INFO: Finished MyMultiTimeStepForecastingPreprocessor transformation. Computation time: 0:00:00.014168
17.08.2022 10:37:38 ETA-ML-Lib-Logger INFO: Starting MyMultiTimeStepForecastingPreprocessor transformation
17.08.2022 10:37:38 ETA-ML-Lib-Logger INFO: Starting MyTimeStep transformation
17.08.2022 10:37:38 ETA-ML-Lib-Logger INFO: Finished MyTimeStep transformation. Computation time: 0:00:00.004674
17.08.2022 10:37:38 ETA-ML-Lib-Logger INFO: Finished MyMultiTimeStepForecastingPreprocessor transformation. Computation time: 0:00:00.012206
17.08.2022 10:37:38 ETA-ML-Lib-Logger INFO: Starting MyOutlierFilterHampel transformation
17.08.2022 10:37:39 ETA-ML-Lib-Logger INFO: Replaced 69 outliers in Feature Pu_Mgn3.425.ThHy_T_VL
17.08.2022 10:37:40 ETA-ML-Lib-Logger INFO: Replaced 33 outliers in Feature Ort_AU.WS.Atmo_T_Luft
17.08.2022 10:37:41 ETA-ML-Lib-Logger INFO: Replaced 0 outliers in Feature Wetterprognose_Temperatur
17.08.2022 10:37:42 ETA-ML-Lib-Logger INFO: Replaced 238 outliers in Feature thermal_power
17.08.2022 10:37:42 ETA-ML-Lib-Logger INFO: Finished MyOutlierFilterHampel transformation. Computation time: 0:00:03.982442
17.08.2022 10:37:42 ETA-ML-Lib-Logger INFO: Starting MyTimeStep transformation
17.08.2022 10:37:42 ETA-ML-Lib-Logger INFO: Finished MyTimeStep transformation. Computation time: 0:00:00.019326
17.08.2022 10:37:42 ETA-ML-Lib-Logger INFO: Starting MyTimeStep transformation
17.08.2022 10:37:42 ETA-ML-Lib-Logger INFO: Finished MyTimeStep transformation. Computation time: 0:00:00.005451
17.08.2022 10:37:42 ETA-ML-Lib-Logger INFO: Starting MyMovingAverage transformation
17.08.2022 10:37:42 ETA-ML-Lib-Logger INFO: Finished MyMovingAverage transformation. Computation time: 0:00:00.003447
17.08.2022 10:37:42 ETA-ML-Lib-Logger INFO: Starting MyDateTimeFeatures transformation
17.08.2022 10:37:42 ETA-ML-Lib-Logger INFO: Finished MyDateTimeFeatures transformation. Computation time: 0:00:00.020633
17.08.2022 10:37:42 ETA-ML-Lib-Logger INFO: Starting MyDifferential transformation
17.08.2022 10:37:42 ETA-ML-Lib-Logger INFO: Finished MyDifferential transformation. Computation time: 0:00:00.031837
17.08.2022 10:37:42 ETA-ML-Lib-Logger INFO: Starting MyOutlierFilterHampel transformation

/usr/local/lib/python3.8/dist-packages/eta_ml_lib/feature_engineering/feature_engineering_1.py:375: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  df["{}_time_step_{}".format(feature, step)] = df[feature].shift(periods=step, freq=freq)

17.08.2022 10:37:43 ETA-ML-Lib-Logger INFO: Replaced 69 outliers in Feature Pu_Mgn3.425.ThHy_T_VL
17.08.2022 10:37:44 ETA-ML-Lib-Logger INFO: Replaced 33 outliers in Feature Ort_AU.WS.Atmo_T_Luft
17.08.2022 10:37:45 ETA-ML-Lib-Logger INFO: Replaced 0 outliers in Feature Wetterprognose_Temperatur
17.08.2022 10:37:46 ETA-ML-Lib-Logger INFO: Replaced 238 outliers in Feature thermal_power
17.08.2022 10:37:46 ETA-ML-Lib-Logger INFO: Finished MyOutlierFilterHampel transformation. Computation time: 0:00:04.010305
17.08.2022 10:37:46 ETA-ML-Lib-Logger INFO: Starting MyTimeStep transformation
17.08.2022 10:37:46 ETA-ML-Lib-Logger INFO: Finished MyTimeStep transformation. Computation time: 0:00:00.019113
17.08.2022 10:37:46 ETA-ML-Lib-Logger INFO: Starting MyTimeStep transformation
17.08.2022 10:37:46 ETA-ML-Lib-Logger INFO: Finished MyTimeStep transformation. Computation time: 0:00:00.005425
17.08.2022 10:37:46 ETA-ML-Lib-Logger INFO: Starting MyMovingAverage transformation
17.08.2022 10:37:46 ETA-ML-Lib-Logger INFO: Finished MyMovingAverage transformation. Computation time: 0:00:00.003497
17.08.2022 10:37:46 ETA-ML-Lib-Logger INFO: Starting MyDateTimeFeatures transformation
17.08.2022 10:37:46 ETA-ML-Lib-Logger INFO: Finished MyDateTimeFeatures transformation. Computation time: 0:00:00.020646
17.08.2022 10:37:46 ETA-ML-Lib-Logger INFO: Starting MyDifferential transformation
17.08.2022 10:37:46 ETA-ML-Lib-Logger INFO: Finished MyDifferential transformation. Computation time: 0:00:00.031279
17.08.2022 10:37:46 ETA-ML-Lib-Logger INFO: Fitting SelectFromModelOwn

