Requirement already satisfied: group-lasso in /home/users/yhung7/.local/lib/python3.13/site-packages (1.5.0)
Requirement already satisfied: xgboost in /home/users/yhung7/.local/lib/python3.13/site-packages (3.0.5)
Requirement already satisfied: numpy in /sysapps/ubuntu-applications/pytorch/2.7.0/venv/lib/python3.13/site-packages (from group-lasso) (2.1.2)
Requirement already satisfied: scikit-learn in /home/users/yhung7/.local/lib/python3.13/site-packages (from group-lasso) (1.6.1)
Requirement already satisfied: nvidia-nccl-cu12 in /sysapps/ubuntu-applications/pytorch/2.7.0/venv/lib/python3.13/site-packages (from xgboost) (2.26.2)
Requirement already satisfied: scipy in /home/users/yhung7/.local/lib/python3.13/site-packages (from xgboost) (1.15.3)
Requirement already satisfied: joblib>=1.2.0 in /home/users/yhung7/.local/lib/python3.13/site-packages (from scikit-learn->group-lasso) (1.5.0)
Requirement already satisfied: threadpoolctl>=3.1.0 in /home/users/yhung7/.local/lib/python3.13/site-packages (from scikit-learn->group-lasso) (3.6.0)
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 1 Active set:  [[0], [1], [2], [1, 2]]
Repetition  1
Training DNN...
Early Stop at Epoch 64
Training ADNN...
Early Stop at Epoch 545
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 2 Active set:  [[0], [1], [2], [1, 2]]
Repetition  2
Training DNN...
Early Stop at Epoch 229
Training ADNN...
Early Stop at Epoch 839
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 3 Active set:  [[0], [1], [2], [1, 2]]
Repetition  3
Training DNN...
Early Stop at Epoch 87
Training ADNN...
Epoch 1000, MSE: 0.11874405294656754
Early Stop at Epoch 1141
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 4 Active set:  [[0], [1], [2], [1, 2]]
Repetition  4
Training DNN...
Early Stop at Epoch 130
Training ADNN...
Epoch 1000, MSE: 0.4038006663322449
Early Stop at Epoch 1186
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 5 Active set:  [[0], [1], [2], [0, 1], [1, 2]]
Repetition  5
Training DNN...
Early Stop at Epoch 160
Training ADNN...
Early Stop at Epoch 217
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 6 Active set:  [[0], [1], [2]]
Repetition  6
Training DNN...
Early Stop at Epoch 150
Training ADNN...
Early Stop at Epoch 867
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 7 Active set:  [[0], [1], [2], [1, 2]]
Repetition  7
Training DNN...
Early Stop at Epoch 106
Training ADNN...
Early Stop at Epoch 638
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 8 Active set:  [[0], [1], [2], [1, 2]]
Repetition  8
Training DNN...
Early Stop at Epoch 83
Training ADNN...
Early Stop at Epoch 278
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 9 Active set:  [[0], [1], [2], [1, 2]]
Repetition  9
Training DNN...
Early Stop at Epoch 76
Training ADNN...
Early Stop at Epoch 675
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 10 Active set:  [[0], [1], [2], [1, 2]]
Repetition  10
Training DNN...
Early Stop at Epoch 92
Training ADNN...
Epoch 1000, MSE: 0.2229219228029251
Early Stop at Epoch 1108
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 11 Active set:  [[0], [1], [2], [1, 2]]
Repetition  11
Training DNN...
Early Stop at Epoch 360
Training ADNN...
Early Stop at Epoch 521
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 12 Active set:  [[0], [1], [2], [1, 2]]
Repetition  12
Training DNN...
Early Stop at Epoch 64
Training ADNN...
Early Stop at Epoch 742
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 13 Active set:  [[0], [1], [2], [1, 2]]
Repetition  13
Training DNN...
Early Stop at Epoch 197
Training ADNN...
Early Stop at Epoch 472
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 14 Active set:  [[0], [1], [2], [1, 2]]
Repetition  14
Training DNN...
Early Stop at Epoch 98
Training ADNN...
Epoch 1000, MSE: 0.18116484582424164
Early Stop at Epoch 1151
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 15 Active set:  [[0], [1], [2], [1, 2]]
Repetition  15
Training DNN...
Early Stop at Epoch 655
Training ADNN...
Early Stop at Epoch 867
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 16 Active set:  [[0], [1], [2], [1, 2]]
Repetition  16
Training DNN...
Early Stop at Epoch 84
Training ADNN...
Early Stop at Epoch 262
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 17 Active set:  [[0], [1], [2], [1, 2]]
Repetition  17
Training DNN...
