Testing is initiated for flare class: C


Testing is initiated for flare class: C


Testing is initiated for flare class: C
y_train_data.set: {'P', 'N'}
data Flares postive and negative: 29058 13769
y_train_data.set: {0, 1}
[2023-07-16 15:16:30] Loading weights from model dir: models\24\C 
Predicting test data set samples..
y_pred: [1 1 1 ... 0 0 0]
Saving result to file: result\SolarFlareNet\C.csv


Testing is initiated for flare class: C
y_train_data.set: {0, 1}
[2023-07-16 15:17:28] Loading weights from model dir: models\24\C 
Predicting test data set samples..
y_pred: [1 1 1 ... 0 0 0]
Saving result to file: result\SolarFlareNet\C.csv


Testing is initiated for flare class: C
y_train_data.set: {0, 1}
[2023-07-16 15:18:40] Loading weights from model dir: models\24\C 
Predicting test data set samples..
y_pred: [1 1 1 ... 0 0 0]
Saving result to file: result\SolarFlareNet\C24.csv


Testing is initiated for flare class: C


Testing is initiated for flare class: C
y_train_data.set: {0, 1}
[2023-07-16 15:23:28] Loading weights from model dir: models\24\C 






Testing is initiated for time_window: 24 and flare class: C
[2023-07-16 15:25:41] Loading weights from model dir: models\24\C 
Predicting test data set samples..
y_pred: [1 1 1 ... 0 0 0]
Saving result to file: result\SolarFlareNet\C_24.csv
Testing is initiated for time_window: 24 and flare class: M
[2023-07-16 15:25:57] Loading weights from model dir: models\24\M 
Predicting test data set samples..
y_pred: [0 0 0 ... 1 1 1]
Saving result to file: result\SolarFlareNet\M_24.csv
Testing is initiated for time_window: 24 and flare class: M5
[2023-07-16 15:26:19] Loading weights from model dir: models\24\M5 
Predicting test data set samples..
y_pred: [0 0 0 ... 1 1 1]
Saving result to file: result\SolarFlareNet\M5_24.csv
Testing is initiated for time_window: 48 and flare class: C
[2023-07-16 15:26:42] Loading weights from model dir: models\48\C 
Predicting test data set samples..
y_pred: [0 0 1 ... 0 0 0]
Saving result to file: result\SolarFlareNet\C_48.csv
Testing is initiated for time_window: 48 and flare class: M
[2023-07-16 15:27:05] Loading weights from model dir: models\48\M 
Predicting test data set samples..
y_pred: [0 0 0 ... 0 0 0]
Saving result to file: result\SolarFlareNet\M_48.csv
Testing is initiated for time_window: 48 and flare class: M5
[2023-07-16 15:27:32] Loading weights from model dir: models\48\M5 
Predicting test data set samples..
y_pred: [0 0 0 ... 0 0 0]
Saving result to file: result\SolarFlareNet\M5_48.csv
Testing is initiated for time_window: 72 and flare class: C


[2023-07-16 15:28:01] Loading weights from model dir: models\72\C 


[2023-07-16 15:28:08] Training is initiated for time window: 24 and flare class: C 
Predicting test data set samples..
y_pred: [1 0 1 ... 0 0 0]
Saving result to file: result\SolarFlareNet\C_72.csv
Testing is initiated for time_window: 72 and flare class: M
[2023-07-16 15:28:22] Loading weights from model dir: models\72\M 
Predicting test data set samples..
y_pred: [0 0 0 ... 0 0 0]
Saving result to file: result\SolarFlareNet\M_72.csv
Testing is initiated for time_window: 72 and flare class: M5
84/84 - 32s - loss: 0.7870 - accuracy: 0.6762 - 32s/epoch - 381ms/step
[2023-07-16 15:28:50] Saving model weights to directory: models\24\C 
[2023-07-16 15:29:06] Loading weights from model dir: models\72\M5 
Predicting test data set samples..
y_pred: [0 0 0 ... 0 0 0]
Saving result to file: result\SolarFlareNet\M5_72.csv


[2023-07-16 15:30:29] Testing is initiated for time_window: 24 and flare class: C 
[2023-07-16 15:30:33] Loading weights from model dir: models\24\C 
[2023-07-16 15:30:33] Predicting test data set samples.. 
[2023-07-16 15:30:47] Saving result to file: result\SolarFlareNet\C_24.csv 
[2023-07-16 15:30:53] ===========================================================

 
[2023-07-16 15:30:53] Testing is initiated for time_window: 24 and flare class: M 
[2023-07-16 15:31:02] Loading weights from model dir: models\24\M 
[2023-07-16 15:31:03] Predicting test data set samples.. 
[2023-07-16 15:31:08] Saving result to file: result\SolarFlareNet\M_24.csv 
[2023-07-16 15:31:15] ===========================================================

 
[2023-07-16 15:31:15] Testing is initiated for time_window: 24 and flare class: M5 
[2023-07-16 15:31:24] Loading weights from model dir: models\24\M5 
[2023-07-16 15:31:26] Predicting test data set samples.. 


