14482 lines
1009 KiB
Plaintext
14482 lines
1009 KiB
Plaintext
[5/3000] Train loss: 6.15357, Valid loss: 6.34551, Elapsed_time: 2.95216
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Current_accuracy : 0.000, Current_norm_ED : 0.0175
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Best_accuracy : 0.000, Best_norm_ED : 0.0175
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Ground Truth | Prediction | Confidence Score & T/F
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8902 | 9 | 0.0000 False
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9970 | | 0.0000 False
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--------------------------------------------------------------------------------
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[10/3000] Train loss: 3.34047, Valid loss: 3.03158, Elapsed_time: 5.17482
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Current_accuracy : 0.000, Current_norm_ED : 0.0000
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Best_accuracy : 0.000, Best_norm_ED : 0.0175
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Ground Truth | Prediction | Confidence Score & T/F
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8030 | | 0.1430 False
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5334 | | 0.1017 False
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--------------------------------------------------------------------------------
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[15/3000] Train loss: 3.26479, Valid loss: 3.18853, Elapsed_time: 6.36603
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Current_accuracy : 0.000, Current_norm_ED : 0.0013
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Best_accuracy : 0.000, Best_norm_ED : 0.0175
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Ground Truth | Prediction | Confidence Score & T/F
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3389 | | 0.0001 False
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8939 | | 0.0001 False
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[20/3000] Train loss: 3.23361, Valid loss: 3.39625, Elapsed_time: 7.56896
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Current_accuracy : 0.000, Current_norm_ED : 0.0000
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Best_accuracy : 0.000, Best_norm_ED : 0.0175
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Ground Truth | Prediction | Confidence Score & T/F
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9922 | | 0.1028 False
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6391 | | 0.1172 False
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[25/3000] Train loss: 2.94147, Valid loss: 2.93139, Elapsed_time: 8.70730
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Current_accuracy : 0.000, Current_norm_ED : 0.1437
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Best_accuracy : 0.000, Best_norm_ED : 0.1437
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Ground Truth | Prediction | Confidence Score & T/F
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6825 | 87 | 0.0000 False
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5827 | 847 | 0.0000 False
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[30/3000] Train loss: 2.72880, Valid loss: 2.55377, Elapsed_time: 10.23276
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Current_accuracy : 0.000, Current_norm_ED : 0.1525
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Best_accuracy : 0.000, Best_norm_ED : 0.1525
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Ground Truth | Prediction | Confidence Score & T/F
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--------------------------------------------------------------------------------
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2981 | 03 | 0.0004 False
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5904 | 98 | 0.0006 False
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--------------------------------------------------------------------------------
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[35/3000] Train loss: 2.54151, Valid loss: 2.79385, Elapsed_time: 12.38323
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Current_accuracy : 0.000, Current_norm_ED : 0.1512
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Best_accuracy : 0.000, Best_norm_ED : 0.1525
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Ground Truth | Prediction | Confidence Score & T/F
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2917 | 88 | 0.0001 False
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6373 | 96 | 0.0004 False
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[40/3000] Train loss: 2.57235, Valid loss: 2.61277, Elapsed_time: 13.64581
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Current_accuracy : 0.000, Current_norm_ED : 0.1487
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Best_accuracy : 0.000, Best_norm_ED : 0.1525
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Ground Truth | Prediction | Confidence Score & T/F
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0311 | 81 | 0.0017 False
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2078 | 79 | 0.0040 False
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[45/3000] Train loss: 2.69158, Valid loss: 2.52850, Elapsed_time: 14.85014
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Current_accuracy : 0.000, Current_norm_ED : 0.1625
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Best_accuracy : 0.000, Best_norm_ED : 0.1625
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Ground Truth | Prediction | Confidence Score & T/F
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2117 | 23 | 0.0010 False
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0998 | 8683 | 0.0005 False
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[50/3000] Train loss: 2.53711, Valid loss: 2.78197, Elapsed_time: 16.41474
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Current_accuracy : 0.000, Current_norm_ED : 0.1850
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Best_accuracy : 0.000, Best_norm_ED : 0.1850
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Ground Truth | Prediction | Confidence Score & T/F
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0998 | 680 | 0.0003 False
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2140 | 670 | 0.0002 False
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[55/3000] Train loss: 2.71310, Valid loss: 2.56376, Elapsed_time: 17.93715
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Current_accuracy : 0.000, Current_norm_ED : 0.1825
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Best_accuracy : 0.000, Best_norm_ED : 0.1850
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Ground Truth | Prediction | Confidence Score & T/F
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5187 | 612 | 0.0009 False
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9490 | 12 | 0.0010 False
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[60/3000] Train loss: 2.56938, Valid loss: 2.49067, Elapsed_time: 19.23602
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Current_accuracy : 0.000, Current_norm_ED : 0.1938
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Best_accuracy : 0.000, Best_norm_ED : 0.1938
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Ground Truth | Prediction | Confidence Score & T/F
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3305 | 69 | 0.0023 False
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2605 | 249 | 0.0010 False
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[65/3000] Train loss: 2.43882, Valid loss: 2.42865, Elapsed_time: 21.22233
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Current_accuracy : 0.000, Current_norm_ED : 0.1900
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Best_accuracy : 0.000, Best_norm_ED : 0.1938
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Ground Truth | Prediction | Confidence Score & T/F
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--------------------------------------------------------------------------------
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6323 | 872 | 0.0010 False
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5634 | 88 | 0.0030 False
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[70/3000] Train loss: 2.27009, Valid loss: 2.47390, Elapsed_time: 22.55902
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Current_accuracy : 0.000, Current_norm_ED : 0.2025
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Best_accuracy : 0.000, Best_norm_ED : 0.2025
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Ground Truth | Prediction | Confidence Score & T/F
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0786 | 96 | 0.0026 False
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0439 | 96 | 0.0040 False
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[75/3000] Train loss: 2.23733, Valid loss: 2.91662, Elapsed_time: 24.11343
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Current_accuracy : 0.000, Current_norm_ED : 0.1600
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Best_accuracy : 0.000, Best_norm_ED : 0.2025
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Ground Truth | Prediction | Confidence Score & T/F
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--------------------------------------------------------------------------------
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7654 | 19 | 0.0082 False
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4977 | 92 | 0.0185 False
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--------------------------------------------------------------------------------
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[80/3000] Train loss: 2.25114, Valid loss: 2.09856, Elapsed_time: 25.32910
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Current_accuracy : 0.500, Current_norm_ED : 0.3000
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Best_accuracy : 0.500, Best_norm_ED : 0.3000
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--------------------------------------------------------------------------------
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Ground Truth | Prediction | Confidence Score & T/F
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--------------------------------------------------------------------------------
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0083 | 5450 | 0.0024 False
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9300 | 0450 | 0.0020 False
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[85/3000] Train loss: 2.05935, Valid loss: 2.08270, Elapsed_time: 27.19194
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Current_accuracy : 0.500, Current_norm_ED : 0.2750
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Best_accuracy : 0.500, Best_norm_ED : 0.3000
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--------------------------------------------------------------------------------
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Ground Truth | Prediction | Confidence Score & T/F
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--------------------------------------------------------------------------------
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8641 | 81 | 0.0287 False
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9005 | 883 | 0.0034 False
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--------------------------------------------------------------------------------
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[90/3000] Train loss: 1.99991, Valid loss: 1.93836, Elapsed_time: 28.48985
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Current_accuracy : 0.000, Current_norm_ED : 0.3100
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Best_accuracy : 0.500, Best_norm_ED : 0.3100
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--------------------------------------------------------------------------------
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Ground Truth | Prediction | Confidence Score & T/F
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--------------------------------------------------------------------------------
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2117 | 217 | 0.0247 False
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0311 | 321 | 0.0068 False
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--------------------------------------------------------------------------------
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[95/3000] Train loss: 1.95297, Valid loss: 1.96147, Elapsed_time: 30.03802
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Current_accuracy : 0.500, Current_norm_ED : 0.3463
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Best_accuracy : 0.500, Best_norm_ED : 0.3463
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--------------------------------------------------------------------------------
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Ground Truth | Prediction | Confidence Score & T/F
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--------------------------------------------------------------------------------
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7933 | 787 | 0.0133 False
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5183 | 211 | 0.0143 False
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--------------------------------------------------------------------------------
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[100/3000] Train loss: 1.75126, Valid loss: 2.28678, Elapsed_time: 32.01515
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Current_accuracy : 0.000, Current_norm_ED : 0.2650
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Best_accuracy : 0.500, Best_norm_ED : 0.3463
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--------------------------------------------------------------------------------
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Ground Truth | Prediction | Confidence Score & T/F
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--------------------------------------------------------------------------------
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3563 | 237 | 0.0085 False
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7278 | 714 | 0.0250 False
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--------------------------------------------------------------------------------
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[105/3000] Train loss: 1.66075, Valid loss: 1.69766, Elapsed_time: 33.26302
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Current_accuracy : 1.000, Current_norm_ED : 0.3912
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Best_accuracy : 1.000, Best_norm_ED : 0.3912
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--------------------------------------------------------------------------------
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Ground Truth | Prediction | Confidence Score & T/F
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--------------------------------------------------------------------------------
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0132 | 312 | 0.0204 False
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3019 | 329 | 0.0131 False
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[110/3000] Train loss: 1.62794, Valid loss: 1.67672, Elapsed_time: 35.10927
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Current_accuracy : 0.500, Current_norm_ED : 0.3975
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Best_accuracy : 1.000, Best_norm_ED : 0.3975
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--------------------------------------------------------------------------------
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Ground Truth | Prediction | Confidence Score & T/F
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--------------------------------------------------------------------------------
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5912 | 561 | 0.0115 False
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7475 | 1575 | 0.0081 False
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--------------------------------------------------------------------------------
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[115/3000] Train loss: 1.57964, Valid loss: 1.43861, Elapsed_time: 36.69273
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Current_accuracy : 1.500, Current_norm_ED : 0.4650
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Best_accuracy : 1.500, Best_norm_ED : 0.4650
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--------------------------------------------------------------------------------
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Ground Truth | Prediction | Confidence Score & T/F
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--------------------------------------------------------------------------------
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6391 | 6361 | 0.0397 False
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9754 | 674 | 0.0699 False
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--------------------------------------------------------------------------------
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[120/3000] Train loss: 1.49971, Valid loss: 1.65772, Elapsed_time: 38.62244
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Current_accuracy : 3.500, Current_norm_ED : 0.4250
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Best_accuracy : 3.500, Best_norm_ED : 0.4650
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--------------------------------------------------------------------------------
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Ground Truth | Prediction | Confidence Score & T/F
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--------------------------------------------------------------------------------
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8476 | 6116 | 0.0258 False
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8030 | 652 | 0.0295 False
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--------------------------------------------------------------------------------
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[125/3000] Train loss: 1.40676, Valid loss: 1.52045, Elapsed_time: 40.14887
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Current_accuracy : 2.000, Current_norm_ED : 0.4437
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Best_accuracy : 3.500, Best_norm_ED : 0.4650
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Ground Truth | Prediction | Confidence Score & T/F
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--------------------------------------------------------------------------------
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5464 | 344 | 0.0452 False
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7747 | 127 | 0.0392 False
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--------------------------------------------------------------------------------
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[130/3000] Train loss: 1.54655, Valid loss: 1.79015, Elapsed_time: 41.71537
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Current_accuracy : 0.000, Current_norm_ED : 0.3713
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Best_accuracy : 3.500, Best_norm_ED : 0.4650
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--------------------------------------------------------------------------------
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Ground Truth | Prediction | Confidence Score & T/F
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--------------------------------------------------------------------------------
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3279 | 4218 | 0.0253 False
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3031 | 281 | 0.0481 False
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--------------------------------------------------------------------------------
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[135/3000] Train loss: 1.30307, Valid loss: 1.38107, Elapsed_time: 43.03498
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Current_accuracy : 2.500, Current_norm_ED : 0.4913
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Best_accuracy : 3.500, Best_norm_ED : 0.4913
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--------------------------------------------------------------------------------
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Ground Truth | Prediction | Confidence Score & T/F
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--------------------------------------------------------------------------------
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|
8858 | 88 | 0.0277 False
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|
2521 | 21 | 0.0553 False
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--------------------------------------------------------------------------------
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[140/3000] Train loss: 1.21187, Valid loss: 1.04129, Elapsed_time: 44.57135
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Current_accuracy : 16.000, Current_norm_ED : 0.6475
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Best_accuracy : 16.000, Best_norm_ED : 0.6475
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--------------------------------------------------------------------------------
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Ground Truth | Prediction | Confidence Score & T/F
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--------------------------------------------------------------------------------
|
|
9545 | 9545 | 0.0689 True
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|
3031 | 3051 | 0.0419 False
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--------------------------------------------------------------------------------
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[145/3000] Train loss: 1.07772, Valid loss: 1.43619, Elapsed_time: 46.39222
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|
Current_accuracy : 5.000, Current_norm_ED : 0.5225
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Best_accuracy : 16.000, Best_norm_ED : 0.6475
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--------------------------------------------------------------------------------
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Ground Truth | Prediction | Confidence Score & T/F
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--------------------------------------------------------------------------------
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|
0261 | 0281 | 0.0511 False
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1040 | 7040 | 0.1996 False
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--------------------------------------------------------------------------------
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[150/3000] Train loss: 1.22868, Valid loss: 1.10018, Elapsed_time: 47.66377
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Current_accuracy : 9.500, Current_norm_ED : 0.5938
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Best_accuracy : 16.000, Best_norm_ED : 0.6475
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--------------------------------------------------------------------------------
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Ground Truth | Prediction | Confidence Score & T/F
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--------------------------------------------------------------------------------
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8194 | 6154 | 0.1242 False
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9011 | 601 | 0.0859 False
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--------------------------------------------------------------------------------
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[155/3000] Train loss: 1.28918, Valid loss: 1.28745, Elapsed_time: 48.93904
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Current_accuracy : 7.000, Current_norm_ED : 0.5650
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Best_accuracy : 16.000, Best_norm_ED : 0.6475
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--------------------------------------------------------------------------------
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Ground Truth | Prediction | Confidence Score & T/F
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--------------------------------------------------------------------------------
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7051 | 7051 | 0.2398 True
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3854 | 3954 | 0.0916 False
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--------------------------------------------------------------------------------
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[160/3000] Train loss: 1.06411, Valid loss: 0.93347, Elapsed_time: 50.52619
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Current_accuracy : 18.000, Current_norm_ED : 0.6950
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Best_accuracy : 18.000, Best_norm_ED : 0.6950
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--------------------------------------------------------------------------------
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Ground Truth | Prediction | Confidence Score & T/F
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--------------------------------------------------------------------------------
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4044 | 404 | 0.1277 False
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6373 | 6213 | 0.0557 False
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--------------------------------------------------------------------------------
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[165/3000] Train loss: 0.88634, Valid loss: 0.83541, Elapsed_time: 52.39945
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Current_accuracy : 17.000, Current_norm_ED : 0.6825
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Best_accuracy : 18.000, Best_norm_ED : 0.6950
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Ground Truth | Prediction | Confidence Score & T/F
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--------------------------------------------------------------------------------
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3563 | 3563 | 0.1226 True
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9329 | 9319 | 0.1937 False
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--------------------------------------------------------------------------------
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[170/3000] Train loss: 0.87776, Valid loss: 0.85672, Elapsed_time: 53.66002
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Current_accuracy : 22.500, Current_norm_ED : 0.7000
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Best_accuracy : 22.500, Best_norm_ED : 0.7000
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Ground Truth | Prediction | Confidence Score & T/F
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1475 | 1425 | 0.2551 False
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9436 | 9436 | 0.1994 True
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--------------------------------------------------------------------------------
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[175/3000] Train loss: 0.90798, Valid loss: 0.73495, Elapsed_time: 55.50740
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Current_accuracy : 23.500, Current_norm_ED : 0.7025
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Best_accuracy : 23.500, Best_norm_ED : 0.7025
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Ground Truth | Prediction | Confidence Score & T/F
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--------------------------------------------------------------------------------
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6014 | 8014 | 0.4192 False
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3982 | 3962 | 0.1077 False
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--------------------------------------------------------------------------------
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[180/3000] Train loss: 0.82042, Valid loss: 1.21454, Elapsed_time: 57.32551
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Current_accuracy : 15.500, Current_norm_ED : 0.6438
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Best_accuracy : 23.500, Best_norm_ED : 0.7025
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Ground Truth | Prediction | Confidence Score & T/F
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7408 | 7408 | 0.0574 True
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4313 | 4313 | 0.2984 True
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--------------------------------------------------------------------------------
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[185/3000] Train loss: 0.76020, Valid loss: 0.64336, Elapsed_time: 58.56036
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Current_accuracy : 30.500, Current_norm_ED : 0.7700
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Best_accuracy : 30.500, Best_norm_ED : 0.7700
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Ground Truth | Prediction | Confidence Score & T/F
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--------------------------------------------------------------------------------
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|
7731 | 71 | 0.2428 False
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|
9139 | 9139 | 0.3392 True
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--------------------------------------------------------------------------------
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[190/3000] Train loss: 0.69643, Valid loss: 1.12288, Elapsed_time: 60.34529
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Current_accuracy : 16.500, Current_norm_ED : 0.6643
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Best_accuracy : 30.500, Best_norm_ED : 0.7700
|
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--------------------------------------------------------------------------------
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Ground Truth | Prediction | Confidence Score & T/F
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--------------------------------------------------------------------------------
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|
4361 | 491 | 0.0720 False
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|
3019 | 3019 | 0.3238 True
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--------------------------------------------------------------------------------
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|
[195/3000] Train loss: 1.01436, Valid loss: 1.06371, Elapsed_time: 61.93393
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|
Current_accuracy : 17.000, Current_norm_ED : 0.6675
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Best_accuracy : 30.500, Best_norm_ED : 0.7700
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Ground Truth | Prediction | Confidence Score & T/F
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--------------------------------------------------------------------------------
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|
5145 | 5145 | 0.4313 True
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|
2878 | 2028 | 0.3517 False
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--------------------------------------------------------------------------------
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[200/3000] Train loss: 0.65565, Valid loss: 0.89003, Elapsed_time: 63.23362
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Current_accuracy : 30.500, Current_norm_ED : 0.7705
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Best_accuracy : 30.500, Best_norm_ED : 0.7705
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Ground Truth | Prediction | Confidence Score & T/F
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--------------------------------------------------------------------------------
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0146 | 0146 | 0.3652 True
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|
6747 | 6747 | 0.4640 True
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--------------------------------------------------------------------------------
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[205/3000] Train loss: 0.66711, Valid loss: 0.56922, Elapsed_time: 64.83052
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|
Current_accuracy : 31.500, Current_norm_ED : 0.7762
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Best_accuracy : 31.500, Best_norm_ED : 0.7762
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Ground Truth | Prediction | Confidence Score & T/F
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--------------------------------------------------------------------------------
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|
2345 | 2345 | 0.5867 True
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|
2878 | 2676 | 0.3171 False
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--------------------------------------------------------------------------------
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[210/3000] Train loss: 0.46822, Valid loss: 0.58148, Elapsed_time: 66.64859
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|
Current_accuracy : 39.000, Current_norm_ED : 0.8133
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Best_accuracy : 39.000, Best_norm_ED : 0.8133
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Ground Truth | Prediction | Confidence Score & T/F
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|
--------------------------------------------------------------------------------
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|
9754 | 9754 | 0.5418 True
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7595 | 7595 | 0.3941 True
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--------------------------------------------------------------------------------
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[215/3000] Train loss: 0.37621, Valid loss: 0.42992, Elapsed_time: 68.49867
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Current_accuracy : 56.500, Current_norm_ED : 0.8650
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Best_accuracy : 56.500, Best_norm_ED : 0.8650
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Ground Truth | Prediction | Confidence Score & T/F
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--------------------------------------------------------------------------------
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|
8858 | 895 | 0.1383 False
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1870 | 1870 | 0.2816 True
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--------------------------------------------------------------------------------
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[220/3000] Train loss: 0.43376, Valid loss: 0.51809, Elapsed_time: 70.31616
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Current_accuracy : 41.000, Current_norm_ED : 0.8180
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Best_accuracy : 56.500, Best_norm_ED : 0.8650
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Ground Truth | Prediction | Confidence Score & T/F
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|
--------------------------------------------------------------------------------
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|
2492 | 2492 | 0.5586 True
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|
0261 | 0281 | 0.4850 False
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--------------------------------------------------------------------------------
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|
[225/3000] Train loss: 0.36625, Valid loss: 0.40989, Elapsed_time: 71.86604
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|
Current_accuracy : 49.000, Current_norm_ED : 0.8478
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Best_accuracy : 56.500, Best_norm_ED : 0.8650
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Ground Truth | Prediction | Confidence Score & T/F
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|
--------------------------------------------------------------------------------
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|
2070 | 2070 | 0.5777 True
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|
8115 | 8115 | 0.6340 True
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--------------------------------------------------------------------------------
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[230/3000] Train loss: 0.32351, Valid loss: 0.40454, Elapsed_time: 73.20268
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|
Current_accuracy : 43.500, Current_norm_ED : 0.8237
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Best_accuracy : 56.500, Best_norm_ED : 0.8650
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--------------------------------------------------------------------------------
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Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1082 | 1082 | 0.4199 True
|
|
4695 | 4895 | 0.4807 False
|
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--------------------------------------------------------------------------------
|
|
[235/3000] Train loss: 0.27369, Valid loss: 0.24508, Elapsed_time: 74.50239
|
|
Current_accuracy : 71.000, Current_norm_ED : 0.9250
|
|
Best_accuracy : 71.000, Best_norm_ED : 0.9250
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6805 | 6805 | 0.0969 True
|
|
2078 | 2079 | 0.6110 False
|
|
--------------------------------------------------------------------------------
|
|
[240/3000] Train loss: 0.17516, Valid loss: 0.37696, Elapsed_time: 76.36792
|
|
Current_accuracy : 53.500, Current_norm_ED : 0.8700
|
|
Best_accuracy : 71.000, Best_norm_ED : 0.9250
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5904 | 5904 | 0.8683 True
|
|
6381 | 6361 | 0.5886 False
|
|
--------------------------------------------------------------------------------
|
|
[245/3000] Train loss: 0.20278, Valid loss: 0.16678, Elapsed_time: 77.66121
|
|
Current_accuracy : 85.000, Current_norm_ED : 0.9600
|
|
Best_accuracy : 85.000, Best_norm_ED : 0.9600
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2853 | 2853 | 0.6859 True
|
|
7595 | 7595 | 0.8668 True
|
|
--------------------------------------------------------------------------------
|
|
[250/3000] Train loss: 0.19482, Valid loss: 0.40117, Elapsed_time: 79.50642
|
|
Current_accuracy : 65.500, Current_norm_ED : 0.9080
|
|
Best_accuracy : 85.000, Best_norm_ED : 0.9600
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0187 | 0187 | 0.4941 True
|
|
5218 | 5218 | 0.7597 True
|
|
--------------------------------------------------------------------------------
|
|
[255/3000] Train loss: 0.22283, Valid loss: 0.29159, Elapsed_time: 80.78800
|
|
Current_accuracy : 63.500, Current_norm_ED : 0.9002
|
|
Best_accuracy : 85.000, Best_norm_ED : 0.9600
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0187 | 0167 | 0.5816 False
|
|
4846 | 4646 | 0.3605 False
|
|
--------------------------------------------------------------------------------
|
|
[260/3000] Train loss: 0.16510, Valid loss: 0.56420, Elapsed_time: 82.40457
|
|
Current_accuracy : 53.000, Current_norm_ED : 0.8688
|
|
Best_accuracy : 85.000, Best_norm_ED : 0.9600
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5904 | 5904 | 0.6676 True
|
|
1475 | 1476 | 0.9008 False
|
|
--------------------------------------------------------------------------------
|
|
[265/3000] Train loss: 0.57780, Valid loss: 0.28436, Elapsed_time: 83.71473
|
|
Current_accuracy : 57.500, Current_norm_ED : 0.8767
|
|
Best_accuracy : 85.000, Best_norm_ED : 0.9600
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8939 | 8939 | 0.5516 True
|
|
7595 | 7595 | 0.7677 True
|
|
--------------------------------------------------------------------------------
|
|
[270/3000] Train loss: 0.21077, Valid loss: 1.51547, Elapsed_time: 84.98917
|
|
Current_accuracy : 31.000, Current_norm_ED : 0.7200
|
|
Best_accuracy : 85.000, Best_norm_ED : 0.9600
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5145 | 5145 | 0.9330 True
|
|
2981 | 2901 | 0.7241 False
|
|
--------------------------------------------------------------------------------
|
|
[275/3000] Train loss: 0.14610, Valid loss: 0.24164, Elapsed_time: 86.26113
|
|
Current_accuracy : 72.000, Current_norm_ED : 0.9278
|
|
Best_accuracy : 85.000, Best_norm_ED : 0.9600
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6591 | 691 | 0.8416 False
|
|
4695 | 4695 | 0.7830 True
|
|
--------------------------------------------------------------------------------
|
|
[280/3000] Train loss: 0.09337, Valid loss: 0.12033, Elapsed_time: 87.50228
|
|
Current_accuracy : 87.500, Current_norm_ED : 0.9690
|
|
Best_accuracy : 87.500, Best_norm_ED : 0.9690
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6825 | 6825 | 0.7046 True
|
|
7655 | 7655 | 0.1650 True
|
|
--------------------------------------------------------------------------------
|
|
[285/3000] Train loss: 0.12058, Valid loss: 0.06194, Elapsed_time: 89.35696
|
|
Current_accuracy : 94.000, Current_norm_ED : 0.9840
|
|
Best_accuracy : 94.000, Best_norm_ED : 0.9840
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3389 | 3389 | 0.5608 True
|
|
8067 | 8067 | 0.8284 True
|
|
--------------------------------------------------------------------------------
|
|
[290/3000] Train loss: 0.10769, Valid loss: 0.04870, Elapsed_time: 91.48901
|
|
Current_accuracy : 97.000, Current_norm_ED : 0.9928
|
|
Best_accuracy : 97.000, Best_norm_ED : 0.9928
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0146 | 0146 | 0.9010 True
|
|
2016 | 2016 | 0.9290 True
|
|
--------------------------------------------------------------------------------
|
|
[295/3000] Train loss: 0.03907, Valid loss: 0.02825, Elapsed_time: 93.34486
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9975
|
|
Best_accuracy : 99.000, Best_norm_ED : 0.9975
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5053 | 5053 | 0.9368 True
|
|
4295 | 4295 | 0.9467 True
|
|
--------------------------------------------------------------------------------
|
|
[300/3000] Train loss: 0.03147, Valid loss: 0.02561, Elapsed_time: 95.18066
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5493 | 5493 | 0.9585 True
|
|
4374 | 4374 | 0.9467 True
|
|
--------------------------------------------------------------------------------
|
|
[305/3000] Train loss: 0.11272, Valid loss: 0.17732, Elapsed_time: 97.00525
|
|
Current_accuracy : 81.000, Current_norm_ED : 0.9530
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4318 | 4318 | 0.9284 True
|
|
8005 | 8005 | 0.9118 True
|
|
--------------------------------------------------------------------------------
|
|
[310/3000] Train loss: 0.06170, Valid loss: 0.03709, Elapsed_time: 98.29532
|
|
Current_accuracy : 97.000, Current_norm_ED : 0.9928
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2886 | 2886 | 0.8009 True
|
|
3250 | 3250 | 0.8861 True
|
|
--------------------------------------------------------------------------------
|
|
[315/3000] Train loss: 0.02777, Valid loss: 0.02195, Elapsed_time: 99.50922
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7051 | 7051 | 0.9760 True
|
|
9011 | 9011 | 0.4139 True
|
|
--------------------------------------------------------------------------------
|
|
[320/3000] Train loss: 0.01999, Valid loss: 0.01848, Elapsed_time: 101.00975
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9990
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6060 | 6060 | 0.9309 True
|
|
0998 | 0998 | 0.7994 True
|
|
--------------------------------------------------------------------------------
|
|
[325/3000] Train loss: 0.05655, Valid loss: 0.02391, Elapsed_time: 102.25712
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9975
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9725 | 9725 | 0.9794 True
|
|
8051 | 8051 | 0.9639 True
|
|
--------------------------------------------------------------------------------
|
|
[330/3000] Train loss: 0.04739, Valid loss: 0.02328, Elapsed_time: 103.52074
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9962
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8194 | 8194 | 0.9661 True
|
|
8051 | 8051 | 0.9533 True
|
|
--------------------------------------------------------------------------------
|
|
[335/3000] Train loss: 0.01528, Valid loss: 0.01414, Elapsed_time: 104.79393
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5065 | 5065 | 0.9530 True
|
|
0834 | 0834 | 0.9439 True
|
|
--------------------------------------------------------------------------------
|
|
[340/3000] Train loss: 0.01247, Valid loss: 0.01098, Elapsed_time: 106.05619
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4816 | 4816 | 0.9564 True
|
|
8303 | 8303 | 0.9621 True
|
|
--------------------------------------------------------------------------------
|
|
[345/3000] Train loss: 0.00986, Valid loss: 0.00924, Elapsed_time: 107.27082
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5720 | 5720 | 0.9529 True
|
|
4018 | 4018 | 0.9815 True
|
|
--------------------------------------------------------------------------------
|
|
[350/3000] Train loss: 0.00858, Valid loss: 0.00833, Elapsed_time: 108.51684
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6323 | 6323 | 0.9824 True
|
|
4295 | 4295 | 0.9806 True
|
|
--------------------------------------------------------------------------------
|
|
[355/3000] Train loss: 0.00794, Valid loss: 0.00704, Elapsed_time: 110.05303
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9797 | 9797 | 0.9863 True
|
|
3191 | 3191 | 0.9819 True
|
|
--------------------------------------------------------------------------------
|
|
[360/3000] Train loss: 0.00641, Valid loss: 0.00664, Elapsed_time: 111.31925
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9005 | 9005 | 0.9786 True
|
|
2016 | 2016 | 0.9754 True
|
|
--------------------------------------------------------------------------------
|
|
[365/3000] Train loss: 0.00626, Valid loss: 0.00609, Elapsed_time: 112.58390
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0146 | 0146 | 0.9849 True
|
|
3312 | 3312 | 0.6231 True
|
|
--------------------------------------------------------------------------------
|
|
[370/3000] Train loss: 0.00609, Valid loss: 0.00575, Elapsed_time: 113.86241
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1155 | 1155 | 0.3422 True
|
|
6381 | 6381 | 0.9849 True
|
|
--------------------------------------------------------------------------------
|
|
[375/3000] Train loss: 0.00567, Valid loss: 0.00526, Elapsed_time: 115.10981
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4361 | 4361 | 0.9856 True
|
|
3308 | 3308 | 0.6981 True
|
|
--------------------------------------------------------------------------------
|
|
[380/3000] Train loss: 0.00510, Valid loss: 0.00516, Elapsed_time: 116.37020
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4786 | 4786 | 0.9694 True
|
|
7654 | 7654 | 0.9792 True
|
|
--------------------------------------------------------------------------------
|
|
[385/3000] Train loss: 0.00514, Valid loss: 0.00480, Elapsed_time: 117.94512
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6381 | 6381 | 0.9876 True
|
|
1667 | 1667 | 0.9878 True
|
|
--------------------------------------------------------------------------------
|
|
[390/3000] Train loss: 0.00460, Valid loss: 0.00450, Elapsed_time: 119.28121
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5012 | 5012 | 0.9870 True
|
|
2262 | 2262 | 0.4320 True
|
|
--------------------------------------------------------------------------------
|
|
[395/3000] Train loss: 0.00396, Valid loss: 0.00403, Elapsed_time: 120.53575
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1432 | 1432 | 0.9802 True
|
|
7043 | 7043 | 0.9956 True
|
|
--------------------------------------------------------------------------------
|
|
[400/3000] Train loss: 0.00361, Valid loss: 0.00372, Elapsed_time: 121.80784
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9148 | 9148 | 0.9928 True
|
|
2140 | 2140 | 0.9920 True
|
|
--------------------------------------------------------------------------------
|
|
[405/3000] Train loss: 0.00372, Valid loss: 0.00353, Elapsed_time: 123.05842
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9300 | 9300 | 0.8505 True
|
|
6248 | 6248 | 0.9939 True
|
|
--------------------------------------------------------------------------------
|
|
[410/3000] Train loss: 0.00334, Valid loss: 0.00338, Elapsed_time: 124.32198
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9005 | 9005 | 0.9890 True
|
|
8902 | 8902 | 0.9746 True
|
|
--------------------------------------------------------------------------------
|
|
[415/3000] Train loss: 0.00322, Valid loss: 0.00300, Elapsed_time: 125.57581
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9589 | 9589 | 0.9797 True
|
|
5187 | 5187 | 0.9899 True
|
|
--------------------------------------------------------------------------------
|
|
[420/3000] Train loss: 0.00282, Valid loss: 0.00287, Elapsed_time: 127.14434
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9083 | 9083 | 0.9908 True
|
|
4816 | 4816 | 0.9858 True
|
|
--------------------------------------------------------------------------------
|
|
[425/3000] Train loss: 0.00268, Valid loss: 0.00264, Elapsed_time: 128.36527
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9139 | 9139 | 0.9918 True
|
|
7654 | 7654 | 0.9863 True
|
|
--------------------------------------------------------------------------------
|
|
[430/3000] Train loss: 0.00243, Valid loss: 0.00265, Elapsed_time: 129.58258
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2492 | 2492 | 0.9939 True
|
|
0786 | 0786 | 0.9840 True
|
|
--------------------------------------------------------------------------------
|
|
[435/3000] Train loss: 0.00225, Valid loss: 0.00229, Elapsed_time: 130.83045
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3019 | 3019 | 0.9911 True
|
|
9184 | 9184 | 0.9938 True
|
|
--------------------------------------------------------------------------------
|
|
[440/3000] Train loss: 0.00232, Valid loss: 0.00232, Elapsed_time: 132.07014
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1040 | 1040 | 0.9947 True
|
|
0187 | 0187 | 0.9937 True
|
|
--------------------------------------------------------------------------------
|
|
[445/3000] Train loss: 0.00200, Valid loss: 0.00218, Elapsed_time: 133.32409
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8521 | 8521 | 0.9922 True
|
|
3019 | 3019 | 0.9916 True
|
|
--------------------------------------------------------------------------------
|
|
[450/3000] Train loss: 0.00224, Valid loss: 0.00202, Elapsed_time: 134.90423
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5708 | 5708 | 0.9941 True
|
|
1936 | 1936 | 0.9892 True
|
|
--------------------------------------------------------------------------------
|
|
[455/3000] Train loss: 0.00174, Valid loss: 0.00192, Elapsed_time: 136.24743
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0439 | 0439 | 0.9931 True
|
|
8939 | 8939 | 0.9877 True
|
|
--------------------------------------------------------------------------------
|
|
[460/3000] Train loss: 0.00170, Valid loss: 0.00192, Elapsed_time: 137.48925
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5053 | 5053 | 0.9927 True
|
|
7654 | 7654 | 0.9900 True
|
|
--------------------------------------------------------------------------------
|
|
[465/3000] Train loss: 0.00169, Valid loss: 0.00171, Elapsed_time: 138.79272
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6275 | 6275 | 0.9958 True
|
|
3148 | 3148 | 0.9965 True
|
|
--------------------------------------------------------------------------------
|
|
[470/3000] Train loss: 0.00174, Valid loss: 0.00168, Elapsed_time: 140.04161
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1839 | 1839 | 0.9952 True
|
|
9089 | 9089 | 0.9888 True
|
|
--------------------------------------------------------------------------------
|
|
[475/3000] Train loss: 0.00143, Valid loss: 0.00163, Elapsed_time: 141.28478
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7744 | 7744 | 0.4047 True
|
|
9725 | 9725 | 0.9983 True
|
|
--------------------------------------------------------------------------------
|
|
[480/3000] Train loss: 0.00192, Valid loss: 0.00163, Elapsed_time: 142.84583
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8115 | 8115 | 0.9970 True
|
|
9807 | 9807 | 0.9914 True
|
|
--------------------------------------------------------------------------------
|
|
[485/3000] Train loss: 0.00136, Valid loss: 0.00151, Elapsed_time: 144.13031
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9970 | 9970 | 0.8637 True
|
|
2492 | 2492 | 0.9963 True
|
|
--------------------------------------------------------------------------------
|
|
[490/3000] Train loss: 0.00134, Valid loss: 0.00140, Elapsed_time: 145.39003
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2070 | 2070 | 0.9902 True
|
|
1475 | 1475 | 0.9960 True
|
|
--------------------------------------------------------------------------------
|
|
[495/3000] Train loss: 0.00133, Valid loss: 0.00133, Elapsed_time: 146.63221
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6462 | 6462 | 0.9947 True
|
|
7893 | 7893 | 0.9950 True
|
|
--------------------------------------------------------------------------------
|
|
[500/3000] Train loss: 0.00116, Valid loss: 0.00133, Elapsed_time: 147.88891
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7435 | 7435 | 0.9943 True
|
|
3982 | 3982 | 0.9963 True
|
|
--------------------------------------------------------------------------------
|
|
[505/3000] Train loss: 0.00114, Valid loss: 0.00119, Elapsed_time: 149.15902
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7157 | 7157 | 0.9942 True
|
|
9436 | 9436 | 0.9948 True
|
|
--------------------------------------------------------------------------------
|
|
[510/3000] Train loss: 0.00120, Valid loss: 0.00117, Elapsed_time: 150.39012
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4974 | 4974 | 0.9945 True
|
|
1475 | 1475 | 0.9965 True
|
|
--------------------------------------------------------------------------------
|
|
[515/3000] Train loss: 0.00189, Valid loss: 0.00124, Elapsed_time: 151.95671
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3312 | 3312 | 0.5612 True
|
|
7933 | 7933 | 0.6079 True
|
|
--------------------------------------------------------------------------------
|
|
[520/3000] Train loss: 0.00179, Valid loss: 0.00137, Elapsed_time: 153.25724
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6972 | 6972 | 0.9847 True
|
|
5504 | 5504 | 0.8598 True
|
|
--------------------------------------------------------------------------------
|
|
[525/3000] Train loss: 0.00112, Valid loss: 0.00120, Elapsed_time: 154.54565
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6462 | 6462 | 0.9958 True
|
|
6026 | 6026 | 0.9966 True
|
|
--------------------------------------------------------------------------------
|
|
[530/3000] Train loss: 0.00128, Valid loss: 0.00109, Elapsed_time: 155.82446
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9139 | 9139 | 0.9962 True
|
|
9725 | 9725 | 0.9988 True
|
|
--------------------------------------------------------------------------------
|
|
[535/3000] Train loss: 0.00100, Valid loss: 0.00104, Elapsed_time: 157.08218
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0998 | 0998 | 0.9850 True
|
|
4048 | 4048 | 0.9981 True
|
|
--------------------------------------------------------------------------------
|
|
[540/3000] Train loss: 0.00097, Valid loss: 0.00095, Elapsed_time: 158.37769
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2867 | 2867 | 0.9963 True
|
|
0839 | 0839 | 0.9955 True
|
|
--------------------------------------------------------------------------------
|
|
[545/3000] Train loss: 0.00096, Valid loss: 0.00096, Elapsed_time: 159.91478
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7051 | 7051 | 0.9974 True
|
|
6972 | 6972 | 0.9933 True
|
|
--------------------------------------------------------------------------------
|
|
[550/3000] Train loss: 0.00085, Valid loss: 0.00092, Elapsed_time: 161.27124
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1636 | 1636 | 0.9918 True
|
|
8785 | 8785 | 0.9969 True
|
|
--------------------------------------------------------------------------------
|
|
[555/3000] Train loss: 0.00086, Valid loss: 0.00088, Elapsed_time: 162.54810
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9725 | 9725 | 0.9991 True
|
|
2358 | 2358 | 0.9932 True
|
|
--------------------------------------------------------------------------------
|
|
[560/3000] Train loss: 0.00077, Valid loss: 0.00086, Elapsed_time: 163.84007
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5720 | 5720 | 0.9937 True
|
|
8939 | 8939 | 0.9948 True
|
|
--------------------------------------------------------------------------------
|
|
[565/3000] Train loss: 0.00077, Valid loss: 0.00083, Elapsed_time: 165.10346
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8641 | 8641 | 0.9943 True
|
|
4677 | 4677 | 0.5274 True
|
|
--------------------------------------------------------------------------------
|
|
[570/3000] Train loss: 0.00071, Valid loss: 0.00077, Elapsed_time: 166.32094
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6275 | 6275 | 0.9981 True
|
|
6787 | 6787 | 0.9974 True
|
|
--------------------------------------------------------------------------------
|
|
[575/3000] Train loss: 0.00095, Valid loss: 0.00088, Elapsed_time: 167.53737
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7730 | 7730 | 0.7808 True
|
|
8892 | 8892 | 0.8927 True
|
|
--------------------------------------------------------------------------------
|
|
[580/3000] Train loss: 0.00070, Valid loss: 0.00080, Elapsed_time: 169.09074
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5334 | 5334 | 0.9960 True
|
|
0786 | 0786 | 0.9946 True
|
|
--------------------------------------------------------------------------------
|
|
[585/3000] Train loss: 0.00078, Valid loss: 0.00077, Elapsed_time: 170.35095
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5013 | 5013 | 0.9972 True
|
|
6462 | 6462 | 0.9973 True
|
|
--------------------------------------------------------------------------------
|
|
[590/3000] Train loss: 0.00061, Valid loss: 0.00074, Elapsed_time: 171.62268
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8839 | 8839 | 0.9329 True
|
|
8521 | 8521 | 0.9972 True
|
|
--------------------------------------------------------------------------------
|
|
[595/3000] Train loss: 0.00065, Valid loss: 0.00070, Elapsed_time: 172.90510
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5708 | 5708 | 0.9983 True
|
|
8303 | 8303 | 0.9962 True
|
|
--------------------------------------------------------------------------------
|
|
[600/3000] Train loss: 0.00064, Valid loss: 0.00069, Elapsed_time: 174.11951
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0439 | 0439 | 0.9972 True
|
|
7595 | 7595 | 0.9972 True
|
|
--------------------------------------------------------------------------------
|
|
[605/3000] Train loss: 0.00057, Valid loss: 0.00067, Elapsed_time: 175.35653
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9139 | 9139 | 0.9977 True
|
|
8170 | 8170 | 0.9964 True
|
|
--------------------------------------------------------------------------------
|
|
[610/3000] Train loss: 0.00069, Valid loss: 0.00066, Elapsed_time: 176.90394
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6026 | 6026 | 0.9981 True
|
|
4432 | 4432 | 0.6769 True
|
|
--------------------------------------------------------------------------------
|
|
[615/3000] Train loss: 0.00059, Valid loss: 0.00064, Elapsed_time: 178.22962
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1155 | 1155 | 0.4658 True
|
|
9054 | 9054 | 0.9933 True
|
|
--------------------------------------------------------------------------------
|
|
[620/3000] Train loss: 0.00054, Valid loss: 0.00065, Elapsed_time: 179.52026
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7655 | 7655 | 0.6375 True
|
|
7022 | 7022 | 0.6682 True
|
|
--------------------------------------------------------------------------------
|
|
[625/3000] Train loss: 0.00053, Valid loss: 0.00066, Elapsed_time: 180.77700
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3326 | 3326 | 0.4894 True
|
|
7408 | 7408 | 0.9982 True
|
|
--------------------------------------------------------------------------------
|
|
[630/3000] Train loss: 0.00056, Valid loss: 0.00059, Elapsed_time: 182.02250
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9300 | 9300 | 0.6787 True
|
|
6391 | 6391 | 0.9982 True
|
|
--------------------------------------------------------------------------------
|
|
[635/3000] Train loss: 0.00053, Valid loss: 0.00059, Elapsed_time: 183.27001
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6711 | 6711 | 0.4933 True
|
|
0604 | 0604 | 0.9984 True
|
|
--------------------------------------------------------------------------------
|
|
[640/3000] Train loss: 0.00055, Valid loss: 0.00061, Elapsed_time: 184.83782
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5187 | 5187 | 0.9977 True
|
|
1772 | 1772 | 0.9915 True
|
|
--------------------------------------------------------------------------------
|
|
[645/3000] Train loss: 0.00048, Valid loss: 0.00057, Elapsed_time: 186.13621
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6730 | 6730 | 0.9950 True
|
|
9148 | 9148 | 0.9988 True
|
|
--------------------------------------------------------------------------------
|
|
[650/3000] Train loss: 0.00048, Valid loss: 0.00056, Elapsed_time: 187.40728
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0604 | 0604 | 0.9985 True
|
|
5977 | 5977 | 0.5384 True
|
|
--------------------------------------------------------------------------------
|
|
[655/3000] Train loss: 0.00048, Valid loss: 0.00052, Elapsed_time: 188.71679
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0035 | 0035 | 0.7090 True
|
|