Early Stop at Epoch 137
Training ADNN...
Early Stop at Epoch 701
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 18 Active set:  [[0], [1], [2], [1, 2]]
Repetition  18
Training DNN...
Early Stop at Epoch 224
Training ADNN...
Early Stop at Epoch 822
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 19 Active set:  [[0], [1], [2], [1, 2]]
Repetition  19
Training DNN...
Early Stop at Epoch 50
Training ADNN...
Epoch 1000, MSE: 1.8389147520065308
Epoch 2000, MSE: 1.7585779428482056
Early Stop at Epoch 2225
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 20 Active set:  [[0], [1], [2], [1, 2]]
Repetition  20
Training DNN...
Early Stop at Epoch 114
Training ADNN...
Early Stop at Epoch 772
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 21 Active set:  [[0], [1], [2], [1, 2]]
Repetition  21
Training DNN...
Early Stop at Epoch 100
Training ADNN...
Early Stop at Epoch 420
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 22 Active set:  [[0], [1], [2], [1, 2]]
Repetition  22
Training DNN...
Early Stop at Epoch 93
Training ADNN...
Early Stop at Epoch 633
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 23 Active set:  [[0], [1], [2], [1, 2]]
Repetition  23
Training DNN...
Early Stop at Epoch 72
Training ADNN...
Early Stop at Epoch 224
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 24 Active set:  [[0], [1], [2], [1, 2]]
Repetition  24
Training DNN...
Early Stop at Epoch 91
Training ADNN...
Early Stop at Epoch 656
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 25 Active set:  [[0], [1], [2], [1, 2]]
Repetition  25
Training DNN...
Early Stop at Epoch 89
Training ADNN...
Early Stop at Epoch 785
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 26 Active set:  [[0], [1], [2], [1, 2]]
Repetition  26
Training DNN...
Early Stop at Epoch 132
Training ADNN...
Early Stop at Epoch 681
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 27 Active set:  [[0], [1], [2], [1, 2]]
Repetition  27
Training DNN...
Early Stop at Epoch 139
Training ADNN...
Early Stop at Epoch 553
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 28 Active set:  [[0], [1], [2], [1, 2]]
Repetition  28
Training DNN...
Early Stop at Epoch 148
Training ADNN...
Early Stop at Epoch 310
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 29 Active set:  [[0], [1], [2], [1, 2]]
Repetition  29
Training DNN...
Early Stop at Epoch 76
Training ADNN...
Early Stop at Epoch 572
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 30 Active set:  [[0], [1], [2], [1, 2]]
Repetition  30
Training DNN...
Early Stop at Epoch 194
Training ADNN...
Early Stop at Epoch 268
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 31 Active set:  [[0], [1], [2], [1, 2]]
Repetition  31
Training DNN...
Epoch 1000, MSE: 5.6041646003723145
Early Stop at Epoch 1263
Training ADNN...
Early Stop at Epoch 394
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 32 Active set:  [[0], [1], [2], [1, 2]]
Repetition  32
Training DNN...
Early Stop at Epoch 142
Training ADNN...
Early Stop at Epoch 946
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 33 Active set:  [[0], [1], [2], [1, 2]]
Repetition  33
Training DNN...
Early Stop at Epoch 166
Training ADNN...
Epoch 1000, MSE: 0.24811264872550964
Early Stop at Epoch 1438
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 34 Active set:  [[0], [1], [2], [1, 2]]
Repetition  34
Training DNN...
Early Stop at Epoch 118
Training ADNN...
Early Stop at Epoch 488
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 35 Active set:  [[0], [1], [2], [1, 2]]
Repetition  35
Training DNN...
Early Stop at Epoch 162
Training ADNN...
Early Stop at Epoch 866
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 36 Active set:  [[0], [1], [2], [1, 2]]
Repetition  36
Training DNN...
Early Stop at Epoch 247
Training ADNN...
Epoch 1000, MSE: 0.5796547532081604
Early Stop at Epoch 1131
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 37 Active set:  [[0], [1], [2], [1, 2]]
Repetition  37
Training DNN...
Early Stop at Epoch 92
Training ADNN...
Epoch 1000, MSE: 0.32450395822525024
Epoch 2000, MSE: 0.19044825434684753
Early Stop at Epoch 2192
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 38 Active set:  [[0], [1], [2], [1, 2]]
Repetition  38
Training DNN...
Early Stop at Epoch 136
Training ADNN...
Epoch 1000, MSE: 0.15391679108142853
Early Stop at Epoch 1060
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 39 Active set:  [[0], [1], [2], [1, 2]]
Repetition  39
Training DNN...