[2023-07-16 15:32:14] Testing is initiated for time_window: 24 and flare class: C 
[2023-07-16 15:32:18] Loading weights from model dir: models\24\C 
[2023-07-16 15:32:18] Predicting test data set samples.. 
[2023-07-16 15:32:30] Saving result to file: result\SolarFlareNet\C_24.csv 
[2023-07-16 15:32:37] ===========================================================

 
[2023-07-16 15:32:37] Testing is initiated for time_window: 24 and flare class: M 
[2023-07-16 15:32:45] Loading weights from model dir: models\24\M 
[2023-07-16 15:32:46] Predicting test data set samples.. 
[2023-07-16 15:32:50] Saving result to file: result\SolarFlareNet\M_24.csv 
[2023-07-16 15:32:57] ===========================================================

 
[2023-07-16 15:32:57] Testing is initiated for time_window: 24 and flare class: M5 
[2023-07-16 15:33:06] Loading weights from model dir: models\24\M5 
[2023-07-16 15:33:07] Predicting test data set samples.. 
[2023-07-16 15:33:11] Saving result to file: result\SolarFlareNet\M5_24.csv 
[2023-07-16 15:33:18] ===========================================================

 
[2023-07-16 15:33:18] Testing is initiated for time_window: 48 and flare class: C 


[2023-07-16 15:33:28] Training is initiated for time window: 24 and flare class: C 
[2023-07-16 15:33:28] Loading weights from model dir: models\48\C 
[2023-07-16 15:33:29] Predicting test data set samples.. 
[2023-07-16 15:33:38] Saving result to file: result\SolarFlareNet\C_48.csv 
[2023-07-16 15:33:41] ===========================================================

 
[2023-07-16 15:33:41] Training is initiated for time window: 24 and flare class: M 
[2023-07-16 15:33:45] ===========================================================

 
[2023-07-16 15:33:45] Testing is initiated for time_window: 48 and flare class: M 
[2023-07-16 15:33:48] ===========================================================

 
[2023-07-16 15:33:48] Training is initiated for time window: 24 and flare class: M5 
[2023-07-16 15:33:58] Loading weights from model dir: models\48\M 
[2023-07-16 15:33:59] Predicting test data set samples.. 
[2023-07-16 15:34:05] Saving result to file: result\SolarFlareNet\M_48.csv 
[2023-07-16 15:34:13] ===========================================================

 
[2023-07-16 15:34:13] Testing is initiated for time_window: 48 and flare class: M5 
[2023-07-16 15:34:27] Loading weights from model dir: models\48\M5 
[2023-07-16 15:34:29] Predicting test data set samples.. 
[2023-07-16 15:34:34] Saving result to file: result\SolarFlareNet\M5_48.csv 
[2023-07-16 15:34:44] ===========================================================

 
[2023-07-16 15:34:44] Testing is initiated for time_window: 72 and flare class: C 
[2023-07-16 15:34:56] Loading weights from model dir: models\72\C 
[2023-07-16 15:34:56] Predicting test data set samples.. 
[2023-07-16 15:35:00] Saving result to file: result\SolarFlareNet\C_72.csv 
[2023-07-16 15:35:02] ===========================================================

 
[2023-07-16 15:35:02] Testing is initiated for time_window: 72 and flare class: M 
[2023-07-16 15:35:07] Loading weights from model dir: models\72\M 
[2023-07-16 15:35:08] Predicting test data set samples.. 
[2023-07-16 15:35:11] Saving result to file: result\SolarFlareNet\M_72.csv 
[2023-07-16 15:35:14] ===========================================================