6323 | 6323 | 0.9988 True
|
|
--------------------------------------------------------------------------------
|
|
[660/3000] Train loss: 0.00045, Valid loss: 0.00053, Elapsed_time: 190.03200
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3929 | 3929 | 0.9985 True
|
|
9005 | 9005 | 0.9983 True
|
|
--------------------------------------------------------------------------------
|
|
[665/3000] Train loss: 0.00046, Valid loss: 0.00051, Elapsed_time: 191.28949
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3326 | 3326 | 0.4732 True
|
|
4361 | 4361 | 0.9984 True
|
|
--------------------------------------------------------------------------------
|
|
[670/3000] Train loss: 0.00045, Valid loss: 0.00050, Elapsed_time: 192.53003
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8051 | 8051 | 0.9982 True
|
|
9329 | 9329 | 0.9986 True
|
|
--------------------------------------------------------------------------------
|
|
[675/3000] Train loss: 0.00043, Valid loss: 0.00050, Elapsed_time: 194.11346
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9139 | 9139 | 0.9982 True
|
|
9030 | 9030 | 0.9959 True
|
|
--------------------------------------------------------------------------------
|
|
[680/3000] Train loss: 0.00043, Valid loss: 0.00047, Elapsed_time: 195.40452
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4242 | 4242 | 0.9987 True
|
|
3305 | 3305 | 0.4298 True
|
|
--------------------------------------------------------------------------------
|
|
[685/3000] Train loss: 0.00040, Valid loss: 0.00049, Elapsed_time: 196.65479
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7654 | 7654 | 0.9967 True
|
|
6730 | 6730 | 0.9955 True
|
|
--------------------------------------------------------------------------------
|
|
[690/3000] Train loss: 0.00042, Valid loss: 0.00051, Elapsed_time: 197.91819
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6325 | 6325 | 0.9994 True
|
|
3279 | 3279 | 0.9830 True
|
|
--------------------------------------------------------------------------------
|
|
[695/3000] Train loss: 0.00040, Valid loss: 0.00046, Elapsed_time: 199.16858
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9332 | 9332 | 0.9971 True
|
|
2878 | 2878 | 0.9983 True
|
|
--------------------------------------------------------------------------------
|
|
[700/3000] Train loss: 0.00039, Valid loss: 0.00044, Elapsed_time: 200.41686
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4044 | 4044 | 0.6770 True
|
|
7157 | 7157 | 0.9976 True
|
|
--------------------------------------------------------------------------------
|
|
[705/3000] Train loss: 0.00041, Valid loss: 0.00046, Elapsed_time: 201.95890
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2468 | 2468 | 0.5759 True
|
|
3312 | 3312 | 0.5102 True
|
|
--------------------------------------------------------------------------------
|
|
[710/3000] Train loss: 0.00038, Valid loss: 0.00046, Elapsed_time: 203.28079
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9083 | 9083 | 0.9980 True
|
|
5187 | 5187 | 0.9981 True
|
|
--------------------------------------------------------------------------------
|
|
[715/3000] Train loss: 0.00037, Valid loss: 0.00045, Elapsed_time: 204.55670
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4432 | 4432 | 0.7467 True
|
|
9054 | 9054 | 0.9949 True
|
|
--------------------------------------------------------------------------------
|
|
[720/3000] Train loss: 0.00034, Valid loss: 0.00044, Elapsed_time: 205.82346
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8892 | 8892 | 0.9446 True
|
|
0083 | 0083 | 0.7970 True
|
|
--------------------------------------------------------------------------------
|
|
[725/3000] Train loss: 0.00041, Valid loss: 0.00043, Elapsed_time: 207.04667
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7730 | 7730 | 0.7219 True
|
|
9011 | 9011 | 0.3765 True
|
|
--------------------------------------------------------------------------------
|
|
[730/3000] Train loss: 0.00034, Valid loss: 0.00040, Elapsed_time: 208.26489
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1018 | 1018 | 0.9994 True
|
|
6747 | 6747 | 0.9991 True
|
|
--------------------------------------------------------------------------------
|
|
[735/3000] Train loss: 0.00047, Valid loss: 0.00047, Elapsed_time: 209.52497
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5863 | 5863 | 0.9985 True
|
|
2917 | 2917 | 0.9983 True
|
|
--------------------------------------------------------------------------------
|
|
[740/3000] Train loss: 0.00036, Valid loss: 0.00044, Elapsed_time: 211.13771
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5067 | 5067 | 0.9984 True
|
|
1936 | 1936 | 0.9960 True
|
|
--------------------------------------------------------------------------------
|
|
[745/3000] Train loss: 0.00034, Valid loss: 0.00042, Elapsed_time: 212.42934
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2886 | 2886 | 0.9975 True
|
|
0604 | 0604 | 0.9989 True
|
|
--------------------------------------------------------------------------------
|
|
[750/3000] Train loss: 0.00034, Valid loss: 0.00045, Elapsed_time: 213.71161
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1870 | 1870 | 0.9979 True
|
|
0083 | 0083 | 0.7296 True
|
|
--------------------------------------------------------------------------------
|
|
[755/3000] Train loss: 0.00030, Valid loss: 0.00041, Elapsed_time: 215.00470
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1870 | 1870 | 0.9979 True
|
|
9589 | 9589 | 0.9975 True
|
|
--------------------------------------------------------------------------------
|
|
[760/3000] Train loss: 0.00033, Valid loss: 0.00038, Elapsed_time: 216.26434
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9054 | 9054 | 0.9948 True
|
|
0146 | 0146 | 0.9991 True
|
|
--------------------------------------------------------------------------------
|
|
[765/3000] Train loss: 0.00031, Valid loss: 0.00037, Elapsed_time: 217.53249
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7408 | 7408 | 0.9989 True
|
|
1040 | 1040 | 0.9986 True
|
|
--------------------------------------------------------------------------------
|
|
[770/3000] Train loss: 0.00086, Valid loss: 0.00296, Elapsed_time: 219.09703
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9990
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0187 | 0187 | 0.9985 True
|
|
8194 | 8194 | 0.9989 True
|
|
--------------------------------------------------------------------------------
|
|
[775/3000] Train loss: 0.03542, Valid loss: 0.34929, Elapsed_time: 220.43262
|
|
Current_accuracy : 69.500, Current_norm_ED : 0.9210
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5493 | 5493 | 0.8141 True
|
|
3389 | 338 | 0.5256 False
|
|
--------------------------------------------------------------------------------
|
|
[780/3000] Train loss: 0.33659, Valid loss: 0.15616, Elapsed_time: 221.70769
|
|
Current_accuracy : 85.500, Current_norm_ED : 0.9642
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1772 | 172 | 0.6639 False
|
|
2985 | 2985 | 0.9938 True
|
|
--------------------------------------------------------------------------------
|
|
[785/3000] Train loss: 0.24042, Valid loss: 0.27765, Elapsed_time: 223.00467
|
|
Current_accuracy : 78.500, Current_norm_ED : 0.9395
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0649 | 0649 | 0.9906 True
|
|
5977 | 577 | 0.3065 False
|
|
--------------------------------------------------------------------------------
|
|
[790/3000] Train loss: 0.17540, Valid loss: 1.52282, Elapsed_time: 224.25719
|
|
Current_accuracy : 44.500, Current_norm_ED : 0.8155
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7408 | 748 | 0.6151 False
|
|
9184 | 9784 | 0.8185 False
|
|
--------------------------------------------------------------------------------
|
|
[795/3000] Train loss: 0.39492, Valid loss: 0.08809, Elapsed_time: 225.45230
|
|
Current_accuracy : 89.000, Current_norm_ED : 0.9720
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9300 | 9300 | 0.4210 True
|
|
0083 | 0083 | 0.8923 True
|
|
--------------------------------------------------------------------------------
|
|
[800/3000] Train loss: 0.16307, Valid loss: 0.38787, Elapsed_time: 226.99576
|
|
Current_accuracy : 66.500, Current_norm_ED : 0.9035
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4908 | 4908 | 0.9791 True
|
|
1772 | 1772 | 0.8859 True
|
|
--------------------------------------------------------------------------------
|
|
[805/3000] Train loss: 0.17089, Valid loss: 0.02897, Elapsed_time: 228.26380
|
|
Current_accuracy : 97.500, Current_norm_ED : 0.9940
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4695 | 4695 | 0.9787 True
|
|
0589 | 0589 | 0.8936 True
|
|
--------------------------------------------------------------------------------
|
|
[810/3000] Train loss: 0.02383, Valid loss: 0.13670, Elapsed_time: 229.58875
|
|
Current_accuracy : 93.000, Current_norm_ED : 0.9825
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9332 | 9332 | 0.9737 True
|
|
8811 | 811 | 0.5804 False
|
|
--------------------------------------------------------------------------------
|
|
[815/3000] Train loss: 0.03410, Valid loss: 0.00498, Elapsed_time: 230.86523
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3031 | 3031 | 0.9914 True
|
|
4974 | 4974 | 0.9535 True
|
|
--------------------------------------------------------------------------------
|
|
[820/3000] Train loss: 0.00462, Valid loss: 0.00791, Elapsed_time: 232.13325
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8170 | 8170 | 0.9809 True
|
|
7595 | 7595 | 0.9860 True
|
|
--------------------------------------------------------------------------------
|
|
[825/3000] Train loss: 0.00346, Valid loss: 0.00249, Elapsed_time: 233.40392
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8115 | 8115 | 0.9937 True
|
|
4846 | 4846 | 0.9911 True
|
|
--------------------------------------------------------------------------------
|
|
[830/3000] Train loss: 0.00278, Valid loss: 0.00262, Elapsed_time: 234.65431
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3250 | 3250 | 0.9701 True
|
|
6711 | 6711 | 0.4524 True
|
|
--------------------------------------------------------------------------------
|
|
[835/3000] Train loss: 0.00229, Valid loss: 0.00203, Elapsed_time: 236.21604
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9922 | 9922 | 0.3053 True
|
|
8030 | 8030 | 0.9878 True
|
|
--------------------------------------------------------------------------------
|
|
[840/3000] Train loss: 0.00180, Valid loss: 0.00186, Elapsed_time: 237.47273
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4383 | 4383 | 0.9926 True
|
|
0279 | 0279 | 0.9922 True
|
|
--------------------------------------------------------------------------------
|
|
[845/3000] Train loss: 0.00193, Valid loss: 0.00168, Elapsed_time: 238.72941
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0691 | 0691 | 0.9959 True
|
|
7933 | 7933 | 0.5529 True
|
|
--------------------------------------------------------------------------------
|
|
[850/3000] Train loss: 0.00182, Valid loss: 0.00147, Elapsed_time: 240.01017
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9300 | 9300 | 0.8046 True
|
|
4974 | 4974 | 0.9855 True
|
|
--------------------------------------------------------------------------------
|
|
[855/3000] Train loss: 0.00156, Valid loss: 0.00146, Elapsed_time: 241.25793
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7408 | 7408 | 0.9963 True
|
|
1849 | 1849 | 0.9949 True
|
|
--------------------------------------------------------------------------------
|
|
[860/3000] Train loss: 0.00136, Valid loss: 0.00122, Elapsed_time: 242.55108
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6591 | 6591 | 0.9963 True
|
|
5183 | 5183 | 0.9965 True
|
|
--------------------------------------------------------------------------------
|
|
[865/3000] Train loss: 0.00158, Valid loss: 0.00122, Elapsed_time: 244.07646
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6325 | 6325 | 0.9985 True
|
|
2886 | 2886 | 0.9952 True
|
|
--------------------------------------------------------------------------------
|
|
[870/3000] Train loss: 0.00131, Valid loss: 0.00113, Elapsed_time: 245.43208
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0649 | 0649 | 0.9954 True
|
|
2917 | 2917 | 0.9944 True
|
|
--------------------------------------------------------------------------------
|
|
[875/3000] Train loss: 0.00102, Valid loss: 0.00106, Elapsed_time: 246.70238
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5183 | 5183 | 0.9968 True
|
|
7475 | 7475 | 0.9969 True
|
|
--------------------------------------------------------------------------------
|
|
[880/3000] Train loss: 0.00107, Valid loss: 0.00102, Elapsed_time: 247.94288
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2853 | 2853 | 0.9966 True
|
|
7475 | 7475 | 0.9970 True
|
|
--------------------------------------------------------------------------------
|
|
[885/3000] Train loss: 0.00109, Valid loss: 0.00099, Elapsed_time: 249.21191
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1432 | 1432 | 0.9946 True
|
|
5634 | 5634 | 0.9956 True
|
|
--------------------------------------------------------------------------------
|
|
[890/3000] Train loss: 0.00101, Valid loss: 0.00104, Elapsed_time: 250.48675
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2521 | 2521 | 0.9979 True
|
|
3279 | 3279 | 0.9708 True
|
|
--------------------------------------------------------------------------------
|
|
[895/3000] Train loss: 0.00107, Valid loss: 0.00086, Elapsed_time: 251.75309
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0834 | 0834 | 0.9940 True
|
|
2605 | 2605 | 0.9970 True
|
|
--------------------------------------------------------------------------------
|
|
[900/3000] Train loss: 0.00084, Valid loss: 0.00083, Elapsed_time: 253.31747
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4908 | 4908 | 0.9974 True
|
|
9922 | 9922 | 0.3735 True
|
|
--------------------------------------------------------------------------------
|
|
[905/3000] Train loss: 0.00074, Valid loss: 0.00081, Elapsed_time: 254.63415
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1772 | 1772 | 0.9917 True
|
|
7051 | 7051 | 0.9934 True
|
|
--------------------------------------------------------------------------------
|
|
[910/3000] Train loss: 0.00083, Valid loss: 0.00081, Elapsed_time: 255.89290
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3019 | 3019 | 0.9975 True
|
|
7655 | 7655 | 0.4769 True
|
|
--------------------------------------------------------------------------------
|
|
[915/3000] Train loss: 0.00080, Valid loss: 0.00072, Elapsed_time: 257.21096
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1475 | 1475 | 0.9979 True
|
|
1636 | 1636 | 0.9930 True
|
|
--------------------------------------------------------------------------------
|
|
[920/3000] Train loss: 0.00077, Valid loss: 0.00069, Elapsed_time: 258.48194
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3908 | 3908 | 0.9987 True
|
|
3305 | 3305 | 0.5970 True
|
|
--------------------------------------------------------------------------------
|
|
[925/3000] Train loss: 0.00075, Valid loss: 0.00068, Elapsed_time: 259.73752
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3312 | 3312 | 0.5538 True
|
|
5067 | 5067 | 0.9946 True
|
|
--------------------------------------------------------------------------------
|
|
[930/3000] Train loss: 0.00085, Valid loss: 0.00069, Elapsed_time: 261.31301
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5065 | 5065 | 0.9978 True
|
|
8641 | 8641 | 0.9969 True
|
|
--------------------------------------------------------------------------------
|
|
[935/3000] Train loss: 0.00069, Valid loss: 0.00061, Elapsed_time: 262.63264
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3854 | 3854 | 0.9850 True
|
|
0035 | 0035 | 0.4945 True
|
|
--------------------------------------------------------------------------------
|
|
[940/3000] Train loss: 0.00060, Valid loss: 0.00061, Elapsed_time: 263.90000
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1849 | 1849 | 0.9972 True
|
|
1195 | 1195 | 0.6437 True
|
|
--------------------------------------------------------------------------------
|
|
[945/3000] Train loss: 0.00060, Valid loss: 0.00058, Elapsed_time: 265.19318
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9754 | 9754 | 0.9807 True
|
|
7157 | 7157 | 0.9950 True
|
|
--------------------------------------------------------------------------------
|
|
[950/3000] Train loss: 0.00056, Valid loss: 0.00057, Elapsed_time: 266.44525
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0998 | 0998 | 0.9937 True
|
|
1195 | 1195 | 0.6903 True
|
|
--------------------------------------------------------------------------------
|
|
[955/3000] Train loss: 0.00056, Valid loss: 0.00058, Elapsed_time: 267.73872
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7475 | 7475 | 0.9981 True
|
|
5334 | 5334 | 0.9964 True
|
|
--------------------------------------------------------------------------------
|
|
[960/3000] Train loss: 0.00059, Valid loss: 0.00053, Elapsed_time: 269.26796
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8811 | 8811 | 0.2926 True
|
|
9083 | 9083 | 0.9975 True
|
|
--------------------------------------------------------------------------------
|
|
[965/3000] Train loss: 0.00049, Valid loss: 0.00050, Elapsed_time: 270.56750
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5065 | 5065 | 0.9980 True
|
|
5708 | 5708 | 0.9988 True
|
|
--------------------------------------------------------------------------------
|
|
[970/3000] Train loss: 0.00054, Valid loss: 0.00049, Elapsed_time: 271.87712
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4695 | 4695 | 0.9976 True
|
|
9083 | 9083 | 0.9976 True
|
|
--------------------------------------------------------------------------------
|
|
[975/3000] Train loss: 0.00052, Valid loss: 0.00051, Elapsed_time: 273.11399
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1040 | 1040 | 0.9955 True
|
|
9922 | 9922 | 0.4155 True
|
|
--------------------------------------------------------------------------------
|
|
[980/3000] Train loss: 0.00043, Valid loss: 0.00048, Elapsed_time: 274.40032
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1839 | 1839 | 0.9983 True
|
|
5504 | 5504 | 0.9213 True
|
|
--------------------------------------------------------------------------------
|
|
[985/3000] Train loss: 0.00055, Valid loss: 0.00051, Elapsed_time: 275.66222
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3148 | 3148 | 0.9989 True
|
|
0839 | 0839 | 0.9979 True
|
|
--------------------------------------------------------------------------------
|
|
[990/3000] Train loss: 0.00069, Valid loss: 0.00964, Elapsed_time: 276.90197
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9975
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3312 | 3312 | 0.6661 True
|
|
8939 | 8939 | 0.9972 True
|
|
--------------------------------------------------------------------------------
|
|
[995/3000] Train loss: 0.00079, Valid loss: 0.00048, Elapsed_time: 278.44874
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4974 | 4974 | 0.9955 True
|
|
1195 | 1195 | 0.7485 True
|
|
--------------------------------------------------------------------------------
|
|
[1000/3000] Train loss: 0.00044, Valid loss: 0.00045, Elapsed_time: 279.73270
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9490 | 9490 | 0.9973 True
|
|
6972 | 6972 | 0.9973 True
|
|
--------------------------------------------------------------------------------
|
|
[1005/3000] Train loss: 0.00039, Valid loss: 0.00045, Elapsed_time: 281.01321
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8067 | 8067 | 0.9959 True
|
|
1516 | 1516 | 0.9965 True
|
|
--------------------------------------------------------------------------------
|
|
[1010/3000] Train loss: 0.00043, Valid loss: 0.00040, Elapsed_time: 282.29055
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5012 | 5012 | 0.9986 True
|
|
0834 | 0834 | 0.9975 True
|
|
--------------------------------------------------------------------------------
|
|
[1015/3000] Train loss: 0.00038, Valid loss: 0.00040, Elapsed_time: 283.55863
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9589 | 9589 | 0.9979 True
|
|
0146 | 0146 | 0.9990 True
|
|
--------------------------------------------------------------------------------
|
|
[1020/3000] Train loss: 0.00038, Valid loss: 0.00039, Elapsed_time: 284.80772
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1667 | 1667 | 0.9983 True
|
|
9797 | 9797 | 0.9986 True
|
|
--------------------------------------------------------------------------------
|
|
[1025/3000] Train loss: 0.00042, Valid loss: 0.00036, Elapsed_time: 286.36590
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8892 | 8892 | 0.2964 True
|
|
5634 | 5634 | 0.9982 True
|
|
--------------------------------------------------------------------------------
|
|
[1030/3000] Train loss: 0.00036, Valid loss: 0.00036, Elapsed_time: 287.71874
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4048 | 4048 | 0.9993 True
|
|
7654 | 7654 | 0.9940 True
|
|
--------------------------------------------------------------------------------
|
|
[1035/3000] Train loss: 0.00038, Valid loss: 0.00035, Elapsed_time: 288.98869
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9436 | 9436 | 0.9978 True
|
|
0691 | 0691 | 0.9988 True
|
|
--------------------------------------------------------------------------------
|
|
[1040/3000] Train loss: 0.00035, Valid loss: 0.00035, Elapsed_time: 290.28919
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5013 | 5013 | 0.9984 True
|
|
9436 | 9436 | 0.9979 True
|
|
--------------------------------------------------------------------------------
|
|
[1045/3000] Train loss: 0.00036, Valid loss: 0.00034, Elapsed_time: 291.56400
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4383 | 4383 | 0.9984 True
|
|
8067 | 8067 | 0.9967 True
|
|
--------------------------------------------------------------------------------
|
|
[1050/3000] Train loss: 0.00032, Valid loss: 0.00033, Elapsed_time: 292.83438
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1667 | 1667 | 0.9984 True
|
|
1475 | 1475 | 0.9989 True
|
|
--------------------------------------------------------------------------------
|
|
[1055/3000] Train loss: 0.00036, Valid loss: 0.00032, Elapsed_time: 294.08974
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6747 | 6747 | 0.9988 True
|
|
7893 | 7893 | 0.9988 True
|
|
--------------------------------------------------------------------------------
|
|
[1060/3000] Train loss: 0.00031, Valid loss: 0.00032, Elapsed_time: 295.69606
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8194 | 8194 | 0.9991 True
|
|
4695 | 4695 | 0.9985 True
|
|
--------------------------------------------------------------------------------
|
|
[1065/3000] Train loss: 0.00030, Valid loss: 0.00032, Elapsed_time: 296.98663
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3019 | 3019 | 0.9989 True
|
|
8067 | 8067 | 0.9965 True
|
|
--------------------------------------------------------------------------------
|
|
[1070/3000] Train loss: 0.00029, Valid loss: 0.00032, Elapsed_time: 298.26479
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1155 | 1155 | 0.5906 True
|
|
5183 | 5183 | 0.9986 True
|
|
--------------------------------------------------------------------------------
|
|
[1075/3000] Train loss: 0.00029, Valid loss: 0.00029, Elapsed_time: 299.53142
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0311 | 0311 | 0.8853 True
|
|
2016 | 2016 | 0.9984 True
|
|
--------------------------------------------------------------------------------
|
|
[1080/3000] Train loss: 0.00029, Valid loss: 0.00029, Elapsed_time: 300.79827
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0132 | 0132 | 0.9984 True
|
|
4361 | 4361 | 0.9980 True
|
|
--------------------------------------------------------------------------------
|
|
[1085/3000] Train loss: 0.00029, Valid loss: 0.00030, Elapsed_time: 302.07897
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9300 | 9300 | 0.6752 True
|
|
7747 | 7747 | 0.8823 True
|
|
--------------------------------------------------------------------------------
|
|
[1090/3000] Train loss: 0.00038, Valid loss: 0.00029, Elapsed_time: 303.64330
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2117 | 2117 | 0.9986 True
|
|
7747 | 7747 | 0.9047 True
|
|
--------------------------------------------------------------------------------
|
|
[1095/3000] Train loss: 0.00028, Valid loss: 0.00030, Elapsed_time: 305.00918
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0834 | 0834 | 0.9981 True
|
|
7993 | 7993 | 0.9994 True
|
|
--------------------------------------------------------------------------------
|
|
[1100/3000] Train loss: 0.00024, Valid loss: 0.00028, Elapsed_time: 306.26691
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1475 | 1475 | 0.9991 True
|
|
7730 | 7730 | 0.9083 True
|
|
--------------------------------------------------------------------------------
|
|
[1105/3000] Train loss: 0.00030, Valid loss: 0.00027, Elapsed_time: 307.62809
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6972 | 6972 | 0.9982 True
|
|
3326 | 3326 | 0.4909 True
|
|
--------------------------------------------------------------------------------
|
|
[1110/3000] Train loss: 0.00025, Valid loss: 0.00028, Elapsed_time: 309.00263
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5912 | 5912 | 0.9973 True
|
|
8811 | 8811 | 0.3548 True
|
|
--------------------------------------------------------------------------------
|
|
[1115/3000] Train loss: 0.00026, Valid loss: 0.00027, Elapsed_time: 310.35203
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4044 | 4044 | 0.7247 True
|
|
5493 | 5493 | 0.9993 True
|
|
--------------------------------------------------------------------------------
|
|
[1120/3000] Train loss: 0.00031, Valid loss: 0.00028, Elapsed_time: 311.93392
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0083 | 0083 | 0.5313 True
|
|
3019 | 3019 | 0.9991 True
|
|
--------------------------------------------------------------------------------
|
|
[1125/3000] Train loss: 0.00025, Valid loss: 0.00025, Elapsed_time: 313.24136
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7893 | 7893 | 0.9990 True
|
|
5493 | 5493 | 0.9994 True
|
|
--------------------------------------------------------------------------------
|
|
[1130/3000] Train loss: 0.00026, Valid loss: 0.00025, Elapsed_time: 314.55473
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7747 | 7747 | 0.8920 True
|
|
5053 | 5053 | 0.9985 True
|
|
--------------------------------------------------------------------------------
|
|
[1135/3000] Train loss: 0.00024, Valid loss: 0.00025, Elapsed_time: 315.87608
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5827 | 5827 | 0.9980 True
|
|
5504 | 5504 | 0.9487 True
|
|
--------------------------------------------------------------------------------
|
|
[1140/3000] Train loss: 0.00023, Valid loss: 0.00025, Elapsed_time: 317.20768
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2262 | 2262 | 0.5021 True
|
|
6730 | 6730 | 0.9979 True
|
|
--------------------------------------------------------------------------------
|
|
[1145/3000] Train loss: 0.00023, Valid loss: 0.00024, Elapsed_time: 318.46225
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2886 | 2886 | 0.9989 True
|
|
6711 | 6711 | 0.8744 True
|
|
--------------------------------------------------------------------------------
|
|
[1150/3000] Train loss: 0.00022, Valid loss: 0.00024, Elapsed_time: 319.77111
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4044 | 4044 | 0.7178 True
|
|
4379 | 4379 | 0.9986 True
|
|
--------------------------------------------------------------------------------
|
|
[1155/3000] Train loss: 0.00027, Valid loss: 0.00023, Elapsed_time: 321.39517
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6026 | 6026 | 0.9993 True
|
|
0998 | 0998 | 0.9969 True
|
|
--------------------------------------------------------------------------------
|
|
[1160/3000] Train loss: 0.00022, Valid loss: 0.00023, Elapsed_time: 322.72301
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0439 | 0439 | 0.9990 True
|
|
8892 | 8892 | 0.3017 True
|
|
--------------------------------------------------------------------------------
|
|
[1165/3000] Train loss: 0.00022, Valid loss: 0.00022, Elapsed_time: 324.08616
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9089 | 9089 | 0.9988 True
|
|
6711 | 6711 | 0.8486 True
|
|
--------------------------------------------------------------------------------
|
|
[1170/3000] Train loss: 0.00021, Valid loss: 0.00023, Elapsed_time: 325.41590
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9740 | 9740 | 0.9970 True
|
|
5720 | 5720 | 0.9980 True
|
|
--------------------------------------------------------------------------------
|
|
[1175/3000] Train loss: 0.00035, Valid loss: 0.00024, Elapsed_time: 326.70943
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9054 | 9054 | 0.9947 True
|
|
5827 | 5827 | 0.9981 True
|
|
--------------------------------------------------------------------------------
|
|
[1180/3000] Train loss: 0.00021, Valid loss: 0.00022, Elapsed_time: 327.95474
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6078 | 6078 | 0.9994 True
|
|
3312 | 3312 | 0.4925 True
|
|
--------------------------------------------------------------------------------
|
|
[1185/3000] Train loss: 0.00028, Valid loss: 0.00022, Elapsed_time: 329.61831
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0311 | 0311 | 0.8872 True
|
|
8839 | 8839 | 0.4261 True
|
|
--------------------------------------------------------------------------------
|
|
[1190/3000] Train loss: 0.00019, Valid loss: 0.00022, Elapsed_time: 330.94229
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5493 | 5493 | 0.9995 True
|
|
9332 | 9332 | 0.9987 True
|
|
--------------------------------------------------------------------------------
|
|
[1195/3000] Train loss: 0.00030, Valid loss: 0.00023, Elapsed_time: 332.26639
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9970 | 9970 | 0.5943 True
|
|
8858 | 8858 | 0.6360 True
|
|
--------------------------------------------------------------------------------
|
|
[1200/3000] Train loss: 0.00025, Valid loss: 0.00024, Elapsed_time: 333.56403
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3312 | 3312 | 0.5679 True
|
|
4450 | 4450 | 0.7568 True
|
|
--------------------------------------------------------------------------------
|
|
[1205/3000] Train loss: 0.00020, Valid loss: 0.00022, Elapsed_time: 334.86218
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9083 | 9083 | 0.9986 True
|
|
3308 | 3308 | 0.5970 True
|
|
--------------------------------------------------------------------------------
|
|
[1210/3000] Train loss: 0.00024, Valid loss: 0.00021, Elapsed_time: 336.12682
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9332 | 9332 | 0.9986 True
|
|
4242 | 4242 | 0.9992 True
|
|
--------------------------------------------------------------------------------
|
|
[1215/3000] Train loss: 0.00023, Valid loss: 0.00021, Elapsed_time: 337.40897
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6373 | 6373 | 0.9994 True
|
|
1772 | 1772 | 0.9978 True
|
|
--------------------------------------------------------------------------------
|
|
[1220/3000] Train loss: 0.00020, Valid loss: 0.00021, Elapsed_time: 339.02793
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6060 | 6060 | 0.9988 True
|
|
5012 | 5012 | 0.9993 True
|
|
--------------------------------------------------------------------------------
|
|
[1225/3000] Train loss: 0.00020, Valid loss: 0.00020, Elapsed_time: 340.36276
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8939 | 8939 | 0.9989 True
|
|
5634 | 5634 | 0.9986 True
|
|
--------------------------------------------------------------------------------
|
|
[1230/3000] Train loss: 0.00023, Valid loss: 0.00021, Elapsed_time: 341.69306
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3279 | 3279 | 0.9950 True
|
|
6591 | 6591 | 0.9993 True
|
|
--------------------------------------------------------------------------------
|
|
[1235/3000] Train loss: 0.00018, Valid loss: 0.00020, Elapsed_time: 343.04640
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9725 | 9725 | 0.9998 True
|
|
1082 | 1082 | 0.9995 True
|
|
--------------------------------------------------------------------------------
|
|
[1240/3000] Train loss: 0.00020, Valid loss: 0.00019, Elapsed_time: 344.31773
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1616 | 1616 | 0.9982 True
|
|
6078 | 6078 | 0.9995 True
|
|
--------------------------------------------------------------------------------
|
|
[1245/3000] Train loss: 0.00018, Valid loss: 0.00018, Elapsed_time: 345.59325
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1018 | 1018 | 0.9996 True
|
|
9490 | 9490 | 0.9984 True
|
|
--------------------------------------------------------------------------------
|
|
[1250/3000] Train loss: 0.00019, Valid loss: 0.00018, Elapsed_time: 347.23324
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1018 | 1018 | 0.9996 True
|
|
6373 | 6373 | 0.9994 True
|
|
--------------------------------------------------------------------------------
|
|
[1255/3000] Train loss: 0.00019, Valid loss: 0.00019, Elapsed_time: 348.59044
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2117 | 2117 | 0.9991 True
|
|
7744 | 7744 | 0.4780 True
|
|
--------------------------------------------------------------------------------
|
|
[1260/3000] Train loss: 0.00021, Valid loss: 0.00019, Elapsed_time: 349.86211
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8858 | 8858 | 0.6175 True
|
|
4242 | 4242 | 0.9992 True
|
|
--------------------------------------------------------------------------------
|
|
[1265/3000] Train loss: 0.00016, Valid loss: 0.00019, Elapsed_time: 351.17038
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1195 | 1195 | 0.7338 True
|
|
1667 | 1667 | 0.9990 True
|
|
--------------------------------------------------------------------------------
|
|
[1270/3000] Train loss: 0.00019, Valid loss: 0.00020, Elapsed_time: 352.44277
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4313 | 4313 | 0.9992 True
|
|
8115 | 8115 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[1275/3000] Train loss: 0.00092, Valid loss: 0.00351, Elapsed_time: 353.71141
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8902 | 8902 | 0.9986 True
|
|
2878 | 2878 | 0.9994 True
|
|
--------------------------------------------------------------------------------
|
|
[1280/3000] Train loss: 0.02570, Valid loss: 0.15667, Elapsed_time: 355.30657
|
|
Current_accuracy : 87.000, Current_norm_ED : 0.9642
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9970 | 9970 | 0.4992 True
|
|
6462 | 6442 | 0.5672 False
|
|
--------------------------------------------------------------------------------
|
|
[1285/3000] Train loss: 0.06346, Valid loss: 0.16277, Elapsed_time: 356.62886
|
|
Current_accuracy : 86.000, Current_norm_ED : 0.9653
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3854 | 3854 | 0.9208 True
|
|
4450 | 4450 | 0.4257 True
|
|
--------------------------------------------------------------------------------
|
|
[1290/3000] Train loss: 0.00263, Valid loss: 0.00094, Elapsed_time: 357.89078
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0589 | 0589 | 0.9970 True
|
|
0691 | 0691 | 0.9988 True
|
|
--------------------------------------------------------------------------------
|
|
[1295/3000] Train loss: 0.00204, Valid loss: 0.00113, Elapsed_time: 359.15498
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2140 | 2140 | 0.9934 True
|
|
6060 | 6060 | 0.9978 True
|
|
--------------------------------------------------------------------------------
|
|
[1300/3000] Train loss: 0.00164, Valid loss: 0.00071, Elapsed_time: 360.44287
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2492 | 2492 | 0.9989 True
|
|
9922 | 9922 | 0.7322 True
|
|
--------------------------------------------------------------------------------
|
|
[1305/3000] Train loss: 0.00080, Valid loss: 0.00058, Elapsed_time: 361.69105
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0311 | 0311 | 0.7645 True
|
|
3312 | 3312 | 0.5572 True
|
|
--------------------------------------------------------------------------------
|
|
[1310/3000] Train loss: 0.00080, Valid loss: 0.00060, Elapsed_time: 362.96309
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2917 | 2917 | 0.9989 True
|
|
8641 | 8641 | 0.9977 True
|
|
--------------------------------------------------------------------------------
|
|
[1315/3000] Train loss: 0.00059, Valid loss: 0.00041, Elapsed_time: 364.57491
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0261 | 0261 | 0.9990 True
|
|
8892 | 8892 | 0.5209 True
|
|
--------------------------------------------------------------------------------
|
|
[1320/3000] Train loss: 0.00077, Valid loss: 0.00046, Elapsed_time: 365.86983
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9922 | 9922 | 0.6735 True
|
|
4450 | 4450 | 0.6216 True
|
|
--------------------------------------------------------------------------------
|
|
[1325/3000] Train loss: 0.00039, Valid loss: 0.00042, Elapsed_time: 367.15468
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3305 | 3305 | 0.7674 True
|
|
3982 | 3982 | 0.9994 True
|
|
--------------------------------------------------------------------------------
|
|
[1330/3000] Train loss: 0.00038, Valid loss: 0.00037, Elapsed_time: 368.43778
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4318 | 4318 | 0.9991 True
|
|
4786 | 4786 | 0.9980 True
|
|
--------------------------------------------------------------------------------
|
|
[1335/3000] Train loss: 0.00037, Valid loss: 0.00034, Elapsed_time: 369.69168
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2078 | 2078 | 0.9996 True
|
|
9740 | 9740 | 0.9851 True
|
|
--------------------------------------------------------------------------------
|
|
[1340/3000] Train loss: 0.00036, Valid loss: 0.00032, Elapsed_time: 370.93532
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9089 | 9089 | 0.9987 True
|
|
8051 | 8051 | 0.9977 True
|
|
--------------------------------------------------------------------------------
|
|
[1345/3000] Train loss: 0.00033, Valid loss: 0.00034, Elapsed_time: 372.51666
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0146 | 0146 | 0.9950 True
|
|
6248 | 6248 | 0.9986 True
|
|
--------------------------------------------------------------------------------
|
|
[1350/3000] Train loss: 0.00034, Valid loss: 0.00031, Elapsed_time: 373.79226
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5012 | 5012 | 0.9992 True
|
|
9807 | 9807 | 0.9985 True
|
|
--------------------------------------------------------------------------------
|
|
[1355/3000] Train loss: 0.00026, Valid loss: 0.00029, Elapsed_time: 375.09239
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1772 | 1772 | 0.9978 True
|
|
2140 | 2140 | 0.9871 True
|
|
--------------------------------------------------------------------------------
|
|
[1360/3000] Train loss: 0.00027, Valid loss: 0.00029, Elapsed_time: 376.39026
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4295 | 4295 | 0.9994 True
|
|
9154 | 9154 | 0.9963 True
|
|
--------------------------------------------------------------------------------
|
|
[1365/3000] Train loss: 0.00026, Valid loss: 0.00027, Elapsed_time: 377.66754
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5634 | 5634 | 0.9987 True
|
|
9797 | 9797 | 0.9992 True
|
|
--------------------------------------------------------------------------------
|
|
[1370/3000] Train loss: 0.00028, Valid loss: 0.00026, Elapsed_time: 378.92760
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7747 | 7747 | 0.8360 True
|
|
6078 | 6078 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[1375/3000] Train loss: 0.00024, Valid loss: 0.00026, Elapsed_time: 380.23214
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1936 | 1936 | 0.9987 True
|
|
3982 | 3982 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[1380/3000] Train loss: 0.00025, Valid loss: 0.00026, Elapsed_time: 381.80382
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3305 | 3305 | 0.5889 True
|
|
4677 | 4677 | 0.9006 True
|
|
--------------------------------------------------------------------------------
|
|
[1385/3000] Train loss: 0.00023, Valid loss: 0.00026, Elapsed_time: 383.06402
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3305 | 3305 | 0.5817 True
|
|
9545 | 9545 | 0.9992 True
|
|
--------------------------------------------------------------------------------
|
|
[1390/3000] Train loss: 0.00025, Valid loss: 0.00023, Elapsed_time: 384.33385
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2117 | 2117 | 0.9994 True
|
|
4974 | 4974 | 0.9981 True
|
|
--------------------------------------------------------------------------------
|
|
[1395/3000] Train loss: 0.00023, Valid loss: 0.00024, Elapsed_time: 385.66400
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8005 | 8005 | 0.9990 True
|
|
6805 | 6805 | 0.9987 True
|
|
--------------------------------------------------------------------------------
|
|
[1400/3000] Train loss: 0.00023, Valid loss: 0.00023, Elapsed_time: 386.93874
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0998 | 0998 | 0.9974 True
|
|
0035 | 0035 | 0.8543 True
|
|
--------------------------------------------------------------------------------
|
|
[1405/3000] Train loss: 0.00020, Valid loss: 0.00022, Elapsed_time: 388.17086
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2867 | 2867 | 0.9988 True
|
|
1155 | 1155 | 0.6321 True
|
|
--------------------------------------------------------------------------------
|
|
[1410/3000] Train loss: 0.00023, Valid loss: 0.00022, Elapsed_time: 389.76018
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9589 | 9589 | 0.9987 True
|
|
6711 | 6711 | 0.7887 True
|
|
--------------------------------------------------------------------------------
|
|
[1415/3000] Train loss: 0.00021, Valid loss: 0.00023, Elapsed_time: 391.07031
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5218 | 5218 | 0.9997 True
|
|
9589 | 9589 | 0.9987 True
|
|
--------------------------------------------------------------------------------
|
|
[1420/3000] Train loss: 0.00019, Valid loss: 0.00020, Elapsed_time: 392.37834
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7022 | 7022 | 0.5570 True
|
|
4977 | 4977 | 0.6357 True
|
|
--------------------------------------------------------------------------------
|
|
[1425/3000] Train loss: 0.00020, Valid loss: 0.00019, Elapsed_time: 393.63238
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6275 | 6275 | 0.9995 True
|
|
2886 | 2886 | 0.9985 True
|
|
--------------------------------------------------------------------------------
|
|
[1430/3000] Train loss: 0.00018, Valid loss: 0.00019, Elapsed_time: 394.98353
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0691 | 0691 | 0.9995 True
|
|
9922 | 9922 | 0.6435 True
|
|
--------------------------------------------------------------------------------
|
|
[1435/3000] Train loss: 0.00017, Valid loss: 0.00020, Elapsed_time: 396.25069
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3305 | 3305 | 0.5098 True
|
|
8115 | 8115 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[1440/3000] Train loss: 0.00019, Valid loss: 0.00019, Elapsed_time: 397.81788
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2262 | 2262 | 0.7807 True
|
|
8902 | 8902 | 0.9989 True
|
|
--------------------------------------------------------------------------------
|
|
[1445/3000] Train loss: 0.00016, Valid loss: 0.00018, Elapsed_time: 399.14382
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9011 | 9011 | 0.9075 True
|
|
9300 | 9300 | 0.8120 True
|
|
--------------------------------------------------------------------------------
|
|
[1450/3000] Train loss: 0.00016, Valid loss: 0.00021, Elapsed_time: 400.45541
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8902 | 8902 | 0.9990 True
|
|
4695 | 4695 | 0.9991 True
|
|
--------------------------------------------------------------------------------
|
|
[1455/3000] Train loss: 0.00017, Valid loss: 0.00018, Elapsed_time: 401.75089
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8170 | 8170 | 0.9984 True
|
|
6972 | 6972 | 0.9991 True
|
|
--------------------------------------------------------------------------------
|
|
[1460/3000] Train loss: 0.00016, Valid loss: 0.00017, Elapsed_time: 403.05722
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5493 | 5493 | 0.9996 True
|
|
1018 | 1018 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[1465/3000] Train loss: 0.00018, Valid loss: 0.00016, Elapsed_time: 404.30006
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8115 | 8115 | 0.9997 True
|
|
2853 | 2853 | 0.9992 True
|
|
--------------------------------------------------------------------------------
|
|
[1470/3000] Train loss: 0.00016, Valid loss: 0.00017, Elapsed_time: 405.58092
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4841 | 4841 | 0.9992 True
|
|
4374 | 4374 | 0.9986 True
|
|
--------------------------------------------------------------------------------
|
|
[1475/3000] Train loss: 0.01525, Valid loss: 0.00612, Elapsed_time: 407.18503
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9975
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6730 | 6730 | 0.9983 True
|
|
4908 | 4908 | 0.9991 True
|
|
--------------------------------------------------------------------------------
|
|
[1480/3000] Train loss: 0.00028, Valid loss: 0.00154, Elapsed_time: 408.48048
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3982 | 3982 | 0.9996 True
|
|
7595 | 7595 | 0.9994 True
|
|
--------------------------------------------------------------------------------
|
|
[1485/3000] Train loss: 0.00034, Valid loss: 0.00027, Elapsed_time: 409.74933
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3326 | 3326 | 0.6098 True
|
|
1772 | 1772 | 0.9961 True
|
|
--------------------------------------------------------------------------------
|
|
[1490/3000] Train loss: 0.00025, Valid loss: 0.00023, Elapsed_time: 411.14618
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9589 | 9589 | 0.9991 True
|
|
3074 | 3074 | 0.9981 True
|
|
--------------------------------------------------------------------------------
|
|
[1495/3000] Train loss: 0.00020, Valid loss: 0.00021, Elapsed_time: 412.39640
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3312 | 3312 | 0.6543 True
|
|
9490 | 9490 | 0.9982 True
|
|
--------------------------------------------------------------------------------
|
|
[1500/3000] Train loss: 0.00161, Valid loss: 0.00294, Elapsed_time: 413.67293
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9990
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2262 | 2262 | 0.6180 True
|
|
0589 | 0589 | 0.9991 True
|
|
--------------------------------------------------------------------------------
|
|
[1505/3000] Train loss: 0.07050, Valid loss: 0.10608, Elapsed_time: 415.26120
|
|
Current_accuracy : 89.500, Current_norm_ED : 0.9740
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3148 | 3148 | 0.9706 True
|
|
5464 | 5464 | 0.9775 True
|
|
--------------------------------------------------------------------------------
|
|
[1510/3000] Train loss: 0.04268, Valid loss: 0.28370, Elapsed_time: 416.58109
|
|
Current_accuracy : 76.000, Current_norm_ED : 0.9226
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9005 | 9005 | 0.9904 True
|
|
2345 | 23448 | 0.0982 False
|
|
--------------------------------------------------------------------------------
|
|
[1515/3000] Train loss: 0.07329, Valid loss: 0.03508, Elapsed_time: 417.83856
|
|
Current_accuracy : 94.000, Current_norm_ED : 0.9850
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0834 | 0834 | 0.9898 True
|
|
0604 | 0604 | 0.9969 True
|
|
--------------------------------------------------------------------------------
|
|
[1520/3000] Train loss: 0.06510, Valid loss: 0.06904, Elapsed_time: 419.10670
|
|
Current_accuracy : 93.000, Current_norm_ED : 0.9830
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8858 | 8858 | 0.4719 True
|
|
5904 | 5904 | 0.9773 True
|
|
--------------------------------------------------------------------------------
|
|
[1525/3000] Train loss: 0.07999, Valid loss: 0.20143, Elapsed_time: 420.40339
|
|
Current_accuracy : 85.000, Current_norm_ED : 0.9628
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5720 | 5720 | 0.9944 True
|
|
6026 | 626 | 0.5772 False
|
|
--------------------------------------------------------------------------------
|
|
[1530/3000] Train loss: 0.03966, Valid loss: 0.05368, Elapsed_time: 421.65375
|
|
Current_accuracy : 96.000, Current_norm_ED : 0.9918
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2521 | 2521 | 0.9182 True
|
|
3563 | 3563 | 0.9914 True
|
|
--------------------------------------------------------------------------------
|
|
[1535/3000] Train loss: 0.25903, Valid loss: 0.07329, Elapsed_time: 422.90008
|
|
Current_accuracy : 91.000, Current_norm_ED : 0.9768
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7655 | 765 | 0.5373 False
|
|
9030 | 9030 | 0.9934 True
|
|
--------------------------------------------------------------------------------
|
|
[1540/3000] Train loss: 0.04399, Valid loss: 0.07062, Elapsed_time: 424.45755
|
|
Current_accuracy : 92.000, Current_norm_ED : 0.9788
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7730 | 730 | 0.3953 False
|
|
4379 | 4379 | 0.9935 True
|
|
--------------------------------------------------------------------------------
|
|
[1545/3000] Train loss: 0.08977, Valid loss: 0.14163, Elapsed_time: 425.74972
|
|
Current_accuracy : 86.000, Current_norm_ED : 0.9637
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6248 | 6248 | 0.7531 True
|
|
5065 | 5065 | 0.8016 True
|
|
--------------------------------------------------------------------------------
|
|
[1550/3000] Train loss: 0.09480, Valid loss: 0.33492, Elapsed_time: 427.04850
|
|
Current_accuracy : 76.000, Current_norm_ED : 0.9375
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5053 | 5053 | 0.9592 True
|
|
7408 | 7406 | 0.9061 False
|
|
--------------------------------------------------------------------------------
|
|
[1555/3000] Train loss: 0.01342, Valid loss: 0.02726, Elapsed_time: 428.36906
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9975
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7730 | 7730 | 0.4683 True
|
|
5013 | 5013 | 0.9803 True
|
|
--------------------------------------------------------------------------------
|
|
[1560/3000] Train loss: 0.02455, Valid loss: 0.22287, Elapsed_time: 429.65114
|
|
Current_accuracy : 82.500, Current_norm_ED : 0.9580
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2867 | 2867 | 0.9375 True
|
|
8476 | 8476 | 0.9806 True
|
|
--------------------------------------------------------------------------------
|
|
[1565/3000] Train loss: 0.08267, Valid loss: 0.03529, Elapsed_time: 430.90072
|
|
Current_accuracy : 97.000, Current_norm_ED : 0.9925
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4383 | 4383 | 0.9913 True
|
|
7435 | 7435 | 0.9952 True
|
|
--------------------------------------------------------------------------------
|
|
[1570/3000] Train loss: 0.10940, Valid loss: 0.05318, Elapsed_time: 432.52179
|
|
Current_accuracy : 93.000, Current_norm_ED : 0.9822
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6323 | 6323 | 0.9844 True
|
|
3982 | 3982 | 0.9904 True
|
|
--------------------------------------------------------------------------------
|
|
[1575/3000] Train loss: 0.04342, Valid loss: 0.04442, Elapsed_time: 433.80898
|
|
Current_accuracy : 97.000, Current_norm_ED : 0.9925
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5078 | 5078 | 0.9979 True
|
|
2345 | 2345 | 0.9914 True
|
|
--------------------------------------------------------------------------------
|
|
[1580/3000] Train loss: 0.02058, Valid loss: 0.03715, Elapsed_time: 435.06383
|
|
Current_accuracy : 96.500, Current_norm_ED : 0.9915
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3908 | 3908 | 0.9961 True
|
|
4695 | 4695 | 0.9790 True
|
|
--------------------------------------------------------------------------------
|
|
[1585/3000] Train loss: 0.01703, Valid loss: 0.00339, Elapsed_time: 436.37068
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0439 | 0439 | 0.9942 True
|
|
3908 | 3908 | 0.9964 True
|
|
--------------------------------------------------------------------------------
|
|
[1590/3000] Train loss: 0.00282, Valid loss: 0.00228, Elapsed_time: 437.63808
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9329 | 9329 | 0.9973 True
|
|
8858 | 8858 | 0.5554 True
|
|
--------------------------------------------------------------------------------
|
|
[1595/3000] Train loss: 0.00483, Valid loss: 0.00276, Elapsed_time: 438.91378
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8030 | 8030 | 0.9177 True
|
|
5827 | 5827 | 0.9961 True
|
|
--------------------------------------------------------------------------------
|
|
[1600/3000] Train loss: 0.00294, Valid loss: 0.00156, Elapsed_time: 440.46275
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3191 | 3191 | 0.9988 True
|
|
5912 | 5912 | 0.9955 True
|
|
--------------------------------------------------------------------------------
|
|
[1605/3000] Train loss: 0.00181, Valid loss: 0.00136, Elapsed_time: 441.76868
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8641 | 8641 | 0.4951 True
|
|
2016 | 2016 | 0.9961 True
|
|
--------------------------------------------------------------------------------
|
|
[1610/3000] Train loss: 0.00146, Valid loss: 0.00128, Elapsed_time: 443.06322
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2985 | 2985 | 0.9979 True
|
|
5334 | 5334 | 0.9952 True
|
|
--------------------------------------------------------------------------------
|
|
[1615/3000] Train loss: 0.00142, Valid loss: 0.00120, Elapsed_time: 444.33502
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1195 | 1195 | 0.7875 True
|
|
4318 | 4318 | 0.9980 True
|
|
--------------------------------------------------------------------------------
|
|
[1620/3000] Train loss: 0.00456, Valid loss: 0.00864, Elapsed_time: 445.61401
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9965
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4846 | 4846 | 0.9985 True
|
|
9807 | 9807 | 0.9940 True
|
|
--------------------------------------------------------------------------------
|
|
[1625/3000] Train loss: 0.00253, Valid loss: 0.00274, Elapsed_time: 446.88317
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6014 | 6014 | 0.9929 True
|
|
4295 | 4295 | 0.9979 True
|
|
--------------------------------------------------------------------------------
|
|
[1630/3000] Train loss: 0.00210, Valid loss: 0.00105, Elapsed_time: 448.15096
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2985 | 2985 | 0.9986 True
|
|
3250 | 3250 | 0.9700 True
|
|
--------------------------------------------------------------------------------
|
|
[1635/3000] Train loss: 0.00080, Valid loss: 0.00086, Elapsed_time: 449.71440
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7278 | 7278 | 0.9961 True
|
|
9154 | 9154 | 0.9740 True
|
|
--------------------------------------------------------------------------------
|
|
[1640/3000] Train loss: 0.00100, Valid loss: 0.00081, Elapsed_time: 450.98181
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0649 | 0649 | 0.6849 True
|
|
8005 | 8005 | 0.9930 True
|
|
--------------------------------------------------------------------------------
|
|
[1645/3000] Train loss: 0.00068, Valid loss: 0.00078, Elapsed_time: 452.25409
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7933 | 7933 | 0.7955 True
|
|
2262 | 2262 | 0.5130 True
|
|
--------------------------------------------------------------------------------
|
|
[1650/3000] Train loss: 0.00080, Valid loss: 0.00070, Elapsed_time: 453.54462
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2886 | 2886 | 0.9929 True
|
|
0589 | 0589 | 0.9978 True
|
|
--------------------------------------------------------------------------------
|
|
[1655/3000] Train loss: 0.00067, Valid loss: 0.00065, Elapsed_time: 454.86074
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2917 | 2917 | 0.9971 True
|
|
6325 | 6325 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[1660/3000] Train loss: 0.00058, Valid loss: 0.00069, Elapsed_time: 456.14349
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8005 | 8005 | 0.9948 True
|
|
0279 | 0279 | 0.9968 True
|
|
--------------------------------------------------------------------------------
|
|
[1665/3000] Train loss: 0.00067, Valid loss: 0.00057, Elapsed_time: 457.76375
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3019 | 3019 | 0.9980 True
|
|
7747 | 7747 | 0.8694 True
|
|
--------------------------------------------------------------------------------
|
|
[1670/3000] Train loss: 0.00055, Valid loss: 0.00055, Elapsed_time: 459.10614
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2886 | 2886 | 0.9938 True
|
|
1516 | 1516 | 0.9926 True
|
|
--------------------------------------------------------------------------------
|
|
[1675/3000] Train loss: 0.00048, Valid loss: 0.00053, Elapsed_time: 460.37514
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1155 | 1155 | 0.4691 True
|
|
4048 | 4048 | 0.9992 True
|
|
--------------------------------------------------------------------------------
|
|
[1680/3000] Train loss: 0.00050, Valid loss: 0.00050, Elapsed_time: 461.68626
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0439 | 0439 | 0.9978 True
|
|
9725 | 9725 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[1685/3000] Train loss: 0.00058, Valid loss: 0.00052, Elapsed_time: 462.97950
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0034 | 0034 | 0.9390 True
|
|
8811 | 8811 | 0.6269 True
|
|
--------------------------------------------------------------------------------
|
|
[1690/3000] Train loss: 0.00046, Valid loss: 0.00048, Elapsed_time: 464.22758
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3326 | 3326 | 0.7225 True
|
|
6972 | 6972 | 0.9987 True
|
|
--------------------------------------------------------------------------------
|
|
[1695/3000] Train loss: 0.00048, Valid loss: 0.00055, Elapsed_time: 465.51099
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9740 | 9740 | 0.9971 True
|
|
3019 | 3019 | 0.9984 True
|
|
--------------------------------------------------------------------------------
|
|
[1700/3000] Train loss: 0.00045, Valid loss: 0.00043, Elapsed_time: 467.09550
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2886 | 2886 | 0.9968 True
|
|
8858 | 8858 | 0.9271 True
|
|
--------------------------------------------------------------------------------
|
|
[1705/3000] Train loss: 0.00039, Valid loss: 0.00041, Elapsed_time: 468.39930
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5904 | 5904 | 0.9987 True
|
|
2078 | 2078 | 0.9994 True
|
|
--------------------------------------------------------------------------------
|
|
[1710/3000] Train loss: 0.00035, Valid loss: 0.00040, Elapsed_time: 469.65559
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9754 | 9754 | 0.9836 True
|
|
0279 | 0279 | 0.9979 True
|
|
--------------------------------------------------------------------------------
|
|
[1715/3000] Train loss: 0.00135, Valid loss: 0.04759, Elapsed_time: 470.94581
|
|
Current_accuracy : 97.000, Current_norm_ED : 0.9925
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4432 | 4432 | 0.4114 True
|
|
3019 | 3018 | 0.9058 False
|
|
--------------------------------------------------------------------------------
|
|
[1720/3000] Train loss: 0.00324, Valid loss: 0.00061, Elapsed_time: 472.22692
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3908 | 3908 | 0.9924 True
|
|
3074 | 3074 | 0.9980 True
|
|
--------------------------------------------------------------------------------
|
|
[1725/3000] Train loss: 0.00052, Valid loss: 0.00051, Elapsed_time: 473.46756
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2358 | 2358 | 0.9956 True
|
|
9089 | 9089 | 0.9990 True
|
|
--------------------------------------------------------------------------------
|
|
[1730/3000] Train loss: 0.00043, Valid loss: 0.00043, Elapsed_time: 475.01944
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5977 | 5977 | 0.5690 True
|
|
7051 | 7051 | 0.9975 True
|
|
--------------------------------------------------------------------------------
|
|
[1735/3000] Train loss: 0.00037, Valid loss: 0.00044, Elapsed_time: 476.34487
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9148 | 9148 | 0.9989 True
|
|
7719 | 7719 | 0.9030 True
|
|
--------------------------------------------------------------------------------
|
|
[1740/3000] Train loss: 0.00037, Valid loss: 0.00040, Elapsed_time: 477.60994
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2468 | 2468 | 0.4964 True
|
|
8858 | 8858 | 0.9146 True
|
|
--------------------------------------------------------------------------------
|
|
[1745/3000] Train loss: 0.00037, Valid loss: 0.00036, Elapsed_time: 478.88910
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2140 | 2140 | 0.9981 True
|
|
2282 | 2282 | 0.5002 True
|
|
--------------------------------------------------------------------------------
|
|
[1750/3000] Train loss: 0.00038, Valid loss: 0.00036, Elapsed_time: 480.18736
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7747 | 7747 | 0.9172 True
|
|
4313 | 4313 | 0.9967 True
|
|
--------------------------------------------------------------------------------
|
|
[1755/3000] Train loss: 0.00033, Valid loss: 0.00038, Elapsed_time: 481.45078
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0279 | 0279 | 0.9983 True
|
|
4786 | 4786 | 0.9990 True
|
|
--------------------------------------------------------------------------------
|
|
[1760/3000] Train loss: 0.00036, Valid loss: 0.00035, Elapsed_time: 483.00970
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3074 | 3074 | 0.9985 True
|
|
6747 | 6747 | 0.9989 True
|
|
--------------------------------------------------------------------------------
|
|
[1765/3000] Train loss: 0.00038, Valid loss: 0.00032, Elapsed_time: 484.30707
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9807 | 9807 | 0.9984 True
|
|
0786 | 0786 | 0.9986 True
|
|
--------------------------------------------------------------------------------
|
|
[1770/3000] Train loss: 0.00031, Valid loss: 0.00030, Elapsed_time: 485.60494
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2886 | 2886 | 0.9944 True
|
|
1616 | 1616 | 0.9973 True
|
|
--------------------------------------------------------------------------------
|
|
[1775/3000] Train loss: 0.00033, Valid loss: 0.00028, Elapsed_time: 486.87682