Early Stop at Epoch 147
Training ADNN...
Early Stop at Epoch 475
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 40 Active set:  [[0], [1], [2], [1, 2]]
Repetition  40
Training DNN...
Early Stop at Epoch 58
Training ADNN...
Early Stop at Epoch 342
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 41 Active set:  [[0], [1], [2], [1, 2]]
Repetition  41
Training DNN...
Early Stop at Epoch 151
Training ADNN...
Early Stop at Epoch 711
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 42 Active set:  [[0], [1], [2], [0, 1], [1, 2]]
Repetition  42
Training DNN...
Early Stop at Epoch 96
Training ADNN...
Early Stop at Epoch 714
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 43 Active set:  [[0], [1], [2], [1, 2]]
Repetition  43
Training DNN...
Early Stop at Epoch 92
Training ADNN...
Epoch 1000, MSE: 0.2709967792034149
Early Stop at Epoch 1011
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 44 Active set:  [[0], [1], [2], [1, 2]]
Repetition  44
Training DNN...
Early Stop at Epoch 105
Training ADNN...
Early Stop at Epoch 296
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 45 Active set:  [[0], [1], [2], [1, 2]]
Repetition  45
Training DNN...
Early Stop at Epoch 108
Training ADNN...
Early Stop at Epoch 698
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 46 Active set:  [[0], [1], [2], [0, 2], [1, 2]]
Repetition  46
Training DNN...
Early Stop at Epoch 112
Training ADNN...
Early Stop at Epoch 709
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 47 Active set:  [[0], [1], [2], [1, 2]]
Repetition  47
Training DNN...
Early Stop at Epoch 95
Training ADNN...
Early Stop at Epoch 706
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 48 Active set:  [[0], [1], [2], [1, 2]]
Repetition  48
Training DNN...
Early Stop at Epoch 239
Training ADNN...
Early Stop at Epoch 379
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 49 Active set:  [[0], [1], [2], [1, 2]]
Repetition  49
Training DNN...
Early Stop at Epoch 101
Training ADNN...
Early Stop at Epoch 514
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 50 Active set:  [[0], [1], [2], [1, 2]]
Repetition  50
Training DNN...
Early Stop at Epoch 143
Training ADNN...
Early Stop at Epoch 455
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 51 Active set:  [[0], [1], [2], [1, 2]]
Repetition  51
Training DNN...
Early Stop at Epoch 100
Training ADNN...
Early Stop at Epoch 935
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 52 Active set:  [[0], [1], [2], [1, 2]]
Repetition  52
Training DNN...
Early Stop at Epoch 203
Training ADNN...
Early Stop at Epoch 731
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 53 Active set:  [[0], [1], [2], [1, 2]]
Repetition  53
Training DNN...
Early Stop at Epoch 77
Training ADNN...
Epoch 1000, MSE: 1.9790093898773193
Epoch 2000, MSE: 1.8692446947097778
Early Stop at Epoch 2060
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 54 Active set:  [[0], [1], [2], [1, 2]]
Repetition  54
Training DNN...
Early Stop at Epoch 69
Training ADNN...
Early Stop at Epoch 270
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 55 Active set:  [[0], [1], [2]]
Repetition  55
Training DNN...
Early Stop at Epoch 144
Training ADNN...
Early Stop at Epoch 185
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 56 Active set:  [[0], [1], [2], [1, 2]]
Repetition  56
Training DNN...
Early Stop at Epoch 50
Training ADNN...
Early Stop at Epoch 667
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 57 Active set:  [[0], [1], [2], [1, 2]]
Repetition  57
Training DNN...
Early Stop at Epoch 188
Training ADNN...
Early Stop at Epoch 924
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 58 Active set:  [[0], [1], [2], [0, 1], [1, 2]]
Repetition  58
Training DNN...
Early Stop at Epoch 171
Training ADNN...
Early Stop at Epoch 896
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 59 Active set:  [[0], [1], [2], [1, 2]]
Repetition  59
Training DNN...
Early Stop at Epoch 257
Training ADNN...
Early Stop at Epoch 443
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 60 Active set:  [[0], [1], [2], [1, 2]]
Repetition  60
Training DNN...
Early Stop at Epoch 159
Training ADNN...
Early Stop at Epoch 604
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 61 Active set:  [[0], [1], [2], [1, 2]]
Repetition  61
Training DNN...
Early Stop at Epoch 119
Training ADNN...