 
[2023-07-16 15:35:14] Testing is initiated for time_window: 72 and flare class: M5 
[2023-07-16 15:35:19] Loading weights from model dir: models\72\M5 
[2023-07-16 15:35:19] Predicting test data set samples.. 
[2023-07-16 15:35:22] Saving result to file: result\SolarFlareNet\M5_72.csv 
[2023-07-16 15:35:34] ===========================================================

 


[2023-07-16 12:35:39] Training is initiated for time window: 24 and flare class: C 


[2023-07-16 15:36:44] Training is initiated for time window: 24 and flare class: C 
Epoch 1/20


[2023-07-16 15:37:31] Training is initiated for time window: 24 and flare class: C 
[2023-07-16 15:37:35] ===========================================================

 
[2023-07-16 15:37:35] Training is initiated for time window: 24 and flare class: M 
[2023-07-16 15:37:40] ===========================================================

 
[2023-07-16 15:37:40] Training is initiated for time window: 24 and flare class: M5 
[2023-07-16 15:37:46] ===========================================================

 
[2023-07-16 15:37:46] Training is initiated for time window: 48 and flare class: C 
[2023-07-16 15:37:50] ===========================================================

 
[2023-07-16 15:37:50] Training is initiated for time window: 48 and flare class: M 
[2023-07-16 15:37:56] ===========================================================

 
[2023-07-16 15:37:56] Training is initiated for time window: 48 and flare class: M5 
[2023-07-16 15:38:03] ===========================================================

 
[2023-07-16 15:38:03] Training is initiated for time window: 72 and flare class: C 
[2023-07-16 15:38:07] ===========================================================

 
[2023-07-16 15:38:07] Training is initiated for time window: 72 and flare class: M 
[2023-07-16 15:38:15] ===========================================================

 
[2023-07-16 15:38:15] Training is initiated for time window: 72 and flare class: M5 
[2023-07-16 15:38:30] ===========================================================

 


[2023-07-16 16:28:54] Training is initiated for time window: 24 and flare class: C 


[2023-07-16 16:29:10] Testing is initiated for time_window: 24 and flare class: C 
[2023-07-16 16:29:14] Loading weights from model dir: models\24\C 
[2023-07-16 16:29:15] Predicting test data set samples.. 
[2023-07-16 16:29:26] Saving result to file: result\SolarFlareNet\C_24.csv 
[2023-07-16 16:29:26] ===========================================================

 
[2023-07-16 16:29:26] Testing is initiated for time_window: 24 and flare class: M 
[2023-07-16 16:29:30] Loading weights from model dir: models\24\M 
[2023-07-16 16:29:30] Predicting test data set samples.. 
[2023-07-16 16:29:32] Saving result to file: result\SolarFlareNet\M_24.csv 
[2023-07-16 16:29:33] ===========================================================

 
[2023-07-16 16:29:33] Testing is initiated for time_window: 24 and flare class: M5 
[2023-07-16 16:29:36] Loading weights from model dir: models\24\M5 
[2023-07-16 16:29:36] Predicting test data set samples.. 
[2023-07-16 16:29:38] Saving result to file: result\SolarFlareNet\M5_24.csv 
[2023-07-16 16:29:38] ===========================================================

 
[2023-07-16 16:29:38] Testing is initiated for time_window: 48 and flare class: C 
[2023-07-16 16:29:42] Loading weights from model dir: models\48\C 
[2023-07-16 16:29:43] Predicting test data set samples.. 
[2023-07-16 16:29:45] Saving result to file: result\SolarFlareNet\C_48.csv 
[2023-07-16 16:29:45] ===========================================================

 
[2023-07-16 16:29:45] Testing is initiated for time_window: 48 and flare class: M 
[2023-07-16 16:29:49] Loading weights from model dir: models\48\M 
[2023-07-16 16:29:50] Predicting test data set samples.. 
[2023-07-16 16:29:52] Saving result to file: result\SolarFlareNet\M_48.csv 
[2023-07-16 16:29:52] ===========================================================

 
[2023-07-16 16:29:52] Testing is initiated for time_window: 48 and flare class: M5 
[2023-07-16 16:29:56] Loading weights from model dir: models\48\M5 
[2023-07-16 16:29:57] Predicting test data set samples.. 
[2023-07-16 16:29:59] Saving result to file: result\SolarFlareNet\M5_48.csv 
[2023-07-16 16:29:59] ===========================================================

 
[2023-07-16 16:29:59] Testing is initiated for time_window: 72 and flare class: C 
[2023-07-16 16:30:03] Loading weights from model dir: models\72\C 
[2023-07-16 16:30:04] Predicting test data set samples.. 
[2023-07-16 16:30:06] Saving result to file: result\SolarFlareNet\C_72.csv 
[2023-07-16 16:30:06] ===========================================================