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3191 | 3191 | 0.9996 True
|
|
5904 | 5904 | 0.9989 True
|
|
--------------------------------------------------------------------------------
|
|
[1780/3000] Train loss: 0.00030, Valid loss: 0.00028, Elapsed_time: 488.12706
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5053 | 5053 | 0.9984 True
|
|
9148 | 9148 | 0.9993 True
|
|
--------------------------------------------------------------------------------
|
|
[1785/3000] Train loss: 0.00029, Valid loss: 0.00027, Elapsed_time: 489.38006
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6972 | 6972 | 0.9991 True
|
|
6373 | 6373 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[1790/3000] Train loss: 0.00031, Valid loss: 0.00028, Elapsed_time: 490.67032
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2078 | 2078 | 0.9995 True
|
|
1936 | 1936 | 0.9991 True
|
|
--------------------------------------------------------------------------------
|
|
[1795/3000] Train loss: 0.00026, Valid loss: 0.00027, Elapsed_time: 492.27844
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4977 | 4977 | 0.8831 True
|
|
2117 | 2117 | 0.9986 True
|
|
--------------------------------------------------------------------------------
|
|
[1800/3000] Train loss: 0.00023, Valid loss: 0.00025, Elapsed_time: 493.56696
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3908 | 3908 | 0.9992 True
|
|
6730 | 6730 | 0.9984 True
|
|
--------------------------------------------------------------------------------
|
|
[1805/3000] Train loss: 0.00023, Valid loss: 0.00025, Elapsed_time: 494.85996
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5012 | 5012 | 0.9993 True
|
|
5504 | 5504 | 0.9364 True
|
|
--------------------------------------------------------------------------------
|
|
[1810/3000] Train loss: 0.00028, Valid loss: 0.00024, Elapsed_time: 496.18687
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6591 | 6591 | 0.9996 True
|
|
0786 | 0786 | 0.9989 True
|
|
--------------------------------------------------------------------------------
|
|
[1815/3000] Train loss: 0.00024, Valid loss: 0.00024, Elapsed_time: 497.46128
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2262 | 2262 | 0.5659 True
|
|
6275 | 6275 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[1820/3000] Train loss: 0.00022, Valid loss: 0.00024, Elapsed_time: 498.76009
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7747 | 7747 | 0.9341 True
|
|
5708 | 5708 | 0.9992 True
|
|
--------------------------------------------------------------------------------
|
|
[1825/3000] Train loss: 0.00021, Valid loss: 0.00023, Elapsed_time: 500.35098
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5078 | 5078 | 0.9996 True
|
|
4786 | 4786 | 0.9992 True
|
|
--------------------------------------------------------------------------------
|
|
[1830/3000] Train loss: 0.00022, Valid loss: 0.00022, Elapsed_time: 501.67833
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1475 | 1475 | 0.9995 True
|
|
5720 | 5720 | 0.9986 True
|
|
--------------------------------------------------------------------------------
|
|
[1835/3000] Train loss: 0.00022, Valid loss: 0.00023, Elapsed_time: 502.92574
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1195 | 1195 | 0.7963 True
|
|
4450 | 4450 | 0.7428 True
|
|
--------------------------------------------------------------------------------
|
|
[1840/3000] Train loss: 0.00024, Valid loss: 0.00021, Elapsed_time: 504.19377
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6972 | 6972 | 0.9992 True
|
|
4841 | 4841 | 0.9988 True
|
|
--------------------------------------------------------------------------------
|
|
[1845/3000] Train loss: 0.00021, Valid loss: 0.00021, Elapsed_time: 505.49299
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9970 | 9970 | 0.9015 True
|
|
9332 | 9332 | 0.9992 True
|
|
--------------------------------------------------------------------------------
|
|
[1850/3000] Train loss: 0.00020, Valid loss: 0.00022, Elapsed_time: 506.75792
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2867 | 2867 | 0.9994 True
|
|
3250 | 3250 | 0.9929 True
|
|
--------------------------------------------------------------------------------
|
|
[1855/3000] Train loss: 0.00078, Valid loss: 0.00024, Elapsed_time: 508.04213
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9329 | 9329 | 0.9995 True
|
|
2070 | 2070 | 0.9988 True
|
|
--------------------------------------------------------------------------------
|
|
[1860/3000] Train loss: 0.00027, Valid loss: 0.00021, Elapsed_time: 509.69051
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5012 | 5012 | 0.9993 True
|
|
0834 | 0834 | 0.9904 True
|
|
--------------------------------------------------------------------------------
|
|
[1865/3000] Train loss: 0.00022, Valid loss: 0.00020, Elapsed_time: 510.99785
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3074 | 3074 | 0.9989 True
|
|
8476 | 8476 | 0.9991 True
|
|
--------------------------------------------------------------------------------
|
|
[1870/3000] Train loss: 0.00018, Valid loss: 0.00020, Elapsed_time: 512.25424
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8115 | 8115 | 0.9991 True
|
|
5912 | 5912 | 0.9988 True
|
|
--------------------------------------------------------------------------------
|
|
[1875/3000] Train loss: 0.00024, Valid loss: 0.00019, Elapsed_time: 513.54210
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4295 | 4295 | 0.9994 True
|
|
0998 | 0998 | 0.9982 True
|
|
--------------------------------------------------------------------------------
|
|
[1880/3000] Train loss: 0.00018, Valid loss: 0.00019, Elapsed_time: 514.79702
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2917 | 2917 | 0.9991 True
|
|
9589 | 9589 | 0.9993 True
|
|
--------------------------------------------------------------------------------
|
|
[1885/3000] Train loss: 0.00018, Valid loss: 0.00019, Elapsed_time: 516.09621
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5912 | 5912 | 0.9988 True
|
|
5013 | 5013 | 0.9993 True
|
|
--------------------------------------------------------------------------------
|
|
[1890/3000] Train loss: 0.00019, Valid loss: 0.00017, Elapsed_time: 517.66758
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9797 | 9797 | 0.9992 True
|
|
1516 | 1516 | 0.9980 True
|
|
--------------------------------------------------------------------------------
|
|
[1895/3000] Train loss: 0.00017, Valid loss: 0.00020, Elapsed_time: 518.95665
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7933 | 7933 | 0.8628 True
|
|
9332 | 9332 | 0.9993 True
|
|
--------------------------------------------------------------------------------
|
|
[1900/3000] Train loss: 0.00019, Valid loss: 0.00018, Elapsed_time: 520.30386
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2853 | 2853 | 0.9992 True
|
|
4450 | 4450 | 0.7470 True
|
|
--------------------------------------------------------------------------------
|
|
[1905/3000] Train loss: 0.00016, Valid loss: 0.00018, Elapsed_time: 521.60037
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4816 | 4816 | 0.9984 True
|
|
7730 | 7730 | 0.7435 True
|
|
--------------------------------------------------------------------------------
|
|
[1910/3000] Train loss: 0.00018, Valid loss: 0.00018, Elapsed_time: 522.88466
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9545 | 9545 | 0.9994 True
|
|
3250 | 3250 | 0.9942 True
|
|
--------------------------------------------------------------------------------
|
|
[1915/3000] Train loss: 0.00016, Valid loss: 0.00017, Elapsed_time: 524.22525
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5708 | 5708 | 0.9994 True
|
|
7654 | 7654 | 0.9941 True
|
|
--------------------------------------------------------------------------------
|
|
[1920/3000] Train loss: 0.00016, Valid loss: 0.00016, Elapsed_time: 525.86151
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2878 | 2878 | 0.9997 True
|
|
9922 | 9922 | 0.6719 True
|
|
--------------------------------------------------------------------------------
|
|
[1925/3000] Train loss: 0.00018, Valid loss: 0.00016, Elapsed_time: 527.14326
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0083 | 0083 | 0.8959 True
|
|
4786 | 4786 | 0.9995 True
|
|
--------------------------------------------------------------------------------
|
|
[1930/3000] Train loss: 0.00015, Valid loss: 0.00016, Elapsed_time: 528.46476
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2358 | 2358 | 0.9985 True
|
|
8051 | 8051 | 0.9987 True
|
|
--------------------------------------------------------------------------------
|
|
[1935/3000] Train loss: 0.00017, Valid loss: 0.00016, Elapsed_time: 529.77907
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4695 | 4695 | 0.9984 True
|
|
2605 | 2605 | 0.9989 True
|
|
--------------------------------------------------------------------------------
|
|
[1940/3000] Train loss: 0.00015, Valid loss: 0.00015, Elapsed_time: 531.11592
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0311 | 0311 | 0.4669 True
|
|
7893 | 7893 | 0.9990 True
|
|
--------------------------------------------------------------------------------
|
|
[1945/3000] Train loss: 0.00014, Valid loss: 0.00015, Elapsed_time: 532.40064
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5708 | 5708 | 0.9994 True
|
|
1936 | 1936 | 0.9993 True
|
|
--------------------------------------------------------------------------------
|
|
[1950/3000] Train loss: 0.00014, Valid loss: 0.00015, Elapsed_time: 533.70641
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2016 | 2016 | 0.9993 True
|
|
6711 | 6711 | 0.5620 True
|
|
--------------------------------------------------------------------------------
|
|
[1955/3000] Train loss: 0.00014, Valid loss: 0.00015, Elapsed_time: 535.36697
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2070 | 2070 | 0.9992 True
|
|
6078 | 6078 | 0.9998 True
|
|
--------------------------------------------------------------------------------
|
|
[1960/3000] Train loss: 0.00015, Valid loss: 0.00014, Elapsed_time: 536.66651
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5067 | 5067 | 0.9989 True
|
|
8067 | 8067 | 0.9989 True
|
|
--------------------------------------------------------------------------------
|
|
[1965/3000] Train loss: 0.00014, Valid loss: 0.00015, Elapsed_time: 538.00339
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0589 | 0589 | 0.9995 True
|
|
7654 | 7654 | 0.9946 True
|
|
--------------------------------------------------------------------------------
|
|
[1970/3000] Train loss: 0.00015, Valid loss: 0.00014, Elapsed_time: 539.32905
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2605 | 2605 | 0.9990 True
|
|
8476 | 8476 | 0.9994 True
|
|
--------------------------------------------------------------------------------
|
|
[1975/3000] Train loss: 0.00014, Valid loss: 0.00014, Elapsed_time: 540.63123
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0998 | 0998 | 0.9984 True
|
|
4018 | 4018 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[1980/3000] Train loss: 0.00016, Valid loss: 0.00014, Elapsed_time: 541.88899
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9490 | 9490 | 0.9992 True
|
|
6972 | 6972 | 0.9994 True
|
|
--------------------------------------------------------------------------------
|
|
[1985/3000] Train loss: 0.00012, Valid loss: 0.00014, Elapsed_time: 543.51016
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7435 | 7435 | 0.9995 True
|
|
4313 | 4313 | 0.9979 True
|
|
--------------------------------------------------------------------------------
|
|
[1990/3000] Train loss: 0.00012, Valid loss: 0.00013, Elapsed_time: 544.83722
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0187 | 0187 | 0.9987 True
|
|
7993 | 7993 | 0.9998 True
|
|
--------------------------------------------------------------------------------
|
|
[1995/3000] Train loss: 0.00013, Valid loss: 0.00013, Elapsed_time: 546.13889
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2985 | 2985 | 0.9997 True
|
|
4374 | 4374 | 0.9982 True
|
|
--------------------------------------------------------------------------------
|
|
[2000/3000] Train loss: 0.00014, Valid loss: 0.00013, Elapsed_time: 547.47921
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4846 | 4846 | 0.9997 True
|
|
5218 | 5218 | 0.9998 True
|
|
--------------------------------------------------------------------------------
|
|
[2005/3000] Train loss: 0.00013, Valid loss: 0.00012, Elapsed_time: 548.78058
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1432 | 1432 | 0.9994 True
|
|
2016 | 2016 | 0.9994 True
|
|
--------------------------------------------------------------------------------
|
|
[2010/3000] Train loss: 0.00012, Valid loss: 0.00013, Elapsed_time: 550.07326
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8005 | 8005 | 0.9990 True
|
|
9300 | 9300 | 0.6920 True
|
|
--------------------------------------------------------------------------------
|
|
[2015/3000] Train loss: 0.00016, Valid loss: 0.00012, Elapsed_time: 551.33678
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5827 | 5827 | 0.9995 True
|
|
9148 | 9148 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[2020/3000] Train loss: 0.00012, Valid loss: 0.00012, Elapsed_time: 552.90191
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3854 | 3854 | 0.9824 True
|
|
6323 | 6323 | 0.9998 True
|
|
--------------------------------------------------------------------------------
|
|
[2025/3000] Train loss: 0.00011, Valid loss: 0.00012, Elapsed_time: 554.20625
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2492 | 2492 | 0.9997 True
|
|
0439 | 0439 | 0.9994 True
|
|
--------------------------------------------------------------------------------
|
|
[2030/3000] Train loss: 0.00014, Valid loss: 0.00012, Elapsed_time: 555.45380
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8303 | 8303 | 0.9995 True
|
|
6730 | 6730 | 0.9990 True
|
|
--------------------------------------------------------------------------------
|
|
[2035/3000] Train loss: 0.00012, Valid loss: 0.00012, Elapsed_time: 556.72213
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3031 | 3031 | 0.9994 True
|
|
4816 | 4816 | 0.9990 True
|
|
--------------------------------------------------------------------------------
|
|
[2040/3000] Train loss: 0.00012, Valid loss: 0.00012, Elapsed_time: 557.95642
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5720 | 5720 | 0.9989 True
|
|
6391 | 6391 | 0.9998 True
|
|
--------------------------------------------------------------------------------
|
|
[2045/3000] Train loss: 0.00012, Valid loss: 0.00013, Elapsed_time: 559.23569
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4048 | 4048 | 0.9997 True
|
|
7933 | 7933 | 0.8504 True
|
|
--------------------------------------------------------------------------------
|
|
[2050/3000] Train loss: 0.00037, Valid loss: 0.00013, Elapsed_time: 560.82131
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2981 | 2981 | 0.9997 True
|
|
4383 | 4383 | 0.9995 True
|
|
--------------------------------------------------------------------------------
|
|
[2055/3000] Train loss: 0.00013, Valid loss: 0.00013, Elapsed_time: 562.13464
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4450 | 4450 | 0.7617 True
|
|
3389 | 3389 | 0.8684 True
|
|
--------------------------------------------------------------------------------
|
|
[2060/3000] Train loss: 0.00012, Valid loss: 0.00013, Elapsed_time: 563.39185
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4044 | 4044 | 0.7033 True
|
|
3929 | 3929 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2065/3000] Train loss: 0.00012, Valid loss: 0.00012, Elapsed_time: 564.68029
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2605 | 2605 | 0.9993 True
|
|
2981 | 2981 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2070/3000] Train loss: 0.00017, Valid loss: 0.00013, Elapsed_time: 565.96679
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6381 | 6381 | 0.9997 True
|
|
7747 | 7747 | 0.9435 True
|
|
--------------------------------------------------------------------------------
|
|
[2075/3000] Train loss: 0.00013, Valid loss: 0.00012, Elapsed_time: 567.26617
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1516 | 1516 | 0.9992 True
|
|
8170 | 8170 | 0.9991 True
|
|
--------------------------------------------------------------------------------
|
|
[2080/3000] Train loss: 0.12425, Valid loss: 0.04862, Elapsed_time: 568.81747
|
|
Current_accuracy : 95.500, Current_norm_ED : 0.9888
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5720 | 5720 | 0.9933 True
|
|
6275 | 6275 | 0.9988 True
|
|
--------------------------------------------------------------------------------
|
|
[2085/3000] Train loss: 0.03293, Valid loss: 0.02505, Elapsed_time: 570.10244
|
|
Current_accuracy : 96.000, Current_norm_ED : 0.9918
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0839 | 0839 | 0.9248 True
|
|
6711 | 6711 | 0.7619 True
|
|
--------------------------------------------------------------------------------
|
|
[2090/3000] Train loss: 0.00625, Valid loss: 0.00051, Elapsed_time: 571.38566
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7731 | 7731 | 0.9522 True
|
|
2981 | 2981 | 0.9977 True
|
|
--------------------------------------------------------------------------------
|
|
[2095/3000] Train loss: 0.00127, Valid loss: 0.00036, Elapsed_time: 572.69022
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2282 | 2282 | 0.4381 True
|
|
5493 | 5493 | 0.9991 True
|
|
--------------------------------------------------------------------------------
|
|
[2100/3000] Train loss: 0.00038, Valid loss: 0.00029, Elapsed_time: 574.01559
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8785 | 8785 | 0.9993 True
|
|
4908 | 4908 | 0.9987 True
|
|
--------------------------------------------------------------------------------
|
|
[2105/3000] Train loss: 0.00079, Valid loss: 0.00035, Elapsed_time: 575.29397
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2985 | 2985 | 0.9996 True
|
|
6381 | 6381 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2110/3000] Train loss: 0.00032, Valid loss: 0.00028, Elapsed_time: 576.59011
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2140 | 2140 | 0.9950 True
|
|
1772 | 1772 | 0.9982 True
|
|
--------------------------------------------------------------------------------
|
|
[2115/3000] Train loss: 0.00035, Valid loss: 0.00025, Elapsed_time: 578.16422
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1432 | 1432 | 0.9990 True
|
|
9754 | 9754 | 0.9873 True
|
|
--------------------------------------------------------------------------------
|
|
[2120/3000] Train loss: 0.00028, Valid loss: 0.00023, Elapsed_time: 579.51857
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1432 | 1432 | 0.9990 True
|
|
0834 | 0834 | 0.9888 True
|
|
--------------------------------------------------------------------------------
|
|
[2125/3000] Train loss: 0.00029, Valid loss: 0.00022, Elapsed_time: 580.83049
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9490 | 9490 | 0.9984 True
|
|
2981 | 2981 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2130/3000] Train loss: 0.00026, Valid loss: 0.00021, Elapsed_time: 582.14491
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0279 | 0279 | 0.9988 True
|
|
7435 | 7435 | 0.9995 True
|
|
--------------------------------------------------------------------------------
|
|
[2135/3000] Train loss: 0.00020, Valid loss: 0.00021, Elapsed_time: 583.43818
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5912 | 5912 | 0.9973 True
|
|
9184 | 9184 | 0.9994 True
|
|
--------------------------------------------------------------------------------
|
|
[2140/3000] Train loss: 0.00022, Valid loss: 0.00019, Elapsed_time: 584.70179
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5183 | 5183 | 0.9994 True
|
|
4695 | 4695 | 0.9990 True
|
|
--------------------------------------------------------------------------------
|
|
[2145/3000] Train loss: 0.00025, Valid loss: 0.00018, Elapsed_time: 586.24179
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6248 | 6248 | 0.9995 True
|
|
1667 | 1667 | 0.9977 True
|
|
--------------------------------------------------------------------------------
|
|
[2150/3000] Train loss: 0.01812, Valid loss: 0.00024, Elapsed_time: 587.56128
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0132 | 0132 | 0.9988 True
|
|
7655 | 7655 | 0.6308 True
|
|
--------------------------------------------------------------------------------
|
|
[2155/3000] Train loss: 0.00024, Valid loss: 0.00020, Elapsed_time: 588.88807
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3563 | 3563 | 0.9989 True
|
|
4048 | 4048 | 0.9990 True
|
|
--------------------------------------------------------------------------------
|
|
[2160/3000] Train loss: 0.00024, Valid loss: 0.00021, Elapsed_time: 590.15957
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1936 | 1936 | 0.9720 True
|
|
7730 | 7730 | 0.5238 True
|
|
--------------------------------------------------------------------------------
|
|
[2165/3000] Train loss: 0.00027, Valid loss: 0.00018, Elapsed_time: 591.42373
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0083 | 0083 | 0.8026 True
|
|
2282 | 2282 | 0.5801 True
|
|
--------------------------------------------------------------------------------
|
|
[2170/3000] Train loss: 0.00021, Valid loss: 0.00019, Elapsed_time: 592.68995
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6026 | 6026 | 0.9988 True
|
|
9054 | 9054 | 0.9861 True
|
|
--------------------------------------------------------------------------------
|
|
[2175/3000] Train loss: 0.00021, Valid loss: 0.00018, Elapsed_time: 593.96779
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0439 | 0439 | 0.9995 True
|
|
1936 | 1936 | 0.9783 True
|
|
--------------------------------------------------------------------------------
|
|
[2180/3000] Train loss: 0.00021, Valid loss: 0.00018, Elapsed_time: 595.54653
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2886 | 2886 | 0.9994 True
|
|
4841 | 4841 | 0.9993 True
|
|
--------------------------------------------------------------------------------
|
|
[2185/3000] Train loss: 0.00019, Valid loss: 0.00017, Elapsed_time: 596.83055
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6381 | 6381 | 0.9997 True
|
|
5634 | 5634 | 0.9990 True
|
|
--------------------------------------------------------------------------------
|
|
[2190/3000] Train loss: 0.00021, Valid loss: 0.00017, Elapsed_time: 598.10660
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1516 | 1516 | 0.9883 True
|
|
3389 | 3389 | 0.8870 True
|
|
--------------------------------------------------------------------------------
|
|
[2195/3000] Train loss: 0.01437, Valid loss: 0.00179, Elapsed_time: 599.40692
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8476 | 8476 | 0.9982 True
|
|
4018 | 4018 | 0.9882 True
|
|
--------------------------------------------------------------------------------
|
|
[2200/3000] Train loss: 0.03870, Valid loss: 0.01170, Elapsed_time: 600.72488
|
|
Current_accuracy : 98.000, Current_norm_ED : 0.9950
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1040 | 1040 | 0.9982 True
|
|
4313 | 4313 | 0.9976 True
|
|
--------------------------------------------------------------------------------
|
|
[2205/3000] Train loss: 0.00230, Valid loss: 0.00937, Elapsed_time: 602.02802
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9975
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2078 | 2078 | 0.9995 True
|
|
6591 | 6591 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[2210/3000] Train loss: 0.00071, Valid loss: 0.02122, Elapsed_time: 603.62245
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9975
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2521 | 2521 | 0.9997 True
|
|
9922 | 9922 | 0.4075 True
|
|
--------------------------------------------------------------------------------
|
|
[2215/3000] Train loss: 0.00561, Valid loss: 0.00056, Elapsed_time: 604.89981
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9807 | 9807 | 0.9979 True
|
|
5863 | 5863 | 0.9985 True
|
|
--------------------------------------------------------------------------------
|
|
[2220/3000] Train loss: 0.00047, Valid loss: 0.00041, Elapsed_time: 606.23707
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4242 | 4242 | 0.9957 True
|
|
5504 | 5504 | 0.9454 True
|
|
--------------------------------------------------------------------------------
|
|
[2225/3000] Train loss: 0.00043, Valid loss: 0.00033, Elapsed_time: 607.57819
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2492 | 2492 | 0.9977 True
|
|
9300 | 9300 | 0.6820 True
|
|
--------------------------------------------------------------------------------
|
|
[2230/3000] Train loss: 0.09082, Valid loss: 0.00233, Elapsed_time: 608.89646
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1195 | 1195 | 0.4645 True
|
|
9139 | 9139 | 0.9994 True
|
|
--------------------------------------------------------------------------------
|
|
[2235/3000] Train loss: 0.00062, Valid loss: 0.00077, Elapsed_time: 610.18144
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5145 | 5145 | 0.9991 True
|
|
7157 | 7157 | 0.9956 True
|
|
--------------------------------------------------------------------------------
|
|
[2240/3000] Train loss: 0.00044, Valid loss: 0.00067, Elapsed_time: 611.77408
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7595 | 7595 | 0.9992 True
|
|
7744 | 7744 | 0.5215 True
|
|
--------------------------------------------------------------------------------
|
|
[2245/3000] Train loss: 0.00077, Valid loss: 0.00046, Elapsed_time: 613.11149
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6014 | 6014 | 0.9960 True
|
|
8811 | 8811 | 0.3690 True
|
|
--------------------------------------------------------------------------------
|
|
[2250/3000] Train loss: 0.00044, Valid loss: 0.00035, Elapsed_time: 614.47105
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8476 | 8476 | 0.9986 True
|
|
7435 | 7435 | 0.9992 True
|
|
--------------------------------------------------------------------------------
|
|
[2255/3000] Train loss: 0.00034, Valid loss: 0.00031, Elapsed_time: 615.80480
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3854 | 3854 | 0.9760 True
|
|
8521 | 8521 | 0.9988 True
|
|
--------------------------------------------------------------------------------
|
|
[2260/3000] Train loss: 0.00065, Valid loss: 0.00032, Elapsed_time: 617.08856
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6078 | 6078 | 0.9996 True
|
|
2468 | 2468 | 0.9325 True
|
|
--------------------------------------------------------------------------------
|
|
[2265/3000] Train loss: 0.00028, Valid loss: 0.00037, Elapsed_time: 618.37543
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4432 | 4432 | 0.9488 True
|
|
9436 | 9436 | 0.9864 True
|
|
--------------------------------------------------------------------------------
|
|
[2270/3000] Train loss: 0.00030, Valid loss: 0.00027, Elapsed_time: 619.66949
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1667 | 1667 | 0.9978 True
|
|
5218 | 5218 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2275/3000] Train loss: 0.00025, Valid loss: 0.00028, Elapsed_time: 621.31876
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6325 | 6325 | 0.9998 True
|
|
4242 | 4242 | 0.9982 True
|
|
--------------------------------------------------------------------------------
|
|
[2280/3000] Train loss: 0.00037, Valid loss: 0.00024, Elapsed_time: 622.60956
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5218 | 5218 | 0.9997 True
|
|
7993 | 7993 | 0.9988 True
|
|
--------------------------------------------------------------------------------
|
|
[2285/3000] Train loss: 0.00023, Valid loss: 0.00022, Elapsed_time: 624.08300
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4379 | 4379 | 0.9984 True
|
|
8521 | 8521 | 0.9992 True
|
|
--------------------------------------------------------------------------------
|
|
[2290/3000] Train loss: 0.00022, Valid loss: 0.00021, Elapsed_time: 625.54497
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9922 | 9922 | 0.6254 True
|
|
0839 | 0839 | 0.9958 True
|
|
--------------------------------------------------------------------------------
|
|
[2295/3000] Train loss: 0.00019, Valid loss: 0.00019, Elapsed_time: 626.90981
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8902 | 8902 | 0.9992 True
|
|
9030 | 9030 | 0.9991 True
|
|
--------------------------------------------------------------------------------
|
|
[2300/3000] Train loss: 0.00022, Valid loss: 0.00019, Elapsed_time: 628.27243
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1667 | 1667 | 0.9982 True
|
|
7408 | 7408 | 0.9993 True
|
|
--------------------------------------------------------------------------------
|
|
[2305/3000] Train loss: 0.00022, Valid loss: 0.00019, Elapsed_time: 629.87611
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0589 | 0589 | 0.9991 True
|
|
5904 | 5904 | 0.9993 True
|
|
--------------------------------------------------------------------------------
|
|
[2310/3000] Train loss: 0.00017, Valid loss: 0.00018, Elapsed_time: 631.17733
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3191 | 3191 | 0.9996 True
|
|
4677 | 4677 | 0.5388 True
|
|
--------------------------------------------------------------------------------
|
|
[2315/3000] Train loss: 0.00018, Valid loss: 0.00019, Elapsed_time: 632.55568
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0998 | 0998 | 0.9978 True
|
|
3250 | 3250 | 0.9906 True
|
|
--------------------------------------------------------------------------------
|
|
[2320/3000] Train loss: 0.00017, Valid loss: 0.00017, Elapsed_time: 633.94313
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1195 | 1195 | 0.8259 True
|
|
2468 | 2468 | 0.9760 True
|
|
--------------------------------------------------------------------------------
|
|
[2325/3000] Train loss: 0.00019, Valid loss: 0.00015, Elapsed_time: 635.24156
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4295 | 4295 | 0.9995 True
|
|
0691 | 0691 | 0.9675 True
|
|
--------------------------------------------------------------------------------
|
|
[2330/3000] Train loss: 0.00015, Valid loss: 0.00016, Elapsed_time: 636.52619
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0649 | 0649 | 0.9652 True
|
|
3312 | 3312 | 0.3984 True
|
|
--------------------------------------------------------------------------------
|
|
[2335/3000] Train loss: 0.00026, Valid loss: 0.00015, Elapsed_time: 637.80283
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9740 | 9740 | 0.9984 True
|
|
4841 | 4841 | 0.9993 True
|
|
--------------------------------------------------------------------------------
|
|
[2340/3000] Train loss: 0.00016, Valid loss: 0.00016, Elapsed_time: 639.42177
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3563 | 3563 | 0.9995 True
|
|
5504 | 5504 | 0.9297 True
|
|
--------------------------------------------------------------------------------
|
|
[2345/3000] Train loss: 0.00015, Valid loss: 0.00015, Elapsed_time: 640.70743
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9083 | 9083 | 0.9995 True
|
|
9030 | 9030 | 0.9993 True
|
|
--------------------------------------------------------------------------------
|
|
[2350/3000] Train loss: 0.00014, Valid loss: 0.00014, Elapsed_time: 642.01719
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0786 | 0786 | 0.9991 True
|
|
5145 | 5145 | 0.9994 True
|
|
--------------------------------------------------------------------------------
|
|
[2355/3000] Train loss: 0.00016, Valid loss: 0.00014, Elapsed_time: 643.31284
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4908 | 4908 | 0.9988 True
|
|
2016 | 2016 | 0.9978 True
|
|
--------------------------------------------------------------------------------
|
|
[2360/3000] Train loss: 0.00016, Valid loss: 0.00014, Elapsed_time: 644.63463
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4018 | 4018 | 0.9996 True
|
|
5904 | 5904 | 0.9995 True
|
|
--------------------------------------------------------------------------------
|
|
[2365/3000] Train loss: 0.00014, Valid loss: 0.00015, Elapsed_time: 645.94057
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4816 | 4816 | 0.9890 True
|
|
9011 | 9011 | 0.5871 True
|
|
--------------------------------------------------------------------------------
|
|
[2370/3000] Train loss: 0.00016, Valid loss: 0.00013, Elapsed_time: 647.51144
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0439 | 0439 | 0.9993 True
|
|
9005 | 9005 | 0.9992 True
|
|
--------------------------------------------------------------------------------
|
|
[2375/3000] Train loss: 0.00012, Valid loss: 0.00012, Elapsed_time: 648.84752
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7475 | 7475 | 0.9995 True
|
|
9589 | 9589 | 0.9995 True
|
|
--------------------------------------------------------------------------------
|
|
[2380/3000] Train loss: 0.00015, Valid loss: 0.00012, Elapsed_time: 650.11195
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6747 | 6747 | 0.9991 True
|
|
6248 | 6248 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2385/3000] Train loss: 0.00012, Valid loss: 0.00012, Elapsed_time: 651.40888
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2917 | 2917 | 0.9994 True
|
|
1636 | 1636 | 0.9872 True
|
|
--------------------------------------------------------------------------------
|
|
[2390/3000] Train loss: 0.00012, Valid loss: 0.00012, Elapsed_time: 652.72255
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9089 | 9089 | 0.9996 True
|
|
3854 | 3854 | 0.9928 True
|
|
--------------------------------------------------------------------------------
|
|
[2395/3000] Train loss: 0.00013, Valid loss: 0.00011, Elapsed_time: 654.05693
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0439 | 0439 | 0.9994 True
|
|
7408 | 7408 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[2400/3000] Train loss: 0.00018, Valid loss: 0.00011, Elapsed_time: 655.65127
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9083 | 9083 | 0.9996 True
|
|
4295 | 4295 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[2405/3000] Train loss: 0.00012, Valid loss: 0.00011, Elapsed_time: 656.92475
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5464 | 5464 | 0.9992 True
|
|
6325 | 6325 | 0.9999 True
|
|
--------------------------------------------------------------------------------
|
|
[2410/3000] Train loss: 0.00013, Valid loss: 0.00011, Elapsed_time: 658.20969
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5504 | 5504 | 0.9741 True
|
|
6972 | 6972 | 0.9995 True
|
|
--------------------------------------------------------------------------------
|
|
[2415/3000] Train loss: 0.00010, Valid loss: 0.00012, Elapsed_time: 659.52050
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2917 | 2917 | 0.9995 True
|
|
9148 | 9148 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2420/3000] Train loss: 0.00011, Valid loss: 0.00011, Elapsed_time: 660.82223
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6325 | 6325 | 0.9999 True
|
|
8892 | 8892 | 0.4435 True
|
|
--------------------------------------------------------------------------------
|
|
[2425/3000] Train loss: 0.00010, Valid loss: 0.00012, Elapsed_time: 662.10580
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6591 | 6591 | 0.9998 True
|
|
3279 | 3279 | 0.9980 True
|
|
--------------------------------------------------------------------------------
|
|
[2430/3000] Train loss: 0.00011, Valid loss: 0.00011, Elapsed_time: 663.38589
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5493 | 5493 | 0.9997 True
|
|
0439 | 0439 | 0.9994 True
|
|
--------------------------------------------------------------------------------
|
|
[2435/3000] Train loss: 0.00010, Valid loss: 0.00011, Elapsed_time: 664.96609
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6825 | 6825 | 0.9995 True
|
|
5493 | 5493 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2440/3000] Train loss: 0.00011, Valid loss: 0.00010, Elapsed_time: 666.33154
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7475 | 7475 | 0.9996 True
|
|
5183 | 5183 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[2445/3000] Train loss: 0.00010, Valid loss: 0.00011, Elapsed_time: 667.59463
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3250 | 3250 | 0.9952 True
|
|
9725 | 9725 | 0.9999 True
|
|
--------------------------------------------------------------------------------
|
|
[2450/3000] Train loss: 0.00011, Valid loss: 0.00010, Elapsed_time: 668.86624
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8858 | 8858 | 0.9113 True
|
|
2867 | 2867 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[2455/3000] Train loss: 0.00010, Valid loss: 0.00010, Elapsed_time: 670.18793
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9970 | 9970 | 0.9585 True
|
|
8521 | 8521 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2460/3000] Train loss: 0.00011, Valid loss: 0.00010, Elapsed_time: 671.49741
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9011 | 9011 | 0.6773 True
|
|
0839 | 0839 | 0.9978 True
|
|
--------------------------------------------------------------------------------
|
|
[2465/3000] Train loss: 0.00011, Valid loss: 0.00011, Elapsed_time: 673.09708
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4450 | 4450 | 0.9498 True
|
|
3982 | 3982 | 0.9998 True
|
|
--------------------------------------------------------------------------------
|
|
[2470/3000] Train loss: 0.00009, Valid loss: 0.00010, Elapsed_time: 674.47764
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5013 | 5013 | 0.9997 True
|
|
0589 | 0589 | 0.9995 True
|
|
--------------------------------------------------------------------------------
|
|
[2475/3000] Train loss: 0.00010, Valid loss: 0.00011, Elapsed_time: 675.81784
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2117 | 2117 | 0.9994 True
|
|
7893 | 7893 | 0.9989 True
|
|
--------------------------------------------------------------------------------
|
|
[2480/3000] Train loss: 0.00009, Valid loss: 0.00009, Elapsed_time: 677.13982
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7157 | 7157 | 0.9974 True
|
|
6747 | 6747 | 0.9995 True
|
|
--------------------------------------------------------------------------------
|
|
[2485/3000] Train loss: 0.00010, Valid loss: 0.00010, Elapsed_time: 678.44427
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0187 | 0187 | 0.9994 True
|
|
9089 | 9089 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2490/3000] Train loss: 0.00010, Valid loss: 0.00010, Elapsed_time: 679.77554
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1870 | 1870 | 0.9994 True
|
|
9490 | 9490 | 0.9995 True
|
|
--------------------------------------------------------------------------------
|
|
[2495/3000] Train loss: 0.00010, Valid loss: 0.00010, Elapsed_time: 681.09127
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6591 | 6591 | 0.9998 True
|
|
6711 | 6711 | 0.3848 True
|
|
--------------------------------------------------------------------------------
|
|
[2500/3000] Train loss: 0.00009, Valid loss: 0.00009, Elapsed_time: 682.73320
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2981 | 2981 | 0.9998 True
|
|
4786 | 4786 | 0.9995 True
|
|
--------------------------------------------------------------------------------
|
|
[2505/3000] Train loss: 0.00009, Valid loss: 0.00009, Elapsed_time: 684.09842
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8892 | 8892 | 0.3518 True
|
|
5912 | 5912 | 0.9993 True
|
|
--------------------------------------------------------------------------------
|
|
[2510/3000] Train loss: 0.00009, Valid loss: 0.00009, Elapsed_time: 685.44286
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6730 | 6730 | 0.9995 True
|
|
9139 | 9139 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2515/3000] Train loss: 0.00009, Valid loss: 0.00009, Elapsed_time: 686.77343
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7744 | 7744 | 0.2822 True
|
|
7933 | 7933 | 0.9620 True
|
|
--------------------------------------------------------------------------------
|
|
[2520/3000] Train loss: 0.00009, Valid loss: 0.00009, Elapsed_time: 688.12568
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6730 | 6730 | 0.9995 True
|
|
4383 | 4383 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2525/3000] Train loss: 0.00009, Valid loss: 0.00009, Elapsed_time: 689.42686
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5493 | 5493 | 0.9997 True
|
|
8303 | 8303 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2530/3000] Train loss: 0.00014, Valid loss: 0.00009, Elapsed_time: 691.06390
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0839 | 0839 | 0.9987 True
|
|
7051 | 7051 | 0.9990 True
|
|
--------------------------------------------------------------------------------
|
|
[2535/3000] Train loss: 0.00008, Valid loss: 0.00008, Elapsed_time: 692.44617
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1616 | 1616 | 0.9946 True
|
|
4786 | 4786 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[2540/3000] Train loss: 0.00008, Valid loss: 0.00008, Elapsed_time: 693.77719
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9139 | 9139 | 0.9997 True
|
|
3031 | 3031 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[2545/3000] Train loss: 0.00009, Valid loss: 0.00008, Elapsed_time: 695.10964
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4432 | 4432 | 0.8699 True
|
|
2282 | 2282 | 0.7336 True
|
|
--------------------------------------------------------------------------------
|
|
[2550/3000] Train loss: 0.00011, Valid loss: 0.00008, Elapsed_time: 696.43437
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2981 | 2981 | 0.9998 True
|
|
1636 | 1636 | 0.9920 True
|
|
--------------------------------------------------------------------------------
|
|
[2555/3000] Train loss: 0.00008, Valid loss: 0.00008, Elapsed_time: 697.73585
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5183 | 5183 | 0.9997 True
|
|
5493 | 5493 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2560/3000] Train loss: 0.06059, Valid loss: 0.19550, Elapsed_time: 699.34551
|
|
Current_accuracy : 89.500, Current_norm_ED : 0.9738
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3031 | 3031 | 0.9995 True
|
|
0146 | 0146 | 0.9972 True
|
|
--------------------------------------------------------------------------------
|
|
[2565/3000] Train loss: 0.00023, Valid loss: 0.00010, Elapsed_time: 700.72376
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2521 | 2521 | 0.9998 True
|
|
8194 | 8194 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2570/3000] Train loss: 0.00009, Valid loss: 0.00010, Elapsed_time: 702.00913
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9030 | 9030 | 0.9995 True
|
|
8892 | 8892 | 0.7108 True
|
|
--------------------------------------------------------------------------------
|
|
[2575/3000] Train loss: 0.00010, Valid loss: 0.00009, Elapsed_time: 703.31997
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3019 | 3019 | 0.9997 True
|
|
4242 | 4242 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[2580/3000] Train loss: 0.00010, Valid loss: 0.00009, Elapsed_time: 704.60457
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7655 | 7655 | 0.8324 True
|
|
3308 | 3308 | 0.7213 True
|
|
--------------------------------------------------------------------------------
|
|
[2585/3000] Train loss: 0.00011, Valid loss: 0.00010, Elapsed_time: 705.92354
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4677 | 4677 | 0.8540 True
|
|
4974 | 4974 | 0.9992 True
|
|
--------------------------------------------------------------------------------
|
|
[2590/3000] Train loss: 0.00009, Valid loss: 0.00009, Elapsed_time: 707.19453
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5904 | 5904 | 0.9997 True
|
|
6825 | 6825 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[2595/3000] Train loss: 0.00031, Valid loss: 0.00009, Elapsed_time: 708.72274
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9184 | 9184 | 0.9997 True
|
|
8811 | 8811 | 0.7853 True
|
|
--------------------------------------------------------------------------------
|
|
[2600/3000] Train loss: 0.00011, Valid loss: 0.00009, Elapsed_time: 710.05553
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9154 | 9154 | 0.9941 True
|
|
4242 | 4242 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[2605/3000] Train loss: 0.00009, Valid loss: 0.00009, Elapsed_time: 711.33561
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0261 | 0261 | 0.9989 True
|
|
7157 | 7157 | 0.9974 True
|
|
--------------------------------------------------------------------------------
|
|
[2610/3000] Train loss: 0.00014, Valid loss: 0.00009, Elapsed_time: 712.62991
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5708 | 5708 | 0.9994 True
|
|
7435 | 7435 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[2615/3000] Train loss: 0.00010, Valid loss: 0.00009, Elapsed_time: 713.95166
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6373 | 6373 | 0.9999 True
|
|
8939 | 8939 | 0.9985 True
|
|
--------------------------------------------------------------------------------
|
|
[2620/3000] Train loss: 0.00009, Valid loss: 0.00009, Elapsed_time: 715.26940
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6462 | 6462 | 0.9997 True
|
|
5634 | 5634 | 0.9995 True
|
|
--------------------------------------------------------------------------------
|
|
[2625/3000] Train loss: 0.00009, Valid loss: 0.00009, Elapsed_time: 716.87139
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1936 | 1936 | 0.9939 True
|
|
6060 | 6060 | 0.9995 True
|
|
--------------------------------------------------------------------------------
|
|
[2630/3000] Train loss: 0.00008, Valid loss: 0.00009, Elapsed_time: 718.19330
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0035 | 0035 | 0.8031 True
|
|
7719 | 7719 | 0.8975 True
|
|
--------------------------------------------------------------------------------
|
|
[2635/3000] Train loss: 0.00011, Valid loss: 0.00008, Elapsed_time: 719.45920
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8005 | 8005 | 0.9992 True
|
|
4242 | 4242 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2640/3000] Train loss: 0.00008, Valid loss: 0.00008, Elapsed_time: 720.73850
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4383 | 4383 | 0.9997 True
|
|
4295 | 4295 | 0.9994 True
|
|
--------------------------------------------------------------------------------
|
|
[2645/3000] Train loss: 0.00008, Valid loss: 0.00008, Elapsed_time: 721.98319
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9139 | 9139 | 0.9997 True
|
|
9490 | 9490 | 0.9995 True
|
|
--------------------------------------------------------------------------------
|
|
[2650/3000] Train loss: 0.00009, Valid loss: 0.00008, Elapsed_time: 723.25032
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1516 | 1516 | 0.9908 True
|
|
9300 | 9300 | 0.7287 True
|
|
--------------------------------------------------------------------------------
|
|
[2655/3000] Train loss: 0.00009, Valid loss: 0.00008, Elapsed_time: 724.51954
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2345 | 2345 | 0.9989 True
|
|
5904 | 5904 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2660/3000] Train loss: 0.00010, Valid loss: 0.00007, Elapsed_time: 726.11544
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0649 | 0649 | 0.9708 True
|
|
9083 | 9083 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2665/3000] Train loss: 0.00009, Valid loss: 0.00008, Elapsed_time: 727.41141
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3929 | 3929 | 0.9998 True
|
|
0439 | 0439 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[2670/3000] Train loss: 0.00008, Valid loss: 0.00008, Elapsed_time: 728.74197
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3250 | 3250 | 0.9959 True
|
|
9030 | 9030 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[2675/3000] Train loss: 0.00007, Valid loss: 0.00007, Elapsed_time: 730.01166
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1155 | 1155 | 0.4900 True
|
|
5078 | 5078 | 0.9998 True
|
|
--------------------------------------------------------------------------------
|
|
[2680/3000] Train loss: 0.00007, Valid loss: 0.00007, Elapsed_time: 731.27483
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9922 | 9922 | 0.7264 True
|
|
3305 | 3305 | 0.5662 True
|
|
--------------------------------------------------------------------------------
|
|
[2685/3000] Train loss: 0.00007, Valid loss: 0.00007, Elapsed_time: 732.52305
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1195 | 1195 | 0.9713 True
|
|
4295 | 4295 | 0.9995 True
|
|
--------------------------------------------------------------------------------
|
|
[2690/3000] Train loss: 0.00029, Valid loss: 0.00009, Elapsed_time: 734.09088
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8892 | 8892 | 0.4956 True
|
|
4313 | 4313 | 0.9992 True
|
|
--------------------------------------------------------------------------------
|
|
[2695/3000] Train loss: 0.00033, Valid loss: 0.00011, Elapsed_time: 735.44604
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8811 | 8811 | 0.9181 True
|
|
0834 | 0834 | 0.9992 True
|
|
--------------------------------------------------------------------------------
|
|
[2700/3000] Train loss: 0.00010, Valid loss: 0.00009, Elapsed_time: 736.76345
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6078 | 6078 | 0.9998 True
|
|
4242 | 4242 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2705/3000] Train loss: 0.00008, Valid loss: 0.00009, Elapsed_time: 738.07396
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8811 | 8811 | 0.9230 True
|
|
9332 | 9332 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[2710/3000] Train loss: 0.00009, Valid loss: 0.00009, Elapsed_time: 739.34258
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3389 | 3389 | 0.8178 True
|
|
2878 | 2878 | 0.9999 True
|
|
--------------------------------------------------------------------------------
|
|
[2715/3000] Train loss: 0.00009, Valid loss: 0.00009, Elapsed_time: 740.61011
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7731 | 7731 | 0.6128 True
|
|
6591 | 6591 | 0.9999 True
|
|
--------------------------------------------------------------------------------
|
|
[2720/3000] Train loss: 0.00007, Valid loss: 0.00008, Elapsed_time: 742.21079
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5634 | 5634 | 0.9996 True
|
|
6825 | 6825 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[2725/3000] Train loss: 0.00007, Valid loss: 0.00008, Elapsed_time: 743.50008
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4816 | 4816 | 0.9962 True
|
|
7654 | 7654 | 0.9931 True
|
|
--------------------------------------------------------------------------------
|
|
[2730/3000] Train loss: 0.00008, Valid loss: 0.00011, Elapsed_time: 744.76927
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3389 | 3389 | 0.8393 True
|
|
9332 | 9332 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2735/3000] Train loss: 0.00007, Valid loss: 0.00010, Elapsed_time: 746.07588
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4383 | 4383 | 0.9997 True
|
|
4318 | 4318 | 0.9998 True
|
|
--------------------------------------------------------------------------------
|
|
[2740/3000] Train loss: 0.00006, Valid loss: 0.00008, Elapsed_time: 747.42213
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0839 | 0839 | 0.9991 True
|
|
0439 | 0439 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[2745/3000] Train loss: 0.00007, Valid loss: 0.00008, Elapsed_time: 748.72482
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0035 | 0035 | 0.8654 True
|
|
5827 | 5827 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2750/3000] Train loss: 0.00010, Valid loss: 0.00008, Elapsed_time: 749.98243
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1849 | 1849 | 0.9995 True
|
|
0146 | 0146 | 0.9989 True
|
|
--------------------------------------------------------------------------------
|
|
[2755/3000] Train loss: 0.00008, Valid loss: 0.00008, Elapsed_time: 751.53296
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1616 | 1616 | 0.9945 True
|
|
2070 | 2070 | 0.9998 True
|
|
--------------------------------------------------------------------------------
|
|
[2760/3000] Train loss: 0.00007, Valid loss: 0.00007, Elapsed_time: 752.86941
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9184 | 9184 | 0.9998 True
|
|
3308 | 3308 | 0.7844 True
|
|
--------------------------------------------------------------------------------
|
|
[2765/3000] Train loss: 0.00007, Valid loss: 0.00007, Elapsed_time: 754.16667
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7595 | 7595 | 0.9996 True
|
|
0604 | 0604 | 0.9583 True
|
|
--------------------------------------------------------------------------------
|
|
[2770/3000] Train loss: 0.00006, Valid loss: 0.00008, Elapsed_time: 755.43279
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9054 | 9054 | 0.9941 True
|
|
4018 | 4018 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2775/3000] Train loss: 0.00007, Valid loss: 0.00008, Elapsed_time: 756.68079
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0649 | 0649 | 0.9813 True
|
|
2981 | 2981 | 0.9998 True
|
|
--------------------------------------------------------------------------------
|
|
[2780/3000] Train loss: 0.00007, Valid loss: 0.00008, Elapsed_time: 757.92821
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6730 | 6730 | 0.9996 True
|
|
3854 | 3854 | 0.9915 True
|
|
--------------------------------------------------------------------------------
|
|
[2785/3000] Train loss: 0.00012, Valid loss: 0.00007, Elapsed_time: 759.53359
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4450 | 4450 | 0.8551 True
|
|
0839 | 0839 | 0.9992 True
|
|
--------------------------------------------------------------------------------
|
|
[2790/3000] Train loss: 0.00006, Valid loss: 0.00008, Elapsed_time: 760.85573
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7595 | 7595 | 0.9995 True
|
|
8902 | 8902 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2795/3000] Train loss: 0.00007, Valid loss: 0.00008, Elapsed_time: 762.11557
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3854 | 3854 | 0.9950 True
|
|
4374 | 4374 | 0.9994 True
|
|
--------------------------------------------------------------------------------
|
|
[2800/3000] Train loss: 0.00006, Valid loss: 0.00007, Elapsed_time: 763.38892
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5493 | 5493 | 0.9998 True
|
|
9807 | 9807 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[2805/3000] Train loss: 0.00007, Valid loss: 0.00007, Elapsed_time: 764.64133
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1636 | 1636 | 0.9943 True
|
|
7744 | 7744 | 0.4796 True
|
|
--------------------------------------------------------------------------------
|
|
[2810/3000] Train loss: 0.00008, Valid loss: 0.00007, Elapsed_time: 765.92852
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8303 | 8303 | 0.9998 True
|
|
3305 | 3305 | 0.7070 True
|
|
--------------------------------------------------------------------------------
|
|
[2815/3000] Train loss: 0.00013, Valid loss: 0.00008, Elapsed_time: 767.15443
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9139 | 9139 | 0.9998 True
|
|
6711 | 6711 | 0.4878 True
|
|
--------------------------------------------------------------------------------
|
|
[2820/3000] Train loss: 0.00006, Valid loss: 0.00008, Elapsed_time: 768.78487
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3305 | 3305 | 0.6996 True
|
|
6591 | 6591 | 0.9999 True
|
|
--------------------------------------------------------------------------------
|
|
[2825/3000] Train loss: 0.00009, Valid loss: 0.00007, Elapsed_time: 770.05868
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3019 | 3019 | 0.9997 True
|
|
6747 | 6747 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2830/3000] Train loss: 0.00006, Valid loss: 0.00008, Elapsed_time: 771.32237
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6323 | 6323 | 0.9999 True
|
|
4450 | 4450 | 0.9027 True
|
|
--------------------------------------------------------------------------------
|
|
[2835/3000] Train loss: 0.00006, Valid loss: 0.00007, Elapsed_time: 772.62052
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4318 | 4318 | 0.9998 True
|
|
3326 | 3326 | 0.8093 True
|
|
--------------------------------------------------------------------------------
|
|
[2840/3000] Train loss: 0.00006, Valid loss: 0.00007, Elapsed_time: 773.90201
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5912 | 5912 | 0.9996 True
|
|
0691 | 0691 | 0.9697 True
|
|
--------------------------------------------------------------------------------
|
|
[2845/3000] Train loss: 0.00006, Valid loss: 0.00007, Elapsed_time: 775.15734
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7278 | 7278 | 0.9997 True
|
|
2867 | 2867 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2850/3000] Train loss: 0.00008, Valid loss: 0.00007, Elapsed_time: 776.75049
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9332 | 9332 | 0.9997 True
|
|
7654 | 7654 | 0.9962 True
|
|
--------------------------------------------------------------------------------
|
|
[2855/3000] Train loss: 0.00005, Valid loss: 0.00007, Elapsed_time: 778.05157
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2282 | 2282 | 0.7219 True
|
|
1772 | 1772 | 0.9992 True
|
|
--------------------------------------------------------------------------------
|
|
[2860/3000] Train loss: 0.00006, Valid loss: 0.00006, Elapsed_time: 779.35851
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9589 | 9589 | 0.9997 True
|
|
2985 | 2985 | 0.9999 True
|
|
--------------------------------------------------------------------------------
|
|
[2865/3000] Train loss: 0.00007, Valid loss: 0.00006, Elapsed_time: 780.65062
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9139 | 9139 | 0.9998 True
|
|
5187 | 5187 | 0.9998 True
|
|
--------------------------------------------------------------------------------
|
|
[2870/3000] Train loss: 0.00005, Valid loss: 0.00006, Elapsed_time: 781.95173
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8170 | 8170 | 0.9996 True
|
|
6711 | 6711 | 0.4922 True
|
|
--------------------------------------------------------------------------------
|
|
[2875/3000] Train loss: 0.00005, Valid loss: 0.00006, Elapsed_time: 783.25539
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8939 | 8939 | 0.9997 True
|
|
7731 | 7731 | 0.5362 True
|
|
--------------------------------------------------------------------------------
|
|
[2880/3000] Train loss: 0.00013, Valid loss: 0.00006, Elapsed_time: 784.87057
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6972 | 6972 | 0.9997 True
|
|
1616 | 1616 | 0.9948 True
|
|
--------------------------------------------------------------------------------
|
|
[2885/3000] Train loss: 0.00005, Valid loss: 0.00006, Elapsed_time: 786.21137
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6462 | 6462 | 0.9997 True
|
|
1018 | 1018 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2890/3000] Train loss: 0.00005, Valid loss: 0.00006, Elapsed_time: 787.51006
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4374 | 4374 | 0.9994 True
|
|
8902 | 8902 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2895/3000] Train loss: 0.00005, Valid loss: 0.00006, Elapsed_time: 788.79992
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5708 | 5708 | 0.9998 True
|
|
2468 | 2468 | 0.9807 True
|
|
--------------------------------------------------------------------------------
|
|
[2900/3000] Train loss: 0.00006, Valid loss: 0.00006, Elapsed_time: 790.07556
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4295 | 4295 | 0.9997 True
|
|
1772 | 1772 | 0.9992 True
|
|
--------------------------------------------------------------------------------
|
|
[2905/3000] Train loss: 0.00005, Valid loss: 0.00006, Elapsed_time: 791.35623
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0604 | 0604 | 0.9690 True
|
|
8170 | 8170 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[2910/3000] Train loss: 0.00005, Valid loss: 0.00006, Elapsed_time: 792.64263
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4432 | 4432 | 0.8931 True
|
|
2078 | 2078 | 0.9999 True
|
|
--------------------------------------------------------------------------------
|
|
[2915/3000] Train loss: 0.00006, Valid loss: 0.00005, Elapsed_time: 794.25357
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5863 | 5863 | 0.9998 True
|
|
4044 | 4044 | 0.9314 True
|
|
--------------------------------------------------------------------------------
|
|
[2920/3000] Train loss: 0.00006, Valid loss: 0.00006, Elapsed_time: 795.52104
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1667 | 1667 | 0.9995 True
|
|
1772 | 1772 | 0.9993 True
|
|
--------------------------------------------------------------------------------
|
|
[2925/3000] Train loss: 0.00005, Valid loss: 0.00005, Elapsed_time: 796.87954
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8521 | 8521 | 0.9998 True
|
|
3563 | 3563 | 0.9998 True
|
|
--------------------------------------------------------------------------------
|
|
[2930/3000] Train loss: 0.00005, Valid loss: 0.00006, Elapsed_time: 798.28740
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6381 | 6381 | 0.9998 True
|
|
2886 | 2886 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2935/3000] Train loss: 0.00005, Valid loss: 0.00005, Elapsed_time: 799.66079
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0691 | 0691 | 0.9742 True
|
|
3854 | 3854 | 0.9944 True
|
|
--------------------------------------------------------------------------------
|
|
[2940/3000] Train loss: 0.00005, Valid loss: 0.00005, Elapsed_time: 800.99437
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2605 | 2605 | 0.9996 True
|
|
9030 | 9030 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2945/3000] Train loss: 0.00005, Valid loss: 0.00005, Elapsed_time: 802.73426
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9807 | 9807 | 0.9996 True
|
|
5183 | 5183 | 0.9998 True
|
|
--------------------------------------------------------------------------------
|
|
[2950/3000] Train loss: 0.00005, Valid loss: 0.00005, Elapsed_time: 804.25373
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5504 | 5504 | 0.9660 True
|
|
7893 | 7893 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[2955/3000] Train loss: 0.00005, Valid loss: 0.00005, Elapsed_time: 805.55481
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2078 | 2078 | 0.9999 True
|
|
9011 | 9011 | 0.9173 True
|
|
--------------------------------------------------------------------------------
|
|