/usr/local/lib/python3.8/dist-packages/eta_ml_lib/feature_engineering/feature_engineering_1.py:375: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  df["{}_time_step_{}".format(feature, step)] = df[feature].shift(periods=step, freq=freq)

17.08.2022 10:38:01 ETA-ML-Lib-Logger INFO: Finished fitting SelectFromModelOwn. Computation time: 0:00:14.558633
17.08.2022 10:38:01 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:38:01 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000363
17.08.2022 10:38:01 SysTool-Logger INFO: Predicting training and test data...
17.08.2022 10:38:01 ETA-ML-Lib-Logger INFO: Starting MyOutlierFilterHampel transformation
17.08.2022 10:38:02 ETA-ML-Lib-Logger INFO: Replaced 70 outliers in Feature Pu_Mgn3.425.ThHy_T_VL
17.08.2022 10:38:03 ETA-ML-Lib-Logger INFO: Replaced 41 outliers in Feature Ort_AU.WS.Atmo_T_Luft
17.08.2022 10:38:04 ETA-ML-Lib-Logger INFO: Replaced 0 outliers in Feature Wetterprognose_Temperatur
17.08.2022 10:38:05 ETA-ML-Lib-Logger INFO: Replaced 247 outliers in Feature thermal_power
17.08.2022 10:38:05 ETA-ML-Lib-Logger INFO: Finished MyOutlierFilterHampel transformation. Computation time: 0:00:04.019712
17.08.2022 10:38:05 ETA-ML-Lib-Logger INFO: Starting MyTimeStep transformation
17.08.2022 10:38:05 ETA-ML-Lib-Logger INFO: Finished MyTimeStep transformation. Computation time: 0:00:00.019465
17.08.2022 10:38:05 ETA-ML-Lib-Logger INFO: Starting MyTimeStep transformation
17.08.2022 10:38:05 ETA-ML-Lib-Logger INFO: Finished MyTimeStep transformation. Computation time: 0:00:00.005503
17.08.2022 10:38:05 ETA-ML-Lib-Logger INFO: Starting MyMovingAverage transformation
17.08.2022 10:38:05 ETA-ML-Lib-Logger INFO: Finished MyMovingAverage transformation. Computation time: 0:00:00.003548
17.08.2022 10:38:05 ETA-ML-Lib-Logger INFO: Starting MyDateTimeFeatures transformation
17.08.2022 10:38:05 ETA-ML-Lib-Logger INFO: Finished MyDateTimeFeatures transformation. Computation time: 0:00:00.020762
17.08.2022 10:38:05 ETA-ML-Lib-Logger INFO: Starting MyDifferential transformation
17.08.2022 10:38:05 ETA-ML-Lib-Logger INFO: Finished MyDifferential transformation. Computation time: 0:00:00.031685
17.08.2022 10:38:05 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:38:05 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000340
17.08.2022 10:38:05 ETA-ML-Lib-Logger INFO: Starting MyOutlierFilterHampel transformation

/usr/local/lib/python3.8/dist-packages/eta_ml_lib/feature_engineering/feature_engineering_1.py:375: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  df["{}_time_step_{}".format(feature, step)] = df[feature].shift(periods=step, freq=freq)