 
[2023-07-16 16:30:06] Testing is initiated for time_window: 72 and flare class: M 
[2023-07-16 16:30:10] Loading weights from model dir: models\72\M 
[2023-07-16 16:30:11] Predicting test data set samples.. 
[2023-07-16 16:30:14] Saving result to file: result\SolarFlareNet\M_72.csv 
[2023-07-16 16:30:14] ===========================================================

 
[2023-07-16 16:30:14] Testing is initiated for time_window: 72 and flare class: M5 
[2023-07-16 16:30:18] Loading weights from model dir: models\72\M5 
[2023-07-16 16:30:19] Predicting test data set samples.. 


[2023-07-16 16:30:35] Testing is initiated for time_window: 24 and flare class: C 
[2023-07-16 16:30:39] Loading weights from model dir: models\24\C 
[2023-07-16 16:30:39] Predicting test data set samples.. 
[2023-07-16 16:30:46] Saving result to file: result\SolarFlareNet\C_24.csv 
[2023-07-16 16:30:48] ===========================================================

 
[2023-07-16 16:30:48] Testing is initiated for time_window: 24 and flare class: M 
[2023-07-16 16:30:51] Loading weights from model dir: models\24\M 
[2023-07-16 16:30:52] Predicting test data set samples.. 
[2023-07-16 16:30:54] Saving result to file: result\SolarFlareNet\M_24.csv 
[2023-07-16 16:30:56] ===========================================================

 
[2023-07-16 16:30:56] Testing is initiated for time_window: 24 and flare class: M5 
[2023-07-16 16:30:59] Loading weights from model dir: models\24\M5 
[2023-07-16 16:31:00] Predicting test data set samples.. 
[2023-07-16 16:31:02] Saving result to file: result\SolarFlareNet\M5_24.csv 
[2023-07-16 16:31:03] ===========================================================

 
[2023-07-16 16:31:03] Testing is initiated for time_window: 48 and flare class: C 
[2023-07-16 16:31:08] Loading weights from model dir: models\48\C 
[2023-07-16 16:31:08] Predicting test data set samples.. 
[2023-07-16 16:31:11] Saving result to file: result\SolarFlareNet\C_48.csv 
[2023-07-16 16:31:13] ===========================================================

 
[2023-07-16 16:31:13] Testing is initiated for time_window: 48 and flare class: M 
[2023-07-16 16:31:16] Loading weights from model dir: models\48\M 
[2023-07-16 16:31:17] Predicting test data set samples.. 
[2023-07-16 16:31:19] Saving result to file: result\SolarFlareNet\M_48.csv 
[2023-07-16 16:31:22] ===========================================================

 
[2023-07-16 16:31:22] Testing is initiated for time_window: 48 and flare class: M5 
[2023-07-16 16:31:26] Loading weights from model dir: models\48\M5 
[2023-07-16 16:31:26] Predicting test data set samples.. 
[2023-07-16 16:31:29] Saving result to file: result\SolarFlareNet\M5_48.csv 
[2023-07-16 16:31:31] ===========================================================

 
[2023-07-16 16:31:31] Testing is initiated for time_window: 72 and flare class: C 
[2023-07-16 16:31:35] Loading weights from model dir: models\72\C 
[2023-07-16 16:31:36] Predicting test data set samples.. 
[2023-07-16 16:31:38] Saving result to file: result\SolarFlareNet\C_72.csv 
[2023-07-16 16:31:40] ===========================================================

 
[2023-07-16 16:31:40] Testing is initiated for time_window: 72 and flare class: M 
[2023-07-16 16:31:44] Loading weights from model dir: models\72\M 
[2023-07-16 16:31:45] Predicting test data set samples.. 
[2023-07-16 16:31:48] Saving result to file: result\SolarFlareNet\M_72.csv 
[2023-07-16 16:31:50] ===========================================================

 
[2023-07-16 16:31:50] Testing is initiated for time_window: 72 and flare class: M5 
[2023-07-16 16:31:54] Loading weights from model dir: models\72\M5 
[2023-07-16 16:31:55] Predicting test data set samples.. 
[2023-07-16 16:31:57] Saving result to file: result\SolarFlareNet\M5_72.csv 
[2023-07-16 16:32:00] ===========================================================