[2960/3000] Train loss: 0.00005, Valid loss: 0.00005, Elapsed_time: 806.81779
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4432 | 4432 | 0.8901 True
|
|
9139 | 9139 | 0.9998 True
|
|
--------------------------------------------------------------------------------
|
|
[2965/3000] Train loss: 0.00005, Valid loss: 0.00005, Elapsed_time: 808.08648
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5053 | 5053 | 0.9994 True
|
|
7435 | 7435 | 0.9998 True
|
|
--------------------------------------------------------------------------------
|
|
[2970/3000] Train loss: 0.00005, Valid loss: 0.00005, Elapsed_time: 809.35951
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0035 | 0035 | 0.8669 True
|
|
3305 | 3305 | 0.7164 True
|
|
--------------------------------------------------------------------------------
|
|
[2975/3000] Train loss: 0.00006, Valid loss: 0.00005, Elapsed_time: 810.65453
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3148 | 3148 | 0.9999 True
|
|
1636 | 1636 | 0.9950 True
|
|
--------------------------------------------------------------------------------
|
|
[2980/3000] Train loss: 0.00004, Valid loss: 0.00006, Elapsed_time: 812.27088
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1616 | 1616 | 0.9957 True
|
|
7747 | 7747 | 0.9438 True
|
|
--------------------------------------------------------------------------------
|
|
[2985/3000] Train loss: 0.00005, Valid loss: 0.00005, Elapsed_time: 813.56970
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4786 | 4786 | 0.9997 True
|
|
8170 | 8170 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[2990/3000] Train loss: 0.00005, Valid loss: 0.00005, Elapsed_time: 814.86227
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2140 | 2140 | 0.9994 True
|
|
3854 | 3854 | 0.9943 True
|
|
--------------------------------------------------------------------------------
|
|
[2995/3000] Train loss: 0.00005, Valid loss: 0.00005, Elapsed_time: 816.16475
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9332 | 9332 | 0.9998 True
|
|
2521 | 2521 | 0.9999 True
|
|
--------------------------------------------------------------------------------
|
|
[3000/3000] Train loss: 0.00005, Valid loss: 0.00005, Elapsed_time: 817.40344
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8902 | 8902 | 0.9997 True
|
|
6026 | 6026 | 0.9999 True
|
|
--------------------------------------------------------------------------------
|
|
[5/3000] Train loss: 6.54556, Valid loss: 4.13282, Elapsed_time: 2.87853
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.0000
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7993 | | 0.0000 False
|
|
6078 | | 0.0000 False
|
|
--------------------------------------------------------------------------------
|
|
[10/3000] Train loss: 3.30745, Valid loss: 2.72563, Elapsed_time: 5.16939
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.0000
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5904 | | 0.0664 False
|
|
6972 | | 0.0272 False
|
|
--------------------------------------------------------------------------------
|
|
[15/3000] Train loss: 3.17064, Valid loss: 2.71883, Elapsed_time: 6.49437
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.0025
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.0025
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7475 | | 0.0085 False
|
|
1475 | | 0.0006 False
|
|
--------------------------------------------------------------------------------
|
|
[20/3000] Train loss: 2.96811, Valid loss: 2.89856, Elapsed_time: 8.05673
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.0000
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.0025
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5218 | | 0.0872 False
|
|
1195 | | 0.0747 False
|
|
--------------------------------------------------------------------------------
|
|
[25/3000] Train loss: 3.01149, Valid loss: 2.67304, Elapsed_time: 9.37506
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.0000
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.0025
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9329 | | 0.0007 False
|
|
8005 | | 0.0011 False
|
|
--------------------------------------------------------------------------------
|
|
[30/3000] Train loss: 2.88677, Valid loss: 2.63932, Elapsed_time: 10.69164
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.0000
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.0025
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1155 | | 0.0088 False
|
|
5013 | | 0.0114 False
|
|
--------------------------------------------------------------------------------
|
|
[35/3000] Train loss: 2.59889, Valid loss: 2.69788, Elapsed_time: 12.63532
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.0312
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.0312
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1772 | | 0.0036 False
|
|
7435 | 7 | 0.0047 False
|
|
--------------------------------------------------------------------------------
|
|
[40/3000] Train loss: 2.56150, Valid loss: 2.65074, Elapsed_time: 14.35885
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.0500
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.0500
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4786 | 1 | 0.0026 False
|
|
9184 | 77 | 0.0017 False
|
|
--------------------------------------------------------------------------------
|
|
[45/3000] Train loss: 2.60548, Valid loss: 2.61616, Elapsed_time: 16.20238
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.0250
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.0500
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7731 | 71 | 0.0028 False
|
|
9300 | 7 | 0.0030 False
|
|
--------------------------------------------------------------------------------
|
|
[50/3000] Train loss: 2.52760, Valid loss: 2.55916, Elapsed_time: 17.65588
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1800
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1800
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7731 | 211 | 0.0003 False
|
|
9011 | 90 | 0.0008 False
|
|
--------------------------------------------------------------------------------
|
|
[55/3000] Train loss: 2.65629, Valid loss: 2.86045, Elapsed_time: 19.31567
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.0312
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1800
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3854 | | 0.0085 False
|
|
3279 | | 0.0184 False
|
|
--------------------------------------------------------------------------------
|
|
[5/3000] Train loss: 5.89852, Valid loss: 3.78872, Elapsed_time: 2.30624
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.0000
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5065 | | 0.0000 False
|
|
3019 | | 0.0000 False
|
|
--------------------------------------------------------------------------------
|
|
[10/3000] Train loss: 3.24859, Valid loss: 2.83243, Elapsed_time: 4.53929
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.0000
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0439 | | 0.0145 False
|
|
3563 | | 0.1224 False
|
|
--------------------------------------------------------------------------------
|
|
[15/3000] Train loss: 3.06139, Valid loss: 2.68709, Elapsed_time: 5.77592
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.0000
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5504 | | 0.0080 False
|
|
8170 | | 0.0086 False
|
|
--------------------------------------------------------------------------------
|
|
[20/3000] Train loss: 3.02220, Valid loss: 2.71449, Elapsed_time: 6.98269
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.0000
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0839 | | 0.0288 False
|
|
6060 | | 0.0387 False
|
|
--------------------------------------------------------------------------------
|
|
[25/3000] Train loss: 2.71295, Valid loss: 2.66412, Elapsed_time: 8.18621
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.0000
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0279 | | 0.0017 False
|
|
7051 | | 0.0025 False
|
|
--------------------------------------------------------------------------------
|
|
[30/3000] Train loss: 2.78686, Valid loss: 3.11456, Elapsed_time: 9.38612
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.0000
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7278 | | 0.1379 False
|
|
9011 | | 0.1211 False
|
|
--------------------------------------------------------------------------------
|
|
[35/3000] Train loss: 2.87797, Valid loss: 2.83211, Elapsed_time: 11.30693
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.0000
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7022 | | 0.0165 False
|
|
0083 | | 0.0547 False
|
|
--------------------------------------------------------------------------------
|
|
[40/3000] Train loss: 3.08150, Valid loss: 3.00922, Elapsed_time: 12.52560
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1037
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1037
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6747 | 7 | 0.0000 False
|
|
6060 | 1 | 0.0002 False
|
|
--------------------------------------------------------------------------------
|
|
[45/3000] Train loss: 2.87592, Valid loss: 2.78133, Elapsed_time: 14.06946
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.0612
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1037
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7747 | 2 | 0.0023 False
|
|
7730 | | 0.0049 False
|
|
--------------------------------------------------------------------------------
|
|
[50/3000] Train loss: 2.90009, Valid loss: 2.83211, Elapsed_time: 15.34256
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1487
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1487
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3148 | 831 | 0.0001 False
|
|
1432 | 06 | 0.0000 False
|
|
--------------------------------------------------------------------------------
|
|
[55/3000] Train loss: 2.73737, Valid loss: 2.73656, Elapsed_time: 16.94703
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1300
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1487
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5464 | 9 | 0.0010 False
|
|
5013 | 9 | 0.0010 False
|
|
--------------------------------------------------------------------------------
|
|
[60/3000] Train loss: 2.82978, Valid loss: 2.72438, Elapsed_time: 18.19224
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1525
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1525
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3074 | 7889 | 0.0000 False
|
|
2521 | 89 | 0.0002 False
|
|
--------------------------------------------------------------------------------
|
|
[65/3000] Train loss: 2.60041, Valid loss: 2.64922, Elapsed_time: 20.06882
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1588
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1588
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1040 | 77 | 0.0016 False
|
|
1018 | 0771 | 0.0005 False
|
|
--------------------------------------------------------------------------------
|
|
[70/3000] Train loss: 2.56564, Valid loss: 2.85167, Elapsed_time: 21.80348
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1200
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1588
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3854 | 7160 | 0.0047 False
|
|
5977 | 060 | 0.0034 False
|
|
--------------------------------------------------------------------------------
|
|
[75/3000] Train loss: 2.61797, Valid loss: 2.59000, Elapsed_time: 23.11360
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1575
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1588
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0439 | 716 | 0.0010 False
|
|
5013 | 716 | 0.0009 False
|
|
--------------------------------------------------------------------------------
|
|
[80/3000] Train loss: 2.63962, Valid loss: 2.52664, Elapsed_time: 24.41800
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1862
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1862
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0035 | 07 | 0.0005 False
|
|
5145 | 358 | 0.0006 False
|
|
--------------------------------------------------------------------------------
|
|
[85/3000] Train loss: 2.75190, Valid loss: 3.01223, Elapsed_time: 25.94654
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.0825
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1862
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5977 | | 0.0434 False
|
|
0839 | 5 | 0.0208 False
|
|
--------------------------------------------------------------------------------
|
|
[90/3000] Train loss: 2.80104, Valid loss: 2.65419, Elapsed_time: 27.11966
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1450
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1862
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1849 | 95 | 0.0016 False
|
|
9725 | 95 | 0.0010 False
|
|
--------------------------------------------------------------------------------
|
|
[95/3000] Train loss: 2.71196, Valid loss: 2.81886, Elapsed_time: 28.35888
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1325
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1862
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0146 | 93 | 0.0098 False
|
|
8030 | 99 | 0.0030 False
|
|
--------------------------------------------------------------------------------
|
|
[100/3000] Train loss: 2.80000, Valid loss: 2.66891, Elapsed_time: 29.95763
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1537
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1862
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1155 | 985 | 0.0004 False
|
|
2262 | 215 | 0.0002 False
|
|
--------------------------------------------------------------------------------
|
|
[105/3000] Train loss: 2.73079, Valid loss: 2.58154, Elapsed_time: 31.18609
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1425
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1862
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1195 | 1705 | 0.0005 False
|
|
5904 | 005 | 0.0004 False
|
|
--------------------------------------------------------------------------------
|
|
[110/3000] Train loss: 2.51839, Valid loss: 2.60678, Elapsed_time: 32.44234
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1275
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1862
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5863 | 2327 | 0.0011 False
|
|
4379 | 36 | 0.0007 False
|
|
--------------------------------------------------------------------------------
|
|
[115/3000] Train loss: 2.64087, Valid loss: 2.65503, Elapsed_time: 33.72453
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1550
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1862
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8839 | 151 | 0.0002 False
|
|
9970 | 3646 | 0.0003 False
|
|
--------------------------------------------------------------------------------
|
|
[120/3000] Train loss: 2.57109, Valid loss: 2.69885, Elapsed_time: 34.98213
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1437
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1862
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0187 | 08 | 0.0011 False
|
|
4695 | 07 | 0.0013 False
|
|
--------------------------------------------------------------------------------
|
|
[125/3000] Train loss: 2.50666, Valid loss: 2.43969, Elapsed_time: 36.20505
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.2050
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.2050
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1667 | 907 | 0.0010 False
|
|
3250 | 958 | 0.0007 False
|
|
--------------------------------------------------------------------------------
|
|
[130/3000] Train loss: 2.50070, Valid loss: 2.50595, Elapsed_time: 38.55750
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1450
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.2050
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9436 | 920 | 0.0003 False
|
|
8785 | 2757 | 0.0006 False
|
|
--------------------------------------------------------------------------------
|
|
[135/3000] Train loss: 2.50763, Valid loss: 2.44167, Elapsed_time: 39.85999
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1787
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.2050
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7654 | 7820 | 0.0005 False
|
|
1040 | 7880 | 0.0008 False
|
|
--------------------------------------------------------------------------------
|
|
[140/3000] Train loss: 2.38042, Valid loss: 2.40523, Elapsed_time: 41.13626
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1725
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.2050
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2521 | 351 | 0.0004 False
|
|
6373 | 391 | 0.0024 False
|
|
--------------------------------------------------------------------------------
|
|
[145/3000] Train loss: 2.39513, Valid loss: 2.33400, Elapsed_time: 42.45994
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.2025
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.2050
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2886 | 98 | 0.0009 False
|
|
8005 | 985 | 0.0013 False
|
|
--------------------------------------------------------------------------------
|
|
[150/3000] Train loss: 2.37062, Valid loss: 2.39093, Elapsed_time: 43.74492
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1737
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.2050
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9807 | 2552 | 0.0005 False
|
|
9922 | 2552 | 0.0005 False
|
|
--------------------------------------------------------------------------------
|
|
[155/3000] Train loss: 2.34044, Valid loss: 2.32996, Elapsed_time: 45.01630
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1975
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.2050
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2358 | 2779 | 0.0013 False
|
|
5863 | 0561 | 0.0005 False
|
|
--------------------------------------------------------------------------------
|
|
[160/3000] Train loss: 2.45040, Valid loss: 2.33922, Elapsed_time: 46.63451
|
|
Current_accuracy : 0.500, Current_norm_ED : 0.2250
|
|
Best_accuracy : 0.500, Best_norm_ED : 0.2250
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3982 | 901 | 0.0003 False
|
|
3019 | 901 | 0.0003 False
|
|
--------------------------------------------------------------------------------
|
|
[165/3000] Train loss: 2.31655, Valid loss: 2.43956, Elapsed_time: 48.58915
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.2162
|
|
Best_accuracy : 0.500, Best_norm_ED : 0.2250
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2262 | 274 | 0.0023 False
|
|
5013 | 209 | 0.0004 False
|
|
--------------------------------------------------------------------------------
|
|
[170/3000] Train loss: 2.37315, Valid loss: 2.32664, Elapsed_time: 49.88467
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1950
|
|
Best_accuracy : 0.500, Best_norm_ED : 0.2250
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2878 | 328 | 0.0032 False
|
|
4846 | 386 | 0.0042 False
|
|
--------------------------------------------------------------------------------
|
|
[175/3000] Train loss: 2.22100, Valid loss: 2.32009, Elapsed_time: 51.17020
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.2213
|
|
Best_accuracy : 0.500, Best_norm_ED : 0.2250
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7730 | 955 | 0.0005 False
|
|
9490 | 954 | 0.0040 False
|
|
--------------------------------------------------------------------------------
|
|
[180/3000] Train loss: 2.24609, Valid loss: 2.40567, Elapsed_time: 52.44177
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1988
|
|
Best_accuracy : 0.500, Best_norm_ED : 0.2250
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0035 | 94 | 0.0072 False
|
|
6730 | 7156 | 0.0003 False
|
|
--------------------------------------------------------------------------------
|
|
[185/3000] Train loss: 2.20872, Valid loss: 2.19965, Elapsed_time: 53.73395
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.2650
|
|
Best_accuracy : 0.500, Best_norm_ED : 0.2650
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4374 | 314 | 0.0098 False
|
|
0132 | 611 | 0.0078 False
|
|
--------------------------------------------------------------------------------
|
|
[190/3000] Train loss: 2.19817, Valid loss: 2.22963, Elapsed_time: 55.28374
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.2525
|
|
Best_accuracy : 0.500, Best_norm_ED : 0.2650
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2282 | 261 | 0.0131 False
|
|
3389 | 181 | 0.0007 False
|
|
--------------------------------------------------------------------------------
|
|
[195/3000] Train loss: 2.07321, Valid loss: 2.44027, Elapsed_time: 56.82514
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.2100
|
|
Best_accuracy : 0.500, Best_norm_ED : 0.2650
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9589 | 2061 | 0.0006 False
|
|
0311 | 931 | 0.0248 False
|
|
--------------------------------------------------------------------------------
|
|
[200/3000] Train loss: 2.17463, Valid loss: 2.24108, Elapsed_time: 58.12097
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.2075
|
|
Best_accuracy : 0.500, Best_norm_ED : 0.2650
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7022 | 7923 | 0.0089 False
|
|
5634 | 344 | 0.0198 False
|
|
--------------------------------------------------------------------------------
|
|
[205/3000] Train loss: 2.09697, Valid loss: 2.13108, Elapsed_time: 59.39867
|
|
Current_accuracy : 0.500, Current_norm_ED : 0.2750
|
|
Best_accuracy : 0.500, Best_norm_ED : 0.2750
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8170 | 6776 | 0.0101 False
|
|
1082 | 353 | 0.0004 False
|
|
--------------------------------------------------------------------------------
|
|
[210/3000] Train loss: 2.10823, Valid loss: 2.63291, Elapsed_time: 60.94735
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1963
|
|
Best_accuracy : 0.500, Best_norm_ED : 0.2750
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5904 | 0141 | 0.0134 False
|
|
2468 | 819 | 0.0003 False
|
|
--------------------------------------------------------------------------------
|
|
[215/3000] Train loss: 2.16930, Valid loss: 2.00661, Elapsed_time: 62.18205
|
|
Current_accuracy : 2.000, Current_norm_ED : 0.2762
|
|
Best_accuracy : 2.000, Best_norm_ED : 0.2762
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2262 | 703 | 0.0260 False
|
|
8170 | 5178 | 0.0066 False
|
|
--------------------------------------------------------------------------------
|
|
[220/3000] Train loss: 2.02125, Valid loss: 1.94572, Elapsed_time: 63.97804
|
|
Current_accuracy : 0.500, Current_norm_ED : 0.3425
|
|
Best_accuracy : 2.000, Best_norm_ED : 0.3425
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6747 | 232 | 0.0007 False
|
|
1475 | 232 | 0.0007 False
|
|
--------------------------------------------------------------------------------
|
|
[225/3000] Train loss: 2.03829, Valid loss: 2.00639, Elapsed_time: 65.84241
|
|
Current_accuracy : 0.500, Current_norm_ED : 0.3000
|
|
Best_accuracy : 2.000, Best_norm_ED : 0.3425
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9030 | 929 | 0.0201 False
|
|
6825 | 925 | 0.0235 False
|
|
--------------------------------------------------------------------------------
|
|
[230/3000] Train loss: 1.93499, Valid loss: 1.98069, Elapsed_time: 67.07984
|
|
Current_accuracy : 0.500, Current_norm_ED : 0.3200
|
|
Best_accuracy : 2.000, Best_norm_ED : 0.3425
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1667 | 1807 | 0.0156 False
|
|
7435 | 7814 | 0.0155 False
|
|
--------------------------------------------------------------------------------
|
|
[235/3000] Train loss: 2.08139, Valid loss: 1.87415, Elapsed_time: 68.32581
|
|
Current_accuracy : 1.500, Current_norm_ED : 0.3725
|
|
Best_accuracy : 2.000, Best_norm_ED : 0.3725
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7993 | 209 | 0.0004 False
|
|
4677 | 167 | 0.0337 False
|
|
--------------------------------------------------------------------------------
|
|
[240/3000] Train loss: 1.90247, Valid loss: 2.06179, Elapsed_time: 69.84640
|
|
Current_accuracy : 0.500, Current_norm_ED : 0.2850
|
|
Best_accuracy : 2.000, Best_norm_ED : 0.3725
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7278 | 719 | 0.0167 False
|
|
9184 | 974 | 0.0233 False
|
|
--------------------------------------------------------------------------------
|
|
[245/3000] Train loss: 1.87580, Valid loss: 2.03537, Elapsed_time: 71.53276
|
|
Current_accuracy : 1.500, Current_norm_ED : 0.3212
|
|
Best_accuracy : 2.000, Best_norm_ED : 0.3725
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6462 | 8453 | 0.0332 False
|
|
7993 | 701 | 0.0004 False
|
|
--------------------------------------------------------------------------------
|
|
[250/3000] Train loss: 1.85324, Valid loss: 2.08306, Elapsed_time: 72.81062
|
|
Current_accuracy : 1.500, Current_norm_ED : 0.3187
|
|
Best_accuracy : 2.000, Best_norm_ED : 0.3725
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9490 | 990 | 0.0240 False
|
|
4677 | 101 | 0.0347 False
|
|
--------------------------------------------------------------------------------
|
|
[255/3000] Train loss: 1.87343, Valid loss: 1.91560, Elapsed_time: 74.06155
|
|
Current_accuracy : 1.000, Current_norm_ED : 0.3412
|
|
Best_accuracy : 2.000, Best_norm_ED : 0.3725
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0439 | 3829 | 0.0422 False
|
|
1849 | 1848 | 0.0149 False
|
|
--------------------------------------------------------------------------------
|
|
[260/3000] Train loss: 1.78856, Valid loss: 1.80148, Elapsed_time: 75.62254
|
|
Current_accuracy : 3.500, Current_norm_ED : 0.3850
|
|
Best_accuracy : 3.500, Best_norm_ED : 0.3850
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1849 | 180 | 0.0369 False
|
|
2070 | 7020 | 0.0181 False
|
|
--------------------------------------------------------------------------------
|
|
[265/3000] Train loss: 1.69736, Valid loss: 1.72722, Elapsed_time: 77.47290
|
|
Current_accuracy : 5.500, Current_norm_ED : 0.3962
|
|
Best_accuracy : 5.500, Best_norm_ED : 0.3962
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4816 | 4816 | 0.0724 True
|
|
6711 | 4554 | 0.0003 False
|
|
--------------------------------------------------------------------------------
|
|
[270/3000] Train loss: 1.55580, Valid loss: 1.79173, Elapsed_time: 79.33534
|
|
Current_accuracy : 4.500, Current_norm_ED : 0.4088
|
|
Best_accuracy : 5.500, Best_norm_ED : 0.4088
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9148 | 5148 | 0.1040 False
|
|
9922 | 954 | 0.0004 False
|
|
--------------------------------------------------------------------------------
|
|
[275/3000] Train loss: 1.55136, Valid loss: 1.62634, Elapsed_time: 80.89569
|
|
Current_accuracy : 9.000, Current_norm_ED : 0.4763
|
|
Best_accuracy : 9.000, Best_norm_ED : 0.4763
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5904 | 984 | 0.1416 False
|
|
9011 | 505 | 0.0016 False
|
|
--------------------------------------------------------------------------------
|
|
[280/3000] Train loss: 1.52223, Valid loss: 1.76612, Elapsed_time: 82.64195
|
|
Current_accuracy : 5.500, Current_norm_ED : 0.3738
|
|
Best_accuracy : 9.000, Best_norm_ED : 0.4763
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9154 | 0154 | 0.0837 False
|
|
8902 | 002 | 0.0707 False
|
|
--------------------------------------------------------------------------------
|
|
[5/3000] Train loss: 7.72343, Valid loss: 3.45671, Elapsed_time: 2.26104
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.0000
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7781 | | 0.0002 False
|
|
7295 | | 0.0005 False
|
|
--------------------------------------------------------------------------------
|
|
[10/3000] Train loss: 2.98522, Valid loss: 3.00398, Elapsed_time: 4.46877
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.0000
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3723 | | 0.0004 False
|
|
6919 | | 0.0000 False
|
|
--------------------------------------------------------------------------------
|
|
[15/3000] Train loss: 2.89008, Valid loss: 2.86664, Elapsed_time: 5.67641
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.0000
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5529 | | 0.0422 False
|
|
5812 | | 0.0793 False
|
|
--------------------------------------------------------------------------------
|
|
[20/3000] Train loss: 3.00324, Valid loss: 2.67952, Elapsed_time: 6.88800
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.0000
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2365 | | 0.0076 False
|
|
9442 | | 0.0036 False
|
|
--------------------------------------------------------------------------------
|
|
[25/3000] Train loss: 2.71760, Valid loss: 2.68095, Elapsed_time: 8.50232
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.0000
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8872 | | 0.0098 False
|
|
1156 | | 0.0076 False
|
|
--------------------------------------------------------------------------------
|
|
[30/3000] Train loss: 2.75165, Valid loss: 2.67260, Elapsed_time: 9.65924
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.0000
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5239 | | 0.0008 False
|
|
9046 | | 0.0003 False
|
|
--------------------------------------------------------------------------------
|
|
[35/3000] Train loss: 2.67240, Valid loss: 2.70873, Elapsed_time: 11.52636
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.0013
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.0013
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1346 | | 0.0110 False
|
|
0663 | | 0.0055 False
|
|
--------------------------------------------------------------------------------
|
|
[40/3000] Train loss: 2.78391, Valid loss: 2.66339, Elapsed_time: 13.01985
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1175
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1175
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1914 | 11 | 0.0004 False
|
|
1737 | 11 | 0.0008 False
|
|
--------------------------------------------------------------------------------
|
|
[45/3000] Train loss: 2.62681, Valid loss: 2.66627, Elapsed_time: 14.51443
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.0938
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1175
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6914 | 31 | 0.0006 False
|
|
9046 | 0 | 0.0106 False
|
|
--------------------------------------------------------------------------------
|
|
[50/3000] Train loss: 2.58961, Valid loss: 2.62098, Elapsed_time: 15.69104
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1187
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1187
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4301 | 1 | 0.0048 False
|
|
9139 | 38 | 0.0008 False
|
|
--------------------------------------------------------------------------------
|
|
[55/3000] Train loss: 2.70855, Valid loss: 2.87846, Elapsed_time: 17.25361
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1412
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1412
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6919 | 64 | 0.0001 False
|
|
3297 | 464 | 0.0002 False
|
|
--------------------------------------------------------------------------------
|
|
[60/3000] Train loss: 2.72490, Valid loss: 2.60710, Elapsed_time: 18.81391
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1450
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1450
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4301 | 5 | 0.0091 False
|
|
0567 | 25 | 0.0010 False
|
|
--------------------------------------------------------------------------------
|
|
[65/3000] Train loss: 2.54024, Valid loss: 2.62109, Elapsed_time: 21.01090
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1450
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1450
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2003 | 91 | 0.0029 False
|
|
6313 | 51 | 0.0010 False
|
|
--------------------------------------------------------------------------------
|
|
[70/3000] Train loss: 2.59774, Valid loss: 2.49689, Elapsed_time: 22.35791
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1688
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1688
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8773 | 98 | 0.0004 False
|
|
3297 | 73 | 0.0006 False
|
|
--------------------------------------------------------------------------------
|
|
[75/3000] Train loss: 2.60475, Valid loss: 3.46342, Elapsed_time: 23.99386
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.0725
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1688
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0713 | 40 | 0.0014 False
|
|
2742 | 350 | 0.0014 False
|
|
--------------------------------------------------------------------------------
|
|
[80/3000] Train loss: 2.72589, Valid loss: 2.68166, Elapsed_time: 25.29963
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1275
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1688
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4952 | 869 | 0.0004 False
|
|
9267 | 105 | 0.0004 False
|
|
--------------------------------------------------------------------------------
|
|
[85/3000] Train loss: 2.63020, Valid loss: 2.68659, Elapsed_time: 26.57217
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1187
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1688
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8834 | 989 | 0.0011 False
|
|
4569 | 9 | 0.0024 False
|
|
--------------------------------------------------------------------------------
|
|
[90/3000] Train loss: 2.81178, Valid loss: 2.96463, Elapsed_time: 27.82718
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1237
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1688
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0228 | 1889 | 0.0004 False
|
|
2665 | 189 | 0.0001 False
|
|
--------------------------------------------------------------------------------
|
|
[95/3000] Train loss: 2.62285, Valid loss: 2.65450, Elapsed_time: 29.07497
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1350
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1688
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7875 | 5124 | 0.0008 False
|
|
3590 | 12 | 0.0011 False
|
|
--------------------------------------------------------------------------------
|
|
[100/3000] Train loss: 2.65847, Valid loss: 2.71183, Elapsed_time: 30.74010
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1462
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1688
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4301 | 5384 | 0.0000 False
|
|
2321 | 567 | 0.0002 False
|
|
--------------------------------------------------------------------------------
|
|
[105/3000] Train loss: 2.61751, Valid loss: 2.67920, Elapsed_time: 32.05070
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1325
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1688
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3560 | 969 | 0.0023 False
|
|
3389 | 355 | 0.0006 False
|
|
--------------------------------------------------------------------------------
|
|
[110/3000] Train loss: 2.57666, Valid loss: 2.57370, Elapsed_time: 33.34908
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1450
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1688
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4066 | 3938 | 0.0007 False
|
|
5165 | 338 | 0.0007 False
|
|
--------------------------------------------------------------------------------
|
|
[115/3000] Train loss: 2.63644, Valid loss: 2.62846, Elapsed_time: 34.65540
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1400
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1688
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0702 | 350 | 0.0002 False
|
|
4638 | 869 | 0.0006 False
|
|
--------------------------------------------------------------------------------
|
|
[120/3000] Train loss: 2.52137, Valid loss: 2.60593, Elapsed_time: 35.97115
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1412
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1688
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8168 | 6 | 0.0037 False
|
|
9163 | 694 | 0.0009 False
|
|
--------------------------------------------------------------------------------
|
|
[125/3000] Train loss: 2.50216, Valid loss: 2.53769, Elapsed_time: 37.24055
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1475
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1688
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0907 | 664 | 0.0021 False
|
|
6937 | 664 | 0.0020 False
|
|
--------------------------------------------------------------------------------
|
|
[130/3000] Train loss: 2.61556, Valid loss: 2.58665, Elapsed_time: 38.86241
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1512
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1688
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1796 | 3669 | 0.0019 False
|
|
8290 | 669 | 0.0051 False
|
|
--------------------------------------------------------------------------------
|
|
[135/3000] Train loss: 2.44414, Valid loss: 2.52973, Elapsed_time: 40.66560
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1825
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1825
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0631 | 671 | 0.0021 False
|
|
0298 | 469 | 0.0037 False
|
|
--------------------------------------------------------------------------------
|
|
[140/3000] Train loss: 2.46754, Valid loss: 2.45600, Elapsed_time: 42.25162
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1737
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1825
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8907 | 081 | 0.0013 False
|
|
7822 | 13 | 0.0008 False
|
|
--------------------------------------------------------------------------------
|
|
[145/3000] Train loss: 2.44046, Valid loss: 2.44580, Elapsed_time: 43.57420
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1613
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1825
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4962 | 317 | 0.0003 False
|
|
3560 | 548 | 0.0012 False
|
|
--------------------------------------------------------------------------------
|
|
[150/3000] Train loss: 2.39012, Valid loss: 2.62250, Elapsed_time: 44.85689
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1537
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1825
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5890 | 5924 | 0.0006 False
|
|
0340 | 725 | 0.0011 False
|
|
--------------------------------------------------------------------------------
|
|
[155/3000] Train loss: 2.42757, Valid loss: 2.42686, Elapsed_time: 46.12960
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1737
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1825
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9571 | 4692 | 0.0006 False
|
|
9267 | 6554 | 0.0003 False
|
|
--------------------------------------------------------------------------------
|
|
[160/3000] Train loss: 2.41057, Valid loss: 2.33277, Elapsed_time: 47.72145
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1938
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1938
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1737 | 177 | 0.0020 False
|
|
3848 | 760 | 0.0020 False
|
|
--------------------------------------------------------------------------------
|
|
[165/3000] Train loss: 2.43144, Valid loss: 2.41986, Elapsed_time: 49.40509
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1762
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1938
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4472 | 9673 | 0.0014 False
|
|
2164 | 128 | 0.0019 False
|
|
--------------------------------------------------------------------------------
|
|
[170/3000] Train loss: 2.38364, Valid loss: 2.45180, Elapsed_time: 50.73845
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1900
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1938
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0944 | 860 | 0.0008 False
|
|
9335 | 5701 | 0.0005 False
|
|
--------------------------------------------------------------------------------
|
|
[175/3000] Train loss: 2.33133, Valid loss: 2.41812, Elapsed_time: 52.03509
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1888
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1938
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3389 | 7290 | 0.0011 False
|
|
3590 | 209 | 0.0008 False
|
|
--------------------------------------------------------------------------------
|
|
[180/3000] Train loss: 2.34072, Valid loss: 2.63304, Elapsed_time: 53.34241
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1888
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1938
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8834 | 6935 | 0.0027 False
|
|
0056 | 496 | 0.0066 False
|
|
--------------------------------------------------------------------------------
|
|
[185/3000] Train loss: 2.33086, Valid loss: 2.32482, Elapsed_time: 54.56920
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.2025
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.2025
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1289 | 104 | 0.0005 False
|
|
1730 | 179 | 0.0024 False
|
|
--------------------------------------------------------------------------------
|
|
[190/3000] Train loss: 2.30572, Valid loss: 2.44174, Elapsed_time: 56.19846
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1837
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.2025
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6910 | 374 | 0.0004 False
|
|
6914 | 374 | 0.0004 False
|
|
--------------------------------------------------------------------------------
|
|
[195/3000] Train loss: 2.31934, Valid loss: 2.47984, Elapsed_time: 57.83339
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1900
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.2025
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2831 | 1881 | 0.0047 False
|
|
9281 | 375 | 0.0004 False
|
|
--------------------------------------------------------------------------------
|
|
[200/3000] Train loss: 2.22950, Valid loss: 2.19287, Elapsed_time: 59.18540
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1950
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.2025
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7066 | 386 | 0.0027 False
|
|
9438 | 6528 | 0.0031 False
|
|
--------------------------------------------------------------------------------
|
|
[205/3000] Train loss: 2.23744, Valid loss: 2.29813, Elapsed_time: 60.46462
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1913
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.2025
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9511 | 617 | 0.0052 False
|
|
3297 | 771 | 0.0016 False
|
|
--------------------------------------------------------------------------------
|
|
[210/3000] Train loss: 2.21357, Valid loss: 2.34766, Elapsed_time: 61.73484
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.2013
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.2025
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9511 | 837 | 0.0039 False
|
|
7667 | 195 | 0.0004 False
|
|
--------------------------------------------------------------------------------
|
|
[215/3000] Train loss: 2.15947, Valid loss: 2.39169, Elapsed_time: 63.02283
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1575
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.2025
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6914 | 1938 | 0.0004 False
|
|
1372 | 731 | 0.0074 False
|
|
--------------------------------------------------------------------------------
|
|
[220/3000] Train loss: 2.18843, Valid loss: 2.32295, Elapsed_time: 64.41079
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.2087
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.2087
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5427 | 547 | 0.0120 False
|
|
4685 | 4669 | 0.0020 False
|
|
--------------------------------------------------------------------------------
|
|
[225/3000] Train loss: 2.19527, Valid loss: 2.36121, Elapsed_time: 66.35252
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1888
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.2087
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7764 | 3772 | 0.0007 False
|
|
9046 | 069 | 0.0026 False
|
|
--------------------------------------------------------------------------------
|
|
[230/3000] Train loss: 2.18420, Valid loss: 2.82787, Elapsed_time: 67.71898
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1575
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.2087
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7810 | 128 | 0.0081 False
|
|
0593 | 8389 | 0.0005 False
|
|
--------------------------------------------------------------------------------
|
|
[235/3000] Train loss: 2.16448, Valid loss: 2.36683, Elapsed_time: 69.07047
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1837
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.2087
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3848 | 366 | 0.0067 False
|
|
5627 | 693 | 0.0070 False
|
|
--------------------------------------------------------------------------------
|
|
[240/3000] Train loss: 2.06597, Valid loss: 2.23076, Elapsed_time: 70.47959
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.2037
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.2087
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4569 | 656 | 0.0138 False
|
|
8907 | 661 | 0.0065 False
|
|
--------------------------------------------------------------------------------
|
|
[245/3000] Train loss: 2.21203, Valid loss: 2.38120, Elapsed_time: 71.87762
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1925
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.2087
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1383 | 5490 | 0.0036 False
|
|
2134 | 9578 | 0.0036 False
|
|
--------------------------------------------------------------------------------
|
|
[250/3000] Train loss: 2.03239, Valid loss: 2.31922, Elapsed_time: 73.62105
|
|
Current_accuracy : 0.500, Current_norm_ED : 0.1950
|
|
Best_accuracy : 0.500, Best_norm_ED : 0.2087
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6191 | 6191 | 0.0254 True
|
|
1982 | 3112 | 0.0008 False
|
|
--------------------------------------------------------------------------------
|
|
[255/3000] Train loss: 2.03586, Valid loss: 2.66652, Elapsed_time: 75.19106
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1550
|
|
Best_accuracy : 0.500, Best_norm_ED : 0.2087
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5890 | 8679 | 0.0008 False
|
|
6191 | 8282 | 0.0171 False
|
|
--------------------------------------------------------------------------------
|
|
[260/3000] Train loss: 2.09123, Valid loss: 2.66866, Elapsed_time: 76.76364
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1750
|
|
Best_accuracy : 0.500, Best_norm_ED : 0.2087
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8575 | 532 | 0.0004 False
|
|
9267 | 537 | 0.0004 False
|
|
--------------------------------------------------------------------------------
|
|
[265/3000] Train loss: 2.09372, Valid loss: 2.07765, Elapsed_time: 78.05457
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.2425
|
|
Best_accuracy : 0.500, Best_norm_ED : 0.2425
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1572 | 415 | 0.0005 False
|
|
9438 | 4570 | 0.0184 False
|
|
--------------------------------------------------------------------------------
|
|
[270/3000] Train loss: 2.03742, Valid loss: 2.22717, Elapsed_time: 79.66751
|
|
Current_accuracy : 0.500, Current_norm_ED : 0.2350
|
|
Best_accuracy : 0.500, Best_norm_ED : 0.2425
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9220 | 1052 | 0.0003 False
|
|
3361 | 1018 | 0.0003 False
|
|
--------------------------------------------------------------------------------
|
|
[275/3000] Train loss: 2.00769, Valid loss: 2.34575, Elapsed_time: 81.01530
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.2013
|
|
Best_accuracy : 0.500, Best_norm_ED : 0.2425
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3361 | 338 | 0.0011 False
|
|
8907 | 6881 | 0.0110 False
|
|
--------------------------------------------------------------------------------
|
|
[280/3000] Train loss: 1.86701, Valid loss: 2.06581, Elapsed_time: 82.34913
|
|
Current_accuracy : 0.500, Current_norm_ED : 0.2650
|
|
Best_accuracy : 0.500, Best_norm_ED : 0.2650
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9267 | 371 | 0.0009 False
|
|
7188 | 7168 | 0.0075 False
|
|
--------------------------------------------------------------------------------
|
|
[285/3000] Train loss: 1.92626, Valid loss: 1.96098, Elapsed_time: 83.92486
|
|
Current_accuracy : 1.000, Current_norm_ED : 0.2737
|
|
Best_accuracy : 1.000, Best_norm_ED : 0.2737
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0713 | 9175 | 0.0081 False
|
|
4923 | 3053 | 0.0004 False
|
|
--------------------------------------------------------------------------------
|
|
[290/3000] Train loss: 1.92956, Valid loss: 2.23082, Elapsed_time: 86.15154
|
|
Current_accuracy : 0.500, Current_norm_ED : 0.2112
|
|
Best_accuracy : 1.000, Best_norm_ED : 0.2737
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4222 | 5232 | 0.0140 False
|
|
3361 | 2541 | 0.0006 False
|
|
--------------------------------------------------------------------------------
|
|
[295/3000] Train loss: 1.88336, Valid loss: 2.57812, Elapsed_time: 87.47658
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1950
|
|
Best_accuracy : 1.000, Best_norm_ED : 0.2737
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9512 | 9753 | 0.0004 False
|
|
6914 | 9753 | 0.0005 False
|
|
--------------------------------------------------------------------------------
|
|
[300/3000] Train loss: 1.82066, Valid loss: 2.25651, Elapsed_time: 88.82665
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.2238
|
|
Best_accuracy : 1.000, Best_norm_ED : 0.2737
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8744 | 717 | 0.0005 False
|
|
5890 | 717 | 0.0005 False
|
|
--------------------------------------------------------------------------------
|
|
[305/3000] Train loss: 1.89923, Valid loss: 2.02568, Elapsed_time: 90.13362
|
|
Current_accuracy : 0.500, Current_norm_ED : 0.2712
|
|
Best_accuracy : 1.000, Best_norm_ED : 0.2737
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8575 | 4978 | 0.0002 False
|
|
7209 | 7138 | 0.0087 False
|
|
--------------------------------------------------------------------------------
|
|
[310/3000] Train loss: 1.83234, Valid loss: 1.95524, Elapsed_time: 91.46310
|
|
Current_accuracy : 1.000, Current_norm_ED : 0.2900
|
|
Best_accuracy : 1.000, Best_norm_ED : 0.2900
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6350 | 2572 | 0.0006 False
|
|
2433 | 2454 | 0.0401 False
|
|
--------------------------------------------------------------------------------
|
|
[315/3000] Train loss: 1.91638, Valid loss: 2.01314, Elapsed_time: 93.00968
|
|
Current_accuracy : 2.500, Current_norm_ED : 0.2825
|
|
Best_accuracy : 2.500, Best_norm_ED : 0.2900
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2433 | 7553 | 0.0083 False
|
|
9163 | 8283 | 0.0112 False
|
|
--------------------------------------------------------------------------------
|
|
[320/3000] Train loss: 1.85269, Valid loss: 1.85191, Elapsed_time: 95.02755
|
|
Current_accuracy : 1.000, Current_norm_ED : 0.3162
|
|
Best_accuracy : 2.500, Best_norm_ED : 0.3162
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1899 | 186 | 0.0113 False
|
|
0273 | 209 | 0.0005 False
|
|
--------------------------------------------------------------------------------
|
|
[325/3000] Train loss: 1.62757, Valid loss: 1.83393, Elapsed_time: 96.72839
|
|
Current_accuracy : 1.500, Current_norm_ED : 0.3588
|
|
Best_accuracy : 2.500, Best_norm_ED : 0.3588
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0469 | 203 | 0.0011 False
|
|
9030 | 82 | 0.0093 False
|
|
--------------------------------------------------------------------------------
|
|
[330/3000] Train loss: 1.68710, Valid loss: 1.78428, Elapsed_time: 98.33104
|
|
Current_accuracy : 1.000, Current_norm_ED : 0.3400
|
|
Best_accuracy : 2.500, Best_norm_ED : 0.3588
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9033 | 0852 | 0.0300 False
|
|
8262 | 0282 | 0.0240 False
|
|
--------------------------------------------------------------------------------
|
|
[335/3000] Train loss: 1.81451, Valid loss: 1.78505, Elapsed_time: 99.65574
|
|
Current_accuracy : 2.000, Current_norm_ED : 0.3463
|
|
Best_accuracy : 2.500, Best_norm_ED : 0.3588
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8461 | 547 | 0.0004 False
|
|
6350 | 567 | 0.0004 False
|
|
--------------------------------------------------------------------------------
|
|
[340/3000] Train loss: 1.66467, Valid loss: 1.73194, Elapsed_time: 100.94929
|
|
Current_accuracy : 4.500, Current_norm_ED : 0.3850
|
|
Best_accuracy : 4.500, Best_norm_ED : 0.3850
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4317 | 4371 | 0.0474 False
|
|
6191 | 0161 | 0.0223 False
|
|
--------------------------------------------------------------------------------
|
|
[345/3000] Train loss: 1.56648, Valid loss: 2.02030, Elapsed_time: 102.81320
|
|
Current_accuracy : 0.500, Current_norm_ED : 0.3055
|
|
Best_accuracy : 4.500, Best_norm_ED : 0.3850
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7742 | 142 | 0.0111 False
|
|
1407 | 8968 | 0.0006 False
|
|
--------------------------------------------------------------------------------
|
|
[350/3000] Train loss: 1.65864, Valid loss: 1.81921, Elapsed_time: 104.11242
|
|
Current_accuracy : 2.000, Current_norm_ED : 0.3312
|
|
Best_accuracy : 4.500, Best_norm_ED : 0.3850
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0907 | 901 | 0.0188 False
|
|
3723 | 151 | 0.0005 False
|
|
--------------------------------------------------------------------------------
|
|
[355/3000] Train loss: 1.71171, Valid loss: 1.78811, Elapsed_time: 105.76348
|
|
Current_accuracy : 1.000, Current_norm_ED : 0.3650
|
|
Best_accuracy : 4.500, Best_norm_ED : 0.3850
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7682 | 1982 | 0.0340 False
|
|
4731 | 477 | 0.0521 False
|
|
--------------------------------------------------------------------------------
|
|
[360/3000] Train loss: 1.82049, Valid loss: 1.79633, Elapsed_time: 107.59375
|
|
Current_accuracy : 1.000, Current_norm_ED : 0.3450
|
|
Best_accuracy : 4.500, Best_norm_ED : 0.3850
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8773 | 51 | 0.0006 False
|
|
8907 | 6881 | 0.0110 False
|
|
--------------------------------------------------------------------------------
|
|
[365/3000] Train loss: 1.62458, Valid loss: 2.05338, Elapsed_time: 108.91755
|
|
Current_accuracy : 0.500, Current_norm_ED : 0.3100
|
|
Best_accuracy : 4.500, Best_norm_ED : 0.3850
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5529 | 528 | 0.0561 False
|
|
8575 | 242 | 0.0003 False
|
|
--------------------------------------------------------------------------------
|
|
[370/3000] Train loss: 1.56044, Valid loss: 1.62157, Elapsed_time: 110.25467
|
|
Current_accuracy : 2.500, Current_norm_ED : 0.4263
|
|
Best_accuracy : 4.500, Best_norm_ED : 0.4263
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7253 | 1253 | 0.0818 False
|
|
5165 | 5785 | 0.0739 False
|
|
--------------------------------------------------------------------------------
|
|
[375/3000] Train loss: 1.65258, Valid loss: 1.64718, Elapsed_time: 111.81606
|
|
Current_accuracy : 6.500, Current_norm_ED : 0.4155
|
|
Best_accuracy : 6.500, Best_norm_ED : 0.4263
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4317 | 431 | 0.1425 False
|
|
2164 | 264 | 0.1137 False
|
|
--------------------------------------------------------------------------------
|
|
[380/3000] Train loss: 1.34406, Valid loss: 1.61496, Elapsed_time: 113.39649
|
|
Current_accuracy : 4.000, Current_norm_ED : 0.4225
|
|
Best_accuracy : 6.500, Best_norm_ED : 0.4263
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8168 | 676 | 0.1146 False
|
|
2134 | 24 | 0.0844 False
|
|
--------------------------------------------------------------------------------
|
|
[385/3000] Train loss: 1.37585, Valid loss: 1.78571, Elapsed_time: 114.93345
|
|
Current_accuracy : 3.500, Current_norm_ED : 0.3825
|
|
Best_accuracy : 6.500, Best_norm_ED : 0.4263
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7695 | 1005 | 0.0520 False
|
|
0702 | 8043 | 0.0004 False
|
|
--------------------------------------------------------------------------------
|
|
[390/3000] Train loss: 1.45905, Valid loss: 1.51026, Elapsed_time: 116.20391
|
|
Current_accuracy : 10.500, Current_norm_ED : 0.4662
|
|
Best_accuracy : 10.500, Best_norm_ED : 0.4662
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3438 | 3438 | 0.2501 True
|
|
2164 | 2164 | 0.0876 True
|
|
--------------------------------------------------------------------------------
|
|
[395/3000] Train loss: 1.31515, Valid loss: 1.61913, Elapsed_time: 117.99348
|
|
Current_accuracy : 9.000, Current_norm_ED : 0.4450
|
|
Best_accuracy : 10.500, Best_norm_ED : 0.4662
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7803 | 7693 | 0.0598 False
|
|
5415 | 118 | 0.0025 False
|
|
--------------------------------------------------------------------------------
|
|
[400/3000] Train loss: 1.40836, Valid loss: 1.54248, Elapsed_time: 119.29048
|
|
Current_accuracy : 6.500, Current_norm_ED : 0.4412
|
|
Best_accuracy : 10.500, Best_norm_ED : 0.4662
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0944 | 044 | 0.0355 False
|
|
7810 | 1070 | 0.0891 False
|
|
--------------------------------------------------------------------------------
|
|
[405/3000] Train loss: 1.23726, Valid loss: 1.98862, Elapsed_time: 120.59429
|
|
Current_accuracy : 2.500, Current_norm_ED : 0.3862
|
|
Best_accuracy : 10.500, Best_norm_ED : 0.4662
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1140 | 351 | 0.0009 False
|
|
6728 | 351 | 0.0009 False
|
|
--------------------------------------------------------------------------------
|
|
[410/3000] Train loss: 1.35224, Valid loss: 1.56127, Elapsed_time: 121.86782
|
|
Current_accuracy : 13.000, Current_norm_ED : 0.4825
|
|
Best_accuracy : 13.000, Best_norm_ED : 0.4825
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8907 | 687 | 0.2020 False
|
|
0034 | 277 | 0.0007 False
|
|
--------------------------------------------------------------------------------
|
|
[415/3000] Train loss: 1.32469, Valid loss: 1.69613, Elapsed_time: 123.73596
|
|
Current_accuracy : 12.500, Current_norm_ED : 0.4680
|
|
Best_accuracy : 13.000, Best_norm_ED : 0.4825
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2239 | 4141 | 0.0009 False
|
|
5812 | 4141 | 0.0009 False
|
|
--------------------------------------------------------------------------------
|
|
[420/3000] Train loss: 1.22123, Valid loss: 1.40811, Elapsed_time: 125.27317
|
|
Current_accuracy : 12.000, Current_norm_ED : 0.5065
|
|
Best_accuracy : 13.000, Best_norm_ED : 0.5065
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8967 | 867 | 0.0494 False
|
|
0056 | 0956 | 0.1325 False
|
|
--------------------------------------------------------------------------------
|
|
[425/3000] Train loss: 1.25972, Valid loss: 1.29496, Elapsed_time: 126.79128
|
|
Current_accuracy : 17.000, Current_norm_ED : 0.5112
|
|
Best_accuracy : 17.000, Best_norm_ED : 0.5112
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8967 | 887 | 0.0718 False
|
|
8243 | 6243 | 0.3765 False
|
|
--------------------------------------------------------------------------------
|
|
[430/3000] Train loss: 1.25047, Valid loss: 1.34470, Elapsed_time: 128.65355
|
|
Current_accuracy : 14.500, Current_norm_ED : 0.5215
|
|
Best_accuracy : 17.000, Best_norm_ED : 0.5215
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9571 | 051 | 0.1910 False
|
|
3937 | 3037 | 0.4168 False
|
|
--------------------------------------------------------------------------------
|
|
[435/3000] Train loss: 1.13637, Valid loss: 1.68425, Elapsed_time: 130.23492
|
|
Current_accuracy : 7.500, Current_norm_ED : 0.4437
|
|
Best_accuracy : 17.000, Best_norm_ED : 0.5215
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9589 | 6568 | 0.2102 False
|
|
3409 | 3468 | 0.1937 False
|
|
--------------------------------------------------------------------------------
|
|
[440/3000] Train loss: 1.43279, Valid loss: 1.27608, Elapsed_time: 131.51033
|
|
Current_accuracy : 20.000, Current_norm_ED : 0.5350
|
|
Best_accuracy : 20.000, Best_norm_ED : 0.5350
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1960 | 1960 | 0.0674 True
|
|
3361 | 803 | 0.0002 False
|
|
--------------------------------------------------------------------------------
|
|
[445/3000] Train loss: 1.10981, Valid loss: 1.38840, Elapsed_time: 133.31971
|
|
Current_accuracy : 11.500, Current_norm_ED : 0.4925
|
|
Best_accuracy : 20.000, Best_norm_ED : 0.5350
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1407 | 4192 | 0.0004 False
|
|
4236 | 4172 | 0.0004 False
|
|
--------------------------------------------------------------------------------
|
|
[450/3000] Train loss: 1.32485, Valid loss: 1.26049, Elapsed_time: 134.89305
|
|
Current_accuracy : 19.000, Current_norm_ED : 0.5353
|
|
Best_accuracy : 20.000, Best_norm_ED : 0.5353
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9163 | 9163 | 0.1788 True
|
|
1372 | 1372 | 0.3555 True
|
|
--------------------------------------------------------------------------------
|
|
[455/3000] Train loss: 1.10310, Valid loss: 1.41717, Elapsed_time: 136.52941
|
|
Current_accuracy : 23.000, Current_norm_ED : 0.5443
|
|
Best_accuracy : 23.000, Best_norm_ED : 0.5443
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9139 | 0130 | 0.1959 False
|
|
4472 | 442 | 0.0741 False
|
|
--------------------------------------------------------------------------------
|
|
[460/3000] Train loss: 1.30423, Valid loss: 2.03205, Elapsed_time: 138.43589
|
|
Current_accuracy : 1.500, Current_norm_ED : 0.3837
|
|
Best_accuracy : 23.000, Best_norm_ED : 0.5443
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5529 | 620 | 0.0974 False
|
|
8461 | 4143 | 0.0006 False
|
|
--------------------------------------------------------------------------------
|
|
[465/3000] Train loss: 1.09486, Valid loss: 2.00499, Elapsed_time: 140.19506
|
|
Current_accuracy : 7.000, Current_norm_ED : 0.4450
|
|
Best_accuracy : 23.000, Best_norm_ED : 0.5443
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8575 | 52 | 0.0008 False
|
|
7010 | 552 | 0.0008 False
|
|
--------------------------------------------------------------------------------
|
|