Epoch 1000, MSE: 0.22848911583423615
Early Stop at Epoch 1111
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 62 Active set:  [[0], [1], [2], [1, 2]]
Repetition  62
Training DNN...
Early Stop at Epoch 90
Training ADNN...
Epoch 1000, MSE: 0.21903756260871887
Early Stop at Epoch 1011
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 63 Active set:  [[0], [1], [2], [1, 2]]
Repetition  63
Training DNN...
Early Stop at Epoch 110
Training ADNN...
Early Stop at Epoch 748
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 64 Active set:  [[0], [1], [2], [1, 2]]
Repetition  64
Training DNN...
Early Stop at Epoch 84
Training ADNN...
Early Stop at Epoch 336
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 65 Active set:  [[0], [1], [2], [1, 2]]
Repetition  65
Training DNN...
Early Stop at Epoch 122
Training ADNN...
Early Stop at Epoch 634
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 66 Active set:  [[0], [1], [2], [1, 2]]
Repetition  66
Training DNN...
Early Stop at Epoch 150
Training ADNN...
Early Stop at Epoch 365
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 67 Active set:  [[0], [1], [2], [1, 2]]
Repetition  67
Training DNN...
Early Stop at Epoch 130
Training ADNN...
Early Stop at Epoch 719
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 68 Active set:  [[0], [1], [2], [1, 2]]
Repetition  68
Training DNN...
Early Stop at Epoch 165
Training ADNN...
Early Stop at Epoch 647
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 69 Active set:  [[0], [1], [2], [1, 2]]
Repetition  69
Training DNN...
Early Stop at Epoch 137
Training ADNN...
Early Stop at Epoch 696
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 70 Active set:  [[0], [1], [2], [1, 2]]
Repetition  70
Training DNN...
Early Stop at Epoch 216
Training ADNN...
Early Stop at Epoch 294
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 71 Active set:  [[0], [1], [2]]
Repetition  71
Training DNN...
Early Stop at Epoch 160
Training ADNN...
Epoch 1000, MSE: 0.4818137586116791
Early Stop at Epoch 1258
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 72 Active set:  [[0], [1], [2], [1, 2]]
Repetition  72
Training DNN...
Early Stop at Epoch 57
Training ADNN...
Early Stop at Epoch 530
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 73 Active set:  [[0], [1], [2], [0, 1], [1, 2]]
Repetition  73
Training DNN...
Early Stop at Epoch 66
Training ADNN...
Early Stop at Epoch 507
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 74 Active set:  [[0], [1], [2], [1, 2]]
Repetition  74
Training DNN...
Early Stop at Epoch 103
Training ADNN...
Early Stop at Epoch 646
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 75 Active set:  [[0], [1], [2], [1, 2]]
Repetition  75
Training DNN...
Epoch 1000, MSE: 4.448286533355713
Epoch 2000, MSE: 4.3613362312316895
Epoch 3000, MSE: 4.3613362312316895
Epoch 4000, MSE: 4.3613362312316895
Epoch 5000, MSE: 4.3613362312316895
Epoch 6000, MSE: 4.3613362312316895
Epoch 7000, MSE: 4.3613362312316895
Epoch 8000, MSE: 4.3613362312316895
Epoch 9000, MSE: 4.3613362312316895
Epoch 10000, MSE: 4.3613362312316895
Training ADNN...
Early Stop at Epoch 179
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 76 Active set:  [[0], [1], [2], [0, 2], [1, 2]]
Repetition  76
Training DNN...
Early Stop at Epoch 50
Training ADNN...
Epoch 1000, MSE: 0.1809011548757553
Early Stop at Epoch 1081
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 77 Active set:  [[0], [1], [2], [1, 2]]
Repetition  77
Training DNN...
Early Stop at Epoch 210
Training ADNN...
Early Stop at Epoch 321
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 78 Active set:  [[0], [1], [2], [1, 2]]
Repetition  78
Training DNN...
Early Stop at Epoch 52
Training ADNN...
Epoch 1000, MSE: 0.5669426321983337
Early Stop at Epoch 1336
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 79 Active set:  [[0], [1], [2], [1, 2]]
Repetition  79
Training DNN...
Early Stop at Epoch 108
Training ADNN...
Early Stop at Epoch 357
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 80 Active set:  [[0], [1], [2], [0, 1], [0, 2], [1, 2]]
Repetition  80
Training DNN...
Early Stop at Epoch 177
Training ADNN...
Early Stop at Epoch 636
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 81 Active set:  [[0], [1], [2], [1, 2]]
Repetition  81
Training DNN...
Early Stop at Epoch 147
Training ADNN...