17.08.2022 10:38:05 ETA-ML-Lib-Logger INFO: Replaced 14 outliers in Feature Pu_Mgn3.425.ThHy_T_VL
17.08.2022 10:38:05 ETA-ML-Lib-Logger INFO: Replaced 5 outliers in Feature Ort_AU.WS.Atmo_T_Luft
17.08.2022 10:38:06 ETA-ML-Lib-Logger INFO: Replaced 0 outliers in Feature Wetterprognose_Temperatur
17.08.2022 10:38:06 ETA-ML-Lib-Logger INFO: Replaced 57 outliers in Feature thermal_power
17.08.2022 10:38:06 ETA-ML-Lib-Logger INFO: Finished MyOutlierFilterHampel transformation. Computation time: 0:00:01.057954
17.08.2022 10:38:06 ETA-ML-Lib-Logger INFO: Starting MyTimeStep transformation
17.08.2022 10:38:06 ETA-ML-Lib-Logger INFO: Finished MyTimeStep transformation. Computation time: 0:00:00.015462
17.08.2022 10:38:06 ETA-ML-Lib-Logger INFO: Starting MyTimeStep transformation
17.08.2022 10:38:06 ETA-ML-Lib-Logger INFO: Finished MyTimeStep transformation. Computation time: 0:00:00.005268
17.08.2022 10:38:06 ETA-ML-Lib-Logger INFO: Starting MyMovingAverage transformation
17.08.2022 10:38:06 ETA-ML-Lib-Logger INFO: Finished MyMovingAverage transformation. Computation time: 0:00:00.002882
17.08.2022 10:38:06 ETA-ML-Lib-Logger INFO: Starting MyDateTimeFeatures transformation
17.08.2022 10:38:06 ETA-ML-Lib-Logger INFO: Finished MyDateTimeFeatures transformation. Computation time: 0:00:00.011850
17.08.2022 10:38:06 ETA-ML-Lib-Logger INFO: Starting MyDifferential transformation
17.08.2022 10:38:06 ETA-ML-Lib-Logger INFO: Finished MyDifferential transformation. Computation time: 0:00:00.013430
17.08.2022 10:38:06 ETA-ML-Lib-Logger INFO: Starting SelectFromModelOwn transformation
17.08.2022 10:38:06 ETA-ML-Lib-Logger INFO: Finished SelectFromModelOwn transformation. Computation time: 0:00:00.000149
17.08.2022 10:38:06 SysTool-Logger INFO: Saving model before postprocessing...

/usr/local/lib/python3.8/dist-packages/eta_ml_lib/feature_engineering/feature_engineering_1.py:375: SettingWithCopyWarning:
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  df["{}_time_step_{}".format(feature, step)] = df[feature].shift(periods=step, freq=freq)

17.08.2022 10:38:06 SysTool-Logger INFO: Schau dir das Ergebnis an
17.08.2022 10:38:06 SysTool-Logger INFO: Saving targets and predictions...
17.08.2022 10:38:07 SysTool-Logger INFO: Postprocessing...
17.08.2022 10:38:07 SysTool-Logger INFO: postprocessing process: <eta_ml_lib.postprocessing.postprocessing_classes.MyScorer object at 0x7f92e43c7df0>
17.08.2022 10:38:07 ETA-ML-Lib-Logger INFO: scores:
17.08.2022 10:38:07 ETA-ML-Lib-Logger INFO: {'Test data': {'MAE': array([1175.10667287, 1652.15892168, 2014.81919341, 2305.09251324]), 'RMSE': array([2232.43754716, 2880.59062801, 3287.3437043 , 3661.29206675]), 'nRMSE': array([0.12488539, 0.16110824, 0.18361493, 0.20401174]), 'R2-score': array([0.8129454 , 0.68940255, 0.5966852 , 0.50100159]), 'mean_error': array([ -18.29946283,  -57.54419913,  -95.40504506, -128.95181702]), 'std_error': thermal_power_time_step_-1    2232.362545
thermal_power_time_step_-2    2880.015804
thermal_power_time_step_-3    3285.958994
thermal_power_time_step_-4    3659.020501
dtype: float64}, 'Training data': {'MAE': array([1192.36867577, 1607.63674047, 1884.47232991, 2073.67819494]), 'RMSE': array([2295.05921998, 2889.0155388 , 3238.59055499, 3459.74979697]), 'nRMSE': array([0.1438343 , 0.18088063, 0.20292672, 0.21678433]), 'R2-score': array([0.7914521 , 0.66980803, 0.58487925, 0.52633076]), 'mean_error': array([-11.61128668, -12.51076273,  -9.72451915,  -7.07513341]), 'std_error': thermal_power_time_step_-1    2295.029848
thermal_power_time_step_-2    2888.988450
thermal_power_time_step_-3    3238.575955
thermal_power_time_step_-4    3459.742563
dtype: float64}}
17.08.2022 10:38:07 SysTool-Logger INFO: postprocessing process: <eta_ml_lib.postprocessing.postprocessing_classes.Plotter object at 0x7f92e43c7d60>
17.08.2022 10:38:09 SysTool-Logger INFO: Saving model after postprocessing...
17.08.2022 10:38:10 SysTool-Logger INFO: Schau dir das Ergebnis an
17.08.2022 10:38:10 SysTool-Logger INFO: Identification done.