[470/3000] Train loss: 1.23920, Valid loss: 1.40243, Elapsed_time: 141.40469
|
|
Current_accuracy : 17.500, Current_norm_ED : 0.5330
|
|
Best_accuracy : 23.000, Best_norm_ED : 0.5443
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6077 | 607 | 0.0732 False
|
|
9512 | 157 | 0.0006 False
|
|
--------------------------------------------------------------------------------
|
|
[475/3000] Train loss: 1.18572, Valid loss: 1.32656, Elapsed_time: 142.64465
|
|
Current_accuracy : 17.500, Current_norm_ED : 0.5353
|
|
Best_accuracy : 23.000, Best_norm_ED : 0.5443
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1914 | 1914 | 0.3357 True
|
|
3389 | 39 | 0.1015 False
|
|
--------------------------------------------------------------------------------
|
|
[480/3000] Train loss: 0.97739, Valid loss: 1.42873, Elapsed_time: 144.15594
|
|
Current_accuracy : 17.500, Current_norm_ED : 0.5410
|
|
Best_accuracy : 23.000, Best_norm_ED : 0.5443
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9541 | 4732 | 0.0007 False
|
|
1516 | 4732 | 0.0007 False
|
|
--------------------------------------------------------------------------------
|
|
[485/3000] Train loss: 1.00599, Valid loss: 1.17322, Elapsed_time: 145.43992
|
|
Current_accuracy : 33.000, Current_norm_ED : 0.6038
|
|
Best_accuracy : 33.000, Best_norm_ED : 0.6038
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4405 | 4405 | 0.0869 True
|
|
5468 | 5468 | 0.1174 True
|
|
--------------------------------------------------------------------------------
|
|
[490/3000] Train loss: 1.06319, Valid loss: 1.43209, Elapsed_time: 147.32355
|
|
Current_accuracy : 17.500, Current_norm_ED : 0.5252
|
|
Best_accuracy : 33.000, Best_norm_ED : 0.6038
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7110 | 7119 | 0.1851 False
|
|
4459 | 4449 | 0.0860 False
|
|
--------------------------------------------------------------------------------
|
|
[495/3000] Train loss: 0.95276, Valid loss: 1.47198, Elapsed_time: 148.59265
|
|
Current_accuracy : 12.500, Current_norm_ED : 0.4990
|
|
Best_accuracy : 33.000, Best_norm_ED : 0.6038
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7453 | 353 | 0.0009 False
|
|
1796 | 16 | 0.2492 False
|
|
--------------------------------------------------------------------------------
|
|
[500/3000] Train loss: 1.22459, Valid loss: 1.30886, Elapsed_time: 149.84777
|
|
Current_accuracy : 30.500, Current_norm_ED : 0.5852
|
|
Best_accuracy : 33.000, Best_norm_ED : 0.6038
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6910 | 5135 | 0.0005 False
|
|
3438 | 3438 | 0.5494 True
|
|
--------------------------------------------------------------------------------
|
|
[505/3000] Train loss: 0.94392, Valid loss: 1.21633, Elapsed_time: 151.11153
|
|
Current_accuracy : 23.000, Current_norm_ED : 0.5503
|
|
Best_accuracy : 33.000, Best_norm_ED : 0.6038
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2003 | 2903 | 0.2001 False
|
|
8290 | 829 | 0.3095 False
|
|
--------------------------------------------------------------------------------
|
|
[510/3000] Train loss: 1.12947, Valid loss: 1.15321, Elapsed_time: 152.41978
|
|
Current_accuracy : 33.500, Current_norm_ED : 0.5942
|
|
Best_accuracy : 33.500, Best_norm_ED : 0.6038
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1407 | 105 | 0.0006 False
|
|
7803 | 7893 | 0.3744 False
|
|
--------------------------------------------------------------------------------
|
|
[515/3000] Train loss: 1.01398, Valid loss: 1.41653, Elapsed_time: 154.34032
|
|
Current_accuracy : 18.000, Current_norm_ED : 0.5288
|
|
Best_accuracy : 33.500, Best_norm_ED : 0.6038
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6914 | 3250 | 0.0003 False
|
|
3848 | 3848 | 0.3348 True
|
|
--------------------------------------------------------------------------------
|
|
[520/3000] Train loss: 1.01143, Valid loss: 1.34545, Elapsed_time: 155.65581
|
|
Current_accuracy : 22.000, Current_norm_ED : 0.5413
|
|
Best_accuracy : 33.500, Best_norm_ED : 0.6038
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9511 | 951 | 0.3451 False
|
|
0975 | 0975 | 0.1522 True
|
|
--------------------------------------------------------------------------------
|
|
[525/3000] Train loss: 1.09275, Valid loss: 1.78454, Elapsed_time: 156.90190
|
|
Current_accuracy : 8.500, Current_norm_ED : 0.4627
|
|
Best_accuracy : 33.500, Best_norm_ED : 0.6038
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6217 | 6217 | 0.3240 True
|
|
6191 | 0101 | 0.4186 False
|
|
--------------------------------------------------------------------------------
|
|
[530/3000] Train loss: 1.02045, Valid loss: 1.11929, Elapsed_time: 158.14754
|
|
Current_accuracy : 33.000, Current_norm_ED : 0.5840
|
|
Best_accuracy : 33.500, Best_norm_ED : 0.6038
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6910 | 1018 | 0.0005 False
|
|
6858 | 658 | 0.2492 False
|
|
--------------------------------------------------------------------------------
|
|
[535/3000] Train loss: 0.90010, Valid loss: 2.20681, Elapsed_time: 159.43703
|
|
Current_accuracy : 14.500, Current_norm_ED : 0.4980
|
|
Best_accuracy : 33.500, Best_norm_ED : 0.6038
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3937 | 3537 | 0.3575 False
|
|
7667 | 577 | 0.0003 False
|
|
--------------------------------------------------------------------------------
|
|
[540/3000] Train loss: 0.88213, Valid loss: 1.35187, Elapsed_time: 160.71867
|
|
Current_accuracy : 25.500, Current_norm_ED : 0.5815
|
|
Best_accuracy : 33.500, Best_norm_ED : 0.6038
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9541 | 8951 | 0.0003 False
|
|
4217 | 4217 | 0.7153 True
|
|
--------------------------------------------------------------------------------
|
|
[545/3000] Train loss: 0.87690, Valid loss: 1.10332, Elapsed_time: 162.28487
|
|
Current_accuracy : 39.500, Current_norm_ED : 0.6342
|
|
Best_accuracy : 39.500, Best_norm_ED : 0.6342
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4301 | 854 | 0.0008 False
|
|
2598 | 2598 | 0.5898 True
|
|
--------------------------------------------------------------------------------
|
|
[550/3000] Train loss: 0.85940, Valid loss: 1.20629, Elapsed_time: 164.19578
|
|
Current_accuracy : 28.000, Current_norm_ED : 0.5802
|
|
Best_accuracy : 39.500, Best_norm_ED : 0.6342
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2365 | 2365 | 0.6807 True
|
|
9511 | 954 | 0.3034 False
|
|
--------------------------------------------------------------------------------
|
|
[555/3000] Train loss: 1.14862, Valid loss: 1.11090, Elapsed_time: 165.46293
|
|
Current_accuracy : 45.000, Current_norm_ED : 0.6417
|
|
Best_accuracy : 45.000, Best_norm_ED : 0.6417
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3438 | 3438 | 0.6836 True
|
|
9700 | 8142 | 0.0003 False
|
|
--------------------------------------------------------------------------------
|
|
[560/3000] Train loss: 0.95210, Valid loss: 1.13388, Elapsed_time: 167.30270
|
|
Current_accuracy : 38.500, Current_norm_ED : 0.6250
|
|
Best_accuracy : 45.000, Best_norm_ED : 0.6417
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8744 | 293 | 0.0005 False
|
|
7875 | 7875 | 0.7923 True
|
|
--------------------------------------------------------------------------------
|
|
[565/3000] Train loss: 0.79712, Valid loss: 1.06798, Elapsed_time: 168.55086
|
|
Current_accuracy : 49.500, Current_norm_ED : 0.6445
|
|
Best_accuracy : 49.500, Best_norm_ED : 0.6445
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7695 | 7695 | 0.3619 True
|
|
6313 | 6313 | 0.8318 True
|
|
--------------------------------------------------------------------------------
|
|
[570/3000] Train loss: 0.89942, Valid loss: 1.16220, Elapsed_time: 170.37031
|
|
Current_accuracy : 37.000, Current_norm_ED : 0.6082
|
|
Best_accuracy : 49.500, Best_norm_ED : 0.6445
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4923 | 3558 | 0.0002 False
|
|
5165 | 5165 | 0.9340 True
|
|
--------------------------------------------------------------------------------
|
|
[575/3000] Train loss: 0.95690, Valid loss: 1.03331, Elapsed_time: 171.60912
|
|
Current_accuracy : 50.000, Current_norm_ED : 0.6680
|
|
Best_accuracy : 50.000, Best_norm_ED : 0.6680
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7682 | 7682 | 0.8559 True
|
|
7209 | 7209 | 0.2193 True
|
|
--------------------------------------------------------------------------------
|
|
[580/3000] Train loss: 0.82114, Valid loss: 1.02915, Elapsed_time: 174.39812
|
|
Current_accuracy : 54.500, Current_norm_ED : 0.6878
|
|
Best_accuracy : 54.500, Best_norm_ED : 0.6878
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8168 | 8168 | 0.6837 True
|
|
8794 | 572 | 0.0014 False
|
|
--------------------------------------------------------------------------------
|
|
[585/3000] Train loss: 0.94104, Valid loss: 1.21213, Elapsed_time: 176.28889
|
|
Current_accuracy : 38.500, Current_norm_ED : 0.6190
|
|
Best_accuracy : 54.500, Best_norm_ED : 0.6878
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6914 | 314 | 0.0004 False
|
|
7188 | 718 | 0.5794 False
|
|
--------------------------------------------------------------------------------
|
|
[590/3000] Train loss: 0.99603, Valid loss: 1.02012, Elapsed_time: 177.59106
|
|
Current_accuracy : 51.500, Current_norm_ED : 0.6778
|
|
Best_accuracy : 54.500, Best_norm_ED : 0.6878
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6919 | 6919 | 0.5424 True
|
|
1156 | 156 | 0.8061 False
|
|
--------------------------------------------------------------------------------
|
|
[595/3000] Train loss: 0.97328, Valid loss: 1.22576, Elapsed_time: 178.85995
|
|
Current_accuracy : 36.500, Current_norm_ED : 0.6115
|
|
Best_accuracy : 54.500, Best_norm_ED : 0.6878
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1141 | 141 | 0.2765 False
|
|
0702 | 4941 | 0.0004 False
|
|
--------------------------------------------------------------------------------
|
|
[600/3000] Train loss: 0.77859, Valid loss: 1.05627, Elapsed_time: 180.13580
|
|
Current_accuracy : 49.500, Current_norm_ED : 0.6565
|
|
Best_accuracy : 54.500, Best_norm_ED : 0.6878
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0713 | 0713 | 0.4866 True
|
|
3409 | 3409 | 0.3760 True
|
|
--------------------------------------------------------------------------------
|
|
[605/3000] Train loss: 0.76901, Valid loss: 1.06591, Elapsed_time: 181.37041
|
|
Current_accuracy : 51.000, Current_norm_ED : 0.6653
|
|
Best_accuracy : 54.500, Best_norm_ED : 0.6878
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0034 | 175 | 0.0005 False
|
|
3450 | 3450 | 0.9301 True
|
|
--------------------------------------------------------------------------------
|
|
[610/3000] Train loss: 0.92663, Valid loss: 1.09884, Elapsed_time: 182.96753
|
|
Current_accuracy : 41.500, Current_norm_ED : 0.6480
|
|
Best_accuracy : 54.500, Best_norm_ED : 0.6878
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1289 | 472 | 0.0007 False
|
|
4317 | 4317 | 0.9179 True
|
|
--------------------------------------------------------------------------------
|
|
[615/3000] Train loss: 0.89525, Valid loss: 0.94309, Elapsed_time: 184.23048
|
|
Current_accuracy : 57.500, Current_norm_ED : 0.7030
|
|
Best_accuracy : 57.500, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8834 | 8834 | 0.2969 True
|
|
7803 | 7803 | 0.8729 True
|
|
--------------------------------------------------------------------------------
|
|
[620/3000] Train loss: 0.75563, Valid loss: 1.01859, Elapsed_time: 186.06518
|
|
Current_accuracy : 48.000, Current_norm_ED : 0.6403
|
|
Best_accuracy : 57.500, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5888 | 588 | 0.3162 False
|
|
1914 | 1914 | 0.8793 True
|
|
--------------------------------------------------------------------------------
|
|
[625/3000] Train loss: 0.86517, Valid loss: 1.04132, Elapsed_time: 187.31558
|
|
Current_accuracy : 49.500, Current_norm_ED : 0.6630
|
|
Best_accuracy : 57.500, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4301 | 8371 | 0.0004 False
|
|
1960 | 1960 | 0.7918 True
|
|
--------------------------------------------------------------------------------
|
|
[630/3000] Train loss: 0.72836, Valid loss: 0.96759, Elapsed_time: 188.55298
|
|
Current_accuracy : 59.500, Current_norm_ED : 0.6932
|
|
Best_accuracy : 59.500, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4217 | 4217 | 0.8589 True
|
|
4472 | 4472 | 0.2245 True
|
|
--------------------------------------------------------------------------------
|
|
[635/3000] Train loss: 0.84646, Valid loss: 0.95912, Elapsed_time: 190.13279
|
|
Current_accuracy : 56.500, Current_norm_ED : 0.6605
|
|
Best_accuracy : 59.500, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2321 | 2321 | 0.8994 True
|
|
2598 | 2598 | 0.8697 True
|
|
--------------------------------------------------------------------------------
|
|
[640/3000] Train loss: 0.85155, Valid loss: 0.99573, Elapsed_time: 191.73132
|
|
Current_accuracy : 55.500, Current_norm_ED : 0.6653
|
|
Best_accuracy : 59.500, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0663 | 324 | 0.0009 False
|
|
3560 | 3560 | 0.8132 True
|
|
--------------------------------------------------------------------------------
|
|
[645/3000] Train loss: 0.77532, Valid loss: 0.91285, Elapsed_time: 193.04179
|
|
Current_accuracy : 56.000, Current_norm_ED : 0.6643
|
|
Best_accuracy : 59.500, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6617 | 617 | 0.7654 False
|
|
8744 | 3213 | 0.0003 False
|
|
--------------------------------------------------------------------------------
|
|
[650/3000] Train loss: 0.78958, Valid loss: 0.99694, Elapsed_time: 194.27861
|
|
Current_accuracy : 55.000, Current_norm_ED : 0.6705
|
|
Best_accuracy : 59.500, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8744 | 1770 | 0.0002 False
|
|
6852 | 172 | 0.0004 False
|
|
--------------------------------------------------------------------------------
|
|
[655/3000] Train loss: 0.68616, Valid loss: 1.42889, Elapsed_time: 195.53191
|
|
Current_accuracy : 32.000, Current_norm_ED : 0.5782
|
|
Best_accuracy : 59.500, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5538 | 5536 | 0.6403 False
|
|
6914 | 304 | 0.0005 False
|
|
--------------------------------------------------------------------------------
|
|
[660/3000] Train loss: 0.90447, Valid loss: 0.95545, Elapsed_time: 196.81923
|
|
Current_accuracy : 58.500, Current_norm_ED : 0.6720
|
|
Best_accuracy : 59.500, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2894 | 8249 | 0.0004 False
|
|
2665 | 2665 | 0.9587 True
|
|
--------------------------------------------------------------------------------
|
|
[665/3000] Train loss: 0.74736, Valid loss: 0.95238, Elapsed_time: 198.09932
|
|
Current_accuracy : 60.000, Current_norm_ED : 0.6955
|
|
Best_accuracy : 60.000, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7209 | 7209 | 0.7937 True
|
|
7803 | 7803 | 0.9183 True
|
|
--------------------------------------------------------------------------------
|
|
[670/3000] Train loss: 0.86674, Valid loss: 1.05538, Elapsed_time: 199.65314
|
|
Current_accuracy : 54.000, Current_norm_ED : 0.6605
|
|
Best_accuracy : 60.000, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4287 | 4287 | 0.9690 True
|
|
7667 | 2937 | 0.0002 False
|
|
--------------------------------------------------------------------------------
|
|
[675/3000] Train loss: 0.71892, Valid loss: 1.03587, Elapsed_time: 201.25212
|
|
Current_accuracy : 55.500, Current_norm_ED : 0.6793
|
|
Best_accuracy : 60.000, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0816 | 0816 | 0.8890 True
|
|
6620 | 3543 | 0.0004 False
|
|
--------------------------------------------------------------------------------
|
|
[680/3000] Train loss: 0.92058, Valid loss: 1.04688, Elapsed_time: 202.50293
|
|
Current_accuracy : 47.500, Current_norm_ED : 0.6747
|
|
Best_accuracy : 60.000, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5812 | 974 | 0.0004 False
|
|
0627 | 0627 | 0.8770 True
|
|
--------------------------------------------------------------------------------
|
|
[685/3000] Train loss: 0.75253, Valid loss: 1.01671, Elapsed_time: 203.78449
|
|
Current_accuracy : 58.500, Current_norm_ED : 0.6855
|
|
Best_accuracy : 60.000, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2665 | 2665 | 0.9622 True
|
|
6852 | 3552 | 0.0004 False
|
|
--------------------------------------------------------------------------------
|
|
[690/3000] Train loss: 0.70807, Valid loss: 0.96962, Elapsed_time: 205.59189
|
|
Current_accuracy : 58.000, Current_norm_ED : 0.6850
|
|
Best_accuracy : 60.000, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7010 | 171 | 0.0006 False
|
|
8488 | 8488 | 0.0500 True
|
|
--------------------------------------------------------------------------------
|
|
[695/3000] Train loss: 0.93350, Valid loss: 0.94973, Elapsed_time: 206.87916
|
|
Current_accuracy : 58.500, Current_norm_ED : 0.6690
|
|
Best_accuracy : 60.000, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4222 | 42222 | 0.1628 False
|
|
9715 | 212 | 0.0007 False
|
|
--------------------------------------------------------------------------------
|
|
[700/3000] Train loss: 0.68308, Valid loss: 0.94538, Elapsed_time: 208.11272
|
|
Current_accuracy : 60.000, Current_norm_ED : 0.6843
|
|
Best_accuracy : 60.000, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2164 | 2164 | 0.9604 True
|
|
9700 | 9250 | 0.0009 False
|
|
--------------------------------------------------------------------------------
|
|
[705/3000] Train loss: 0.84158, Valid loss: 0.99776, Elapsed_time: 209.67789
|
|
Current_accuracy : 58.000, Current_norm_ED : 0.6855
|
|
Best_accuracy : 60.000, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4317 | 4317 | 0.9563 True
|
|
1960 | 1960 | 0.7522 True
|
|
--------------------------------------------------------------------------------
|
|
[710/3000] Train loss: 0.66468, Valid loss: 1.98613, Elapsed_time: 211.03903
|
|
Current_accuracy : 20.000, Current_norm_ED : 0.5230
|
|
Best_accuracy : 60.000, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8575 | 3137 | 0.0005 False
|
|
9139 | 9139 | 0.7988 True
|
|
--------------------------------------------------------------------------------
|
|
[715/3000] Train loss: 0.86661, Valid loss: 1.21531, Elapsed_time: 212.33072
|
|
Current_accuracy : 51.500, Current_norm_ED : 0.6565
|
|
Best_accuracy : 60.000, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6693 | 3057 | 0.0004 False
|
|
6914 | 3757 | 0.0004 False
|
|
--------------------------------------------------------------------------------
|
|
[720/3000] Train loss: 0.76243, Valid loss: 0.99282, Elapsed_time: 213.58431
|
|
Current_accuracy : 59.000, Current_norm_ED : 0.6753
|
|
Best_accuracy : 60.000, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3032 | 3032 | 0.8980 True
|
|
8834 | 834 | 0.8623 False
|
|
--------------------------------------------------------------------------------
|
|
[725/3000] Train loss: 0.80214, Valid loss: 1.21624, Elapsed_time: 214.81281
|
|
Current_accuracy : 43.000, Current_norm_ED : 0.6310
|
|
Best_accuracy : 60.000, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4569 | 4569 | 0.9462 True
|
|
9885 | 9885 | 0.8244 True
|
|
--------------------------------------------------------------------------------
|
|
[730/3000] Train loss: 0.83463, Valid loss: 1.14470, Elapsed_time: 216.01997
|
|
Current_accuracy : 34.000, Current_norm_ED : 0.6257
|
|
Best_accuracy : 60.000, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0034 | 3553 | 0.0002 False
|
|
8405 | 6405 | 0.8951 False
|
|
--------------------------------------------------------------------------------
|
|
[735/3000] Train loss: 0.96558, Valid loss: 1.63365, Elapsed_time: 217.22753
|
|
Current_accuracy : 22.000, Current_norm_ED : 0.5490
|
|
Best_accuracy : 60.000, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6350 | 3574 | 0.0003 False
|
|
4066 | 066 | 0.4513 False
|
|
--------------------------------------------------------------------------------
|
|
[740/3000] Train loss: 0.83249, Valid loss: 0.97854, Elapsed_time: 218.82265
|
|
Current_accuracy : 57.000, Current_norm_ED : 0.6767
|
|
Best_accuracy : 60.000, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1914 | 1914 | 0.9305 True
|
|
1516 | 4569 | 0.0003 False
|
|
--------------------------------------------------------------------------------
|
|
[745/3000] Train loss: 0.76616, Valid loss: 0.94873, Elapsed_time: 220.12198
|
|
Current_accuracy : 59.000, Current_norm_ED : 0.6817
|
|
Best_accuracy : 60.000, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4236 | 255 | 0.0003 False
|
|
9163 | 9163 | 0.9833 True
|
|
--------------------------------------------------------------------------------
|
|
[750/3000] Train loss: 0.84009, Valid loss: 1.01728, Elapsed_time: 221.40287
|
|
Current_accuracy : 59.500, Current_norm_ED : 0.6793
|
|
Best_accuracy : 60.000, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9571 | 9571 | 0.9559 True
|
|
1982 | 33 | 0.0007 False
|
|
--------------------------------------------------------------------------------
|
|
[755/3000] Train loss: 0.76612, Valid loss: 0.95726, Elapsed_time: 222.69251
|
|
Current_accuracy : 59.000, Current_norm_ED : 0.6865
|
|
Best_accuracy : 60.000, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8834 | 834 | 0.8809 False
|
|
2433 | 243 | 0.5222 False
|
|
--------------------------------------------------------------------------------
|
|
[760/3000] Train loss: 0.60301, Valid loss: 0.96514, Elapsed_time: 223.95788
|
|
Current_accuracy : 61.000, Current_norm_ED : 0.6853
|
|
Best_accuracy : 61.000, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4459 | 4459 | 0.5775 True
|
|
1572 | 304 | 0.0003 False
|
|
--------------------------------------------------------------------------------
|
|
[765/3000] Train loss: 0.81322, Valid loss: 0.95811, Elapsed_time: 225.53657
|
|
Current_accuracy : 58.000, Current_norm_ED : 0.6855
|
|
Best_accuracy : 61.000, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6348 | 6348 | 0.9600 True
|
|
5165 | 5165 | 0.9739 True
|
|
--------------------------------------------------------------------------------
|
|
[770/3000] Train loss: 0.73166, Valid loss: 0.92867, Elapsed_time: 227.16406
|
|
Current_accuracy : 61.000, Current_norm_ED : 0.6990
|
|
Best_accuracy : 61.000, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5165 | 5165 | 0.9865 True
|
|
1572 | 579 | 0.0012 False
|
|
--------------------------------------------------------------------------------
|
|
[775/3000] Train loss: 0.74517, Valid loss: 0.93268, Elapsed_time: 228.43236
|
|
Current_accuracy : 62.000, Current_norm_ED : 0.6890
|
|
Best_accuracy : 62.000, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5538 | 5538 | 0.6653 True
|
|
7209 | 7209 | 0.9200 True
|
|
--------------------------------------------------------------------------------
|
|
[780/3000] Train loss: 0.69776, Valid loss: 0.99427, Elapsed_time: 230.45803
|
|
Current_accuracy : 60.000, Current_norm_ED : 0.6828
|
|
Best_accuracy : 62.000, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2894 | 6253 | 0.0006 False
|
|
7822 | 8759 | 0.0003 False
|
|
--------------------------------------------------------------------------------
|
|
[785/3000] Train loss: 0.90817, Valid loss: 0.97836, Elapsed_time: 231.73341
|
|
Current_accuracy : 61.000, Current_norm_ED : 0.6955
|
|
Best_accuracy : 62.000, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6728 | 313 | 0.0005 False
|
|
0593 | 313 | 0.0005 False
|
|
--------------------------------------------------------------------------------
|
|
[790/3000] Train loss: 0.76542, Valid loss: 0.93904, Elapsed_time: 233.01469
|
|
Current_accuracy : 59.000, Current_norm_ED : 0.6928
|
|
Best_accuracy : 62.000, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4301 | 424 | 0.0012 False
|
|
3590 | 358 | 0.0012 False
|
|
--------------------------------------------------------------------------------
|
|
[795/3000] Train loss: 0.62898, Valid loss: 0.90740, Elapsed_time: 234.27184
|
|
Current_accuracy : 62.000, Current_norm_ED : 0.6890
|
|
Best_accuracy : 62.000, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8027 | 8027 | 0.9386 True
|
|
8405 | 8405 | 0.9394 True
|
|
--------------------------------------------------------------------------------
|
|
[800/3000] Train loss: 0.88711, Valid loss: 0.93793, Elapsed_time: 235.86391
|
|
Current_accuracy : 57.500, Current_norm_ED : 0.6693
|
|
Best_accuracy : 62.000, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2843 | 2843 | 0.9691 True
|
|
2433 | 243 | 0.5313 False
|
|
--------------------------------------------------------------------------------
|
|
[805/3000] Train loss: 0.67825, Valid loss: 1.03780, Elapsed_time: 237.20493
|
|
Current_accuracy : 57.000, Current_norm_ED : 0.6730
|
|
Best_accuracy : 62.000, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7742 | 7742 | 0.3202 True
|
|
3723 | 3132 | 0.0021 False
|
|
--------------------------------------------------------------------------------
|
|
[810/3000] Train loss: 0.62670, Valid loss: 0.90521, Elapsed_time: 239.19396
|
|
Current_accuracy : 61.500, Current_norm_ED : 0.6905
|
|
Best_accuracy : 62.000, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7295 | 7295 | 0.9533 True
|
|
4731 | 4731 | 0.9895 True
|
|
--------------------------------------------------------------------------------
|
|
[815/3000] Train loss: 0.75813, Valid loss: 0.87404, Elapsed_time: 240.48495
|
|
Current_accuracy : 59.000, Current_norm_ED : 0.6837
|
|
Best_accuracy : 62.000, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7016 | 7016 | 0.9763 True
|
|
3438 | 3438 | 0.9626 True
|
|
--------------------------------------------------------------------------------
|
|
[820/3000] Train loss: 0.85664, Valid loss: 0.95967, Elapsed_time: 241.77866
|
|
Current_accuracy : 60.000, Current_norm_ED : 0.6678
|
|
Best_accuracy : 62.000, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2321 | 2321 | 0.8538 True
|
|
0617 | 0617 | 0.9773 True
|
|
--------------------------------------------------------------------------------
|
|
[825/3000] Train loss: 0.99661, Valid loss: 0.89821, Elapsed_time: 243.05840
|
|
Current_accuracy : 62.500, Current_norm_ED : 0.6865
|
|
Best_accuracy : 62.500, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4569 | 4569 | 0.9736 True
|
|
6910 | 3154 | 0.0003 False
|
|
--------------------------------------------------------------------------------
|
|
[830/3000] Train loss: 0.69242, Valid loss: 1.59188, Elapsed_time: 244.60061
|
|
Current_accuracy : 36.500, Current_norm_ED : 0.6078
|
|
Best_accuracy : 62.500, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7667 | 3040 | 0.0003 False
|
|
2003 | 2003 | 0.5633 True
|
|
--------------------------------------------------------------------------------
|
|
[835/3000] Train loss: 0.61891, Valid loss: 0.97682, Elapsed_time: 246.14634
|
|
Current_accuracy : 62.500, Current_norm_ED : 0.6963
|
|
Best_accuracy : 62.500, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0273 | 154 | 0.0010 False
|
|
4236 | 154 | 0.0009 False
|
|
--------------------------------------------------------------------------------
|
|
[840/3000] Train loss: 0.88693, Valid loss: 0.98936, Elapsed_time: 247.45284
|
|
Current_accuracy : 61.500, Current_norm_ED : 0.6843
|
|
Best_accuracy : 62.500, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0034 | 1043 | 0.0004 False
|
|
5888 | 588 | 0.4317 False
|
|
--------------------------------------------------------------------------------
|
|
[845/3000] Train loss: 0.82007, Valid loss: 0.91185, Elapsed_time: 248.70199
|
|
Current_accuracy : 63.500, Current_norm_ED : 0.6965
|
|
Best_accuracy : 63.500, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4405 | 4405 | 0.8310 True
|
|
4459 | 4459 | 0.5125 True
|
|
--------------------------------------------------------------------------------
|
|
[850/3000] Train loss: 0.81245, Valid loss: 0.99032, Elapsed_time: 250.24887
|
|
Current_accuracy : 63.500, Current_norm_ED : 0.6930
|
|
Best_accuracy : 63.500, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0702 | 1012 | 0.0006 False
|
|
7822 | 101 | 0.0005 False
|
|
--------------------------------------------------------------------------------
|
|
[855/3000] Train loss: 0.62438, Valid loss: 1.04538, Elapsed_time: 251.50651
|
|
Current_accuracy : 63.500, Current_norm_ED : 0.6995
|
|
Best_accuracy : 63.500, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9438 | 9438 | 0.9822 True
|
|
7667 | 3553 | 0.0004 False
|
|
--------------------------------------------------------------------------------
|
|
[860/3000] Train loss: 0.83211, Valid loss: 0.86884, Elapsed_time: 252.74986
|
|
Current_accuracy : 61.000, Current_norm_ED : 0.6937
|
|
Best_accuracy : 63.500, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1914 | 1914 | 0.9701 True
|
|
9571 | 9571 | 0.9624 True
|
|
--------------------------------------------------------------------------------
|
|
[865/3000] Train loss: 0.80972, Valid loss: 0.97608, Elapsed_time: 254.32293
|
|
Current_accuracy : 62.000, Current_norm_ED : 0.6845
|
|
Best_accuracy : 63.500, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5890 | 9131 | 0.0003 False
|
|
4301 | 9431 | 0.0008 False
|
|
--------------------------------------------------------------------------------
|
|
[870/3000] Train loss: 0.76589, Valid loss: 0.89549, Elapsed_time: 255.64052
|
|
Current_accuracy : 62.000, Current_norm_ED : 0.6980
|
|
Best_accuracy : 63.500, Best_norm_ED : 0.7030
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1914 | 1914 | 0.9774 True
|
|
4287 | 4287 | 0.9824 True
|
|
--------------------------------------------------------------------------------
|
|
[875/3000] Train loss: 0.72040, Valid loss: 0.85623, Elapsed_time: 256.89145
|
|
Current_accuracy : 61.500, Current_norm_ED : 0.7045
|
|
Best_accuracy : 63.500, Best_norm_ED : 0.7045
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7810 | 7810 | 0.9871 True
|
|
6077 | 6077 | 0.2503 True
|
|
--------------------------------------------------------------------------------
|
|
[880/3000] Train loss: 0.78893, Valid loss: 0.97242, Elapsed_time: 258.41043
|
|
Current_accuracy : 59.500, Current_norm_ED : 0.6978
|
|
Best_accuracy : 63.500, Best_norm_ED : 0.7045
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7110 | 7110 | 0.4795 True
|
|
4472 | 4472 | 0.4619 True
|
|
--------------------------------------------------------------------------------
|
|
[885/3000] Train loss: 0.70188, Valid loss: 1.03425, Elapsed_time: 259.65958
|
|
Current_accuracy : 59.500, Current_norm_ED : 0.6805
|
|
Best_accuracy : 63.500, Best_norm_ED : 0.7045
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1289 | 3131 | 0.0003 False
|
|
4236 | 2531 | 0.0003 False
|
|
--------------------------------------------------------------------------------
|
|
[890/3000] Train loss: 0.66920, Valid loss: 0.88426, Elapsed_time: 260.90725
|
|
Current_accuracy : 63.000, Current_norm_ED : 0.7080
|
|
Best_accuracy : 63.500, Best_norm_ED : 0.7080
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1736 | 1736 | 0.8822 True
|
|
4317 | 4317 | 0.9833 True
|
|
--------------------------------------------------------------------------------
|
|
[895/3000] Train loss: 1.00756, Valid loss: 0.86709, Elapsed_time: 262.46697
|
|
Current_accuracy : 63.500, Current_norm_ED : 0.6915
|
|
Best_accuracy : 63.500, Best_norm_ED : 0.7080
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9715 | 11 | 0.0009 False
|
|
8168 | 8168 | 0.8219 True
|
|
--------------------------------------------------------------------------------
|
|
[900/3000] Train loss: 0.75971, Valid loss: 1.01093, Elapsed_time: 264.07568
|
|
Current_accuracy : 58.500, Current_norm_ED : 0.6917
|
|
Best_accuracy : 63.500, Best_norm_ED : 0.7080
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3258 | 14 | 0.0005 False
|
|
2598 | 2598 | 0.9723 True
|
|
--------------------------------------------------------------------------------
|
|
[905/3000] Train loss: 0.70482, Valid loss: 0.94311, Elapsed_time: 265.37486
|
|
Current_accuracy : 61.000, Current_norm_ED : 0.6980
|
|
Best_accuracy : 63.500, Best_norm_ED : 0.7080
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8967 | 8967 | 0.8672 True
|
|
1140 | 153 | 0.0004 False
|
|
--------------------------------------------------------------------------------
|
|
[910/3000] Train loss: 0.64168, Valid loss: 0.89324, Elapsed_time: 266.65097
|
|
Current_accuracy : 63.500, Current_norm_ED : 0.7030
|
|
Best_accuracy : 63.500, Best_norm_ED : 0.7080
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4066 | 4066 | 0.6533 True
|
|
8488 | 8488 | 0.2817 True
|
|
--------------------------------------------------------------------------------
|
|
[915/3000] Train loss: 0.68727, Valid loss: 0.93249, Elapsed_time: 267.92689
|
|
Current_accuracy : 64.000, Current_norm_ED : 0.6868
|
|
Best_accuracy : 64.000, Best_norm_ED : 0.7080
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5165 | 5165 | 0.9929 True
|
|
0228 | 309 | 0.0004 False
|
|
--------------------------------------------------------------------------------
|
|
[920/3000] Train loss: 0.76611, Valid loss: 0.94386, Elapsed_time: 269.49566
|
|
Current_accuracy : 64.000, Current_norm_ED : 0.6990
|
|
Best_accuracy : 64.000, Best_norm_ED : 0.7080
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8461 | 8548 | 0.0004 False
|
|
9442 | 8548 | 0.0004 False
|
|
--------------------------------------------------------------------------------
|
|
[925/3000] Train loss: 0.85056, Valid loss: 1.00078, Elapsed_time: 270.74907
|
|
Current_accuracy : 64.000, Current_norm_ED : 0.6990
|
|
Best_accuracy : 64.000, Best_norm_ED : 0.7080
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3067 | 3067 | 0.9833 True
|
|
7764 | 3751 | 0.0002 False
|
|
--------------------------------------------------------------------------------
|
|
[930/3000] Train loss: 0.72870, Valid loss: 0.93894, Elapsed_time: 272.97627
|
|
Current_accuracy : 60.000, Current_norm_ED : 0.6803
|
|
Best_accuracy : 64.000, Best_norm_ED : 0.7080
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1140 | 3141 | 0.0003 False
|
|
9700 | 9241 | 0.0013 False
|
|
--------------------------------------------------------------------------------
|
|
[935/3000] Train loss: 0.82458, Valid loss: 0.82354, Elapsed_time: 274.28184
|
|
Current_accuracy : 61.500, Current_norm_ED : 0.6765
|
|
Best_accuracy : 64.000, Best_norm_ED : 0.7080
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3848 | 3848 | 0.9607 True
|
|
7028 | 7028 | 0.9216 True
|
|
--------------------------------------------------------------------------------
|
|
[940/3000] Train loss: 0.86828, Valid loss: 0.90154, Elapsed_time: 275.57717
|
|
Current_accuracy : 63.500, Current_norm_ED : 0.6903
|
|
Best_accuracy : 64.000, Best_norm_ED : 0.7080
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7875 | 7875 | 0.9918 True
|
|
3409 | 3409 | 0.9757 True
|
|
--------------------------------------------------------------------------------
|
|
[945/3000] Train loss: 0.75962, Valid loss: 0.83889, Elapsed_time: 276.85990
|
|
Current_accuracy : 63.500, Current_norm_ED : 0.6915
|
|
Best_accuracy : 64.000, Best_norm_ED : 0.7080
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0713 | 0713 | 0.9884 True
|
|
8773 | 3543 | 0.0002 False
|
|
--------------------------------------------------------------------------------
|
|
[950/3000] Train loss: 0.65742, Valid loss: 0.90405, Elapsed_time: 278.13868
|
|
Current_accuracy : 62.500, Current_norm_ED : 0.6853
|
|
Best_accuracy : 64.000, Best_norm_ED : 0.7080
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4685 | 4685 | 0.9779 True
|
|
0543 | 55 | 0.0004 False
|
|
--------------------------------------------------------------------------------
|
|
[955/3000] Train loss: 0.82535, Valid loss: 0.98747, Elapsed_time: 279.33691
|
|
Current_accuracy : 63.000, Current_norm_ED : 0.6940
|
|
Best_accuracy : 64.000, Best_norm_ED : 0.7080
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2239 | 131 | 0.0003 False
|
|
3723 | 112 | 0.0007 False
|
|
--------------------------------------------------------------------------------
|
|
[960/3000] Train loss: 0.60105, Valid loss: 0.89869, Elapsed_time: 280.83130
|
|
Current_accuracy : 64.000, Current_norm_ED : 0.7003
|
|
Best_accuracy : 64.000, Best_norm_ED : 0.7080
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1796 | 1796 | 0.9804 True
|
|
8243 | 8243 | 0.9885 True
|
|
--------------------------------------------------------------------------------
|
|
[965/3000] Train loss: 0.62291, Valid loss: 0.91668, Elapsed_time: 282.03004
|
|
Current_accuracy : 64.500, Current_norm_ED : 0.6990
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7080
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0474 | 4950 | 0.0008 False
|
|
2742 | 2742 | 0.8761 True
|
|
--------------------------------------------------------------------------------
|
|
[970/3000] Train loss: 0.73764, Valid loss: 0.82614, Elapsed_time: 283.59277
|
|
Current_accuracy : 63.500, Current_norm_ED : 0.6953
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7080
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1899 | 1899 | 0.6114 True
|
|
9511 | 9511 | 0.3182 True
|
|
--------------------------------------------------------------------------------
|
|
[975/3000] Train loss: 0.77418, Valid loss: 0.84098, Elapsed_time: 284.87195
|
|
Current_accuracy : 62.500, Current_norm_ED : 0.6903
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7080
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0816 | 0816 | 0.9825 True
|
|
6350 | 3749 | 0.0003 False
|
|
--------------------------------------------------------------------------------
|
|
[980/3000] Train loss: 0.85289, Valid loss: 0.90735, Elapsed_time: 286.12494
|
|
Current_accuracy : 64.000, Current_norm_ED : 0.6928
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7080
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9700 | 495 | 0.0014 False
|
|
7781 | 355 | 0.0005 False
|
|
--------------------------------------------------------------------------------
|
|
[985/3000] Train loss: 0.79776, Valid loss: 1.28901, Elapsed_time: 287.39787
|
|
Current_accuracy : 37.500, Current_norm_ED : 0.6150
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7080
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7028 | 7028 | 0.9905 True
|
|
9220 | 855 | 0.0007 False
|
|
--------------------------------------------------------------------------------
|
|
[990/3000] Train loss: 0.65662, Valid loss: 0.86141, Elapsed_time: 288.66908
|
|
Current_accuracy : 62.500, Current_norm_ED : 0.6790
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7080
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0617 | 0617 | 0.9849 True
|
|
1730 | 1730 | 0.9795 True
|
|
--------------------------------------------------------------------------------
|
|
[995/3000] Train loss: 0.68327, Valid loss: 0.88654, Elapsed_time: 290.21739
|
|
Current_accuracy : 64.000, Current_norm_ED : 0.7103
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7103
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2737 | 2737 | 0.9567 True
|
|
2843 | 2843 | 0.9871 True
|
|
--------------------------------------------------------------------------------
|
|
[1000/3000] Train loss: 0.88921, Valid loss: 2.80994, Elapsed_time: 291.85107
|
|
Current_accuracy : 28.000, Current_norm_ED : 0.3987
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7103
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6852 | 5942 | 0.0083 False
|
|
7667 | 942 | 0.0005 False
|
|
--------------------------------------------------------------------------------
|
|
[1005/3000] Train loss: 1.57580, Valid loss: 1.92188, Elapsed_time: 293.13393
|
|
Current_accuracy : 26.000, Current_norm_ED : 0.3787
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7103
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9885 | 3158 | 0.0018 False
|
|
9511 | 9511 | 0.2591 True
|
|
--------------------------------------------------------------------------------
|
|
[1010/3000] Train loss: 1.84898, Valid loss: 1.90374, Elapsed_time: 294.38675
|
|
Current_accuracy : 24.000, Current_norm_ED : 0.3768
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7103
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9442 | 2589 | 0.0004 False
|
|
2134 | 35328 | 0.0001 False
|
|
--------------------------------------------------------------------------------
|
|
[1015/3000] Train loss: 1.49798, Valid loss: 1.92247, Elapsed_time: 295.67280
|
|
Current_accuracy : 17.500, Current_norm_ED : 0.3392
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7103
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5427 | 5427 | 0.9631 True
|
|
7875 | 7875 | 0.9762 True
|
|
--------------------------------------------------------------------------------
|
|
[1020/3000] Train loss: 1.60384, Valid loss: 1.25925, Elapsed_time: 296.90060
|
|
Current_accuracy : 34.500, Current_norm_ED : 0.5982
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7103
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1960 | 100 | 0.0667 False
|
|
8027 | 9027 | 0.4142 False
|
|
--------------------------------------------------------------------------------
|
|
[1025/3000] Train loss: 0.84632, Valid loss: 0.94980, Elapsed_time: 298.52056
|
|
Current_accuracy : 57.500, Current_norm_ED : 0.6830
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7103
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1516 | 771 | 0.0003 False
|
|
1141 | 1141 | 0.6545 True
|
|
--------------------------------------------------------------------------------
|
|
[1030/3000] Train loss: 0.73425, Valid loss: 0.98556, Elapsed_time: 299.85084
|
|
Current_accuracy : 59.000, Current_norm_ED : 0.6958
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7103
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3723 | 113 | 0.0003 False
|
|
1960 | 1960 | 0.9808 True
|
|
--------------------------------------------------------------------------------
|
|
[1035/3000] Train loss: 0.71412, Valid loss: 0.96713, Elapsed_time: 301.11511
|
|
Current_accuracy : 57.500, Current_norm_ED : 0.6850
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7103
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3723 | 5953 | 0.0004 False
|
|
3848 | 3848 | 0.9517 True
|
|
--------------------------------------------------------------------------------
|
|
[1040/3000] Train loss: 0.77736, Valid loss: 0.97447, Elapsed_time: 302.36244
|
|
Current_accuracy : 58.500, Current_norm_ED : 0.6815
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7103
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1737 | 1737 | 0.6030 True
|
|
3723 | 4942 | 0.0005 False
|
|
--------------------------------------------------------------------------------
|
|
[1045/3000] Train loss: 0.86775, Valid loss: 0.93579, Elapsed_time: 303.69889
|
|
Current_accuracy : 60.500, Current_norm_ED : 0.6843
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7103
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5529 | 5529 | 0.7090 True
|
|
7781 | 3143 | 0.0003 False
|
|
--------------------------------------------------------------------------------
|
|
[1050/3000] Train loss: 0.76974, Valid loss: 0.84352, Elapsed_time: 305.64806
|
|
Current_accuracy : 62.000, Current_norm_ED : 0.6955
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7103
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4952 | 4952 | 0.9847 True
|
|
8286 | 8286 | 0.9603 True
|
|
--------------------------------------------------------------------------------
|
|
[1055/3000] Train loss: 0.64957, Valid loss: 1.01365, Elapsed_time: 306.92323
|
|
Current_accuracy : 63.000, Current_norm_ED : 0.6992
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7103
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6350 | 379 | 0.0008 False
|
|
1090 | 1090 | 0.9841 True
|
|
--------------------------------------------------------------------------------
|
|
[1060/3000] Train loss: 0.85069, Valid loss: 0.94577, Elapsed_time: 308.51563
|
|
Current_accuracy : 63.500, Current_norm_ED : 0.7042
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7103
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4569 | 4569 | 0.9919 True
|
|
7822 | 1047 | 0.0003 False
|
|
--------------------------------------------------------------------------------
|
|
[1065/3000] Train loss: 0.70116, Valid loss: 0.89812, Elapsed_time: 309.78663
|
|
Current_accuracy : 62.500, Current_norm_ED : 0.6955
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7103
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9442 | 899 | 0.0004 False
|
|
1736 | 1736 | 0.9783 True
|
|
--------------------------------------------------------------------------------
|
|
[1070/3000] Train loss: 0.65019, Valid loss: 0.90188, Elapsed_time: 311.08550
|
|
Current_accuracy : 62.500, Current_norm_ED : 0.7055
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7103
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6620 | 546 | 0.0003 False
|
|
1960 | 1960 | 0.9946 True
|
|
--------------------------------------------------------------------------------
|
|
[1075/3000] Train loss: 0.77794, Valid loss: 0.82748, Elapsed_time: 312.38317
|
|
Current_accuracy : 64.000, Current_norm_ED : 0.6980
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7103
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9030 | 9030 | 0.8883 True
|
|
7682 | 7682 | 0.9952 True
|
|
--------------------------------------------------------------------------------
|
|
[1080/3000] Train loss: 0.65743, Valid loss: 0.97033, Elapsed_time: 313.66851
|
|
Current_accuracy : 63.000, Current_norm_ED : 0.7107
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7107
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9267 | 171 | 0.0003 False
|
|
1572 | 171 | 0.0003 False
|
|
--------------------------------------------------------------------------------
|
|
[1085/3000] Train loss: 0.74682, Valid loss: 0.88428, Elapsed_time: 315.22967
|
|
Current_accuracy : 63.000, Current_norm_ED : 0.6967
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7107
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7209 | 7209 | 0.9771 True
|
|
9163 | 9163 | 0.9918 True
|
|
--------------------------------------------------------------------------------
|
|
[1090/3000] Train loss: 0.68464, Valid loss: 0.97397, Elapsed_time: 316.79714
|
|
Current_accuracy : 62.500, Current_norm_ED : 0.7055
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7107
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6914 | 147 | 0.0002 False
|
|
0907 | 0907 | 0.9773 True
|
|
--------------------------------------------------------------------------------
|
|
[1095/3000] Train loss: 0.81705, Valid loss: 0.98952, Elapsed_time: 318.13808
|
|
Current_accuracy : 59.000, Current_norm_ED : 0.6867
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7107
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1899 | 1899 | 0.6097 True
|
|
4472 | 4472 | 0.5946 True
|
|
--------------------------------------------------------------------------------
|
|
[1100/3000] Train loss: 0.76951, Valid loss: 0.92874, Elapsed_time: 319.41573
|
|
Current_accuracy : 62.500, Current_norm_ED : 0.7070
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7107
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4066 | 4066 | 0.3664 True
|
|
1140 | 141 | 0.0005 False
|
|
--------------------------------------------------------------------------------
|
|
[1105/3000] Train loss: 0.65417, Valid loss: 0.91645, Elapsed_time: 320.70873
|
|
Current_accuracy : 62.500, Current_norm_ED : 0.6917
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7107
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3450 | 3450 | 0.9915 True
|
|
4620 | 4620 | 0.9818 True
|
|
--------------------------------------------------------------------------------
|
|
[1110/3000] Train loss: 0.82808, Valid loss: 0.94582, Elapsed_time: 321.96829
|
|
Current_accuracy : 60.000, Current_norm_ED : 0.6925
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7107
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7822 | 11 | 0.0004 False
|
|
7682 | 7682 | 0.9730 True
|
|
--------------------------------------------------------------------------------
|
|
[1115/3000] Train loss: 0.80090, Valid loss: 0.86163, Elapsed_time: 323.20224
|
|
Current_accuracy : 62.000, Current_norm_ED : 0.7030
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7107
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4952 | 4952 | 0.9913 True
|
|
3361 | 107 | 0.0003 False
|
|
--------------------------------------------------------------------------------
|
|
[1120/3000] Train loss: 0.55874, Valid loss: 0.92570, Elapsed_time: 324.76429
|
|
Current_accuracy : 63.000, Current_norm_ED : 0.7030
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7107
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6574 | 373 | 0.0008 False
|
|
0975 | 0975 | 0.9860 True
|
|
--------------------------------------------------------------------------------
|
|
[1125/3000] Train loss: 0.59389, Valid loss: 0.88312, Elapsed_time: 326.00363
|
|
Current_accuracy : 61.000, Current_norm_ED : 0.6968
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7107
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6728 | 373 | 0.0005 False
|
|
1960 | 1960 | 0.9814 True
|
|
--------------------------------------------------------------------------------
|
|
[1130/3000] Train loss: 0.69298, Valid loss: 0.87981, Elapsed_time: 327.28511
|
|
Current_accuracy : 63.500, Current_norm_ED : 0.6953
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7107
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7667 | 2142 | 0.0003 False
|
|
2742 | 2742 | 0.9299 True
|
|
--------------------------------------------------------------------------------
|
|
[1135/3000] Train loss: 0.68375, Valid loss: 0.85560, Elapsed_time: 328.54812
|
|
Current_accuracy : 63.000, Current_norm_ED : 0.7017
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7107
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8286 | 8286 | 0.9773 True
|
|
3506 | 8743 | 0.0002 False
|
|
--------------------------------------------------------------------------------
|
|
[1140/3000] Train loss: 0.77748, Valid loss: 0.89132, Elapsed_time: 329.83942
|
|
Current_accuracy : 64.000, Current_norm_ED : 0.7015
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7107
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9512 | 8078 | 0.0009 False
|
|
4066 | 4066 | 0.8002 True
|
|
--------------------------------------------------------------------------------
|
|
[1145/3000] Train loss: 0.87876, Valid loss: 0.95901, Elapsed_time: 331.11406
|
|
Current_accuracy : 63.000, Current_norm_ED : 0.7180
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7180
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7742 | 7742 | 0.5802 True
|
|
8744 | 4971 | 0.0008 False
|
|
--------------------------------------------------------------------------------
|
|
[1150/3000] Train loss: 0.77035, Valid loss: 1.04067, Elapsed_time: 332.68191
|
|
Current_accuracy : 54.500, Current_norm_ED : 0.6815
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7180
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3297 | 3297 | 0.7211 True
|
|
0593 | 17 | 0.0012 False
|
|
--------------------------------------------------------------------------------
|
|
[1155/3000] Train loss: 0.72371, Valid loss: 0.82115, Elapsed_time: 334.32267
|
|
Current_accuracy : 61.000, Current_norm_ED : 0.6943
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7180
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3638 | 3638 | 0.9752 True
|
|
5165 | 5165 | 0.9969 True
|
|
--------------------------------------------------------------------------------
|
|
[1160/3000] Train loss: 0.88820, Valid loss: 0.90071, Elapsed_time: 335.61211
|
|
Current_accuracy : 59.500, Current_norm_ED : 0.6915
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7180
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5888 | 5898 | 0.6402 False
|
|
7781 | 317 | 0.0007 False
|
|
--------------------------------------------------------------------------------
|
|
[1165/3000] Train loss: 0.62804, Valid loss: 0.87981, Elapsed_time: 336.86758
|
|
Current_accuracy : 63.500, Current_norm_ED : 0.7153
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7180
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2365 | 2365 | 0.9682 True
|
|
7742 | 7742 | 0.2519 True
|
|
--------------------------------------------------------------------------------
|
|
[1170/3000] Train loss: 0.60983, Valid loss: 0.82626, Elapsed_time: 338.54543
|
|
Current_accuracy : 63.500, Current_norm_ED : 0.7065
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7180
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6919 | 6919 | 0.9802 True
|
|
3438 | 3438 | 0.9805 True
|
|
--------------------------------------------------------------------------------
|
|
[1175/3000] Train loss: 0.90226, Valid loss: 0.86828, Elapsed_time: 339.79566
|
|
Current_accuracy : 64.000, Current_norm_ED : 0.7055
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7180
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3848 | 3848 | 0.9288 True
|
|
6191 | 6191 | 0.9924 True
|
|
--------------------------------------------------------------------------------
|
|
[1180/3000] Train loss: 0.72672, Valid loss: 0.86364, Elapsed_time: 341.05786
|
|
Current_accuracy : 62.500, Current_norm_ED : 0.7040
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7180
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3560 | 3560 | 0.9822 True
|
|
4472 | 4472 | 0.3492 True
|
|
--------------------------------------------------------------------------------
|
|
[1185/3000] Train loss: 0.49615, Valid loss: 0.84231, Elapsed_time: 342.63447
|
|
Current_accuracy : 63.500, Current_norm_ED : 0.7092
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7180
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2665 | 2665 | 0.9954 True
|
|
7108 | 7108 | 0.9559 True
|
|
--------------------------------------------------------------------------------
|
|
[1190/3000] Train loss: 0.68705, Valid loss: 0.88443, Elapsed_time: 343.94938
|
|
Current_accuracy : 63.500, Current_norm_ED : 0.7165
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7180
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2365 | 2365 | 0.9801 True
|
|
6858 | 6858 | 0.9810 True
|
|
--------------------------------------------------------------------------------
|
|
[1195/3000] Train loss: 0.73481, Valid loss: 0.87149, Elapsed_time: 345.23952
|
|
Current_accuracy : 64.500, Current_norm_ED : 0.7125
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7180
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3389 | 3389 | 0.5146 True
|
|
0056 | 0056 | 0.7039 True
|
|
--------------------------------------------------------------------------------
|
|
[1200/3000] Train loss: 0.73656, Valid loss: 0.84450, Elapsed_time: 346.52364
|
|
Current_accuracy : 63.000, Current_norm_ED : 0.7015
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7180
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1796 | 1796 | 0.9853 True
|
|
0713 | 0713 | 0.9904 True
|
|
--------------------------------------------------------------------------------
|
|
[1205/3000] Train loss: 0.67682, Valid loss: 0.78269, Elapsed_time: 347.76518
|
|
Current_accuracy : 63.500, Current_norm_ED : 0.7140
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7180
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4569 | 4569 | 0.9943 True
|
|
0340 | 0340 | 0.9647 True
|
|
--------------------------------------------------------------------------------
|
|
[1210/3000] Train loss: 0.73436, Valid loss: 0.88783, Elapsed_time: 349.02933
|
|
Current_accuracy : 63.500, Current_norm_ED : 0.7040
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7180
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5165 | 5165 | 0.9961 True
|
|
8286 | 8286 | 0.9747 True
|
|
--------------------------------------------------------------------------------
|
|
[1215/3000] Train loss: 0.84769, Valid loss: 0.91031, Elapsed_time: 350.26786
|
|
Current_accuracy : 59.000, Current_norm_ED : 0.6853
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7180
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1960 | 1960 | 0.9922 True
|
|
1796 | 1796 | 0.9547 True
|
|
--------------------------------------------------------------------------------
|
|
[1220/3000] Train loss: 0.73382, Valid loss: 0.89532, Elapsed_time: 351.87406
|
|
Current_accuracy : 64.000, Current_norm_ED : 0.7128
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7180
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7253 | 7253 | 0.5294 True
|
|
7682 | 7682 | 0.9853 True
|
|
--------------------------------------------------------------------------------
|
|
[1225/3000] Train loss: 0.75460, Valid loss: 0.88375, Elapsed_time: 353.14569
|
|
Current_accuracy : 58.000, Current_norm_ED : 0.6913
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7180
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2164 | 2164 | 0.9690 True
|
|
6191 | 6191 | 0.9952 True
|
|
--------------------------------------------------------------------------------
|
|
[1230/3000] Train loss: 0.67958, Valid loss: 0.84570, Elapsed_time: 354.40879
|
|
Current_accuracy : 58.000, Current_norm_ED : 0.6963
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7180
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8096 | 8968 | 0.0018 False
|
|
1346 | 1346 | 0.9521 True
|
|
--------------------------------------------------------------------------------
|
|
[1235/3000] Train loss: 0.80350, Valid loss: 0.86577, Elapsed_time: 355.71777
|
|
Current_accuracy : 63.500, Current_norm_ED : 0.7165
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7180
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3409 | 3409 | 0.9691 True
|
|
2665 | 2665 | 0.9923 True
|
|
--------------------------------------------------------------------------------
|
|
[1240/3000] Train loss: 0.66137, Valid loss: 1.19612, Elapsed_time: 357.03126
|
|
Current_accuracy : 47.000, Current_norm_ED : 0.6665
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7180
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1572 | 311 | 0.0009 False
|
|
3450 | 3459 | 0.6032 False
|
|
--------------------------------------------------------------------------------
|
|
[1245/3000] Train loss: 0.59149, Valid loss: 0.82412, Elapsed_time: 358.30033
|
|
Current_accuracy : 62.500, Current_norm_ED : 0.7153
|
|
Best_accuracy : 64.500, Best_norm_ED : 0.7180
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0567 | 053 | 0.0013 False
|
|
3574 | 3574 | 0.9923 True
|
|
--------------------------------------------------------------------------------
|
|
[1250/3000] Train loss: 0.61670, Valid loss: 0.04696, Elapsed_time: 359.84177
|
|
Current_accuracy : 93.500, Current_norm_ED : 0.9843
|
|
Best_accuracy : 93.500, Best_norm_ED : 0.9843
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2433 | 2433 | 0.3994 True
|
|
7810 | 7810 | 0.9952 True
|
|
--------------------------------------------------------------------------------
|
|
[1255/3000] Train loss: 0.06452, Valid loss: 0.71210, Elapsed_time: 361.76677
|
|
Current_accuracy : 65.000, Current_norm_ED : 0.8445
|
|
Best_accuracy : 93.500, Best_norm_ED : 0.9843
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6620 | 620 | 0.4561 False
|
|
9033 | 9033 | 0.4596 True
|
|
--------------------------------------------------------------------------------
|
|
[1260/3000] Train loss: 0.13112, Valid loss: 0.32939, Elapsed_time: 363.03378
|
|
Current_accuracy : 74.500, Current_norm_ED : 0.9225
|
|
Best_accuracy : 93.500, Best_norm_ED : 0.9843
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8168 | 8168 | 0.8908 True
|
|
9220 | 9220 | 0.9555 True
|
|
--------------------------------------------------------------------------------
|
|
[1265/3000] Train loss: 0.08807, Valid loss: 0.12020, Elapsed_time: 364.31380
|
|
Current_accuracy : 87.500, Current_norm_ED : 0.9690
|
|
Best_accuracy : 93.500, Best_norm_ED : 0.9843
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8841 | 841 | 0.4258 False
|
|
8773 | 8773 | 0.9368 True
|
|
--------------------------------------------------------------------------------
|
|
[1270/3000] Train loss: 0.08771, Valid loss: 0.13209, Elapsed_time: 365.58843
|
|
Current_accuracy : 84.500, Current_norm_ED : 0.9607
|
|
Best_accuracy : 93.500, Best_norm_ED : 0.9843
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1383 | 1383 | 0.9879 True
|
|
3937 | 3937 | 0.9854 True
|
|
--------------------------------------------------------------------------------
|
|
[1275/3000] Train loss: 0.14206, Valid loss: 0.18792, Elapsed_time: 366.85256
|
|
Current_accuracy : 81.000, Current_norm_ED : 0.9528
|
|
Best_accuracy : 93.500, Best_norm_ED : 0.9843
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9046 | 046 | 0.9601 False
|
|
0155 | 0155 | 0.5229 True
|
|
--------------------------------------------------------------------------------
|
|
[1280/3000] Train loss: 0.07853, Valid loss: 0.19331, Elapsed_time: 368.45450
|
|
Current_accuracy : 79.000, Current_norm_ED : 0.9453
|
|
Best_accuracy : 93.500, Best_norm_ED : 0.9843
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0469 | 0469 | 0.9811 True
|
|
2768 | 2768 | 0.8894 True
|
|
--------------------------------------------------------------------------------
|
|
[1285/3000] Train loss: 0.07515, Valid loss: 0.04786, Elapsed_time: 369.71264
|
|
Current_accuracy : 94.500, Current_norm_ED : 0.9868
|
|
Best_accuracy : 94.500, Best_norm_ED : 0.9868
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1346 | 1346 | 0.9825 True
|
|
7682 | 7682 | 0.9876 True
|
|
--------------------------------------------------------------------------------
|
|
[1290/3000] Train loss: 0.02590, Valid loss: 0.03223, Elapsed_time: 372.16997
|
|
Current_accuracy : 97.500, Current_norm_ED : 0.9945
|
|
Best_accuracy : 97.500, Best_norm_ED : 0.9945
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0469 | 0469 | 0.9837 True
|
|
4569 | 4569 | 0.9944 True
|
|
--------------------------------------------------------------------------------
|
|
[1295/3000] Train loss: 0.02120, Valid loss: 0.10963, Elapsed_time: 374.10161
|
|
Current_accuracy : 89.000, Current_norm_ED : 0.9711
|
|
Best_accuracy : 97.500, Best_norm_ED : 0.9945
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8834 | 8834 | 0.5284 True
|
|
7014 | 7013 | 0.9461 False
|
|
--------------------------------------------------------------------------------
|
|
[1300/3000] Train loss: 0.10636, Valid loss: 0.51717, Elapsed_time: 375.37906
|
|
Current_accuracy : 68.500, Current_norm_ED : 0.9120
|
|
Best_accuracy : 97.500, Best_norm_ED : 0.9945
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8027 | 8027 | 0.7849 True
|
|
1873 | 1873 | 0.9893 True
|
|
--------------------------------------------------------------------------------
|
|
[1305/3000] Train loss: 0.06071, Valid loss: 0.30703, Elapsed_time: 376.66935
|
|