Early Stop at Epoch 545
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 82 Active set:  [[0], [1], [2], [0, 1], [0, 2], [1, 2]]
Repetition  82
Training DNN...
Early Stop at Epoch 86
Training ADNN...
Early Stop at Epoch 607
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 83 Active set:  [[0], [1], [2], [1, 2]]
Repetition  83
Training DNN...
Early Stop at Epoch 94
Training ADNN...
Early Stop at Epoch 288
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 84 Active set:  [[0], [1], [2], [1, 2]]
Repetition  84
Training DNN...
Early Stop at Epoch 143
Training ADNN...
Early Stop at Epoch 458
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 85 Active set:  [[0], [1], [2], [0, 2], [1, 2]]
Repetition  85
Training DNN...
Early Stop at Epoch 177
Training ADNN...
Early Stop at Epoch 681
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 86 Active set:  [[0], [1], [2], [1, 2]]
Repetition  86
Training DNN...
Early Stop at Epoch 186
Training ADNN...
Early Stop at Epoch 514
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 87 Active set:  [[0], [1], [2], [1, 2]]
Repetition  87
Training DNN...
Early Stop at Epoch 114
Training ADNN...
Early Stop at Epoch 441
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 88 Active set:  [[0], [1], [2], [1, 2]]
Repetition  88
Training DNN...
Early Stop at Epoch 107
Training ADNN...
Epoch 1000, MSE: 0.16727927327156067
Early Stop at Epoch 1329
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 89 Active set:  [[0], [1], [2]]
Repetition  89
Training DNN...
Early Stop at Epoch 302
Training ADNN...
Early Stop at Epoch 405
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 90 Active set:  [[0], [1], [2], [1, 2]]
Repetition  90
Training DNN...
Early Stop at Epoch 65
Training ADNN...
Early Stop at Epoch 599
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 91 Active set:  [[0], [1], [2], [1, 2]]
Repetition  91
Training DNN...
Early Stop at Epoch 65
Training ADNN...
Early Stop at Epoch 366
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 92 Active set:  [[0], [1], [2]]
Repetition  92
Training DNN...
Early Stop at Epoch 126
Training ADNN...
Early Stop at Epoch 177
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 93 Active set:  [[0], [1], [2], [1, 2]]
Repetition  93
Training DNN...
Early Stop at Epoch 100
Training ADNN...
Early Stop at Epoch 430
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 94 Active set:  [[0], [1], [2], [0, 2], [1, 2]]
Repetition  94
Training DNN...
Early Stop at Epoch 164
Training ADNN...
Early Stop at Epoch 592
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 95 Active set:  [[0], [1], [2], [1, 2]]
Repetition  95
Training DNN...
Early Stop at Epoch 112
Training ADNN...
Early Stop at Epoch 725
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 96 Active set:  [[0], [1], [2]]
Repetition  96
Training DNN...
Early Stop at Epoch 108
Training ADNN...
Epoch 1000, MSE: 0.8817866444587708
Early Stop at Epoch 1428
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 97 Active set:  [[0], [1], [2], [1, 2]]
Repetition  97
Training DNN...
Early Stop at Epoch 130
Training ADNN...
Early Stop at Epoch 851
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 98 Active set:  [[0], [1], [2], [1, 2]]
Repetition  98
Training DNN...
Early Stop at Epoch 102
Training ADNN...
Epoch 1000, MSE: 0.1467660516500473
Early Stop at Epoch 1007
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 99 Active set:  [[0], [1], [2], [1, 2]]
Repetition  99
Training DNN...
Early Stop at Epoch 125
Training ADNN...
Epoch 1000, MSE: 0.35690608620643616
Early Stop at Epoch 1200
Generating inter_strong_overlap dataset
Running SAM for different alpha values
Alpha: 0.00 | Ain't Convergence.
Alpha: 0.10 | Ain't Convergence.
Alpha: 0.20 | Convergence.
Alpha: 0.30 | Convergence.
Alpha: 0.40 | Convergence.
Alpha: 0.50 | Convergence.
Alpha: 0.60 | Convergence.
Alpha: 0.70 | Convergence.
Alpha: 0.80 | Convergence.
Alpha: 0.90 | Convergence.
Alpha: 1.00 | Convergence.
Alpha: 1.50 | Convergence.
Alpha: 2.00 | Convergence.
Alpha: 3.00 | Convergence.
Alpha: 5.00 | Convergence.
Rep 100 Active set:  [[0], [1], [2], [0, 2], [1, 2]]
Repetition  100
Training DNN...
Early Stop at Epoch 86
Training ADNN...
Early Stop at Epoch 243