Current_accuracy : 78.000, Current_norm_ED : 0.9445
|
|
Best_accuracy : 97.500, Best_norm_ED : 0.9945
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0975 | 0975 | 0.9597 True
|
|
1730 | 7730 | 0.3366 False
|
|
--------------------------------------------------------------------------------
|
|
[1310/3000] Train loss: 0.07725, Valid loss: 0.48270, Elapsed_time: 377.96197
|
|
Current_accuracy : 72.500, Current_norm_ED : 0.9283
|
|
Best_accuracy : 97.500, Best_norm_ED : 0.9945
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7209 | 7209 | 0.7706 True
|
|
5888 | 5888 | 0.4942 True
|
|
--------------------------------------------------------------------------------
|
|
[1315/3000] Train loss: 0.07568, Valid loss: 0.05142, Elapsed_time: 379.60506
|
|
Current_accuracy : 96.000, Current_norm_ED : 0.9910
|
|
Best_accuracy : 97.500, Best_norm_ED : 0.9945
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9512 | 9512 | 0.9743 True
|
|
4769 | 4769 | 0.9854 True
|
|
--------------------------------------------------------------------------------
|
|
[1320/3000] Train loss: 0.02047, Valid loss: 0.04424, Elapsed_time: 380.94030
|
|
Current_accuracy : 96.000, Current_norm_ED : 0.9910
|
|
Best_accuracy : 97.500, Best_norm_ED : 0.9945
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9030 | 9030 | 0.4401 True
|
|
0056 | 0056 | 0.5616 True
|
|
--------------------------------------------------------------------------------
|
|
[1325/3000] Train loss: 0.02528, Valid loss: 0.03283, Elapsed_time: 382.25514
|
|
Current_accuracy : 97.000, Current_norm_ED : 0.9935
|
|
Best_accuracy : 97.500, Best_norm_ED : 0.9945
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0702 | 0702 | 0.7893 True
|
|
0543 | 0543 | 0.9936 True
|
|
--------------------------------------------------------------------------------
|
|
[1330/3000] Train loss: 0.00728, Valid loss: 0.01775, Elapsed_time: 383.54288
|
|
Current_accuracy : 98.000, Current_norm_ED : 0.9953
|
|
Best_accuracy : 98.000, Best_norm_ED : 0.9953
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2365 | 2365 | 0.9853 True
|
|
9139 | 9139 | 0.9924 True
|
|
--------------------------------------------------------------------------------
|
|
[1335/3000] Train loss: 0.00973, Valid loss: 0.05592, Elapsed_time: 385.37695
|
|
Current_accuracy : 93.500, Current_norm_ED : 0.9843
|
|
Best_accuracy : 98.000, Best_norm_ED : 0.9953
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1090 | 1090 | 0.9720 True
|
|
0340 | 0340 | 0.9778 True
|
|
--------------------------------------------------------------------------------
|
|
[1340/3000] Train loss: 0.00576, Valid loss: 0.04064, Elapsed_time: 386.64033
|
|
Current_accuracy : 96.500, Current_norm_ED : 0.9918
|
|
Best_accuracy : 98.000, Best_norm_ED : 0.9953
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9438 | 9438 | 0.9962 True
|
|
2134 | 2134 | 0.9286 True
|
|
--------------------------------------------------------------------------------
|
|
[1345/3000] Train loss: 0.00395, Valid loss: 0.01400, Elapsed_time: 388.16227
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9965
|
|
Best_accuracy : 98.500, Best_norm_ED : 0.9965
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7295 | 7295 | 0.9917 True
|
|
4217 | 4217 | 0.9947 True
|
|
--------------------------------------------------------------------------------
|
|
[1350/3000] Train loss: 0.00322, Valid loss: 0.01468, Elapsed_time: 390.14185
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9965
|
|
Best_accuracy : 98.500, Best_norm_ED : 0.9965
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0228 | 0228 | 0.9884 True
|
|
2598 | 2598 | 0.9918 True
|
|
--------------------------------------------------------------------------------
|
|
[1355/3000] Train loss: 0.01058, Valid loss: 0.03008, Elapsed_time: 391.40779
|
|
Current_accuracy : 97.000, Current_norm_ED : 0.9930
|
|
Best_accuracy : 98.500, Best_norm_ED : 0.9965
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2365 | 2365 | 0.9524 True
|
|
6350 | 6350 | 0.9844 True
|
|
--------------------------------------------------------------------------------
|
|
[1360/3000] Train loss: 0.00958, Valid loss: 0.02343, Elapsed_time: 392.61924
|
|
Current_accuracy : 98.000, Current_norm_ED : 0.9950
|
|
Best_accuracy : 98.500, Best_norm_ED : 0.9965
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3361 | 361 | 0.4163 False
|
|
3638 | 3638 | 0.9967 True
|
|
--------------------------------------------------------------------------------
|
|
[1365/3000] Train loss: 0.00252, Valid loss: 0.01910, Elapsed_time: 393.85716
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9962
|
|
Best_accuracy : 98.500, Best_norm_ED : 0.9965
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2182 | 2182 | 0.9912 True
|
|
8262 | 8262 | 0.9945 True
|
|
--------------------------------------------------------------------------------
|
|
[1370/3000] Train loss: 0.00253, Valid loss: 0.01565, Elapsed_time: 395.11523
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9962
|
|
Best_accuracy : 98.500, Best_norm_ED : 0.9965
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5538 | 5538 | 0.7652 True
|
|
2831 | 2831 | 0.9970 True
|
|
--------------------------------------------------------------------------------
|
|
[1375/3000] Train loss: 0.00260, Valid loss: 0.01292, Elapsed_time: 396.35620
|
|
Current_accuracy : 98.000, Current_norm_ED : 0.9953
|
|
Best_accuracy : 98.500, Best_norm_ED : 0.9965
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3560 | 3560 | 0.9950 True
|
|
7695 | 7695 | 0.9879 True
|
|
--------------------------------------------------------------------------------
|
|
[1380/3000] Train loss: 0.00162, Valid loss: 0.01130, Elapsed_time: 397.95703
|
|
Current_accuracy : 97.500, Current_norm_ED : 0.9942
|
|
Best_accuracy : 98.500, Best_norm_ED : 0.9965
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0593 | 0593 | 0.9967 True
|
|
9589 | 9589 | 0.9880 True
|
|
--------------------------------------------------------------------------------
|
|
[1385/3000] Train loss: 0.00245, Valid loss: 0.01142, Elapsed_time: 399.29589
|
|
Current_accuracy : 97.500, Current_norm_ED : 0.9942
|
|
Best_accuracy : 98.500, Best_norm_ED : 0.9965
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7110 | 7110 | 0.9443 True
|
|
9541 | 9541 | 0.9930 True
|
|
--------------------------------------------------------------------------------
|
|
[1390/3000] Train loss: 0.00187, Valid loss: 0.00985, Elapsed_time: 400.55818
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9965
|
|
Best_accuracy : 98.500, Best_norm_ED : 0.9965
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3258 | 3258 | 0.9954 True
|
|
1372 | 1372 | 0.9919 True
|
|
--------------------------------------------------------------------------------
|
|
[1395/3000] Train loss: 0.00148, Valid loss: 0.00778, Elapsed_time: 401.85518
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.000, Best_norm_ED : 0.9978
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7953 | 7953 | 0.9922 True
|
|
9571 | 9571 | 0.9908 True
|
|
--------------------------------------------------------------------------------
|
|
[1400/3000] Train loss: 0.00178, Valid loss: 0.00804, Elapsed_time: 404.26766
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9968
|
|
Best_accuracy : 99.000, Best_norm_ED : 0.9978
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9281 | 9281 | 0.9964 True
|
|
5944 | 5944 | 0.6215 True
|
|
--------------------------------------------------------------------------------
|
|
[1405/3000] Train loss: 0.00165, Valid loss: 0.00739, Elapsed_time: 405.53677
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.000, Best_norm_ED : 0.9978
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9046 | 9046 | 0.9777 True
|
|
9335 | 9335 | 0.9946 True
|
|
--------------------------------------------------------------------------------
|
|
[1410/3000] Train loss: 0.00677, Valid loss: 0.13506, Elapsed_time: 407.15821
|
|
Current_accuracy : 88.000, Current_norm_ED : 0.9670
|
|
Best_accuracy : 99.000, Best_norm_ED : 0.9978
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6348 | 6348 | 0.9836 True
|
|
8027 | 9027 | 0.9446 False
|
|
--------------------------------------------------------------------------------
|
|
[1415/3000] Train loss: 0.01810, Valid loss: 0.01561, Elapsed_time: 408.46605
|
|
Current_accuracy : 98.000, Current_norm_ED : 0.9953
|
|
Best_accuracy : 99.000, Best_norm_ED : 0.9978
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1289 | 1289 | 0.9911 True
|
|
7016 | 7016 | 0.9967 True
|
|
--------------------------------------------------------------------------------
|
|
[1420/3000] Train loss: 0.00221, Valid loss: 0.01241, Elapsed_time: 409.73609
|
|
Current_accuracy : 98.000, Current_norm_ED : 0.9955
|
|
Best_accuracy : 99.000, Best_norm_ED : 0.9978
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2768 | 2768 | 0.9804 True
|
|
3351 | 3351 | 0.8315 True
|
|
--------------------------------------------------------------------------------
|
|
[1425/3000] Train loss: 0.00164, Valid loss: 0.00970, Elapsed_time: 411.03111
|
|
Current_accuracy : 98.000, Current_norm_ED : 0.9955
|
|
Best_accuracy : 99.000, Best_norm_ED : 0.9978
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3506 | 3506 | 0.9939 True
|
|
9511 | 9511 | 0.7245 True
|
|
--------------------------------------------------------------------------------
|
|
[1430/3000] Train loss: 0.00146, Valid loss: 0.01051, Elapsed_time: 412.31687
|
|
Current_accuracy : 98.000, Current_norm_ED : 0.9955
|
|
Best_accuracy : 99.000, Best_norm_ED : 0.9978
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6858 | 6858 | 0.9934 True
|
|
4217 | 4217 | 0.9956 True
|
|
--------------------------------------------------------------------------------
|
|
[1435/3000] Train loss: 0.00143, Valid loss: 0.00928, Elapsed_time: 413.55521
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9965
|
|
Best_accuracy : 99.000, Best_norm_ED : 0.9978
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8461 | 8461 | 0.9897 True
|
|
0543 | 0543 | 0.9982 True
|
|
--------------------------------------------------------------------------------
|
|
[1440/3000] Train loss: 0.12201, Valid loss: 0.01903, Elapsed_time: 415.16413
|
|
Current_accuracy : 96.500, Current_norm_ED : 0.9920
|
|
Best_accuracy : 99.000, Best_norm_ED : 0.9978
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7295 | 7295 | 0.9952 True
|
|
5735 | 5735 | 0.9924 True
|
|
--------------------------------------------------------------------------------
|
|
[1445/3000] Train loss: 0.00285, Valid loss: 0.02990, Elapsed_time: 416.47289
|
|
Current_accuracy : 95.000, Current_norm_ED : 0.9883
|
|
Best_accuracy : 99.000, Best_norm_ED : 0.9978
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3297 | 3297 | 0.9861 True
|
|
8243 | 8243 | 0.9961 True
|
|
--------------------------------------------------------------------------------
|
|
[1450/3000] Train loss: 0.00173, Valid loss: 0.00787, Elapsed_time: 417.78619
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9968
|
|
Best_accuracy : 99.000, Best_norm_ED : 0.9978
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3476 | 3476 | 0.9970 True
|
|
9589 | 9589 | 0.9847 True
|
|
--------------------------------------------------------------------------------
|
|
[1455/3000] Train loss: 0.00133, Valid loss: 0.00753, Elapsed_time: 419.09383
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9968
|
|
Best_accuracy : 99.000, Best_norm_ED : 0.9978
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6077 | 6077 | 0.5021 True
|
|
1796 | 1796 | 0.9946 True
|
|
--------------------------------------------------------------------------------
|
|
[1460/3000] Train loss: 0.00119, Valid loss: 0.00703, Elapsed_time: 420.42962
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.000, Best_norm_ED : 0.9978
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4405 | 4405 | 0.8835 True
|
|
1156 | 1156 | 0.7900 True
|
|
--------------------------------------------------------------------------------
|
|
[1465/3000] Train loss: 0.00112, Valid loss: 0.00783, Elapsed_time: 421.72208
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.000, Best_norm_ED : 0.9978
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9033 | 9033 | 0.8179 True
|
|
3848 | 3848 | 0.9965 True
|
|
--------------------------------------------------------------------------------
|
|
[1470/3000] Train loss: 0.00117, Valid loss: 0.01098, Elapsed_time: 423.02242
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.000, Best_norm_ED : 0.9978
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2003 | 2003 | 0.9913 True
|
|
4236 | 4236 | 0.9971 True
|
|
--------------------------------------------------------------------------------
|
|
[1475/3000] Train loss: 0.00173, Valid loss: 0.01335, Elapsed_time: 424.64746
|
|
Current_accuracy : 98.000, Current_norm_ED : 0.9955
|
|
Best_accuracy : 99.000, Best_norm_ED : 0.9978
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7682 | 7682 | 0.9980 True
|
|
6914 | 6914 | 0.9949 True
|
|
--------------------------------------------------------------------------------
|
|
[1480/3000] Train loss: 0.00089, Valid loss: 0.01119, Elapsed_time: 425.92409
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9965
|
|
Best_accuracy : 99.000, Best_norm_ED : 0.9978
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4222 | 4222 | 0.3964 True
|
|
1407 | 1407 | 0.9870 True
|
|
--------------------------------------------------------------------------------
|
|
[1485/3000] Train loss: 0.00111, Valid loss: 0.00791, Elapsed_time: 427.19904
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9965
|
|
Best_accuracy : 99.000, Best_norm_ED : 0.9978
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1346 | 1346 | 0.9963 True
|
|
5239 | 5239 | 0.9976 True
|
|
--------------------------------------------------------------------------------
|
|
[1490/3000] Train loss: 0.00099, Valid loss: 0.00816, Elapsed_time: 428.51762
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.000, Best_norm_ED : 0.9978
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5627 | 5627 | 0.9982 True
|
|
2665 | 2665 | 0.9992 True
|
|
--------------------------------------------------------------------------------
|
|
[1495/3000] Train loss: 0.00084, Valid loss: 0.00654, Elapsed_time: 429.83937
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7781 | 7781 | 0.6679 True
|
|
2134 | 2134 | 0.9945 True
|
|
--------------------------------------------------------------------------------
|
|
[1500/3000] Train loss: 0.00080, Valid loss: 0.00692, Elapsed_time: 431.84669
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0816 | 0816 | 0.9957 True
|
|
8834 | 8834 | 0.3853 True
|
|
--------------------------------------------------------------------------------
|
|
[1505/3000] Train loss: 0.00076, Valid loss: 0.00684, Elapsed_time: 433.43889
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2665 | 2665 | 0.9993 True
|
|
0975 | 0975 | 0.9972 True
|
|
--------------------------------------------------------------------------------
|
|
[1510/3000] Train loss: 0.00063, Valid loss: 0.00664, Elapsed_time: 434.83269
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7695 | 7695 | 0.9949 True
|
|
1140 | 1140 | 0.7137 True
|
|
--------------------------------------------------------------------------------
|
|
[1515/3000] Train loss: 0.00075, Valid loss: 0.00832, Elapsed_time: 436.71654
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1572 | 1572 | 0.9983 True
|
|
2665 | 2665 | 0.9993 True
|
|
--------------------------------------------------------------------------------
|
|
[1520/3000] Train loss: 0.00075, Valid loss: 0.00674, Elapsed_time: 437.99664
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9335 | 9335 | 0.9974 True
|
|
1730 | 1730 | 0.9976 True
|
|
--------------------------------------------------------------------------------
|
|
[1525/3000] Train loss: 0.00076, Valid loss: 0.00657, Elapsed_time: 439.26748
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0155 | 0155 | 0.9372 True
|
|
2433 | 2433 | 0.6318 True
|
|
--------------------------------------------------------------------------------
|
|
[1530/3000] Train loss: 0.00065, Valid loss: 0.01278, Elapsed_time: 440.52158
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1372 | 1372 | 0.9972 True
|
|
4459 | 4459 | 0.9307 True
|
|
--------------------------------------------------------------------------------
|
|
[1535/3000] Train loss: 0.00118, Valid loss: 0.02991, Elapsed_time: 441.74917
|
|
Current_accuracy : 97.500, Current_norm_ED : 0.9945
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6367 | 6367 | 0.9957 True
|
|
3297 | 3297 | 0.9910 True
|
|
--------------------------------------------------------------------------------
|
|
[1540/3000] Train loss: 0.00070, Valid loss: 0.02907, Elapsed_time: 443.35073
|
|
Current_accuracy : 97.500, Current_norm_ED : 0.9945
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7810 | 7810 | 0.9990 True
|
|
0034 | 0034 | 0.6973 True
|
|
--------------------------------------------------------------------------------
|
|
[1545/3000] Train loss: 0.00071, Valid loss: 0.02707, Elapsed_time: 444.68313
|
|
Current_accuracy : 98.000, Current_norm_ED : 0.9955
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2665 | 2665 | 0.9975 True
|
|
0340 | 0340 | 0.9968 True
|
|
--------------------------------------------------------------------------------
|
|
[1550/3000] Train loss: 0.00061, Valid loss: 0.02418, Elapsed_time: 445.97929
|
|
Current_accuracy : 98.000, Current_norm_ED : 0.9955
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0593 | 0593 | 0.9989 True
|
|
0631 | 0631 | 0.9990 True
|
|
--------------------------------------------------------------------------------
|
|
[1555/3000] Train loss: 0.00069, Valid loss: 0.01829, Elapsed_time: 447.25596
|
|
Current_accuracy : 98.000, Current_norm_ED : 0.9953
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2831 | 2831 | 0.9992 True
|
|
1796 | 1796 | 0.9975 True
|
|
--------------------------------------------------------------------------------
|
|
[1560/3000] Train loss: 0.00081, Valid loss: 0.00819, Elapsed_time: 448.52267
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4459 | 4459 | 0.9144 True
|
|
9541 | 9541 | 0.9972 True
|
|
--------------------------------------------------------------------------------
|
|
[1565/3000] Train loss: 0.00061, Valid loss: 0.00670, Elapsed_time: 449.79235
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8794 | 8794 | 0.9986 True
|
|
5415 | 5415 | 0.9985 True
|
|
--------------------------------------------------------------------------------
|
|
[1570/3000] Train loss: 0.04467, Valid loss: 0.01612, Elapsed_time: 451.37407
|
|
Current_accuracy : 97.500, Current_norm_ED : 0.9943
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2843 | 2843 | 0.9946 True
|
|
6313 | 6313 | 0.9905 True
|
|
--------------------------------------------------------------------------------
|
|
[1575/3000] Train loss: 0.00096, Valid loss: 0.00815, Elapsed_time: 452.70299
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9968
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4472 | 4472 | 0.5666 True
|
|
6914 | 6914 | 0.9956 True
|
|
--------------------------------------------------------------------------------
|
|
[1580/3000] Train loss: 0.01523, Valid loss: 0.00707, Elapsed_time: 453.99561
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4236 | 4236 | 0.9966 True
|
|
9589 | 9589 | 0.9913 True
|
|
--------------------------------------------------------------------------------
|
|
[1585/3000] Train loss: 0.00082, Valid loss: 0.00660, Elapsed_time: 455.31743
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9442 | 9442 | 0.9974 True
|
|
0273 | 0273 | 0.9979 True
|
|
--------------------------------------------------------------------------------
|
|
[1590/3000] Train loss: 0.00072, Valid loss: 0.00590, Elapsed_time: 456.54142
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8461 | 8461 | 0.9952 True
|
|
6910 | 6910 | 0.9977 True
|
|
--------------------------------------------------------------------------------
|
|
[1595/3000] Train loss: 0.00070, Valid loss: 0.00582, Elapsed_time: 457.78226
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7110 | 7110 | 0.9674 True
|
|
0340 | 0340 | 0.9966 True
|
|
--------------------------------------------------------------------------------
|
|
[1600/3000] Train loss: 0.00155, Valid loss: 0.00432, Elapsed_time: 459.31991
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4301 | 4301 | 0.9987 True
|
|
5529 | 5529 | 0.8242 True
|
|
--------------------------------------------------------------------------------
|
|
[1605/3000] Train loss: 0.00170, Valid loss: 0.01034, Elapsed_time: 460.63534
|
|
Current_accuracy : 97.500, Current_norm_ED : 0.9938
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2365 | 2365 | 0.9970 True
|
|
6914 | 6914 | 0.9953 True
|
|
--------------------------------------------------------------------------------
|
|
[1610/3000] Train loss: 0.00079, Valid loss: 0.00627, Elapsed_time: 461.91672
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9965
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2365 | 2365 | 0.9971 True
|
|
8773 | 8773 | 0.9912 True
|
|
--------------------------------------------------------------------------------
|
|
[1615/3000] Train loss: 0.00089, Valid loss: 0.03248, Elapsed_time: 463.22458
|
|
Current_accuracy : 97.000, Current_norm_ED : 0.9928
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8027 | 8027 | 0.9930 True
|
|
0474 | 0474 | 0.9969 True
|
|
--------------------------------------------------------------------------------
|
|
[1620/3000] Train loss: 0.00070, Valid loss: 0.01137, Elapsed_time: 464.50298
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9965
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3723 | 3723 | 0.9938 True
|
|
7209 | 7209 | 0.9808 True
|
|
--------------------------------------------------------------------------------
|
|
[1625/3000] Train loss: 0.00071, Valid loss: 0.00700, Elapsed_time: 465.77864
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9511 | 9511 | 0.8148 True
|
|
8096 | 8096 | 0.9976 True
|
|
--------------------------------------------------------------------------------
|
|
[1630/3000] Train loss: 0.00065, Valid loss: 0.00555, Elapsed_time: 467.07633
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1618 | 1618 | 0.9983 True
|
|
9335 | 9335 | 0.9977 True
|
|
--------------------------------------------------------------------------------
|
|
[1635/3000] Train loss: 0.00057, Valid loss: 0.00583, Elapsed_time: 468.64477
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2003 | 2003 | 0.9936 True
|
|
9589 | 9589 | 0.9926 True
|
|
--------------------------------------------------------------------------------
|
|
[1640/3000] Train loss: 0.00057, Valid loss: 0.00592, Elapsed_time: 470.47894
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0298 | 0298 | 0.9981 True
|
|
3067 | 3067 | 0.9988 True
|
|
--------------------------------------------------------------------------------
|
|
[1645/3000] Train loss: 0.00047, Valid loss: 0.00561, Elapsed_time: 471.76139
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7453 | 7453 | 0.9970 True
|
|
5415 | 5415 | 0.9984 True
|
|
--------------------------------------------------------------------------------
|
|
[1650/3000] Train loss: 0.00048, Valid loss: 0.00541, Elapsed_time: 473.06441
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6217 | 6217 | 0.9988 True
|
|
9220 | 9220 | 0.9983 True
|
|
--------------------------------------------------------------------------------
|
|
[1655/3000] Train loss: 0.00044, Valid loss: 0.00601, Elapsed_time: 474.33236
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0816 | 0816 | 0.9980 True
|
|
3590 | 3590 | 0.9970 True
|
|
--------------------------------------------------------------------------------
|
|
[1660/3000] Train loss: 0.00046, Valid loss: 0.00549, Elapsed_time: 475.59906
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8744 | 8744 | 0.9376 True
|
|
2598 | 2598 | 0.9982 True
|
|
--------------------------------------------------------------------------------
|
|
[1665/3000] Train loss: 0.00052, Valid loss: 0.00559, Elapsed_time: 477.19794
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8744 | 8744 | 0.9455 True
|
|
6217 | 6217 | 0.9988 True
|
|
--------------------------------------------------------------------------------
|
|
[1670/3000] Train loss: 0.00044, Valid loss: 0.00541, Elapsed_time: 478.53298
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6620 | 6620 | 0.8625 True
|
|
5239 | 5239 | 0.9989 True
|
|
--------------------------------------------------------------------------------
|
|
[1675/3000] Train loss: 0.00038, Valid loss: 0.00518, Elapsed_time: 479.81762
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4783 | 4783 | 0.9995 True
|
|
2365 | 2365 | 0.9980 True
|
|
--------------------------------------------------------------------------------
|
|
[1680/3000] Train loss: 0.00038, Valid loss: 0.00512, Elapsed_time: 481.08560
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1140 | 1140 | 0.8415 True
|
|
9267 | 9267 | 0.9979 True
|
|
--------------------------------------------------------------------------------
|
|
[1685/3000] Train loss: 0.00043, Valid loss: 0.00521, Elapsed_time: 482.38065
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3506 | 3506 | 0.9982 True
|
|
9700 | 9700 | 0.8631 True
|
|
--------------------------------------------------------------------------------
|
|
[1690/3000] Train loss: 0.00036, Valid loss: 0.00631, Elapsed_time: 483.64926
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3067 | 3067 | 0.9990 True
|
|
5890 | 5890 | 0.9961 True
|
|
--------------------------------------------------------------------------------
|
|
[1695/3000] Train loss: 0.00053, Valid loss: 0.00628, Elapsed_time: 484.91509
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4620 | 4620 | 0.9991 True
|
|
8841 | 8841 | 0.6600 True
|
|
--------------------------------------------------------------------------------
|
|
[1700/3000] Train loss: 0.00034, Valid loss: 0.00491, Elapsed_time: 486.51104
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2239 | 2239 | 0.8267 True
|
|
0631 | 0631 | 0.9995 True
|
|
--------------------------------------------------------------------------------
|
|
[1705/3000] Train loss: 0.00038, Valid loss: 0.00499, Elapsed_time: 487.76154
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9541 | 9541 | 0.9979 True
|
|
4066 | 4066 | 0.6805 True
|
|
--------------------------------------------------------------------------------
|
|
[1710/3000] Train loss: 0.00034, Valid loss: 0.01031, Elapsed_time: 489.01645
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4317 | 4317 | 0.9991 True
|
|
9700 | 9700 | 0.8613 True
|
|
--------------------------------------------------------------------------------
|
|
[1715/3000] Train loss: 0.00028, Valid loss: 0.01031, Elapsed_time: 490.28523
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7110 | 7110 | 0.9746 True
|
|
7667 | 76667 | 0.5612 False
|
|
--------------------------------------------------------------------------------
|
|
[1720/3000] Train loss: 0.00043, Valid loss: 0.00477, Elapsed_time: 491.53178
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1737 | 1737 | 0.9981 True
|
|
3438 | 3438 | 0.9994 True
|
|
--------------------------------------------------------------------------------
|
|
[1725/3000] Train loss: 0.00036, Valid loss: 0.00507, Elapsed_time: 492.80874
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8461 | 8461 | 0.9973 True
|
|
4217 | 4217 | 0.9991 True
|
|
--------------------------------------------------------------------------------
|
|
[1730/3000] Train loss: 0.00026, Valid loss: 0.00505, Elapsed_time: 494.39940
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0663 | 0663 | 0.9965 True
|
|
7953 | 7953 | 0.9982 True
|
|
--------------------------------------------------------------------------------
|
|
[1735/3000] Train loss: 0.00030, Valid loss: 0.00494, Elapsed_time: 495.69666
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1572 | 1572 | 0.9990 True
|
|
2737 | 2737 | 0.9948 True
|
|
--------------------------------------------------------------------------------
|
|
[1740/3000] Train loss: 0.00034, Valid loss: 0.00477, Elapsed_time: 496.97556
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0056 | 0056 | 0.7167 True
|
|
1737 | 1737 | 0.9984 True
|
|
--------------------------------------------------------------------------------
|
|
[1745/3000] Train loss: 0.00034, Valid loss: 0.00488, Elapsed_time: 498.23376
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0907 | 0907 | 0.9967 True
|
|
5812 | 5812 | 0.9983 True
|
|
--------------------------------------------------------------------------------
|
|
[1750/3000] Train loss: 0.00028, Valid loss: 0.00500, Elapsed_time: 499.53975
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7010 | 7010 | 0.9994 True
|
|
8794 | 8794 | 0.9989 True
|
|
--------------------------------------------------------------------------------
|
|
[1755/3000] Train loss: 0.00028, Valid loss: 0.00509, Elapsed_time: 500.86113
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6858 | 6858 | 0.9988 True
|
|
7253 | 7253 | 0.9965 True
|
|
--------------------------------------------------------------------------------
|
|
[1760/3000] Train loss: 0.00166, Valid loss: 0.01555, Elapsed_time: 502.41148
|
|
Current_accuracy : 98.000, Current_norm_ED : 0.9953
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8773 | 8773 | 0.9843 True
|
|
0543 | 0543 | 0.9995 True
|
|
--------------------------------------------------------------------------------
|
|
[1765/3000] Train loss: 0.00034, Valid loss: 0.00893, Elapsed_time: 503.72129
|
|
Current_accuracy : 98.000, Current_norm_ED : 0.9953
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8967 | 8967 | 0.9979 True
|
|
3560 | 3560 | 0.9988 True
|
|
--------------------------------------------------------------------------------
|
|
[1770/3000] Train loss: 0.00030, Valid loss: 0.00760, Elapsed_time: 504.99723
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9965
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1618 | 1618 | 0.9987 True
|
|
3476 | 3476 | 0.9987 True
|
|
--------------------------------------------------------------------------------
|
|
[1775/3000] Train loss: 0.00065, Valid loss: 0.01752, Elapsed_time: 506.26772
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9968
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7667 | 76667 | 0.5264 False
|
|
1346 | 1346 | 0.9986 True
|
|
--------------------------------------------------------------------------------
|
|
[1780/3000] Train loss: 0.00029, Valid loss: 0.00667, Elapsed_time: 507.54169
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1796 | 1796 | 0.9986 True
|
|
4217 | 4217 | 0.9992 True
|
|
--------------------------------------------------------------------------------
|
|
[1785/3000] Train loss: 0.00026, Valid loss: 0.00669, Elapsed_time: 508.79204
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8744 | 8744 | 0.9706 True
|
|
6964 | 6964 | 0.9987 True
|
|
--------------------------------------------------------------------------------
|
|
[1790/3000] Train loss: 0.00027, Valid loss: 0.00678, Elapsed_time: 510.07255
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5427 | 5427 | 0.9989 True
|
|
0631 | 0631 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[1795/3000] Train loss: 0.00026, Valid loss: 0.00636, Elapsed_time: 511.62435
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2239 | 2239 | 0.5555 True
|
|
2321 | 2321 | 0.9981 True
|
|
--------------------------------------------------------------------------------
|
|
[1800/3000] Train loss: 0.00024, Valid loss: 0.00477, Elapsed_time: 512.89365
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9990
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9990
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2433 | 2433 | 0.7692 True
|
|
2182 | 2182 | 0.9993 True
|
|
--------------------------------------------------------------------------------
|
|
[1805/3000] Train loss: 0.00027, Valid loss: 0.00367, Elapsed_time: 514.49432
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9990
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9990
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5468 | 5468 | 0.9984 True
|
|
6350 | 6350 | 0.9992 True
|
|
--------------------------------------------------------------------------------
|
|
[1810/3000] Train loss: 0.00023, Valid loss: 0.00388, Elapsed_time: 515.79246
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9990
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6728 | 6728 | 0.9979 True
|
|
2375 | 2375 | 0.9990 True
|
|
--------------------------------------------------------------------------------
|
|
[1815/3000] Train loss: 0.00027, Valid loss: 0.00398, Elapsed_time: 517.07703
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9990
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9990
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0298 | 0298 | 0.9988 True
|
|
7682 | 7682 | 0.9995 True
|
|
--------------------------------------------------------------------------------
|
|
[1820/3000] Train loss: 0.00030, Valid loss: 0.00345, Elapsed_time: 519.11495
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9990
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9990
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1516 | 1516 | 0.9995 True
|
|
0593 | 0593 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[1825/3000] Train loss: 0.00023, Valid loss: 0.00338, Elapsed_time: 520.64248
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9990
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9990
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2598 | 2598 | 0.9988 True
|
|
0298 | 0298 | 0.9988 True
|
|
--------------------------------------------------------------------------------
|
|
[1830/3000] Train loss: 0.00023, Valid loss: 0.00322, Elapsed_time: 521.95322
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9990
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4620 | 4620 | 0.9994 True
|
|
8168 | 8168 | 0.9991 True
|
|
--------------------------------------------------------------------------------
|
|
[1835/3000] Train loss: 0.00023, Valid loss: 0.00344, Elapsed_time: 523.19271
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9990
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4620 | 4620 | 0.9994 True
|
|
8290 | 8290 | 0.9993 True
|
|
--------------------------------------------------------------------------------
|
|
[1840/3000] Train loss: 0.00023, Valid loss: 0.00322, Elapsed_time: 524.42493
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9990
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0713 | 0713 | 0.9991 True
|
|
3032 | 3032 | 0.9987 True
|
|
--------------------------------------------------------------------------------
|
|
[1845/3000] Train loss: 0.00020, Valid loss: 0.00304, Elapsed_time: 525.67228
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9990
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0975 | 0975 | 0.9989 True
|
|
7781 | 7781 | 0.8320 True
|
|
--------------------------------------------------------------------------------
|
|
[1850/3000] Train loss: 0.00022, Valid loss: 0.00315, Elapsed_time: 526.92046
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9990
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4923 | 4923 | 0.9993 True
|
|
2164 | 2164 | 0.9992 True
|
|
--------------------------------------------------------------------------------
|
|
[1855/3000] Train loss: 0.00020, Valid loss: 0.00278, Elapsed_time: 528.17754
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6620 | 6620 | 0.7872 True
|
|
6910 | 6910 | 0.9992 True
|
|
--------------------------------------------------------------------------------
|
|
[1860/3000] Train loss: 0.00026, Valid loss: 0.00505, Elapsed_time: 530.35419
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9990
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6693 | 6693 | 0.4554 True
|
|
3638 | 3638 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[1865/3000] Train loss: 0.00021, Valid loss: 0.00329, Elapsed_time: 531.65078
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1914 | 1914 | 0.9990 True
|
|
5415 | 5415 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[1870/3000] Train loss: 0.00020, Valid loss: 0.00637, Elapsed_time: 532.93294
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7010 | 7010 | 0.9996 True
|
|
6964 | 6964 | 0.9991 True
|
|
--------------------------------------------------------------------------------
|
|
[1875/3000] Train loss: 0.00018, Valid loss: 0.00295, Elapsed_time: 534.20144
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3258 | 3258 | 0.9991 True
|
|
1914 | 1914 | 0.9990 True
|
|
--------------------------------------------------------------------------------
|
|
[1880/3000] Train loss: 0.00018, Valid loss: 0.00284, Elapsed_time: 535.45194
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2894 | 2894 | 0.9995 True
|
|
6350 | 6350 | 0.9994 True
|
|
--------------------------------------------------------------------------------
|
|
[1885/3000] Train loss: 0.00027, Valid loss: 0.00294, Elapsed_time: 536.73052
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4459 | 4459 | 0.9566 True
|
|
7295 | 7295 | 0.9988 True
|
|
--------------------------------------------------------------------------------
|
|
[1890/3000] Train loss: 0.00019, Valid loss: 0.00310, Elapsed_time: 538.30330
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0298 | 0298 | 0.9989 True
|
|
6574 | 6574 | 0.9986 True
|
|
--------------------------------------------------------------------------------
|
|
[1895/3000] Train loss: 0.00019, Valid loss: 0.00299, Elapsed_time: 539.57721
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0713 | 0713 | 0.9992 True
|
|
7875 | 7875 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[1900/3000] Train loss: 0.00018, Valid loss: 0.00275, Elapsed_time: 540.85297
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6350 | 6350 | 0.9995 True
|
|
4317 | 4317 | 0.9995 True
|
|
--------------------------------------------------------------------------------
|
|
[1905/3000] Train loss: 0.00019, Valid loss: 0.00295, Elapsed_time: 542.10638
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5415 | 5415 | 0.9996 True
|
|
9442 | 9442 | 0.9994 True
|
|
--------------------------------------------------------------------------------
|
|
[1910/3000] Train loss: 0.00018, Valid loss: 0.00299, Elapsed_time: 543.34104
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1140 | 1140 | 0.8950 True
|
|
3476 | 3476 | 0.9995 True
|
|
--------------------------------------------------------------------------------
|
|
[1915/3000] Train loss: 0.00019, Valid loss: 0.00297, Elapsed_time: 544.59501
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3409 | 3409 | 0.9985 True
|
|
6348 | 6348 | 0.9984 True
|
|
--------------------------------------------------------------------------------
|
|
[1920/3000] Train loss: 0.00019, Valid loss: 0.00291, Elapsed_time: 546.10867
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4459 | 4459 | 0.9521 True
|
|
7016 | 7016 | 0.9993 True
|
|
--------------------------------------------------------------------------------
|
|
[1925/3000] Train loss: 0.00020, Valid loss: 0.00285, Elapsed_time: 547.35761
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7803 | 7803 | 0.9993 True
|
|
5239 | 5239 | 0.9995 True
|
|
--------------------------------------------------------------------------------
|
|
[1930/3000] Train loss: 0.00016, Valid loss: 0.00287, Elapsed_time: 548.60035
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7014 | 7014 | 0.9978 True
|
|
1736 | 1736 | 0.9988 True
|
|
--------------------------------------------------------------------------------
|
|
[1935/3000] Train loss: 0.00016, Valid loss: 0.00287, Elapsed_time: 549.91550
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2164 | 2164 | 0.9995 True
|
|
8461 | 8461 | 0.9987 True
|
|
--------------------------------------------------------------------------------
|
|
[1940/3000] Train loss: 0.00017, Valid loss: 0.00265, Elapsed_time: 551.70698
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4459 | 4459 | 0.9561 True
|
|
1796 | 1796 | 0.9992 True
|
|
--------------------------------------------------------------------------------
|
|
[1945/3000] Train loss: 0.00016, Valid loss: 0.00262, Elapsed_time: 552.95934
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4459 | 4459 | 0.9595 True
|
|
8744 | 8744 | 0.8591 True
|
|
--------------------------------------------------------------------------------
|
|
[1950/3000] Train loss: 0.00016, Valid loss: 0.00304, Elapsed_time: 554.23361
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9512 | 9512 | 0.9958 True
|
|
3590 | 3590 | 0.9990 True
|
|
--------------------------------------------------------------------------------
|
|
[1955/3000] Train loss: 0.00022, Valid loss: 0.00298, Elapsed_time: 555.84388
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4236 | 4236 | 0.9995 True
|
|
4620 | 4620 | 0.9995 True
|
|
--------------------------------------------------------------------------------
|
|
[1960/3000] Train loss: 0.00017, Valid loss: 0.00234, Elapsed_time: 557.09657
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7875 | 7875 | 0.9997 True
|
|
9163 | 9163 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[1965/3000] Train loss: 0.00016, Valid loss: 0.00223, Elapsed_time: 558.36100
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6858 | 6858 | 0.9991 True
|
|
9163 | 9163 | 0.9995 True
|
|
--------------------------------------------------------------------------------
|
|
[1970/3000] Train loss: 0.00016, Valid loss: 0.00216, Elapsed_time: 559.63837
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8286 | 8286 | 0.9993 True
|
|
9033 | 9033 | 0.7399 True
|
|
--------------------------------------------------------------------------------
|
|
[1975/3000] Train loss: 0.00017, Valid loss: 0.00454, Elapsed_time: 560.86309
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2768 | 2768 | 0.9943 True
|
|
3937 | 3937 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[1980/3000] Train loss: 0.00015, Valid loss: 0.00425, Elapsed_time: 562.11687
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5944 | 5944 | 0.8329 True
|
|
8872 | 8872 | 0.6520 True
|
|
--------------------------------------------------------------------------------
|
|
[1985/3000] Train loss: 0.00014, Valid loss: 0.00452, Elapsed_time: 563.65910
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6693 | 693 | 0.4869 False
|
|
0713 | 0713 | 0.9994 True
|
|
--------------------------------------------------------------------------------
|
|
[1990/3000] Train loss: 0.00017, Valid loss: 0.00248, Elapsed_time: 565.01249
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4236 | 4236 | 0.9996 True
|
|
3476 | 3476 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[1995/3000] Train loss: 0.00015, Valid loss: 0.00465, Elapsed_time: 566.28713
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2003 | 2003 | 0.9989 True
|
|
7667 | 7667 | 0.4940 True
|
|
--------------------------------------------------------------------------------
|
|
[2000/3000] Train loss: 0.08811, Valid loss: 0.21693, Elapsed_time: 567.55679
|
|
Current_accuracy : 87.500, Current_norm_ED : 0.9690
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3409 | 3409 | 0.9988 True
|
|
8575 | 8575 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2005/3000] Train loss: 0.01213, Valid loss: 0.07669, Elapsed_time: 568.83299
|
|
Current_accuracy : 94.000, Current_norm_ED : 0.9828
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9512 | 9512 | 0.9981 True
|
|
1346 | 1346 | 0.9989 True
|
|
--------------------------------------------------------------------------------
|
|
[2010/3000] Train loss: 0.00182, Valid loss: 0.01523, Elapsed_time: 570.10352
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9965
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2003 | 2003 | 0.9985 True
|
|
9885 | 9885 | 0.9976 True
|
|
--------------------------------------------------------------------------------
|
|
[2015/3000] Train loss: 0.00460, Valid loss: 0.04989, Elapsed_time: 571.37369
|
|
Current_accuracy : 94.500, Current_norm_ED : 0.9865
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3506 | 3506 | 0.9991 True
|
|
7695 | 7695 | 0.9980 True
|
|
--------------------------------------------------------------------------------
|
|
[2020/3000] Train loss: 0.00031, Valid loss: 0.01177, Elapsed_time: 572.94588
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9965
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6617 | 6617 | 0.8656 True
|
|
4066 | 4066 | 0.5432 True
|
|
--------------------------------------------------------------------------------
|
|
[2025/3000] Train loss: 0.00034, Valid loss: 0.00817, Elapsed_time: 574.19865
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9965
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2239 | 2239 | 0.6381 True
|
|
4952 | 4952 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[2030/3000] Train loss: 0.00031, Valid loss: 0.00808, Elapsed_time: 575.46478
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9965
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9220 | 9220 | 0.9994 True
|
|
5468 | 5468 | 0.9992 True
|
|
--------------------------------------------------------------------------------
|
|
[2035/3000] Train loss: 0.00032, Valid loss: 0.00892, Elapsed_time: 576.74114
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9965
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6858 | 6858 | 0.9986 True
|
|
9033 | 9033 | 0.7798 True
|
|
--------------------------------------------------------------------------------
|
|
[2040/3000] Train loss: 0.00023, Valid loss: 0.00906, Elapsed_time: 577.97781
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9965
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9335 | 9335 | 0.9991 True
|
|
0034 | 0034 | 0.9255 True
|
|
--------------------------------------------------------------------------------
|
|
[2045/3000] Train loss: 0.00029, Valid loss: 0.00589, Elapsed_time: 579.23722
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9512 | 9512 | 0.9945 True
|
|
1372 | 1372 | 0.9993 True
|
|
--------------------------------------------------------------------------------
|
|
[2050/3000] Train loss: 0.00023, Valid loss: 0.00533, Elapsed_time: 580.79631
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1516 | 1516 | 0.9995 True
|
|
0713 | 0713 | 0.9992 True
|
|
--------------------------------------------------------------------------------
|
|
[2055/3000] Train loss: 0.00020, Valid loss: 0.00506, Elapsed_time: 582.02596
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7028 | 7028 | 0.9998 True
|
|
6852 | 6852 | 0.9982 True
|
|
--------------------------------------------------------------------------------
|
|
[2060/3000] Train loss: 0.00023, Valid loss: 0.00517, Elapsed_time: 583.83349
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3848 | 3848 | 0.9992 True
|
|
1914 | 1914 | 0.9993 True
|
|
--------------------------------------------------------------------------------
|
|
[2065/3000] Train loss: 0.00029, Valid loss: 0.00520, Elapsed_time: 585.07286
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1960 | 1960 | 0.9997 True
|
|
1346 | 1346 | 0.9992 True
|
|
--------------------------------------------------------------------------------
|
|
[2070/3000] Train loss: 0.00021, Valid loss: 0.00529, Elapsed_time: 586.32614
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4405 | 4405 | 0.9580 True
|
|
6787 | 6787 | 0.9869 True
|
|
--------------------------------------------------------------------------------
|
|
[2075/3000] Train loss: 0.00023, Valid loss: 0.00471, Elapsed_time: 587.60545
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5890 | 5890 | 0.9991 True
|
|
8096 | 8096 | 0.9992 True
|
|
--------------------------------------------------------------------------------
|
|
[2080/3000] Train loss: 0.00030, Valid loss: 0.00354, Elapsed_time: 589.15396
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8794 | 8794 | 0.9993 True
|
|
4962 | 4962 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[2085/3000] Train loss: 0.00018, Valid loss: 0.00406, Elapsed_time: 590.43907
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9715 | 9715 | 0.9968 True
|
|
6787 | 6787 | 0.9884 True
|
|
--------------------------------------------------------------------------------
|
|
[2090/3000] Train loss: 0.00018, Valid loss: 0.00433, Elapsed_time: 591.72567
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8907 | 8907 | 0.9981 True
|
|
9335 | 9335 | 0.9993 True
|
|
--------------------------------------------------------------------------------
|
|
[2095/3000] Train loss: 0.00019, Valid loss: 0.00410, Elapsed_time: 592.98738
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2134 | 2134 | 0.9989 True
|
|
6910 | 6910 | 0.9990 True
|
|
--------------------------------------------------------------------------------
|
|
[2100/3000] Train loss: 0.00017, Valid loss: 0.00440, Elapsed_time: 594.24501
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4236 | 4236 | 0.9988 True
|
|
6217 | 6217 | 0.9991 True
|
|
--------------------------------------------------------------------------------
|
|
[2105/3000] Train loss: 0.00021, Valid loss: 0.00668, Elapsed_time: 595.47489
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9965
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4287 | 4287 | 0.9997 True
|
|
5415 | 5415 | 0.9988 True
|
|
--------------------------------------------------------------------------------
|
|
[2110/3000] Train loss: 0.00018, Valid loss: 0.00680, Elapsed_time: 596.75544
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9965
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2321 | 2321 | 0.9987 True
|
|
0631 | 0631 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2115/3000] Train loss: 0.00019, Valid loss: 0.01107, Elapsed_time: 598.31188
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9965
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3351 | 3351 | 0.9689 True
|
|
5236 | 5236 | 0.9992 True
|
|
--------------------------------------------------------------------------------
|
|
[2120/3000] Train loss: 0.00016, Valid loss: 0.00807, Elapsed_time: 599.57104
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9965
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3361 | 3361 | 0.5738 True
|
|
7822 | 7822 | 0.9265 True
|
|
--------------------------------------------------------------------------------
|
|
[2125/3000] Train loss: 0.00017, Valid loss: 0.00737, Elapsed_time: 600.84883
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9965
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1899 | 1899 | 0.6746 True
|
|
0056 | 0056 | 0.7510 True
|
|
--------------------------------------------------------------------------------
|
|
[2130/3000] Train loss: 0.00018, Valid loss: 0.00593, Elapsed_time: 602.13934
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0273 | 0273 | 0.9997 True
|
|
2742 | 2742 | 0.9858 True
|
|
--------------------------------------------------------------------------------
|
|
[2135/3000] Train loss: 0.00017, Valid loss: 0.00633, Elapsed_time: 603.39758
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9965
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5812 | 5812 | 0.9984 True
|
|
1982 | 1982 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2140/3000] Train loss: 0.00017, Valid loss: 0.00640, Elapsed_time: 604.63640
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8286 | 8286 | 0.9992 True
|
|
3067 | 3067 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[2145/3000] Train loss: 0.00015, Valid loss: 0.00557, Elapsed_time: 606.20317
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4783 | 4783 | 0.9998 True
|
|
0702 | 0702 | 0.9990 True
|
|
--------------------------------------------------------------------------------
|
|
[2150/3000] Train loss: 0.00016, Valid loss: 0.00582, Elapsed_time: 607.54812
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7295 | 7295 | 0.9993 True
|
|
1796 | 1796 | 0.9992 True
|
|
--------------------------------------------------------------------------------
|
|
[2155/3000] Train loss: 0.00015, Valid loss: 0.01297, Elapsed_time: 608.83903
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8243 | 8243 | 0.9997 True
|
|
8168 | 8168 | 0.9993 True
|
|
--------------------------------------------------------------------------------
|
|
[2160/3000] Train loss: 0.00017, Valid loss: 0.00586, Elapsed_time: 610.11658
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4620 | 4620 | 0.9996 True
|
|
1914 | 1914 | 0.9994 True
|
|
--------------------------------------------------------------------------------
|
|
[2165/3000] Train loss: 0.00014, Valid loss: 0.00536, Elapsed_time: 611.36022
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4217 | 4217 | 0.9995 True
|
|
3937 | 3937 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2170/3000] Train loss: 0.00017, Valid loss: 0.00520, Elapsed_time: 612.60192
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0298 | 0298 | 0.9991 True
|
|
2375 | 2375 | 0.9994 True
|
|
--------------------------------------------------------------------------------
|
|
[2175/3000] Train loss: 0.00016, Valid loss: 0.00520, Elapsed_time: 613.89083
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4472 | 4472 | 0.6860 True
|
|
7803 | 7803 | 0.9994 True
|
|
--------------------------------------------------------------------------------
|
|
[2180/3000] Train loss: 0.00013, Valid loss: 0.00497, Elapsed_time: 615.50314
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1407 | 1407 | 0.9987 True
|
|
3389 | 3389 | 0.8151 True
|
|
--------------------------------------------------------------------------------
|
|
[2185/3000] Train loss: 0.00014, Valid loss: 0.00467, Elapsed_time: 617.39129
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8773 | 8773 | 0.9931 True
|
|
6620 | 6620 | 0.7819 True
|
|
--------------------------------------------------------------------------------
|
|
[2190/3000] Train loss: 0.00014, Valid loss: 0.00502, Elapsed_time: 618.64370
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9512 | 9512 | 0.9956 True
|
|
5888 | 5888 | 0.5971 True
|
|
--------------------------------------------------------------------------------
|
|
[2195/3000] Train loss: 0.00016, Valid loss: 0.00489, Elapsed_time: 619.88594
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6728 | 6728 | 0.9990 True
|
|
7295 | 7295 | 0.9993 True
|
|
--------------------------------------------------------------------------------
|
|
[2200/3000] Train loss: 0.00014, Valid loss: 0.00478, Elapsed_time: 621.12325
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0034 | 0034 | 0.9304 True
|
|
1289 | 1289 | 0.9993 True
|
|
--------------------------------------------------------------------------------
|
|
[2205/3000] Train loss: 0.00015, Valid loss: 0.00725, Elapsed_time: 622.39042
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9965
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5888 | 5888 | 0.5110 True
|
|
5236 | 5236 | 0.9993 True
|
|
--------------------------------------------------------------------------------
|
|
[2210/3000] Train loss: 0.00013, Valid loss: 0.00541, Elapsed_time: 623.98371
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6217 | 6217 | 0.9992 True
|
|
7695 | 7695 | 0.9984 True
|
|
--------------------------------------------------------------------------------
|
|
[2215/3000] Train loss: 0.00013, Valid loss: 0.00658, Elapsed_time: 625.30759
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9965
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8967 | 8967 | 0.9992 True
|
|
1960 | 1960 | 0.9998 True
|
|
--------------------------------------------------------------------------------
|
|
[2220/3000] Train loss: 0.00013, Valid loss: 0.00572, Elapsed_time: 626.61550
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9965
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5415 | 5415 | 0.9994 True
|
|
1736 | 1736 | 0.9993 True
|
|
--------------------------------------------------------------------------------
|
|
[2225/3000] Train loss: 0.00014, Valid loss: 0.00725, Elapsed_time: 627.86612
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9965
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1156 | 1156 | 0.5322 True
|
|
3389 | 3389 | 0.7719 True
|
|
--------------------------------------------------------------------------------
|
|
[2230/3000] Train loss: 0.00015, Valid loss: 0.00752, Elapsed_time: 629.14761
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9965
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1618 | 1618 | 0.9989 True
|
|
6313 | 6313 | 0.9991 True
|
|
--------------------------------------------------------------------------------
|
|
[2235/3000] Train loss: 0.00014, Valid loss: 0.00658, Elapsed_time: 630.40106
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9965
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2182 | 2182 | 0.9997 True
|
|
8243 | 8243 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2240/3000] Train loss: 0.00018, Valid loss: 0.00444, Elapsed_time: 631.96781
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5627 | 5627 | 0.9997 True
|
|
2375 | 2375 | 0.9995 True
|
|
--------------------------------------------------------------------------------
|
|
[2245/3000] Train loss: 0.00012, Valid loss: 0.00428, Elapsed_time: 633.27460
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1960 | 1960 | 0.9998 True
|
|
5236 | 5236 | 0.9995 True
|
|
--------------------------------------------------------------------------------
|
|
[2250/3000] Train loss: 0.00013, Valid loss: 0.00471, Elapsed_time: 634.56735
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1090 | 1090 | 0.9996 True
|
|
3409 | 3409 | 0.9993 True
|
|
--------------------------------------------------------------------------------
|
|
[2255/3000] Train loss: 0.00013, Valid loss: 0.00438, Elapsed_time: 635.81887
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0273 | 0273 | 0.9998 True
|
|
0474 | 0474 | 0.9990 True
|
|
--------------------------------------------------------------------------------
|
|
[2260/3000] Train loss: 0.00013, Valid loss: 0.00510, Elapsed_time: 637.18225
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9335 | 9335 | 0.9993 True
|
|
4217 | 4217 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[2265/3000] Train loss: 0.00013, Valid loss: 0.00662, Elapsed_time: 638.54018
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6077 | 6077 | 0.4692 True
|
|
5890 | 5890 | 0.9994 True
|
|
--------------------------------------------------------------------------------
|
|
[2270/3000] Train loss: 0.00012, Valid loss: 0.00550, Elapsed_time: 639.87150
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3297 | 3297 | 0.9983 True
|
|
3723 | 3723 | 0.9993 True
|
|
--------------------------------------------------------------------------------
|
|
[2275/3000] Train loss: 0.00013, Valid loss: 0.00386, Elapsed_time: 641.59927
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1572 | 1572 | 0.9997 True
|
|
7822 | 7822 | 0.9386 True
|
|
--------------------------------------------------------------------------------
|
|
[2280/3000] Train loss: 0.00012, Valid loss: 0.00379, Elapsed_time: 643.09227
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4217 | 4217 | 0.9996 True
|
|
1982 | 1982 | 0.9998 True
|
|
--------------------------------------------------------------------------------
|
|
[2285/3000] Train loss: 0.00012, Valid loss: 0.00480, Elapsed_time: 644.35365
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9220 | 9220 | 0.9996 True
|
|
4685 | 4685 | 0.9980 True
|
|
--------------------------------------------------------------------------------
|
|
[2290/3000] Train loss: 0.00012, Valid loss: 0.00500, Elapsed_time: 645.60166
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2365 | 2365 | 0.9993 True
|
|
8262 | 8262 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2295/3000] Train loss: 0.00011, Valid loss: 0.00602, Elapsed_time: 646.83372
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2134 | 2134 | 0.9995 True
|
|
3389 | 3389 | 0.6345 True
|
|
--------------------------------------------------------------------------------
|
|
[2300/3000] Train loss: 0.00012, Valid loss: 0.00632, Elapsed_time: 648.09787
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6348 | 6348 | 0.9987 True
|
|
5415 | 5415 | 0.9995 True
|
|
--------------------------------------------------------------------------------
|
|
[2305/3000] Train loss: 0.00012, Valid loss: 0.00767, Elapsed_time: 650.24849
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8243 | 8243 | 0.9998 True
|
|
5735 | 5735 | 0.9989 True
|
|
--------------------------------------------------------------------------------
|
|
[2310/3000] Train loss: 0.00012, Valid loss: 0.00597, Elapsed_time: 651.58109
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7953 | 7953 | 0.9994 True
|
|
0617 | 0617 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[2315/3000] Train loss: 0.00011, Valid loss: 0.00573, Elapsed_time: 652.84697
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9163 | 9163 | 0.9997 True
|
|
3723 | 3723 | 0.9995 True
|
|
--------------------------------------------------------------------------------
|
|
[2320/3000] Train loss: 0.00013, Valid loss: 0.00609, Elapsed_time: 654.10967
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9965
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8967 | 8967 | 0.9993 True
|
|
4472 | 4472 | 0.4942 True
|
|
--------------------------------------------------------------------------------
|
|
[2325/3000] Train loss: 0.00014, Valid loss: 0.00628, Elapsed_time: 655.33862
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9965
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6077 | 6077 | 0.4737 True
|
|
5890 | 5890 | 0.9994 True
|
|
--------------------------------------------------------------------------------
|
|
[2330/3000] Train loss: 0.00010, Valid loss: 0.00643, Elapsed_time: 656.61338
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9965
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0593 | 0593 | 0.9998 True
|
|
7810 | 7810 | 0.9998 True
|
|
--------------------------------------------------------------------------------
|
|
[2335/3000] Train loss: 0.00038, Valid loss: 0.01549, Elapsed_time: 657.83306
|
|
Current_accuracy : 97.500, Current_norm_ED : 0.9940
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2768 | 2768 | 0.9967 True
|
|
2239 | 2239 | 0.8762 True
|
|
--------------------------------------------------------------------------------
|
|
[2340/3000] Train loss: 0.00143, Valid loss: 0.01642, Elapsed_time: 659.35459
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9965
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4301 | 4301 | 0.9987 True
|
|
9715 | 9715 | 0.9493 True
|
|
--------------------------------------------------------------------------------
|
|
[2345/3000] Train loss: 0.00015, Valid loss: 0.00479, Elapsed_time: 660.63131
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4236 | 4236 | 0.9994 True
|
|
5427 | 5427 | 0.9993 True
|
|
--------------------------------------------------------------------------------
|
|
[2350/3000] Train loss: 0.00026, Valid loss: 0.00495, Elapsed_time: 661.93930
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8841 | 8841 | 0.5315 True
|
|
3450 | 3450 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2355/3000] Train loss: 0.00016, Valid loss: 0.00483, Elapsed_time: 663.26276
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8243 | 8243 | 0.9996 True
|
|
6313 | 6313 | 0.9994 True
|
|
--------------------------------------------------------------------------------
|
|
[2360/3000] Train loss: 0.00015, Valid loss: 0.00460, Elapsed_time: 664.50312
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2768 | 2768 | 0.9985 True
|
|
8262 | 8262 | 0.9998 True
|
|
--------------------------------------------------------------------------------
|
|
[2365/3000] Train loss: 0.00013, Valid loss: 0.00438, Elapsed_time: 665.73553
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6367 | 6367 | 0.9996 True
|
|
4685 | 4685 | 0.9969 True
|
|
--------------------------------------------------------------------------------
|
|
[2370/3000] Train loss: 0.00014, Valid loss: 0.00459, Elapsed_time: 667.30852
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1982 | 1982 | 0.9996 True
|
|
6787 | 6787 | 0.9871 True
|
|
--------------------------------------------------------------------------------
|
|
[2375/3000] Train loss: 0.00013, Valid loss: 0.00434, Elapsed_time: 668.62365
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3638 | 3638 | 0.9998 True
|
|
1289 | 1289 | 0.9992 True
|
|
--------------------------------------------------------------------------------
|
|
[2380/3000] Train loss: 0.00011, Valid loss: 0.00451, Elapsed_time: 669.88621
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6574 | 6574 | 0.9995 True
|
|
7253 | 7253 | 0.9961 True
|
|
--------------------------------------------------------------------------------
|
|
[2385/3000] Train loss: 0.00013, Valid loss: 0.00418, Elapsed_time: 671.13017
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7764 | 7764 | 0.5843 True
|
|
4301 | 4301 | 0.9998 True
|
|
--------------------------------------------------------------------------------
|
|
[2390/3000] Train loss: 0.00012, Valid loss: 0.00455, Elapsed_time: 672.42197
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4236 | 4236 | 0.9996 True
|
|
9139 | 9139 | 0.9998 True
|
|
--------------------------------------------------------------------------------
|
|
[2395/3000] Train loss: 0.00012, Valid loss: 0.00462, Elapsed_time: 673.67142
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6964 | 6964 | 0.9994 True
|
|
6787 | 6787 | 0.9876 True
|
|
--------------------------------------------------------------------------------
|
|
[2400/3000] Train loss: 0.00012, Valid loss: 0.00468, Elapsed_time: 675.26510
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7781 | 7781 | 0.5597 True
|
|
8243 | 8243 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2405/3000] Train loss: 0.00011, Valid loss: 0.00447, Elapsed_time: 676.51679
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5236 | 5236 | 0.9997 True
|
|
0273 | 0273 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2410/3000] Train loss: 0.00011, Valid loss: 0.00434, Elapsed_time: 677.81846
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3450 | 3450 | 0.9998 True
|
|
8744 | 8744 | 0.8966 True
|
|
--------------------------------------------------------------------------------
|
|
[2415/3000] Train loss: 0.00013, Valid loss: 0.00440, Elapsed_time: 679.07711
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6919 | 6919 | 0.9993 True
|
|
7014 | 7014 | 0.9991 True
|
|
--------------------------------------------------------------------------------
|
|
[2420/3000] Train loss: 0.00011, Valid loss: 0.00454, Elapsed_time: 680.33288
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2843 | 2843 | 0.9992 True
|
|
1156 | 1156 | 0.8905 True
|
|
--------------------------------------------------------------------------------
|
|
[2425/3000] Train loss: 0.00011, Valid loss: 0.00529, Elapsed_time: 681.59297
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9589 | 9589 | 0.9984 True
|
|
7822 | 7822 | 0.5232 True
|
|
--------------------------------------------------------------------------------
|
|
[2430/3000] Train loss: 0.00012, Valid loss: 0.00500, Elapsed_time: 683.50493
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6617 | 6617 | 0.7157 True
|
|
4685 | 4685 | 0.9983 True
|
|
--------------------------------------------------------------------------------
|
|
[2435/3000] Train loss: 0.00012, Valid loss: 0.00521, Elapsed_time: 685.09341
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0543 | 0543 | 0.9998 True
|
|
0631 | 0631 | 0.9999 True
|
|
--------------------------------------------------------------------------------
|
|
[2440/3000] Train loss: 0.00011, Valid loss: 0.00498, Elapsed_time: 686.36942
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4638 | 4638 | 0.9991 True
|
|
7253 | 7253 | 0.9972 True
|
|
--------------------------------------------------------------------------------
|
|
[2445/3000] Train loss: 0.00009, Valid loss: 0.00488, Elapsed_time: 687.65729
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9163 | 9163 | 0.9998 True
|
|
1873 | 1873 | 0.9998 True
|
|
--------------------------------------------------------------------------------
|
|
[2450/3000] Train loss: 0.00011, Valid loss: 0.00495, Elapsed_time: 688.94969
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8286 | 8286 | 0.9994 True
|
|
0567 | 0567 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2455/3000] Train loss: 0.00010, Valid loss: 0.00484, Elapsed_time: 690.22190
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0034 | 0034 | 0.6878 True
|
|
3574 | 3574 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2460/3000] Train loss: 0.00009, Valid loss: 0.00481, Elapsed_time: 691.50978
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6914 | 6914 | 0.9987 True
|
|
0228 | 0228 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2465/3000] Train loss: 0.00010, Valid loss: 0.00464, Elapsed_time: 693.04229
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5538 | 5538 | 0.6840 True
|
|
0469 | 0469 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[2470/3000] Train loss: 0.00011, Valid loss: 0.00445, Elapsed_time: 694.34087
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2134 | 2134 | 0.9989 True
|
|
4923 | 4923 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2475/3000] Train loss: 0.00010, Valid loss: 0.00458, Elapsed_time: 695.60199
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9267 | 9267 | 0.9996 True
|
|
0034 | 0034 | 0.7368 True
|
|
--------------------------------------------------------------------------------
|
|
[2480/3000] Train loss: 0.00010, Valid loss: 0.00479, Elapsed_time: 696.84043
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5888 | 5888 | 0.5307 True
|
|
3848 | 3848 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[2485/3000] Train loss: 0.00009, Valid loss: 0.00495, Elapsed_time: 698.13481
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6348 | 6348 | 0.9989 True
|
|
0631 | 0631 | 0.9999 True
|
|
--------------------------------------------------------------------------------
|
|
[2490/3000] Train loss: 0.00009, Valid loss: 0.00440, Elapsed_time: 699.36637
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2768 | 2768 | 0.9987 True
|
|
4405 | 4405 | 0.6083 True
|
|
--------------------------------------------------------------------------------
|
|
[2495/3000] Train loss: 0.00010, Valid loss: 0.00445, Elapsed_time: 700.63659
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0543 | 0543 | 0.9999 True
|
|
8834 | 8834 | 0.4640 True
|
|
--------------------------------------------------------------------------------
|
|
[2500/3000] Train loss: 0.00010, Valid loss: 0.00964, Elapsed_time: 702.27866
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4569 | 4569 | 0.9998 True
|
|
4459 | 4459 | 0.8711 True
|
|
--------------------------------------------------------------------------------
|
|
[2505/3000] Train loss: 0.00010, Valid loss: 0.00418, Elapsed_time: 703.55061
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6910 | 6910 | 0.9996 True
|
|
2768 | 2768 | 0.9985 True
|
|
--------------------------------------------------------------------------------
|
|
[2510/3000] Train loss: 0.00010, Valid loss: 0.00458, Elapsed_time: 704.81219
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0627 | 0627 | 0.9997 True
|
|
1737 | 1737 | 0.9994 True
|
|
--------------------------------------------------------------------------------
|
|
[2515/3000] Train loss: 0.00028, Valid loss: 0.00768, Elapsed_time: 706.09356
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6693 | 693 | 0.6975 False
|
|
9571 | 9571 | 0.9979 True
|
|
--------------------------------------------------------------------------------
|
|
[2520/3000] Train loss: 0.00015, Valid loss: 0.00886, Elapsed_time: 707.33253
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2321 | 2321 | 0.9993 True
|
|
2843 | 2843 | 0.9993 True
|
|
--------------------------------------------------------------------------------
|
|
[2525/3000] Train loss: 0.00029, Valid loss: 0.00329, Elapsed_time: 708.61659
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8834 | 8834 | 0.5233 True
|
|
0713 | 0713 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2530/3000] Train loss: 0.00013, Valid loss: 0.00353, Elapsed_time: 710.17155
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9139 | 9139 | 0.9998 True
|
|
7188 | 7188 | 0.4688 True
|
|
--------------------------------------------------------------------------------
|
|
[2535/3000] Train loss: 0.00010, Valid loss: 0.00676, Elapsed_time: 711.44327
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6693 | 693 | 0.6486 False
|
|
1346 | 1346 | 0.9995 True
|
|
--------------------------------------------------------------------------------
|
|
[2540/3000] Train loss: 0.00008, Valid loss: 0.00373, Elapsed_time: 712.75639
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6313 | 6313 | 0.9995 True
|
|
1156 | 1156 | 0.9210 True
|
|
--------------------------------------------------------------------------------
|
|
[2545/3000] Train loss: 0.00009, Valid loss: 0.00391, Elapsed_time: 714.05743
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1141 | 1141 | 0.9045 True
|
|
4769 | 4769 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2550/3000] Train loss: 0.00010, Valid loss: 0.00479, Elapsed_time: 715.93706
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7810 | 7810 | 0.9998 True
|
|
9414 | 9414 | 0.9972 True
|
|
--------------------------------------------------------------------------------
|
|
[2555/3000] Train loss: 0.00010, Valid loss: 0.00423, Elapsed_time: 717.15112
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4923 | 4923 | 0.9997 True
|
|
7682 | 7682 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2560/3000] Train loss: 0.00009, Valid loss: 0.00433, Elapsed_time: 718.67452
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4459 | 4459 | 0.6056 True
|
|
8872 | 8872 | 0.9300 True
|
|
--------------------------------------------------------------------------------
|
|
[2565/3000] Train loss: 0.00010, Valid loss: 0.00377, Elapsed_time: 719.95292
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8907 | 8907 | 0.9979 True
|
|
1796 | 1796 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2570/3000] Train loss: 0.00008, Valid loss: 0.00394, Elapsed_time: 721.24375
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9335 | 9335 | 0.9995 True
|
|
2894 | 2894 | 0.9998 True
|
|
--------------------------------------------------------------------------------
|
|
[2575/3000] Train loss: 0.00009, Valid loss: 0.00399, Elapsed_time: 722.46124
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4923 | 4923 | 0.9997 True
|
|
3937 | 3937 | 0.9998 True
|
|
--------------------------------------------------------------------------------
|
|
[2580/3000] Train loss: 0.00009, Valid loss: 0.00414, Elapsed_time: 723.73903
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4459 | 4459 | 0.7212 True
|
|
2768 | 2768 | 0.9983 True
|
|
--------------------------------------------------------------------------------
|
|
[2585/3000] Train loss: 0.00009, Valid loss: 0.00376, Elapsed_time: 725.00424
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9885 | 9885 | 0.9994 True
|
|
5165 | 5165 | 0.9999 True
|
|
--------------------------------------------------------------------------------
|
|
[2590/3000] Train loss: 0.00009, Valid loss: 0.00375, Elapsed_time: 726.24444
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9511 | 9511 | 0.5148 True
|
|
3409 | 3409 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[2595/3000] Train loss: 0.22519, Valid loss: 0.00472, Elapsed_time: 727.80623
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6217 | 6217 | 0.9994 True
|
|
2017 | 2017 | 0.9978 True
|
|
--------------------------------------------------------------------------------
|
|
[2600/3000] Train loss: 0.00020, Valid loss: 0.00354, Elapsed_time: 729.11850
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8841 | 8841 | 0.8996 True
|
|
4783 | 4783 | 0.9999 True
|
|
--------------------------------------------------------------------------------
|
|
[2605/3000] Train loss: 0.00012, Valid loss: 0.00383, Elapsed_time: 730.38287
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0627 | 0627 | 0.9998 True
|
|
0567 | 0567 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2610/3000] Train loss: 0.00010, Valid loss: 0.00386, Elapsed_time: 731.65552
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8096 | 8096 | 0.9997 True
|
|
0034 | 0034 | 0.9184 True
|
|
--------------------------------------------------------------------------------
|
|
[2615/3000] Train loss: 0.00011, Valid loss: 0.00888, Elapsed_time: 732.90943
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1796 | 1796 | 0.9997 True
|
|
3389 | 3389 | 0.8048 True
|
|
--------------------------------------------------------------------------------
|
|
[2620/3000] Train loss: 0.00012, Valid loss: 0.00353, Elapsed_time: 734.16206
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0034 | 0034 | 0.9016 True
|
|
1618 | 1618 | 0.9994 True
|
|
--------------------------------------------------------------------------------
|
|
[2625/3000] Train loss: 0.00010, Valid loss: 0.00372, Elapsed_time: 735.71414
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8286 | 8286 | 0.9994 True
|
|
4923 | 4923 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[2630/3000] Train loss: 0.00010, Valid loss: 0.00410, Elapsed_time: 736.97006
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7453 | 7453 | 0.9993 True
|
|
8243 | 8243 | 0.9998 True
|
|
--------------------------------------------------------------------------------
|
|
[2635/3000] Train loss: 0.00010, Valid loss: 0.00346, Elapsed_time: 738.23770
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3723 | 3723 | 0.9994 True
|
|
5538 | 5538 | 0.7028 True
|
|
--------------------------------------------------------------------------------
|
|
[2640/3000] Train loss: 0.00010, Valid loss: 0.00368, Elapsed_time: 739.52984
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1383 | 1383 | 0.9997 True
|
|
3067 | 3067 | 0.9998 True
|
|
--------------------------------------------------------------------------------
|
|
[2645/3000] Train loss: 0.00009, Valid loss: 0.00374, Elapsed_time: 740.76237
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5888 | 5888 | 0.5881 True
|
|
9589 | 9589 | 0.9990 True
|
|
--------------------------------------------------------------------------------
|
|
[2650/3000] Train loss: 0.00009, Valid loss: 0.00363, Elapsed_time: 742.01144
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3574 | 3574 | 0.9997 True
|
|
3560 | 3560 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2655/3000] Train loss: 0.00011, Valid loss: 0.00408, Elapsed_time: 743.26744
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1899 | 1899 | 0.6734 True
|
|
4317 | 4317 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2660/3000] Train loss: 0.00009, Valid loss: 0.00434, Elapsed_time: 744.86691
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7803 | 7803 | 0.9997 True
|
|
9442 | 9442 | 0.9998 True
|
|
--------------------------------------------------------------------------------
|
|
[2665/3000] Train loss: 0.00009, Valid loss: 0.00570, Elapsed_time: 746.16792
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6617 | 6617 | 0.6720 True
|
|
1796 | 1796 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2670/3000] Train loss: 0.00009, Valid loss: 0.00453, Elapsed_time: 747.44036
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2239 | 2239 | 0.8715 True
|
|
4731 | 4731 | 0.9999 True
|
|
--------------------------------------------------------------------------------
|
|
[2675/3000] Train loss: 0.00009, Valid loss: 0.00607, Elapsed_time: 749.30407
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8770 | 8770 | 0.6409 True
|
|
6367 | 6367 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2680/3000] Train loss: 0.00009, Valid loss: 0.00445, Elapsed_time: 750.56545
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7016 | 7016 | 0.9996 True
|
|
8773 | 8773 | 0.9926 True
|
|
--------------------------------------------------------------------------------
|
|
[2685/3000] Train loss: 0.00009, Valid loss: 0.00418, Elapsed_time: 751.82424
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0631 | 0631 | 0.9999 True
|
|
7108 | 7108 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2690/3000] Train loss: 0.00008, Valid loss: 0.00418, Elapsed_time: 753.36402
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8262 | 8262 | 0.9998 True
|
|
0056 | 0056 | 0.5287 True
|
|
--------------------------------------------------------------------------------
|
|
[2695/3000] Train loss: 0.00008, Valid loss: 0.00423, Elapsed_time: 754.66895
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3476 | 3476 | 0.9998 True
|
|
1289 | 1289 | 0.9995 True
|
|
--------------------------------------------------------------------------------
|
|
[2700/3000] Train loss: 0.00008, Valid loss: 0.00409, Elapsed_time: 755.96391
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0469 | 0469 | 0.9998 True
|
|
6617 | 6617 | 0.6651 True
|
|
--------------------------------------------------------------------------------
|
|
[2705/3000] Train loss: 0.00009, Valid loss: 0.00417, Elapsed_time: 757.23265
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3937 | 3937 | 0.9998 True
|
|
5735 | 5735 | 0.9993 True
|
|
--------------------------------------------------------------------------------
|
|
[2710/3000] Train loss: 0.00008, Valid loss: 0.00448, Elapsed_time: 758.50812
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5415 | 5415 | 0.9997 True
|
|
6852 | 6852 | 0.9994 True
|
|
--------------------------------------------------------------------------------
|
|
[2715/3000] Train loss: 0.00008, Valid loss: 0.00448, Elapsed_time: 759.81664
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1960 | 1960 | 0.9998 True
|
|
0663 | 0663 | 0.9966 True
|
|
--------------------------------------------------------------------------------
|
|
[2720/3000] Train loss: 0.00009, Valid loss: 0.00448, Elapsed_time: 761.42925
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1372 | 1372 | 0.9993 True
|
|
9442 | 9442 | 0.9998 True
|
|
--------------------------------------------------------------------------------
|
|
[2725/3000] Train loss: 0.00008, Valid loss: 0.00432, Elapsed_time: 762.76656
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4620 | 4620 | 0.9998 True
|
|
1572 | 1572 | 0.9995 True
|
|
--------------------------------------------------------------------------------
|
|
[2730/3000] Train loss: 0.00009, Valid loss: 0.00430, Elapsed_time: 764.06549
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4923 | 4923 | 0.9997 True
|
|
2894 | 2894 | 0.9998 True
|
|
--------------------------------------------------------------------------------
|
|
[2735/3000] Train loss: 0.00008, Valid loss: 0.00431, Elapsed_time: 765.36710
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6964 | 6964 | 0.9995 True
|
|
9335 | 9335 | 0.9994 True
|
|
--------------------------------------------------------------------------------
|
|
[2740/3000] Train loss: 0.00007, Valid loss: 0.00408, Elapsed_time: 766.66908
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1873 | 1873 | 0.9999 True
|
|
1914 | 1914 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2745/3000] Train loss: 0.00007, Valid loss: 0.00382, Elapsed_time: 767.89923
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9511 | 9511 | 0.8294 True
|
|
2737 | 2737 | 0.9986 True
|
|
--------------------------------------------------------------------------------
|
|
[2750/3000] Train loss: 0.00007, Valid loss: 0.00381, Elapsed_time: 769.12727
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1618 | 1618 | 0.9996 True
|
|
9700 | 9700 | 0.8609 True
|
|
--------------------------------------------------------------------------------
|
|
[2755/3000] Train loss: 0.00007, Valid loss: 0.00400, Elapsed_time: 770.71447
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9700 | 9700 | 0.8686 True
|
|
2375 | 2375 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2760/3000] Train loss: 0.00009, Valid loss: 0.00444, Elapsed_time: 772.00175
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7110 | 7110 | 0.9936 True
|
|
7742 | 7742 | 0.7615 True
|
|
--------------------------------------------------------------------------------
|
|
[2765/3000] Train loss: 0.00008, Valid loss: 0.00401, Elapsed_time: 773.29708
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3476 | 3476 | 0.9998 True
|
|
7209 | 7209 | 0.9986 True
|
|
--------------------------------------------------------------------------------
|
|
[2770/3000] Train loss: 0.00007, Valid loss: 0.00340, Elapsed_time: 774.59209
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1140 | 1140 | 0.9536 True
|
|
6919 | 6919 | 0.9993 True
|
|
--------------------------------------------------------------------------------
|
|
[2775/3000] Train loss: 0.00008, Valid loss: 0.00306, Elapsed_time: 775.86571
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4569 | 4569 | 0.9999 True
|
|
2768 | 2768 | 0.9983 True
|
|
--------------------------------------------------------------------------------
|
|
[2780/3000] Train loss: 0.00008, Valid loss: 0.00481, Elapsed_time: 777.09689
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8744 | 8744 | 0.9567 True
|
|
4962 | 4962 | 0.9998 True
|
|
--------------------------------------------------------------------------------
|
|
[2785/3000] Train loss: 0.00009, Valid loss: 0.00465, Elapsed_time: 778.63884
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3032 | 3032 | 0.9996 True
|
|
0702 | 0702 | 0.9995 True
|
|
--------------------------------------------------------------------------------
|
|
[2790/3000] Train loss: 0.00007, Valid loss: 0.00465, Elapsed_time: 779.99796
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8770 | 8770 | 0.6945 True
|
|
0816 | 0816 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[2795/3000] Train loss: 0.00008, Valid loss: 0.00267, Elapsed_time: 781.82249
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7108 | 7108 | 0.9997 True
|
|
3476 | 3476 | 0.9998 True
|
|
--------------------------------------------------------------------------------
|
|
[2800/3000] Train loss: 0.00008, Valid loss: 0.00431, Elapsed_time: 783.12116
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7014 | 7014 | 0.9995 True
|
|
2433 | 2433 | 0.9176 True
|
|
--------------------------------------------------------------------------------
|
|
[2805/3000] Train loss: 0.00008, Valid loss: 0.00430, Elapsed_time: 784.41194
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6617 | 6617 | 0.8107 True
|
|
4236 | 4236 | 0.9998 True
|
|
--------------------------------------------------------------------------------
|
|
[2810/3000] Train loss: 0.00007, Valid loss: 0.00378, Elapsed_time: 785.68750
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7953 | 7953 | 0.9996 True
|
|
6787 | 6787 | 0.9913 True
|
|
--------------------------------------------------------------------------------
|
|
[2815/3000] Train loss: 0.00010, Valid loss: 0.00364, Elapsed_time: 786.99017
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2843 | 2843 | 0.9995 True
|
|
6350 | 6350 | 0.9998 True
|
|
--------------------------------------------------------------------------------
|
|
[2820/3000] Train loss: 0.00014, Valid loss: 0.00369, Elapsed_time: 788.57347
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4287 | 4287 | 0.9998 True
|
|
9335 | 9335 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[2825/3000] Train loss: 0.00007, Valid loss: 0.00382, Elapsed_time: 789.87741
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1372 | 1372 | 0.9995 True
|
|
7108 | 7108 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2830/3000] Train loss: 0.00007, Valid loss: 0.00366, Elapsed_time: 791.16237
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1289 | 1289 | 0.9997 True
|
|
1873 | 1873 | 0.9999 True
|
|
--------------------------------------------------------------------------------
|
|
[2835/3000] Train loss: 0.00007, Valid loss: 0.00388, Elapsed_time: 792.47934
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3476 | 3476 | 0.9998 True
|
|
2768 | 2768 | 0.9964 True
|
|
--------------------------------------------------------------------------------
|
|
[2840/3000] Train loss: 0.00006, Valid loss: 0.00385, Elapsed_time: 793.75696
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6313 | 6313 | 0.9996 True
|
|
8027 | 8027 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[2845/3000] Train loss: 0.00008, Valid loss: 0.00896, Elapsed_time: 795.03143
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8461 | 8461 | 0.9996 True
|
|
7803 | 7803 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2850/3000] Train loss: 0.00007, Valid loss: 0.00391, Elapsed_time: 796.61037
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4405 | 4405 | 0.8675 True
|
|
8834 | 8834 | 0.5526 True
|
|
--------------------------------------------------------------------------------
|
|
[2855/3000] Train loss: 0.00008, Valid loss: 0.00370, Elapsed_time: 797.94107
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2665 | 2665 | 0.9999 True
|
|
9220 | 9220 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2860/3000] Train loss: 0.00007, Valid loss: 0.00382, Elapsed_time: 799.24628
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9885 | 9885 | 0.9995 True
|
|
0907 | 0907 | 0.9991 True
|
|
--------------------------------------------------------------------------------
|
|
[2865/3000] Train loss: 0.00007, Valid loss: 0.00409, Elapsed_time: 800.51741
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2831 | 2831 | 0.9999 True
|
|
7209 | 7209 | 0.9995 True
|
|
--------------------------------------------------------------------------------
|
|
[2870/3000] Train loss: 0.00006, Valid loss: 0.00370, Elapsed_time: 801.79863
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4301 | 4301 | 0.9999 True
|
|
0713 | 0713 | 0.9998 True
|
|
--------------------------------------------------------------------------------
|
|
[2875/3000] Train loss: 0.00007, Valid loss: 0.00391, Elapsed_time: 803.02968
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4620 | 4620 | 0.9998 True
|
|
2375 | 2375 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2880/3000] Train loss: 0.00006, Valid loss: 0.00368, Elapsed_time: 804.56529
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4405 | 4405 | 0.8835 True
|
|
7209 | 7209 | 0.9995 True
|
|
--------------------------------------------------------------------------------
|
|
[2885/3000] Train loss: 0.00006, Valid loss: 0.00491, Elapsed_time: 805.84552
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7253 | 7253 | 0.9988 True
|
|
7764 | 7764 | 0.6482 True
|
|
--------------------------------------------------------------------------------
|
|
[2890/3000] Train loss: 0.00007, Valid loss: 0.00365, Elapsed_time: 807.12537
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1914 | 1914 | 0.9997 True
|
|
9541 | 9541 | 0.9991 True
|
|
--------------------------------------------------------------------------------
|
|
[2895/3000] Train loss: 0.00006, Valid loss: 0.00370, Elapsed_time: 808.40532
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4236 | 4236 | 0.9998 True
|
|
4405 | 4405 | 0.8713 True
|
|
--------------------------------------------------------------------------------
|
|
[2900/3000] Train loss: 0.00007, Valid loss: 0.00387, Elapsed_time: 809.68996
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0056 | 0056 | 0.6096 True
|
|
4301 | 4301 | 0.9999 True
|
|
--------------------------------------------------------------------------------
|
|
[2905/3000] Train loss: 0.00006, Valid loss: 0.00350, Elapsed_time: 810.93402
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8841 | 8841 | 0.6149 True
|
|
6728 | 6728 | 0.9995 True
|
|
--------------------------------------------------------------------------------
|
|
[2910/3000] Train loss: 0.00006, Valid loss: 0.00343, Elapsed_time: 812.23056
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2598 | 2598 | 0.9996 True
|
|
7810 | 7810 | 0.9999 True
|
|
--------------------------------------------------------------------------------
|
|
[2915/3000] Train loss: 0.00007, Valid loss: 0.00340, Elapsed_time: 814.40725
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0593 | 0593 | 0.9999 True
|
|
6919 | 6919 | 0.9994 True
|
|
--------------------------------------------------------------------------------
|
|
[2920/3000] Train loss: 0.00006, Valid loss: 0.00297, Elapsed_time: 815.81110
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6313 | 6313 | 0.9997 True
|
|
8841 | 8841 | 0.6542 True
|
|
--------------------------------------------------------------------------------
|
|
[2925/3000] Train loss: 0.00006, Valid loss: 0.00372, Elapsed_time: 817.16855
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1960 | 1960 | 0.9999 True
|
|
1372 | 1372 | 0.9995 True
|
|
--------------------------------------------------------------------------------
|
|
[2930/3000] Train loss: 0.00156, Valid loss: 0.02131, Elapsed_time: 818.48368
|
|
Current_accuracy : 98.000, Current_norm_ED : 0.9955
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0702 | 0702 | 0.9991 True
|
|
0816 | 0816 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[2935/3000] Train loss: 0.00007, Valid loss: 0.02561, Elapsed_time: 819.77577
|
|
Current_accuracy : 98.000, Current_norm_ED : 0.9955
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0469 | 0469 | 0.9998 True
|
|
8286 | 8286 | 0.9996 True
|
|
--------------------------------------------------------------------------------
|
|
[2940/3000] Train loss: 0.00007, Valid loss: 0.00887, Elapsed_time: 821.05624
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9968
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3937 | 3937 | 0.9999 True
|
|
2239 | 2239 | 0.8985 True
|
|
--------------------------------------------------------------------------------
|
|
[2945/3000] Train loss: 0.00007, Valid loss: 0.00830, Elapsed_time: 822.62734
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9968
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3450 | 3450 | 0.9999 True
|
|
3438 | 3438 | 0.9999 True
|
|
--------------------------------------------------------------------------------
|
|
[2950/3000] Train loss: 0.00101, Valid loss: 0.00499, Elapsed_time: 823.95846
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1899 | 1899 | 0.8131 True
|
|
2017 | 2017 | 0.9986 True
|
|
--------------------------------------------------------------------------------
|
|
[2955/3000] Train loss: 0.00027, Valid loss: 0.00601, Elapsed_time: 825.25035
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9968
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6350 | 6350 | 0.9994 True
|
|
3032 | 3032 | 0.9990 True
|
|
--------------------------------------------------------------------------------
|
|
[2960/3000] Train loss: 0.00013, Valid loss: 0.00638, Elapsed_time: 826.55117
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9968
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1899 | 1899 | 0.8391 True
|
|
8744 | 8744 | 0.8368 True
|
|
--------------------------------------------------------------------------------
|
|
[2965/3000] Train loss: 0.00008, Valid loss: 0.00666, Elapsed_time: 827.85896
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9968
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6858 | 6858 | 0.9996 True
|
|
1982 | 1982 | 0.9999 True
|
|
--------------------------------------------------------------------------------
|
|
[2970/3000] Train loss: 0.00008, Valid loss: 0.00681, Elapsed_time: 829.12260
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9968
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8488 | 8488 | 0.7482 True
|
|
5812 | 5812 | 0.9992 True
|
|
--------------------------------------------------------------------------------
|
|
[2975/3000] Train loss: 0.00026, Valid loss: 0.00576, Elapsed_time: 830.42148
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9968
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8262 | 8262 | 0.9998 True
|
|
7953 | 7953 | 0.9995 True
|
|
--------------------------------------------------------------------------------
|
|
[2980/3000] Train loss: 0.00007, Valid loss: 0.00596, Elapsed_time: 831.99352
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9968
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3438 | 3438 | 0.9999 True
|
|
5468 | 5468 | 0.9997 True
|
|
--------------------------------------------------------------------------------
|
|
[2985/3000] Train loss: 0.00008, Valid loss: 0.00631, Elapsed_time: 833.26254
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9968
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3032 | 3032 | 0.9992 True
|
|
2768 | 2768 | 0.9985 True
|
|
--------------------------------------------------------------------------------
|
|
[2990/3000] Train loss: 0.00007, Valid loss: 0.00986, Elapsed_time: 834.52164
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9968
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4923 | 4923 | 0.9998 True
|
|
5236 | 5236 | 0.9998 True
|
|
--------------------------------------------------------------------------------
|
|
[2995/3000] Train loss: 0.00007, Valid loss: 0.00612, Elapsed_time: 835.84211
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1618 | 1618 | 0.9998 True
|
|
8773 | 8773 | 0.9956 True
|
|
--------------------------------------------------------------------------------
|
|
[3000/3000] Train loss: 0.00007, Valid loss: 0.00587, Elapsed_time: 837.12841
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3590 | 3590 | 0.9994 True
|
|
9438 | 9438 | 0.9999 True
|
|
--------------------------------------------------------------------------------
|
|
[5/3000] Train loss: 8.16274, Valid loss: 3.00617, Elapsed_time: 2.94344
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.0000
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7010 | | 0.0021 False
|
|
7016 | | 0.0033 False
|
|
--------------------------------------------------------------------------------
|
|
[10/3000] Train loss: 3.13885, Valid loss: 2.73697, Elapsed_time: 5.14005
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.0000
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9033 | | 0.0078 False
|
|
5890 | | 0.0034 False
|
|
--------------------------------------------------------------------------------
|
|
[15/3000] Train loss: 2.93109, Valid loss: 2.98886, Elapsed_time: 6.92391
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.0000
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8872 | | 0.0901 False
|
|
2742 | | 0.0900 False
|
|
--------------------------------------------------------------------------------
|
|
[20/3000] Train loss: 3.11402, Valid loss: 2.72939, Elapsed_time: 8.12360
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.0000
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9046 | | 0.0040 False
|
|
2003 | | 0.0024 False
|
|
--------------------------------------------------------------------------------
|
|
[25/3000] Train loss: 3.17850, Valid loss: 2.72047, Elapsed_time: 9.28090
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.0000
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1730 | | 0.0534 False
|
|
5627 | | 0.0356 False
|
|
--------------------------------------------------------------------------------
|
|
[30/3000] Train loss: 3.19017, Valid loss: 2.77863, Elapsed_time: 10.44827
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.0213
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.0213
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2164 | | 0.0234 False
|
|
1383 | | 0.0291 False
|
|
--------------------------------------------------------------------------------
|
|
[5/3000] Train loss: 3.10600, Valid loss: 3.38381, Elapsed_time: 2.94770
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.0000
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0543 | | 0.2966 False
|
|
3361 | | 0.2997 False
|
|
--------------------------------------------------------------------------------
|
|
[10/3000] Train loss: 3.00992, Valid loss: 2.77553, Elapsed_time: 5.21101
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.0000
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0298 | | 0.0004 False
|
|
4685 | | 0.0005 False
|
|
--------------------------------------------------------------------------------
|
|
[15/3000] Train loss: 2.78705, Valid loss: 2.89371, Elapsed_time: 6.43321
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.0000
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7953 | | 0.0530 False
|
|
9438 | | 0.0584 False
|
|
--------------------------------------------------------------------------------
|
|
[20/3000] Train loss: 2.82315, Valid loss: 2.92655, Elapsed_time: 7.61246
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.0050
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.0050
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4923 | | 0.0001 False
|
|
1982 | | 0.0001 False
|
|
--------------------------------------------------------------------------------
|
|
[25/3000] Train loss: 2.80637, Valid loss: 2.75359, Elapsed_time: 9.09617
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.0000
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.0050
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0617 | | 0.0162 False
|
|
1736 | | 0.0178 False
|
|
--------------------------------------------------------------------------------
|
|
[30/3000] Train loss: 2.74722, Valid loss: 2.95172, Elapsed_time: 10.27181
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.0375
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.0375
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1156 | 2 | 0.0000 False
|
|
1730 | 2 | 0.0001 False
|
|
--------------------------------------------------------------------------------
|
|
[35/3000] Train loss: 2.69284, Valid loss: 2.70103, Elapsed_time: 12.52524
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.0138
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.0375
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1960 | | 0.0010 False
|
|
9046 | | 0.0013 False
|
|
--------------------------------------------------------------------------------
|
|
[40/3000] Train loss: 3.19005, Valid loss: 3.17596, Elapsed_time: 13.74141
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.0000
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.0375
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2831 | | 0.1629 False
|
|
5239 | | 0.2044 False
|
|
--------------------------------------------------------------------------------
|
|
[45/3000] Train loss: 3.13194, Valid loss: 2.77322, Elapsed_time: 14.92821
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1087
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1087
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8243 | 8 | 0.0006 False
|
|
1346 | 7 | 0.0004 False
|
|
--------------------------------------------------------------------------------
|
|
[50/3000] Train loss: 2.74869, Valid loss: 2.74715, Elapsed_time: 16.41219
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.0663
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1087
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4962 | 0 | 0.0048 False
|
|
4685 | 6 | 0.0043 False
|
|
--------------------------------------------------------------------------------
|
|
[55/3000] Train loss: 2.67609, Valid loss: 2.81693, Elapsed_time: 17.68514
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1212
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1212
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1156 | 24 | 0.0004 False
|
|
0056 | 64 | 0.0004 False
|
|
--------------------------------------------------------------------------------
|
|
[60/3000] Train loss: 2.73029, Valid loss: 2.67186, Elapsed_time: 19.34238
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1037
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1212
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6367 | 41 | 0.0013 False
|
|
9046 | 8 | 0.0209 False
|
|
--------------------------------------------------------------------------------
|
|
[65/3000] Train loss: 2.71901, Valid loss: 2.68464, Elapsed_time: 20.88366
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1475
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1475
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2164 | 709 | 0.0003 False
|
|
8744 | 79 | 0.0001 False
|
|
--------------------------------------------------------------------------------
|
|
[70/3000] Train loss: 2.61008, Valid loss: 2.71332, Elapsed_time: 22.45476
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1388
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1475
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7016 | 58 | 0.0004 False
|
|
2894 | 873 | 0.0003 False
|
|
--------------------------------------------------------------------------------
|
|
[75/3000] Train loss: 2.83089, Valid loss: 2.87846, Elapsed_time: 23.67235
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1625
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1625
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1737 | 1061 | 0.0000 False
|
|
6574 | 091 | 0.0001 False
|
|
--------------------------------------------------------------------------------
|
|
[80/3000] Train loss: 2.58556, Valid loss: 2.69985, Elapsed_time: 25.23796
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1263
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1625
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8841 | 83 | 0.0008 False
|
|
9030 | 8 | 0.0073 False
|
|
--------------------------------------------------------------------------------
|
|
[85/3000] Train loss: 2.48959, Valid loss: 2.78286, Elapsed_time: 27.08237
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1487
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1625
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3590 | 748 | 0.0006 False
|
|
1140 | 78 | 0.0014 False
|
|
--------------------------------------------------------------------------------
|
|
[90/3000] Train loss: 2.52329, Valid loss: 2.51353, Elapsed_time: 28.32641
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1787
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1787
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9511 | 64 | 0.0003 False
|
|
6350 | 634 | 0.0004 False
|
|
--------------------------------------------------------------------------------
|
|
[95/3000] Train loss: 2.51759, Valid loss: 2.46218, Elapsed_time: 29.87513
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1975
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.1975
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0631 | 6831 | 0.0013 False
|
|
1914 | 8631 | 0.0007 False
|
|
--------------------------------------------------------------------------------
|
|
[100/3000] Train loss: 2.53015, Valid loss: 2.47117, Elapsed_time: 31.78968
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.2000
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.2000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2843 | 8940 | 0.0004 False
|
|
6574 | 741 | 0.0007 False
|
|
--------------------------------------------------------------------------------
|
|
[105/3000] Train loss: 2.38786, Valid loss: 2.59668, Elapsed_time: 33.83866
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1812
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.2000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8794 | 7871 | 0.0004 False
|
|
3848 | 89 | 0.0011 False
|
|
--------------------------------------------------------------------------------
|
|
[110/3000] Train loss: 2.40930, Valid loss: 2.41176, Elapsed_time: 35.11315
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1888
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.2000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9442 | 354 | 0.0008 False
|
|
9700 | 354 | 0.0003 False
|
|
--------------------------------------------------------------------------------
|
|
[115/3000] Train loss: 2.36126, Valid loss: 2.50356, Elapsed_time: 36.39669
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1725
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.2000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8575 | 161 | 0.0014 False
|
|
9511 | 641 | 0.0023 False
|
|
--------------------------------------------------------------------------------
|
|
[120/3000] Train loss: 2.37393, Valid loss: 2.49679, Elapsed_time: 37.72714
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1963
|
|
Best_accuracy : 0.000, Best_norm_ED : 0.2000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0543 | 764 | 0.0014 False
|
|
8834 | 61 | 0.0029 False
|
|
--------------------------------------------------------------------------------
|
|
[125/3000] Train loss: 2.28045, Valid loss: 2.34522, Elapsed_time: 38.97878
|
|
Current_accuracy : 0.500, Current_norm_ED : 0.2300
|
|
Best_accuracy : 0.500, Best_norm_ED : 0.2300
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0631 | 581 | 0.0026 False
|
|
0273 | 52 | 0.0007 False
|
|
--------------------------------------------------------------------------------
|
|
[130/3000] Train loss: 2.30450, Valid loss: 2.30131, Elapsed_time: 41.19461
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.2412
|
|
Best_accuracy : 0.500, Best_norm_ED : 0.2412
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7066 | 196 | 0.0103 False
|
|
1730 | 765 | 0.0020 False
|
|
--------------------------------------------------------------------------------
|
|
[135/3000] Train loss: 2.18134, Valid loss: 2.25370, Elapsed_time: 42.81148
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.2387
|
|
Best_accuracy : 0.500, Best_norm_ED : 0.2412
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3438 | 566 | 0.0051 False
|
|
5888 | 686 | 0.0066 False
|
|
--------------------------------------------------------------------------------
|
|
[140/3000] Train loss: 2.14995, Valid loss: 2.15350, Elapsed_time: 44.12475
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.2537
|
|
Best_accuracy : 0.500, Best_norm_ED : 0.2537
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0663 | 6771 | 0.0020 False
|
|
7188 | 798 | 0.0079 False
|
|
--------------------------------------------------------------------------------
|
|
[145/3000] Train loss: 2.01315, Valid loss: 2.82307, Elapsed_time: 45.74543
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.1800
|
|
Best_accuracy : 0.500, Best_norm_ED : 0.2537
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4783 | 0660 | 0.0050 False
|
|
0816 | 535 | 0.0028 False
|
|
--------------------------------------------------------------------------------
|
|
[150/3000] Train loss: 2.02318, Valid loss: 2.36189, Elapsed_time: 47.03718
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.2575
|
|
Best_accuracy : 0.500, Best_norm_ED : 0.2575
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8770 | 9178 | 0.0079 False
|
|
7453 | 719 | 0.0089 False
|
|
--------------------------------------------------------------------------------
|
|
[155/3000] Train loss: 1.98066, Valid loss: 1.97155, Elapsed_time: 48.61364
|
|
Current_accuracy : 0.500, Current_norm_ED : 0.3113
|
|
Best_accuracy : 0.500, Best_norm_ED : 0.3113
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3937 | 462 | 0.0067 False
|
|
6910 | 5075 | 0.0014 False
|
|
--------------------------------------------------------------------------------
|
|
[160/3000] Train loss: 1.81167, Valid loss: 1.97292, Elapsed_time: 50.48235
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.2875
|
|
Best_accuracy : 0.500, Best_norm_ED : 0.3113
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1737 | 17 | 0.0135 False
|
|
0617 | 461 | 0.0083 False
|
|
--------------------------------------------------------------------------------
|
|
[165/3000] Train loss: 1.88236, Valid loss: 2.03627, Elapsed_time: 51.82723
|
|
Current_accuracy : 0.500, Current_norm_ED : 0.3225
|
|
Best_accuracy : 0.500, Best_norm_ED : 0.3225
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2433 | 2474 | 0.0089 False
|
|
6852 | 3061 | 0.0015 False
|
|
--------------------------------------------------------------------------------
|
|
[170/3000] Train loss: 1.84557, Valid loss: 1.76899, Elapsed_time: 53.43701
|
|
Current_accuracy : 0.500, Current_norm_ED : 0.3500
|
|
Best_accuracy : 0.500, Best_norm_ED : 0.3500
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0273 | 411 | 0.0090 False
|
|
4301 | 4541 | 0.0048 False
|
|
--------------------------------------------------------------------------------
|
|
[175/3000] Train loss: 1.67550, Valid loss: 1.91066, Elapsed_time: 55.11519
|
|
Current_accuracy : 1.000, Current_norm_ED : 0.3375
|
|
Best_accuracy : 1.000, Best_norm_ED : 0.3500
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7066 | 786 | 0.0278 False
|
|
7028 | 7816 | 0.0128 False
|
|
--------------------------------------------------------------------------------
|
|
[180/3000] Train loss: 1.84036, Valid loss: 2.08617, Elapsed_time: 56.69214
|
|
Current_accuracy : 1.000, Current_norm_ED : 0.2863
|
|
Best_accuracy : 1.000, Best_norm_ED : 0.3500
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4731 | 421 | 0.0299 False
|
|
0567 | 4587 | 0.0071 False
|
|
--------------------------------------------------------------------------------
|
|
[185/3000] Train loss: 1.83696, Valid loss: 2.01772, Elapsed_time: 58.00883
|
|
Current_accuracy : 0.500, Current_norm_ED : 0.3038
|
|
Best_accuracy : 1.000, Best_norm_ED : 0.3500
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4301 | 6381 | 0.0207 False
|
|
9700 | 574 | 0.0093 False
|
|
--------------------------------------------------------------------------------
|
|
[190/3000] Train loss: 1.86523, Valid loss: 1.97832, Elapsed_time: 59.92987
|
|
Current_accuracy : 0.500, Current_norm_ED : 0.3162
|
|
Best_accuracy : 1.000, Best_norm_ED : 0.3500
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4066 | 4668 | 0.0034 False
|
|
5427 | 643 | 0.0063 False
|
|
--------------------------------------------------------------------------------
|
|
[195/3000] Train loss: 1.69716, Valid loss: 1.62017, Elapsed_time: 61.51323
|
|
Current_accuracy : 0.500, Current_norm_ED : 0.3700
|
|
Best_accuracy : 1.000, Best_norm_ED : 0.3700
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4962 | 587 | 0.0169 False
|
|
7253 | 383 | 0.0088 False
|
|
--------------------------------------------------------------------------------
|
|
[200/3000] Train loss: 1.57724, Valid loss: 1.63716, Elapsed_time: 63.10010
|
|
Current_accuracy : 0.000, Current_norm_ED : 0.3738
|
|
Best_accuracy : 1.000, Best_norm_ED : 0.3738
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1982 | 1887 | 0.0345 False
|
|
2003 | 203 | 0.0348 False
|
|
--------------------------------------------------------------------------------
|
|
[205/3000] Train loss: 1.50866, Valid loss: 1.81953, Elapsed_time: 64.65093
|
|
Current_accuracy : 1.000, Current_norm_ED : 0.3613
|
|
Best_accuracy : 1.000, Best_norm_ED : 0.3738
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2365 | 3516 | 0.0191 False
|
|
1873 | 1832 | 0.0160 False
|
|
--------------------------------------------------------------------------------
|
|
[210/3000] Train loss: 1.50849, Valid loss: 1.76979, Elapsed_time: 65.95988
|
|
Current_accuracy : 0.500, Current_norm_ED : 0.3900
|
|
Best_accuracy : 1.000, Best_norm_ED : 0.3900
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4685 | 7053 | 0.0138 False
|
|
9414 | 944 | 0.1132 False
|
|
--------------------------------------------------------------------------------
|
|
[215/3000] Train loss: 1.44147, Valid loss: 1.35213, Elapsed_time: 67.48216
|
|
Current_accuracy : 5.000, Current_norm_ED : 0.4612
|
|
Best_accuracy : 5.000, Best_norm_ED : 0.4612
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0702 | 0753 | 0.0293 False
|
|
1736 | 7278 | 0.0366 False
|
|
--------------------------------------------------------------------------------
|
|
[220/3000] Train loss: 1.29383, Valid loss: 1.34728, Elapsed_time: 69.29422
|
|
Current_accuracy : 4.500, Current_norm_ED : 0.4950
|
|
Best_accuracy : 5.000, Best_norm_ED : 0.4950
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2768 | 25 | 0.0216 False
|
|
0273 | 022 | 0.0286 False
|
|
--------------------------------------------------------------------------------
|
|
[225/3000] Train loss: 1.24143, Valid loss: 1.52567, Elapsed_time: 71.19384
|
|
Current_accuracy : 1.000, Current_norm_ED : 0.4437
|
|
Best_accuracy : 5.000, Best_norm_ED : 0.4950
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4236 | 4278 | 0.0110 False
|
|
3560 | 455 | 0.0254 False
|
|
--------------------------------------------------------------------------------
|
|
[230/3000] Train loss: 1.15898, Valid loss: 2.01742, Elapsed_time: 72.46883
|
|
Current_accuracy : 2.000, Current_norm_ED : 0.3650
|
|
Best_accuracy : 5.000, Best_norm_ED : 0.4950
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0627 | 507 | 0.0534 False
|
|
9442 | 5317 | 0.0408 False
|
|
--------------------------------------------------------------------------------
|
|
[235/3000] Train loss: 1.28490, Valid loss: 1.84107, Elapsed_time: 73.74456
|
|
Current_accuracy : 3.500, Current_norm_ED : 0.4460
|
|
Best_accuracy : 5.000, Best_norm_ED : 0.4950
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2017 | 383 | 0.0497 False
|
|
6858 | 885 | 0.0107 False
|
|
--------------------------------------------------------------------------------
|
|
[240/3000] Train loss: 1.40278, Valid loss: 1.17553, Elapsed_time: 75.01836
|
|
Current_accuracy : 9.500, Current_norm_ED : 0.5713
|
|
Best_accuracy : 9.500, Best_norm_ED : 0.5713
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3438 | 3479 | 0.0418 False
|
|
8770 | 6170 | 0.0465 False
|
|
--------------------------------------------------------------------------------
|
|
[245/3000] Train loss: 1.07712, Valid loss: 1.03940, Elapsed_time: 76.84339
|
|
Current_accuracy : 8.500, Current_norm_ED : 0.6120
|
|
Best_accuracy : 9.500, Best_norm_ED : 0.6120
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5944 | 544 | 0.0172 False
|
|
4620 | 4635 | 0.0650 False
|
|
--------------------------------------------------------------------------------
|
|
[250/3000] Train loss: 1.12786, Valid loss: 1.02834, Elapsed_time: 78.36180
|
|
Current_accuracy : 5.500, Current_norm_ED : 0.5563
|
|
Best_accuracy : 9.500, Best_norm_ED : 0.6120
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6348 | 6248 | 0.1168 False
|
|
3723 | 472 | 0.0346 False
|
|
--------------------------------------------------------------------------------
|
|
[255/3000] Train loss: 0.94005, Valid loss: 1.05191, Elapsed_time: 79.58253
|
|
Current_accuracy : 12.500, Current_norm_ED : 0.6150
|
|
Best_accuracy : 12.500, Best_norm_ED : 0.6150
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0713 | 0713 | 0.0875 True
|
|
8488 | 6468 | 0.0400 False
|
|
--------------------------------------------------------------------------------
|
|
[260/3000] Train loss: 0.92024, Valid loss: 0.84644, Elapsed_time: 81.76303
|
|
Current_accuracy : 16.500, Current_norm_ED : 0.6975
|
|
Best_accuracy : 16.500, Best_norm_ED : 0.6975
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8262 | 8282 | 0.0707 False
|
|
2843 | 2843 | 0.2072 True
|
|
--------------------------------------------------------------------------------
|
|
[265/3000] Train loss: 0.84588, Valid loss: 1.08010, Elapsed_time: 83.62069
|
|
Current_accuracy : 7.500, Current_norm_ED : 0.5763
|
|
Best_accuracy : 16.500, Best_norm_ED : 0.6975
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1383 | 7292 | 0.0525 False
|
|
3438 | 3439 | 0.0840 False
|
|
--------------------------------------------------------------------------------
|
|
[270/3000] Train loss: 0.86617, Valid loss: 1.23787, Elapsed_time: 84.88463
|
|
Current_accuracy : 11.000, Current_norm_ED : 0.5950
|
|
Best_accuracy : 16.500, Best_norm_ED : 0.6975
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5236 | 5326 | 0.1392 False
|
|
0816 | 5616 | 0.1276 False
|
|
--------------------------------------------------------------------------------
|
|
[275/3000] Train loss: 0.82259, Valid loss: 1.01643, Elapsed_time: 86.11549
|
|
Current_accuracy : 16.500, Current_norm_ED : 0.6525
|
|
Best_accuracy : 16.500, Best_norm_ED : 0.6975
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0228 | 5239 | 0.0759 False
|
|
3438 | 3439 | 0.1136 False
|
|
--------------------------------------------------------------------------------
|
|
[280/3000] Train loss: 0.78922, Valid loss: 0.77096, Elapsed_time: 87.34947
|
|
Current_accuracy : 22.500, Current_norm_ED : 0.7200
|
|
Best_accuracy : 22.500, Best_norm_ED : 0.7200
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4472 | 42 | 0.1554 False
|
|
0975 | 075 | 0.2142 False
|
|
--------------------------------------------------------------------------------
|
|
[285/3000] Train loss: 0.72066, Valid loss: 0.73092, Elapsed_time: 89.21161
|
|
Current_accuracy : 20.000, Current_norm_ED : 0.6900
|
|
Best_accuracy : 22.500, Best_norm_ED : 0.7200
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4301 | 4301 | 0.4299 True
|
|
5427 | 5427 | 0.2619 True
|
|
--------------------------------------------------------------------------------
|
|
[290/3000] Train loss: 0.56622, Valid loss: 0.65323, Elapsed_time: 90.77698
|
|
Current_accuracy : 25.500, Current_norm_ED : 0.7338
|
|
Best_accuracy : 25.500, Best_norm_ED : 0.7338
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8405 | 6405 | 0.0773 False
|
|
1407 | 1407 | 0.1993 True
|
|
--------------------------------------------------------------------------------
|
|
[295/3000] Train loss: 0.62121, Valid loss: 0.48585, Elapsed_time: 93.30211
|
|
Current_accuracy : 40.500, Current_norm_ED : 0.8063
|
|
Best_accuracy : 40.500, Best_norm_ED : 0.8063
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5239 | 5239 | 0.2663 True
|
|
1982 | 1982 | 0.5341 True
|
|
--------------------------------------------------------------------------------
|
|
[300/3000] Train loss: 0.54878, Valid loss: 0.87557, Elapsed_time: 95.15847
|
|
Current_accuracy : 21.000, Current_norm_ED : 0.7128
|
|
Best_accuracy : 40.500, Best_norm_ED : 0.8063
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7764 | 764 | 0.1134 False
|
|
8461 | 6481 | 0.2275 False
|
|
--------------------------------------------------------------------------------
|
|
[305/3000] Train loss: 0.64927, Valid loss: 0.49944, Elapsed_time: 96.46044
|
|
Current_accuracy : 39.500, Current_norm_ED : 0.8047
|
|
Best_accuracy : 40.500, Best_norm_ED : 0.8063
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1141 | 1141 | 0.0770 True
|
|
9511 | 9511 | 0.1730 True
|
|
--------------------------------------------------------------------------------
|
|
[310/3000] Train loss: 0.56474, Valid loss: 1.41879, Elapsed_time: 97.73416
|
|
Current_accuracy : 14.000, Current_norm_ED : 0.6185
|
|
Best_accuracy : 40.500, Best_norm_ED : 0.8063
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6937 | 037 | 0.2545 False
|
|
1572 | 152 | 0.3419 False
|
|
--------------------------------------------------------------------------------
|
|
[315/3000] Train loss: 0.58557, Valid loss: 0.60780, Elapsed_time: 98.98230
|
|
Current_accuracy : 33.500, Current_norm_ED : 0.7688
|
|
Best_accuracy : 40.500, Best_norm_ED : 0.8063
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4236 | 4228 | 0.3668 False
|
|
8243 | 6243 | 0.1751 False
|
|
--------------------------------------------------------------------------------
|
|
[320/3000] Train loss: 0.48532, Valid loss: 0.59039, Elapsed_time: 100.53321
|
|
Current_accuracy : 38.000, Current_norm_ED : 0.7903
|
|
Best_accuracy : 40.500, Best_norm_ED : 0.8063
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3438 | 3438 | 0.3092 True
|
|
8794 | 6704 | 0.2793 False
|
|
--------------------------------------------------------------------------------
|
|
[325/3000] Train loss: 0.47593, Valid loss: 0.55958, Elapsed_time: 101.82603
|
|
Current_accuracy : 36.000, Current_norm_ED : 0.7938
|
|
Best_accuracy : 40.500, Best_norm_ED : 0.8063
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9511 | 9511 | 0.1240 True
|
|
9541 | 9541 | 0.4444 True
|
|
--------------------------------------------------------------------------------
|
|
[330/3000] Train loss: 0.46204, Valid loss: 0.98595, Elapsed_time: 103.05147
|
|
Current_accuracy : 30.000, Current_norm_ED : 0.7488
|
|
Best_accuracy : 40.500, Best_norm_ED : 0.8063
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4405 | 405 | 0.3374 False
|
|
7253 | 7253 | 0.0542 True
|
|
--------------------------------------------------------------------------------
|
|
[335/3000] Train loss: 0.42007, Valid loss: 0.41765, Elapsed_time: 104.33761
|
|
Current_accuracy : 52.500, Current_norm_ED : 0.8512
|
|
Best_accuracy : 52.500, Best_norm_ED : 0.8512
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8168 | 816 | 0.2241 False
|
|
1372 | 1322 | 0.0607 False
|
|
--------------------------------------------------------------------------------
|
|
[340/3000] Train loss: 0.46589, Valid loss: 0.56878, Elapsed_time: 106.23368
|
|
Current_accuracy : 44.500, Current_norm_ED : 0.8225
|
|
Best_accuracy : 52.500, Best_norm_ED : 0.8512
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8027 | 807 | 0.1784 False
|
|
8243 | 9243 | 0.6421 False
|
|
--------------------------------------------------------------------------------
|
|
[345/3000] Train loss: 0.48362, Valid loss: 0.41608, Elapsed_time: 107.48517
|
|
Current_accuracy : 45.000, Current_norm_ED : 0.8290
|
|
Best_accuracy : 52.500, Best_norm_ED : 0.8512
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6350 | 6350 | 0.4854 True
|
|
2433 | 2433 | 0.1163 True
|
|
--------------------------------------------------------------------------------
|
|
[350/3000] Train loss: 0.42101, Valid loss: 2.11135, Elapsed_time: 108.74241
|
|
Current_accuracy : 20.500, Current_norm_ED : 0.6730
|
|
Best_accuracy : 52.500, Best_norm_ED : 0.8512
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6787 | 9757 | 0.3406 False
|
|
2017 | 2017 | 0.5432 True
|
|
--------------------------------------------------------------------------------
|
|
[355/3000] Train loss: 0.41186, Valid loss: 0.45920, Elapsed_time: 110.34491
|
|
Current_accuracy : 55.000, Current_norm_ED : 0.8550
|
|
Best_accuracy : 55.000, Best_norm_ED : 0.8550
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9512 | 9512 | 0.5765 True
|
|
8794 | 8794 | 0.2577 True
|
|
--------------------------------------------------------------------------------
|
|
[360/3000] Train loss: 0.28461, Valid loss: 0.56703, Elapsed_time: 112.20004
|
|
Current_accuracy : 36.500, Current_norm_ED : 0.7875
|
|
Best_accuracy : 55.000, Best_norm_ED : 0.8550
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6191 | 6191 | 0.4664 True
|
|
5944 | 5644 | 0.2311 False
|
|
--------------------------------------------------------------------------------
|
|
[365/3000] Train loss: 0.26359, Valid loss: 0.52741, Elapsed_time: 113.47258
|
|
Current_accuracy : 47.500, Current_norm_ED : 0.8378
|
|
Best_accuracy : 55.000, Best_norm_ED : 0.8550
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8096 | 6096 | 0.3074 False
|
|
3032 | 302 | 0.6129 False
|
|
--------------------------------------------------------------------------------
|
|
[370/3000] Train loss: 0.42079, Valid loss: 1.05066, Elapsed_time: 114.72709
|
|
Current_accuracy : 37.000, Current_norm_ED : 0.7575
|
|
Best_accuracy : 55.000, Best_norm_ED : 0.8550
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2134 | 2134 | 0.8053 True
|
|
4066 | 405 | 0.7240 False
|
|
--------------------------------------------------------------------------------
|
|
[375/3000] Train loss: 0.22875, Valid loss: 0.36127, Elapsed_time: 115.98619
|
|
Current_accuracy : 55.000, Current_norm_ED : 0.8688
|
|
Best_accuracy : 55.000, Best_norm_ED : 0.8688
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2665 | 2665 | 0.6619 True
|
|
7822 | 782 | 0.4449 False
|
|
--------------------------------------------------------------------------------
|
|
[380/3000] Train loss: 0.20757, Valid loss: 0.53593, Elapsed_time: 117.57077
|
|
Current_accuracy : 45.500, Current_norm_ED : 0.8325
|
|
Best_accuracy : 55.000, Best_norm_ED : 0.8688
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3848 | 3948 | 0.5443 False
|
|
7295 | 7299 | 0.3102 False
|
|
--------------------------------------------------------------------------------
|
|
[385/3000] Train loss: 0.33800, Valid loss: 0.75130, Elapsed_time: 119.18915
|
|
Current_accuracy : 38.000, Current_norm_ED : 0.7950
|
|
Best_accuracy : 55.000, Best_norm_ED : 0.8688
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6787 | 6767 | 0.5386 False
|
|
3409 | 4998 | 0.0327 False
|
|
--------------------------------------------------------------------------------
|
|
[390/3000] Train loss: 0.40703, Valid loss: 0.54309, Elapsed_time: 120.52825
|
|
Current_accuracy : 51.000, Current_norm_ED : 0.8492
|
|
Best_accuracy : 55.000, Best_norm_ED : 0.8688
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8841 | 8641 | 0.1211 False
|
|
7682 | 7682 | 0.4180 True
|
|
--------------------------------------------------------------------------------
|
|
[395/3000] Train loss: 0.30853, Valid loss: 0.26285, Elapsed_time: 121.83454
|
|
Current_accuracy : 70.500, Current_norm_ED : 0.9080
|
|
Best_accuracy : 70.500, Best_norm_ED : 0.9080
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1156 | 1156 | 0.2405 True
|
|
0474 | 0474 | 0.8366 True
|
|
--------------------------------------------------------------------------------
|
|
[400/3000] Train loss: 0.19678, Valid loss: 0.93587, Elapsed_time: 123.69761
|
|
Current_accuracy : 31.500, Current_norm_ED : 0.7555
|
|
Best_accuracy : 70.500, Best_norm_ED : 0.9080
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6348 | 6346 | 0.3111 False
|
|
2768 | 2766 | 0.1293 False
|
|
--------------------------------------------------------------------------------
|
|
[405/3000] Train loss: 0.36691, Valid loss: 0.25797, Elapsed_time: 125.58224
|
|
Current_accuracy : 70.000, Current_norm_ED : 0.9190
|
|
Best_accuracy : 70.500, Best_norm_ED : 0.9190
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1899 | 189 | 0.4919 False
|
|
6620 | 620 | 0.6335 False
|
|
--------------------------------------------------------------------------------
|
|
[410/3000] Train loss: 0.15979, Valid loss: 0.30232, Elapsed_time: 127.16397
|
|
Current_accuracy : 71.500, Current_norm_ED : 0.9203
|
|
Best_accuracy : 71.500, Best_norm_ED : 0.9203
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8262 | 9262 | 0.5451 False
|
|
9030 | 030 | 0.7038 False
|
|
--------------------------------------------------------------------------------
|
|
[415/3000] Train loss: 0.14117, Valid loss: 0.80407, Elapsed_time: 129.05700
|
|
Current_accuracy : 43.500, Current_norm_ED : 0.8087
|
|
Best_accuracy : 71.500, Best_norm_ED : 0.9203
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1289 | 129 | 0.3857 False
|
|
2433 | 2433 | 0.2550 True
|
|
--------------------------------------------------------------------------------
|
|
[420/3000] Train loss: 0.29857, Valid loss: 0.23746, Elapsed_time: 130.69429
|
|
Current_accuracy : 76.000, Current_norm_ED : 0.9315
|
|
Best_accuracy : 76.000, Best_norm_ED : 0.9315
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7781 | 7761 | 0.1526 False
|
|
0617 | 0617 | 0.9048 True
|
|
--------------------------------------------------------------------------------
|
|
[425/3000] Train loss: 0.12076, Valid loss: 0.29282, Elapsed_time: 132.60049
|
|
Current_accuracy : 75.000, Current_norm_ED : 0.9255
|
|
Best_accuracy : 76.000, Best_norm_ED : 0.9315
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2768 | 2768 | 0.6535 True
|
|
0593 | 593 | 0.5828 False
|
|
--------------------------------------------------------------------------------
|
|
[430/3000] Train loss: 0.12206, Valid loss: 0.65434, Elapsed_time: 133.89520
|
|
Current_accuracy : 45.000, Current_norm_ED : 0.8253
|
|
Best_accuracy : 76.000, Best_norm_ED : 0.9315
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2003 | 2003 | 0.8766 True
|
|
7014 | 7014 | 0.8745 True
|
|
--------------------------------------------------------------------------------
|
|
[435/3000] Train loss: 0.16928, Valid loss: 0.25941, Elapsed_time: 135.17353
|
|
Current_accuracy : 72.000, Current_norm_ED : 0.9220
|
|
Best_accuracy : 76.000, Best_norm_ED : 0.9315
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6693 | 693 | 0.5199 False
|
|
8286 | 8296 | 0.3132 False
|
|
--------------------------------------------------------------------------------
|
|
[440/3000] Train loss: 0.11435, Valid loss: 0.20689, Elapsed_time: 136.40733
|
|
Current_accuracy : 80.000, Current_norm_ED : 0.9465
|
|
Best_accuracy : 80.000, Best_norm_ED : 0.9465
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4287 | 4287 | 0.9336 True
|
|
1914 | 1914 | 0.9389 True
|
|
--------------------------------------------------------------------------------
|
|
[445/3000] Train loss: 0.08389, Valid loss: 0.72413, Elapsed_time: 138.28552
|
|
Current_accuracy : 45.000, Current_norm_ED : 0.8340
|
|
Best_accuracy : 80.000, Best_norm_ED : 0.9465
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2768 | 278 | 0.8513 False
|
|
8575 | 8575 | 0.9234 True
|
|
--------------------------------------------------------------------------------
|
|
[450/3000] Train loss: 0.20764, Valid loss: 0.12757, Elapsed_time: 139.88247
|
|
Current_accuracy : 88.000, Current_norm_ED : 0.9718
|
|
Best_accuracy : 88.000, Best_norm_ED : 0.9718
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0543 | 0543 | 0.9080 True
|
|
6852 | 68852 | 0.1371 False
|
|
--------------------------------------------------------------------------------
|
|
[455/3000] Train loss: 0.08557, Valid loss: 0.06653, Elapsed_time: 141.75995
|
|
Current_accuracy : 94.500, Current_norm_ED : 0.9870
|
|
Best_accuracy : 94.500, Best_norm_ED : 0.9870
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0907 | 0907 | 0.8944 True
|
|
1796 | 1796 | 0.7795 True
|
|
--------------------------------------------------------------------------------
|
|
[460/3000] Train loss: 0.04108, Valid loss: 0.07529, Elapsed_time: 143.62700
|
|
Current_accuracy : 92.500, Current_norm_ED : 0.9812
|
|
Best_accuracy : 94.500, Best_norm_ED : 0.9870
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1289 | 1289 | 0.8830 True
|
|
3638 | 3638 | 0.8799 True
|
|
--------------------------------------------------------------------------------
|
|
[465/3000] Train loss: 0.05267, Valid loss: 0.04716, Elapsed_time: 144.94456
|
|
Current_accuracy : 94.000, Current_norm_ED : 0.9850
|
|
Best_accuracy : 94.500, Best_norm_ED : 0.9870
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9541 | 9541 | 0.8080 True
|
|
8461 | 8461 | 0.8628 True
|
|
--------------------------------------------------------------------------------
|
|
[470/3000] Train loss: 0.04989, Valid loss: 0.09039, Elapsed_time: 146.21395
|
|
Current_accuracy : 90.000, Current_norm_ED : 0.9750
|
|
Best_accuracy : 94.500, Best_norm_ED : 0.9870
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4405 | 4405 | 0.5472 True
|
|
3590 | 3590 | 0.8843 True
|
|
--------------------------------------------------------------------------------
|
|
[475/3000] Train loss: 0.06824, Valid loss: 0.06974, Elapsed_time: 147.48434
|
|
Current_accuracy : 94.000, Current_norm_ED : 0.9853
|
|
Best_accuracy : 94.500, Best_norm_ED : 0.9870
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3590 | 3590 | 0.9201 True
|
|
9281 | 0281 | 0.7576 False
|
|
--------------------------------------------------------------------------------
|
|
[480/3000] Train loss: 0.04540, Valid loss: 0.63197, Elapsed_time: 149.06803
|
|
Current_accuracy : 61.000, Current_norm_ED : 0.8890
|
|
Best_accuracy : 94.500, Best_norm_ED : 0.9870
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2665 | 2885 | 0.9170 False
|
|
6620 | 8820 | 0.4018 False
|
|
--------------------------------------------------------------------------------
|
|
[485/3000] Train loss: 0.03962, Valid loss: 0.21891, Elapsed_time: 150.39626
|
|
Current_accuracy : 80.000, Current_norm_ED : 0.9445
|
|
Best_accuracy : 94.500, Best_norm_ED : 0.9870
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1873 | 1873 | 0.9434 True
|
|
8286 | 8266 | 0.0973 False
|
|
--------------------------------------------------------------------------------
|
|
[490/3000] Train loss: 0.03296, Valid loss: 0.03145, Elapsed_time: 151.70644
|
|
Current_accuracy : 96.500, Current_norm_ED : 0.9912
|
|
Best_accuracy : 96.500, Best_norm_ED : 0.9912
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6313 | 6313 | 0.9665 True
|
|
5890 | 5890 | 0.8623 True
|
|
--------------------------------------------------------------------------------
|
|
[495/3000] Train loss: 0.02096, Valid loss: 0.02824, Elapsed_time: 153.59877
|
|
Current_accuracy : 97.000, Current_norm_ED : 0.9925
|
|
Best_accuracy : 97.000, Best_norm_ED : 0.9925
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7810 | 7810 | 0.9837 True
|
|
7108 | 7108 | 0.9191 True
|
|
--------------------------------------------------------------------------------
|
|
[500/3000] Train loss: 0.01216, Valid loss: 0.02167, Elapsed_time: 155.45622
|
|
Current_accuracy : 97.500, Current_norm_ED : 0.9938
|
|
Best_accuracy : 97.500, Best_norm_ED : 0.9938
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8405 | 8405 | 0.9113 True
|
|
1982 | 1982 | 0.9500 True
|
|
--------------------------------------------------------------------------------
|
|
[505/3000] Train loss: 0.01059, Valid loss: 0.01678, Elapsed_time: 157.33550
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9962
|
|
Best_accuracy : 98.500, Best_norm_ED : 0.9962
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7682 | 7682 | 0.9484 True
|
|
3067 | 3067 | 0.9773 True
|
|
--------------------------------------------------------------------------------
|
|
[510/3000] Train loss: 0.00970, Valid loss: 0.01273, Elapsed_time: 159.78147
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3351 | 3351 | 0.4489 True
|
|
2164 | 2164 | 0.9821 True
|
|
--------------------------------------------------------------------------------
|
|
[515/3000] Train loss: 0.00939, Valid loss: 0.01362, Elapsed_time: 161.97279
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0469 | 0469 | 0.9509 True
|
|
1796 | 1796 | 0.9459 True
|
|
--------------------------------------------------------------------------------
|
|
[520/3000] Train loss: 0.00632, Valid loss: 0.01309, Elapsed_time: 163.25233
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1914 | 1914 | 0.9695 True
|
|
9512 | 9512 | 0.9651 True
|
|
--------------------------------------------------------------------------------
|
|
[525/3000] Train loss: 0.00606, Valid loss: 0.01217, Elapsed_time: 164.55320
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9962
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0713 | 0713 | 0.9887 True
|
|
2164 | 2164 | 0.9800 True
|
|
--------------------------------------------------------------------------------
|
|
[530/3000] Train loss: 0.00603, Valid loss: 0.00974, Elapsed_time: 165.99625
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0567 | 0567 | 0.9772 True
|
|
2365 | 2365 | 0.9646 True
|
|
--------------------------------------------------------------------------------
|
|
[535/3000] Train loss: 0.00583, Valid loss: 0.00923, Elapsed_time: 167.32737
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9032 | 9032 | 0.9694 True
|
|
0907 | 0907 | 0.9433 True
|
|
--------------------------------------------------------------------------------
|
|
[540/3000] Train loss: 0.00502, Valid loss: 0.00766, Elapsed_time: 168.63428
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8575 | 8575 | 0.9879 True
|
|
0155 | 0155 | 0.8105 True
|
|
--------------------------------------------------------------------------------
|
|
[545/3000] Train loss: 0.00402, Valid loss: 0.00780, Elapsed_time: 170.27872
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7695 | 7695 | 0.7952 True
|
|
3450 | 3450 | 0.9907 True
|
|
--------------------------------------------------------------------------------
|
|
[550/3000] Train loss: 0.00391, Valid loss: 0.00692, Elapsed_time: 171.59719
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8096 | 8096 | 0.9736 True
|
|
2365 | 2365 | 0.9715 True
|
|
--------------------------------------------------------------------------------
|
|
[555/3000] Train loss: 0.00370, Valid loss: 0.00687, Elapsed_time: 172.87485
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3574 | 3574 | 0.9897 True
|
|
0228 | 0228 | 0.9900 True
|
|
--------------------------------------------------------------------------------
|
|
[560/3000] Train loss: 0.00312, Valid loss: 0.00688, Elapsed_time: 174.17540
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9442 | 9442 | 0.9935 True
|
|
5944 | 5944 | 0.4549 True
|
|
--------------------------------------------------------------------------------
|
|
[565/3000] Train loss: 0.00368, Valid loss: 0.00669, Elapsed_time: 175.51559
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5427 | 5427 | 0.8777 True
|
|
2321 | 2321 | 0.9775 True
|
|
--------------------------------------------------------------------------------
|
|
[570/3000] Train loss: 0.00301, Valid loss: 0.00626, Elapsed_time: 176.87641
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8841 | 8841 | 0.4083 True
|
|
0907 | 0907 | 0.9726 True
|
|
--------------------------------------------------------------------------------
|
|
[575/3000] Train loss: 0.00269, Valid loss: 0.00674, Elapsed_time: 178.20025
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6919 | 6919 | 0.9907 True
|
|
6348 | 6348 | 0.9934 True
|
|
--------------------------------------------------------------------------------
|
|
[580/3000] Train loss: 0.00255, Valid loss: 0.00635, Elapsed_time: 179.80888
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2737 | 2737 | 0.9681 True
|
|
4287 | 4287 | 0.9800 True
|
|
--------------------------------------------------------------------------------
|
|
[585/3000] Train loss: 0.00252, Valid loss: 0.00576, Elapsed_time: 181.11591
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4769 | 4769 | 0.9891 True
|
|
5165 | 5165 | 0.9964 True
|
|
--------------------------------------------------------------------------------
|
|
[590/3000] Train loss: 0.00234, Valid loss: 0.00531, Elapsed_time: 182.45698
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4236 | 4236 | 0.9895 True
|
|
7682 | 7682 | 0.9831 True
|
|
--------------------------------------------------------------------------------
|
|
[595/3000] Train loss: 0.00221, Valid loss: 0.00515, Elapsed_time: 183.74719
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8262 | 8262 | 0.9919 True
|
|
6964 | 6964 | 0.9916 True
|
|
--------------------------------------------------------------------------------
|
|
[600/3000] Train loss: 0.00237, Valid loss: 0.00504, Elapsed_time: 185.06816
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4731 | 4731 | 0.9953 True
|
|
2365 | 2365 | 0.9872 True
|
|
--------------------------------------------------------------------------------
|
|
[605/3000] Train loss: 0.00209, Valid loss: 0.00373, Elapsed_time: 186.86941
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2831 | 2831 | 0.9947 True
|
|
0155 | 0155 | 0.8693 True
|
|
--------------------------------------------------------------------------------
|
|
[610/3000] Train loss: 0.00201, Valid loss: 0.00395, Elapsed_time: 188.44200
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5888 | 5888 | 0.5678 True
|
|
4217 | 4217 | 0.9924 True
|
|
--------------------------------------------------------------------------------
|
|
[615/3000] Train loss: 0.00183, Valid loss: 0.00478, Elapsed_time: 189.72628
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8575 | 8575 | 0.9947 True
|
|
8461 | 8461 | 0.9921 True
|
|
--------------------------------------------------------------------------------
|
|
[620/3000] Train loss: 0.00157, Valid loss: 0.00535, Elapsed_time: 191.58953
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8488 | 8488 | 0.4774 True
|
|
6914 | 6914 | 0.9906 True
|
|
--------------------------------------------------------------------------------
|
|
[625/3000] Train loss: 0.00162, Valid loss: 0.00394, Elapsed_time: 192.89033
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2742 | 2742 | 0.9810 True
|
|
9220 | 9220 | 0.9940 True
|
|
--------------------------------------------------------------------------------
|
|
[630/3000] Train loss: 0.00155, Valid loss: 0.00379, Elapsed_time: 194.16986
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9442 | 9442 | 0.9964 True
|
|
7682 | 7682 | 0.9855 True
|
|
--------------------------------------------------------------------------------
|
|
[635/3000] Train loss: 0.00167, Valid loss: 0.00298, Elapsed_time: 195.39390
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4923 | 4923 | 0.9926 True
|
|
4222 | 4222 | 0.6676 True
|
|
--------------------------------------------------------------------------------
|
|
[640/3000] Train loss: 0.00235, Valid loss: 0.00321, Elapsed_time: 196.96803
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7453 | 7453 | 0.9885 True
|
|
9511 | 9511 | 0.5133 True
|
|
--------------------------------------------------------------------------------
|
|
[645/3000] Train loss: 0.00172, Valid loss: 0.00312, Elapsed_time: 198.32498
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8027 | 8027 | 0.9428 True
|
|
7682 | 7682 | 0.9846 True
|
|
--------------------------------------------------------------------------------
|
|
[650/3000] Train loss: 0.00141, Valid loss: 0.00227, Elapsed_time: 199.59809
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1899 | 1899 | 0.6187 True
|
|
4569 | 4569 | 0.9969 True
|
|
--------------------------------------------------------------------------------
|
|
[5/3000] Train loss: 0.00184, Valid loss: 0.00709, Elapsed_time: 2.23558
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4217 | 4217 | 0.9929 True
|
|
9281 | 0281 | 0.5345 False
|
|
--------------------------------------------------------------------------------
|
|
[10/3000] Train loss: 0.00631, Valid loss: 0.59561, Elapsed_time: 4.55882
|
|
Current_accuracy : 74.500, Current_norm_ED : 0.9263
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1372 | 1372 | 0.9922 True
|
|
2598 | 2596 | 0.9891 False
|
|
--------------------------------------------------------------------------------
|
|
[15/3000] Train loss: 0.07502, Valid loss: 0.05601, Elapsed_time: 5.83153
|
|
Current_accuracy : 94.000, Current_norm_ED : 0.9850
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8744 | 8744 | 0.4165 True
|
|
3506 | 3506 | 0.9247 True
|
|
--------------------------------------------------------------------------------
|
|
[20/3000] Train loss: 0.06496, Valid loss: 0.11946, Elapsed_time: 7.15870
|
|
Current_accuracy : 88.500, Current_norm_ED : 0.9712
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9512 | 9512 | 0.7310 True
|
|
2182 | 2182 | 0.9609 True
|
|
--------------------------------------------------------------------------------
|
|
[25/3000] Train loss: 0.03711, Valid loss: 0.06824, Elapsed_time: 8.42329
|
|
Current_accuracy : 95.500, Current_norm_ED : 0.9853
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1289 | 1289 | 0.9279 True
|
|
9033 | 9033 | 0.3115 True
|
|
--------------------------------------------------------------------------------
|
|
[30/3000] Train loss: 0.02411, Valid loss: 0.06926, Elapsed_time: 9.71421
|
|
Current_accuracy : 91.500, Current_norm_ED : 0.9762
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8794 | 8794 | 0.9868 True
|
|
7014 | 7014 | 0.8684 True
|
|
--------------------------------------------------------------------------------
|
|
[35/3000] Train loss: 0.13414, Valid loss: 0.06332, Elapsed_time: 11.70355
|
|
Current_accuracy : 94.500, Current_norm_ED : 0.9853
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2003 | 2003 | 0.9730 True
|
|
7066 | 706 | 0.3993 False
|
|
--------------------------------------------------------------------------------
|
|
[40/3000] Train loss: 0.03167, Valid loss: 0.07554, Elapsed_time: 12.99990
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9962
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2003 | 2003 | 0.9876 True
|
|
1516 | 1516 | 0.9809 True
|
|
--------------------------------------------------------------------------------
|
|
[45/3000] Train loss: 0.08677, Valid loss: 0.26194, Elapsed_time: 14.33277
|
|
Current_accuracy : 79.000, Current_norm_ED : 0.9447
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6852 | 6852 | 0.7687 True
|
|
7014 | 7014 | 0.8529 True
|
|
--------------------------------------------------------------------------------
|
|
[50/3000] Train loss: 0.10665, Valid loss: 0.04059, Elapsed_time: 16.22745
|
|
Current_accuracy : 96.500, Current_norm_ED : 0.9915
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0593 | 0593 | 0.9628 True
|
|
7209 | 7209 | 0.9435 True
|
|
--------------------------------------------------------------------------------
|
|
[55/3000] Train loss: 0.00805, Valid loss: 0.05692, Elapsed_time: 17.49527
|
|
Current_accuracy : 97.500, Current_norm_ED : 0.9938
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9700 | 9700 | 0.4535 True
|
|
7695 | 7695 | 0.9319 True
|
|
--------------------------------------------------------------------------------
|
|
[60/3000] Train loss: 0.07854, Valid loss: 0.08839, Elapsed_time: 18.76809
|
|
Current_accuracy : 91.500, Current_norm_ED : 0.9768
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5627 | 5627 | 0.9776 True
|
|
0340 | 0340 | 0.9889 True
|
|
--------------------------------------------------------------------------------
|
|
[65/3000] Train loss: 0.02933, Valid loss: 0.09114, Elapsed_time: 20.34442
|
|
Current_accuracy : 89.500, Current_norm_ED : 0.9738
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3723 | 323 | 0.4189 False
|
|
1618 | 1618 | 0.9570 True
|
|
--------------------------------------------------------------------------------
|
|
[70/3000] Train loss: 0.04138, Valid loss: 0.02871, Elapsed_time: 21.68238
|
|
Current_accuracy : 97.500, Current_norm_ED : 0.9940
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8290 | 8290 | 0.9900 True
|
|
9163 | 9163 | 0.9875 True
|
|
--------------------------------------------------------------------------------
|
|
[75/3000] Train loss: 0.03024, Valid loss: 0.14577, Elapsed_time: 22.95261
|
|
Current_accuracy : 87.500, Current_norm_ED : 0.9688
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4731 | 4731 | 0.9906 True
|
|
5236 | 5236 | 0.9369 True
|
|
--------------------------------------------------------------------------------
|
|
[80/3000] Train loss: 0.12706, Valid loss: 0.08719, Elapsed_time: 24.28835
|
|
Current_accuracy : 92.000, Current_norm_ED : 0.9795
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3560 | 3560 | 0.7225 True
|
|
5888 | 5888 | 0.3915 True
|
|
--------------------------------------------------------------------------------
|
|
[85/3000] Train loss: 0.31280, Valid loss: 0.43537, Elapsed_time: 25.58775
|
|
Current_accuracy : 65.500, Current_norm_ED : 0.9078
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7253 | 72253 | 0.4631 False
|
|
1736 | 736 | 0.4682 False
|
|
--------------------------------------------------------------------------------
|
|
[90/3000] Train loss: 0.04668, Valid loss: 0.29968, Elapsed_time: 26.85596
|
|
Current_accuracy : 81.500, Current_norm_ED : 0.9463
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6617 | 6617 | 0.3672 True
|
|
9511 | 9511 | 0.4747 True
|
|
--------------------------------------------------------------------------------
|
|
[95/3000] Train loss: 0.16156, Valid loss: 0.22262, Elapsed_time: 28.18103
|
|
Current_accuracy : 80.500, Current_norm_ED : 0.9505
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1090 | 1090 | 0.4104 True
|
|
7295 | 7285 | 0.9098 False
|
|
--------------------------------------------------------------------------------
|
|
[100/3000] Train loss: 0.16802, Valid loss: 0.04017, Elapsed_time: 29.79020
|
|
Current_accuracy : 95.500, Current_norm_ED : 0.9895
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9281 | 5281 | 0.6390 False
|
|
3438 | 3438 | 0.9508 True
|
|
--------------------------------------------------------------------------------
|
|
[105/3000] Train loss: 0.01054, Valid loss: 0.01161, Elapsed_time: 31.14065
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9975
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6964 | 6964 | 0.9850 True
|
|
4459 | 4459 | 0.7790 True
|
|
--------------------------------------------------------------------------------
|
|
[110/3000] Train loss: 0.08498, Valid loss: 0.03198, Elapsed_time: 32.43626
|
|
Current_accuracy : 96.500, Current_norm_ED : 0.9915
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1407 | 1407 | 0.9777 True
|
|
2768 | 2768 | 0.8256 True
|
|
--------------------------------------------------------------------------------
|
|
[115/3000] Train loss: 0.04044, Valid loss: 0.02456, Elapsed_time: 33.70165
|
|
Current_accuracy : 96.500, Current_norm_ED : 0.9912
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3409 | 3409 | 0.8666 True
|
|
7810 | 7810 | 0.9668 True
|
|
--------------------------------------------------------------------------------
|
|
[120/3000] Train loss: 0.00974, Valid loss: 0.03290, Elapsed_time: 35.04084
|
|
Current_accuracy : 95.500, Current_norm_ED : 0.9888
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3409 | 3409 | 0.9286 True
|
|
0543 | 0543 | 0.9877 True
|
|
--------------------------------------------------------------------------------
|
|
[125/3000] Train loss: 0.01176, Valid loss: 0.01667, Elapsed_time: 36.47094
|
|
Current_accuracy : 98.000, Current_norm_ED : 0.9950
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0056 | 0056 | 0.3482 True
|
|
2375 | 2375 | 0.9829 True
|
|
--------------------------------------------------------------------------------
|
|
[130/3000] Train loss: 0.04573, Valid loss: 0.04590, Elapsed_time: 38.26668
|
|
Current_accuracy : 92.000, Current_norm_ED : 0.9800
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9438 | 9438 | 0.9736 True
|
|
5427 | 5427 | 0.9371 True
|
|
--------------------------------------------------------------------------------
|
|
[135/3000] Train loss: 0.00722, Valid loss: 0.31901, Elapsed_time: 39.75233
|
|
Current_accuracy : 86.500, Current_norm_ED : 0.9657
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9442 | 9442 | 0.9317 True
|
|
7742 | 7747 | 0.4912 False
|
|
--------------------------------------------------------------------------------
|
|
[140/3000] Train loss: 0.01475, Valid loss: 0.01981, Elapsed_time: 41.20841
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9962
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6914 | 6914 | 0.9842 True
|
|
0816 | 0816 | 0.9750 True
|
|
--------------------------------------------------------------------------------
|
|
[145/3000] Train loss: 0.00507, Valid loss: 0.02296, Elapsed_time: 42.83696
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9962
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7667 | 7667 | 0.9864 True
|
|
4769 | 4769 | 0.9881 True
|
|
--------------------------------------------------------------------------------
|
|
[150/3000] Train loss: 0.01273, Valid loss: 0.00792, Elapsed_time: 44.16434
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9975
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5415 | 5415 | 0.9917 True
|
|
3560 | 3560 | 0.9889 True
|
|
--------------------------------------------------------------------------------
|
|
[155/3000] Train loss: 0.00383, Valid loss: 0.00782, Elapsed_time: 45.46851
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9975
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9267 | 9267 | 0.9903 True
|
|
5427 | 5427 | 0.9671 True
|
|
--------------------------------------------------------------------------------
|
|
[160/3000] Train loss: 0.00257, Valid loss: 0.00739, Elapsed_time: 47.09583
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9975
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8907 | 8907 | 0.9687 True
|
|
2433 | 2433 | 0.4444 True
|
|
--------------------------------------------------------------------------------
|
|
[165/3000] Train loss: 0.00244, Valid loss: 0.00666, Elapsed_time: 48.97176
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9975
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3848 | 3848 | 0.9946 True
|
|
6919 | 6919 | 0.9855 True
|
|
--------------------------------------------------------------------------------
|
|
[170/3000] Train loss: 0.00216, Valid loss: 0.00521, Elapsed_time: 50.28394
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6910 | 6910 | 0.9938 True
|
|
8405 | 8405 | 0.9925 True
|
|
--------------------------------------------------------------------------------
|
|
[175/3000] Train loss: 0.00201, Valid loss: 0.00427, Elapsed_time: 51.60619
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0617 | 0617 | 0.9915 True
|
|
7108 | 7108 | 0.9756 True
|
|
--------------------------------------------------------------------------------
|
|
[180/3000] Train loss: 0.00213, Valid loss: 0.00417, Elapsed_time: 52.91212
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9512 | 9512 | 0.9340 True
|
|
6348 | 6348 | 0.9940 True
|
|
--------------------------------------------------------------------------------
|
|
[185/3000] Train loss: 0.00196, Valid loss: 0.00349, Elapsed_time: 54.21130
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6191 | 6191 | 0.9933 True
|
|
3389 | 3389 | 0.8303 True
|
|
--------------------------------------------------------------------------------
|
|
[190/3000] Train loss: 0.00150, Valid loss: 0.00331, Elapsed_time: 55.52980
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2164 | 2164 | 0.9952 True
|
|
4222 | 4222 | 0.4435 True
|
|
--------------------------------------------------------------------------------
|
|
[195/3000] Train loss: 0.00164, Valid loss: 0.00316, Elapsed_time: 57.15991
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3590 | 3590 | 0.9895 True
|
|
8027 | 8027 | 0.9793 True
|
|
--------------------------------------------------------------------------------
|
|
[200/3000] Train loss: 0.00917, Valid loss: 0.01525, Elapsed_time: 59.05149
|
|
Current_accuracy : 97.500, Current_norm_ED : 0.9938
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7803 | 7803 | 0.9958 True
|
|
5239 | 5239 | 0.9946 True
|
|
--------------------------------------------------------------------------------
|
|
[205/3000] Train loss: 0.00177, Valid loss: 0.00546, Elapsed_time: 60.32130
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4962 | 4962 | 0.9912 True
|
|
1914 | 1914 | 0.9885 True
|
|
--------------------------------------------------------------------------------
|
|
[210/3000] Train loss: 0.00151, Valid loss: 0.00423, Elapsed_time: 61.63144
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0543 | 0543 | 0.9951 True
|
|
6367 | 6367 | 0.9937 True
|
|
--------------------------------------------------------------------------------
|
|
[215/3000] Train loss: 0.00293, Valid loss: 0.01474, Elapsed_time: 62.93979
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9975
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0340 | 0340 | 0.9950 True
|
|
4066 | 406 | 0.8048 False
|
|
--------------------------------------------------------------------------------
|
|
[220/3000] Train loss: 0.00179, Valid loss: 0.00382, Elapsed_time: 64.21521
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9975
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5735 | 5735 | 0.9955 True
|
|
3450 | 3450 | 0.9970 True
|
|
--------------------------------------------------------------------------------
|
|
[225/3000] Train loss: 0.00108, Valid loss: 0.00328, Elapsed_time: 65.83026
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6574 | 6574 | 0.9930 True
|
|
8405 | 8405 | 0.9942 True
|
|
--------------------------------------------------------------------------------
|
|
[230/3000] Train loss: 0.00113, Valid loss: 0.00316, Elapsed_time: 67.07070
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1383 | 1383 | 0.9965 True
|
|
8872 | 8872 | 0.4463 True
|
|
--------------------------------------------------------------------------------
|
|
[235/3000] Train loss: 0.00101, Valid loss: 0.00296, Elapsed_time: 68.27215
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7953 | 7953 | 0.9959 True
|
|
5627 | 5627 | 0.9937 True
|
|
--------------------------------------------------------------------------------
|
|
[240/3000] Train loss: 0.00101, Valid loss: 0.00509, Elapsed_time: 69.55404
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4638 | 4638 | 0.9976 True
|
|
2003 | 2003 | 0.9956 True
|
|
--------------------------------------------------------------------------------
|
|
[245/3000] Train loss: 0.00101, Valid loss: 0.00268, Elapsed_time: 70.83439
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1796 | 1796 | 0.9943 True
|
|
0816 | 0816 | 0.9929 True
|
|
--------------------------------------------------------------------------------
|
|
[250/3000] Train loss: 0.00096, Valid loss: 0.00225, Elapsed_time: 72.10736
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0340 | 0340 | 0.9962 True
|
|
9030 | 9030 | 0.9672 True
|
|
--------------------------------------------------------------------------------
|
|
[255/3000] Train loss: 0.00100, Valid loss: 0.00232, Elapsed_time: 73.39654
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9163 | 9163 | 0.9976 True
|
|
3476 | 3476 | 0.9921 True
|
|
--------------------------------------------------------------------------------
|
|
[260/3000] Train loss: 0.00085, Valid loss: 0.00396, Elapsed_time: 75.07435
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9220 | 9220 | 0.9967 True
|
|
9414 | 9414 | 0.9938 True
|
|
--------------------------------------------------------------------------------
|
|
[265/3000] Train loss: 0.00328, Valid loss: 0.33872, Elapsed_time: 76.38137
|
|
Current_accuracy : 78.500, Current_norm_ED : 0.9387
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1730 | 1730 | 0.9937 True
|
|
8872 | 8872 | 0.5194 True
|
|
--------------------------------------------------------------------------------
|
|
[270/3000] Train loss: 0.01635, Valid loss: 0.00657, Elapsed_time: 77.67314
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3590 | 3590 | 0.9960 True
|
|
4620 | 4620 | 0.9971 True
|
|
--------------------------------------------------------------------------------
|
|
[275/3000] Train loss: 0.00139, Valid loss: 0.01033, Elapsed_time: 78.95752
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5236 | 5236 | 0.9959 True
|
|
3937 | 3937 | 0.9967 True
|
|
--------------------------------------------------------------------------------
|
|
[280/3000] Train loss: 0.00110, Valid loss: 0.00697, Elapsed_time: 80.26355
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1140 | 1140 | 0.5033 True
|
|
9335 | 9335 | 0.9964 True
|
|
--------------------------------------------------------------------------------
|
|
[285/3000] Train loss: 0.00105, Valid loss: 0.01547, Elapsed_time: 82.28149
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8168 | 8169 | 0.9493 False
|
|
4459 | 4459 | 0.5892 True
|
|
--------------------------------------------------------------------------------
|
|
[290/3000] Train loss: 0.00148, Valid loss: 0.01808, Elapsed_time: 83.87222
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1156 | 1156 | 0.6127 True
|
|
4236 | 4236 | 0.9969 True
|
|
--------------------------------------------------------------------------------
|
|
[295/3000] Train loss: 0.00148, Valid loss: 0.00318, Elapsed_time: 85.20336
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3476 | 3476 | 0.9903 True
|
|
8834 | 8834 | 0.8307 True
|
|
--------------------------------------------------------------------------------
|
|
[300/3000] Train loss: 0.00073, Valid loss: 0.00396, Elapsed_time: 86.49080
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0469 | 0469 | 0.9943 True
|
|
8770 | 8770 | 0.9968 True
|
|
--------------------------------------------------------------------------------
|
|
[305/3000] Train loss: 0.00073, Valid loss: 0.00316, Elapsed_time: 87.81606
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4769 | 4769 | 0.9972 True
|
|
7764 | 7764 | 0.9372 True
|
|
--------------------------------------------------------------------------------
|
|
[310/3000] Train loss: 0.00067, Valid loss: 0.00385, Elapsed_time: 89.10836
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4769 | 4769 | 0.9974 True
|
|
0155 | 0155 | 0.7299 True
|
|
--------------------------------------------------------------------------------
|
|
[315/3000] Train loss: 0.00067, Valid loss: 0.00300, Elapsed_time: 90.42175
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7810 | 7810 | 0.9982 True
|
|
5888 | 5888 | 0.5907 True
|
|
--------------------------------------------------------------------------------
|
|
[320/3000] Train loss: 0.00068, Valid loss: 0.00353, Elapsed_time: 91.97927
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3389 | 3389 | 0.8084 True
|
|
0975 | 0975 | 0.9961 True
|
|
--------------------------------------------------------------------------------
|
|
[325/3000] Train loss: 0.00060, Valid loss: 0.00339, Elapsed_time: 93.32352
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3450 | 3450 | 0.9986 True
|
|
1383 | 1383 | 0.9972 True
|
|
--------------------------------------------------------------------------------
|
|
[330/3000] Train loss: 0.00057, Valid loss: 0.00298, Elapsed_time: 94.61111
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1156 | 1156 | 0.4752 True
|
|
7742 | 7742 | 0.5194 True
|
|
--------------------------------------------------------------------------------
|
|
[335/3000] Train loss: 0.00058, Valid loss: 0.00139, Elapsed_time: 95.91445
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2164 | 2164 | 0.9976 True
|
|
0034 | 0034 | 0.8136 True
|
|
--------------------------------------------------------------------------------
|
|
[340/3000] Train loss: 0.00068, Valid loss: 0.00569, Elapsed_time: 97.19265
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3258 | 3258 | 0.9977 True
|
|
9046 | 9046 | 0.9945 True
|
|
--------------------------------------------------------------------------------
|
|
[345/3000] Train loss: 0.00109, Valid loss: 0.01419, Elapsed_time: 98.46971
|
|
Current_accuracy : 98.000, Current_norm_ED : 0.9950
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9335 | 9335 | 0.9976 True
|
|
0975 | 0975 | 0.9975 True
|
|
--------------------------------------------------------------------------------
|
|
[350/3000] Train loss: 0.00731, Valid loss: 0.00206, Elapsed_time: 99.75914
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8872 | 8872 | 0.4608 True
|
|
8967 | 8967 | 0.9956 True
|
|
--------------------------------------------------------------------------------
|
|
[355/3000] Train loss: 0.00137, Valid loss: 0.00174, Elapsed_time: 101.37768
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2321 | 2321 | 0.9964 True
|
|
7822 | 7822 | 0.7976 True
|
|
--------------------------------------------------------------------------------
|
|
[360/3000] Train loss: 0.00094, Valid loss: 0.00205, Elapsed_time: 102.66792
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5468 | 5468 | 0.9979 True
|
|
5627 | 5627 | 0.9971 True
|
|
--------------------------------------------------------------------------------
|
|
[365/3000] Train loss: 0.00064, Valid loss: 0.00162, Elapsed_time: 103.99105
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0298 | 0298 | 0.9950 True
|
|
7875 | 7875 | 0.9987 True
|
|
--------------------------------------------------------------------------------
|
|
[370/3000] Train loss: 0.00055, Valid loss: 0.00300, Elapsed_time: 105.29532
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4066 | 406 | 0.3413 False
|
|
0907 | 0907 | 0.9929 True
|
|
--------------------------------------------------------------------------------
|
|
[375/3000] Train loss: 0.00076, Valid loss: 0.00160, Elapsed_time: 106.57834
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1383 | 1383 | 0.9972 True
|
|
7682 | 7682 | 0.9879 True
|
|
--------------------------------------------------------------------------------
|
|
[380/3000] Train loss: 0.13652, Valid loss: 0.11280, Elapsed_time: 107.85517
|
|
Current_accuracy : 90.000, Current_norm_ED : 0.9738
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6574 | 6574 | 0.9795 True
|
|
7875 | 7875 | 0.9920 True
|
|
--------------------------------------------------------------------------------
|
|
[385/3000] Train loss: 0.15757, Valid loss: 0.16772, Elapsed_time: 109.46952
|
|
Current_accuracy : 88.500, Current_norm_ED : 0.9707
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5427 | 5427 | 0.9976 True
|
|
0543 | 0543 | 0.9960 True
|
|
--------------------------------------------------------------------------------
|
|
[390/3000] Train loss: 0.09705, Valid loss: 0.42926, Elapsed_time: 110.82565
|
|
Current_accuracy : 72.000, Current_norm_ED : 0.9225
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6217 | 5217 | 0.5996 False
|
|
8027 | 8027 | 0.7210 True
|
|
--------------------------------------------------------------------------------
|
|
[395/3000] Train loss: 0.08168, Valid loss: 0.05990, Elapsed_time: 112.11709
|
|
Current_accuracy : 93.500, Current_norm_ED : 0.9840
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8488 | 8488 | 0.4555 True
|
|
8027 | 8027 | 0.9383 True
|
|
--------------------------------------------------------------------------------
|
|
[400/3000] Train loss: 0.09051, Valid loss: 0.05000, Elapsed_time: 113.41884
|
|
Current_accuracy : 94.500, Current_norm_ED : 0.9862
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3506 | 3506 | 0.9516 True
|
|
7695 | 7605 | 0.8145 False
|
|
--------------------------------------------------------------------------------
|
|
[405/3000] Train loss: 0.07112, Valid loss: 0.08473, Elapsed_time: 115.33101
|
|
Current_accuracy : 92.000, Current_norm_ED : 0.9778
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6937 | 6937 | 0.9757 True
|
|
5538 | 5538 | 0.3498 True
|
|
--------------------------------------------------------------------------------
|
|
[410/3000] Train loss: 0.00810, Valid loss: 0.02460, Elapsed_time: 116.59423
|
|
Current_accuracy : 95.500, Current_norm_ED : 0.9897
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5427 | 5427 | 0.9817 True
|
|
9163 | 9163 | 0.9948 True
|
|
--------------------------------------------------------------------------------
|
|
[415/3000] Train loss: 0.00215, Valid loss: 0.01049, Elapsed_time: 117.89141
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9962
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6367 | 6367 | 0.9925 True
|
|
6313 | 6313 | 0.9822 True
|
|
--------------------------------------------------------------------------------
|
|
[420/3000] Train loss: 0.00565, Valid loss: 0.03278, Elapsed_time: 119.51080
|
|
Current_accuracy : 98.000, Current_norm_ED : 0.9950
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0944 | 0944 | 0.9162 True
|
|
9220 | 9220 | 0.8167 True
|
|
--------------------------------------------------------------------------------
|
|
[425/3000] Train loss: 0.09701, Valid loss: 0.87456, Elapsed_time: 120.84167
|
|
Current_accuracy : 44.500, Current_norm_ED : 0.8108
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4783 | 4783 | 0.7195 True
|
|
6728 | 6720 | 0.9555 False
|
|
--------------------------------------------------------------------------------
|
|
[430/3000] Train loss: 0.10549, Valid loss: 0.06128, Elapsed_time: 122.13237
|
|
Current_accuracy : 95.500, Current_norm_ED : 0.9895
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9046 | 90046 | 0.4469 False
|
|
6617 | 6617 | 0.5189 True
|
|
--------------------------------------------------------------------------------
|
|
[435/3000] Train loss: 0.00235, Valid loss: 0.02326, Elapsed_time: 123.42327
|
|
Current_accuracy : 98.000, Current_norm_ED : 0.9955
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4685 | 4685 | 0.9761 True
|
|
4066 | 4066 | 0.2902 True
|
|
--------------------------------------------------------------------------------
|
|
[440/3000] Train loss: 0.00140, Valid loss: 0.01160, Elapsed_time: 124.74134
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9978
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4301 | 4301 | 0.9977 True
|
|
5236 | 5236 | 0.9877 True
|
|
--------------------------------------------------------------------------------
|
|
[445/3000] Train loss: 0.00172, Valid loss: 0.00634, Elapsed_time: 126.00812
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1899 | 1899 | 0.8858 True
|
|
0469 | 0469 | 0.9917 True
|
|
--------------------------------------------------------------------------------
|
|
[450/3000] Train loss: 0.00157, Valid loss: 0.00573, Elapsed_time: 127.68773
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1140 | 1140 | 0.8490 True
|
|
3574 | 3574 | 0.9863 True
|
|
--------------------------------------------------------------------------------
|
|
[455/3000] Train loss: 0.00490, Valid loss: 0.01776, Elapsed_time: 129.05477
|
|
Current_accuracy : 98.000, Current_norm_ED : 0.9950
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1736 | 1736 | 0.9600 True
|
|
9715 | 9715 | 0.9974 True
|
|
--------------------------------------------------------------------------------
|
|
[460/3000] Train loss: 0.00121, Valid loss: 0.01367, Elapsed_time: 130.78479
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9962
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1873 | 1873 | 0.9945 True
|
|
0474 | 0474 | 0.9798 True
|
|
--------------------------------------------------------------------------------
|
|
[465/3000] Train loss: 0.00123, Valid loss: 0.01208, Elapsed_time: 132.17692
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9962
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5468 | 5468 | 0.9953 True
|
|
8405 | 8405 | 0.9946 True
|
|
--------------------------------------------------------------------------------
|
|
[470/3000] Train loss: 0.00112, Valid loss: 0.01094, Elapsed_time: 133.50223
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9975
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9414 | 9414 | 0.9913 True
|
|
1572 | 1572 | 0.9940 True
|
|
--------------------------------------------------------------------------------
|
|
[475/3000] Train loss: 0.00080, Valid loss: 0.00901, Elapsed_time: 134.91351
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2134 | 2134 | 0.9947 True
|
|
7822 | 7822 | 0.5573 True
|
|
--------------------------------------------------------------------------------
|
|
[480/3000] Train loss: 0.00080, Valid loss: 0.00856, Elapsed_time: 137.32476
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1873 | 1873 | 0.9967 True
|
|
4222 | 4222 | 0.5809 True
|
|
--------------------------------------------------------------------------------
|
|
[485/3000] Train loss: 0.00075, Valid loss: 0.00889, Elapsed_time: 138.89596
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9442 | 9442 | 0.9900 True
|
|
2164 | 2164 | 0.9966 True
|
|
--------------------------------------------------------------------------------
|
|
[490/3000] Train loss: 0.00069, Valid loss: 0.00879, Elapsed_time: 140.55251
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9975
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3258 | 3258 | 0.9964 True
|
|
1982 | 1982 | 0.9821 True
|
|
--------------------------------------------------------------------------------
|
|
[495/3000] Train loss: 0.00922, Valid loss: 0.00441, Elapsed_time: 142.33565
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1736 | 1736 | 0.9664 True
|
|
8027 | 8027 | 0.9910 True
|
|
--------------------------------------------------------------------------------
|
|
[500/3000] Train loss: 0.00081, Valid loss: 0.00442, Elapsed_time: 143.62799
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3937 | 3937 | 0.9978 True
|
|
5239 | 5239 | 0.9979 True
|
|
--------------------------------------------------------------------------------
|
|
[505/3000] Train loss: 0.00496, Valid loss: 0.04684, Elapsed_time: 144.90068
|
|
Current_accuracy : 97.000, Current_norm_ED : 0.9912
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1516 | 1516 | 0.9682 True
|
|
2003 | 2003 | 0.9971 True
|
|
--------------------------------------------------------------------------------
|
|
[510/3000] Train loss: 0.00276, Valid loss: 0.00169, Elapsed_time: 146.25985
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0034 | 0034 | 0.8025 True
|
|
6937 | 6937 | 0.9973 True
|
|
--------------------------------------------------------------------------------
|
|
[515/3000] Train loss: 0.00144, Valid loss: 0.00318, Elapsed_time: 148.74364
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0631 | 0631 | 0.9957 True
|
|
3590 | 3590 | 0.9974 True
|
|
--------------------------------------------------------------------------------
|
|
[520/3000] Train loss: 0.00078, Valid loss: 0.00323, Elapsed_time: 150.10732
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8841 | 8841 | 0.7530 True
|
|
6217 | 6217 | 0.9974 True
|
|
--------------------------------------------------------------------------------
|
|
[525/3000] Train loss: 0.00084, Valid loss: 0.00252, Elapsed_time: 151.41854
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7667 | 7667 | 0.9596 True
|
|
8773 | 8773 | 0.9967 True
|
|
--------------------------------------------------------------------------------
|
|
[530/3000] Train loss: 0.00068, Valid loss: 0.00241, Elapsed_time: 152.70702
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9030 | 9030 | 0.9836 True
|
|
6313 | 6313 | 0.9961 True
|
|
--------------------------------------------------------------------------------
|
|
[535/3000] Train loss: 0.00058, Valid loss: 0.00262, Elapsed_time: 153.97848
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0907 | 0907 | 0.9874 True
|
|
0567 | 0567 | 0.9965 True
|
|
--------------------------------------------------------------------------------
|
|
[540/3000] Train loss: 0.00059, Valid loss: 0.00253, Elapsed_time: 155.24295
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2164 | 2164 | 0.9986 True
|
|
7453 | 7453 | 0.9984 True
|
|
--------------------------------------------------------------------------------
|
|
[545/3000] Train loss: 0.00045, Valid loss: 0.00241, Elapsed_time: 156.86073
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1796 | 1796 | 0.9973 True
|
|
1982 | 1982 | 0.9938 True
|
|
--------------------------------------------------------------------------------
|
|
[550/3000] Train loss: 0.00045, Valid loss: 0.00228, Elapsed_time: 158.20097
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6367 | 6367 | 0.9771 True
|
|
8872 | 8872 | 0.4912 True
|
|
--------------------------------------------------------------------------------
|
|
[555/3000] Train loss: 0.00047, Valid loss: 0.00203, Elapsed_time: 159.48153
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3560 | 3560 | 0.9989 True
|
|
1372 | 1372 | 0.9971 True
|
|
--------------------------------------------------------------------------------
|
|
[560/3000] Train loss: 0.00041, Valid loss: 0.00189, Elapsed_time: 160.75320
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0567 | 0567 | 0.9974 True
|
|
2182 | 2182 | 0.9957 True
|
|
--------------------------------------------------------------------------------
|
|
[565/3000] Train loss: 0.00043, Valid loss: 0.00203, Elapsed_time: 162.04688
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6217 | 6217 | 0.9980 True
|
|
5627 | 5627 | 0.9968 True
|
|
--------------------------------------------------------------------------------
|
|
[570/3000] Train loss: 0.00049, Valid loss: 0.00143, Elapsed_time: 163.30308
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8744 | 8744 | 0.9090 True
|
|
6728 | 6728 | 0.9966 True
|
|
--------------------------------------------------------------------------------
|
|
[575/3000] Train loss: 0.00128, Valid loss: 1.25213, Elapsed_time: 164.66661
|
|
Current_accuracy : 68.000, Current_norm_ED : 0.9038
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8907 | 8907 | 0.9731 True
|
|
0340 | 0340 | 0.9974 True
|
|
--------------------------------------------------------------------------------
|
|
[580/3000] Train loss: 0.03087, Valid loss: 0.02624, Elapsed_time: 166.49825
|
|
Current_accuracy : 97.500, Current_norm_ED : 0.9938
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7667 | 7667 | 0.9971 True
|
|
9512 | 9512 | 0.9646 True
|
|
--------------------------------------------------------------------------------
|
|
[585/3000] Train loss: 0.00060, Valid loss: 0.00953, Elapsed_time: 167.84660
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9975
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4685 | 4685 | 0.9939 True
|
|
6313 | 6313 | 0.9978 True
|
|
--------------------------------------------------------------------------------
|
|
[590/3000] Train loss: 0.00069, Valid loss: 0.01066, Elapsed_time: 169.26128
|
|
Current_accuracy : 98.500, Current_norm_ED : 0.9962
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3351 | 3351 | 0.7326 True
|
|
7875 | 7875 | 0.9972 True
|
|
--------------------------------------------------------------------------------
|
|
[595/3000] Train loss: 0.00054, Valid loss: 0.00583, Elapsed_time: 170.62101
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9975
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2017 | 2017 | 0.9942 True
|
|
9267 | 9267 | 0.9967 True
|
|
--------------------------------------------------------------------------------
|
|
[600/3000] Train loss: 0.00056, Valid loss: 0.00467, Elapsed_time: 171.99097
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3067 | 3067 | 0.9974 True
|
|
7010 | 7010 | 0.9982 True
|
|
--------------------------------------------------------------------------------
|
|
[605/3000] Train loss: 0.00044, Valid loss: 0.00463, Elapsed_time: 173.41696
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1737 | 1737 | 0.9898 True
|
|
1736 | 1736 | 0.9891 True
|
|
--------------------------------------------------------------------------------
|
|
[610/3000] Train loss: 0.00039, Valid loss: 0.00317, Elapsed_time: 175.16414
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8967 | 8967 | 0.9952 True
|
|
5415 | 5415 | 0.9989 True
|
|
--------------------------------------------------------------------------------
|
|
[615/3000] Train loss: 0.00993, Valid loss: 0.00251, Elapsed_time: 176.52249
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1960 | 1960 | 0.9991 True
|
|
0907 | 0907 | 0.9930 True
|
|
--------------------------------------------------------------------------------
|
|
[620/3000] Train loss: 0.00084, Valid loss: 0.00791, Elapsed_time: 177.86785
|
|
Current_accuracy : 98.000, Current_norm_ED : 0.9950
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9438 | 9438 | 0.9970 True
|
|
2894 | 2894 | 0.9979 True
|
|
--------------------------------------------------------------------------------
|
|
[5/3000] Train loss: 0.00148, Valid loss: 0.00237, Elapsed_time: 2.17476
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0816 | 0816 | 0.9914 True
|
|
6910 | 6910 | 0.9958 True
|
|
--------------------------------------------------------------------------------
|
|
[10/3000] Train loss: 0.00107, Valid loss: 0.00265, Elapsed_time: 4.50040
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7066 | 7066 | 0.6946 True
|
|
4405 | 4405 | 0.4445 True
|
|
--------------------------------------------------------------------------------
|
|
[15/3000] Train loss: 0.00169, Valid loss: 0.00222, Elapsed_time: 5.79412
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9541 | 9541 | 0.9875 True
|
|
1796 | 1796 | 0.9900 True
|
|
--------------------------------------------------------------------------------
|
|
[20/3000] Train loss: 0.00106, Valid loss: 0.00189, Elapsed_time: 7.09162
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8834 | 8834 | 0.7488 True
|
|
7742 | 7742 | 0.6291 True
|
|
--------------------------------------------------------------------------------
|
|
[25/3000] Train loss: 0.00101, Valid loss: 0.00206, Elapsed_time: 8.36119
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8461 | 8461 | 0.9937 True
|
|
6914 | 6914 | 0.9915 True
|
|
--------------------------------------------------------------------------------
|
|
[30/3000] Train loss: 0.00108, Valid loss: 0.00166, Elapsed_time: 9.64624
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2239 | 2239 | 0.6709 True
|
|
3574 | 3574 | 0.9951 True
|
|
--------------------------------------------------------------------------------
|
|
[35/3000] Train loss: 0.07126, Valid loss: 0.02292, Elapsed_time: 11.68424
|
|
Current_accuracy : 97.500, Current_norm_ED : 0.9938
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4236 | 4236 | 0.9946 True
|
|
8770 | 8770 | 0.9829 True
|
|
--------------------------------------------------------------------------------
|
|
[40/3000] Train loss: 0.06139, Valid loss: 0.13357, Elapsed_time: 13.03676
|
|
Current_accuracy : 87.000, Current_norm_ED : 0.9675
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8290 | 8290 | 0.5359 True
|
|
5427 | 5427 | 0.9726 True
|
|
--------------------------------------------------------------------------------
|
|
[45/3000] Train loss: 0.16072, Valid loss: 0.15473, Elapsed_time: 14.31064
|
|
Current_accuracy : 84.000, Current_norm_ED : 0.9600
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7295 | 7294 | 0.3234 False
|
|
8575 | 8575 | 0.9668 True
|
|
--------------------------------------------------------------------------------
|
|
[50/3000] Train loss: 0.05503, Valid loss: 0.94489, Elapsed_time: 15.59460
|
|
Current_accuracy : 58.000, Current_norm_ED : 0.8740
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4783 | 4783 | 0.9870 True
|
|
9589 | 9589 | 0.3570 True
|
|
--------------------------------------------------------------------------------
|
|
[55/3000] Train loss: 0.06731, Valid loss: 0.06627, Elapsed_time: 16.90181
|
|
Current_accuracy : 93.500, Current_norm_ED : 0.9810
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1407 | 1407 | 0.9616 True
|
|
0228 | 0228 | 0.9854 True
|
|
--------------------------------------------------------------------------------
|
|
[60/3000] Train loss: 0.24815, Valid loss: 0.04797, Elapsed_time: 18.18259
|
|
Current_accuracy : 94.000, Current_norm_ED : 0.9840
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0155 | 015 | 0.3954 False
|
|
6964 | 6964 | 0.9780 True
|
|
--------------------------------------------------------------------------------
|
|
[65/3000] Train loss: 0.06156, Valid loss: 0.27278, Elapsed_time: 19.79169
|
|
Current_accuracy : 83.500, Current_norm_ED : 0.9575
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9512 | 9512 | 0.5333 True
|
|
0567 | 0567 | 0.9222 True
|
|
--------------------------------------------------------------------------------
|
|
[70/3000] Train loss: 0.07313, Valid loss: 0.06340, Elapsed_time: 21.14289
|
|
Current_accuracy : 91.000, Current_norm_ED : 0.9775
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0469 | 0469 | 0.9922 True
|
|
1407 | 1407 | 0.9052 True
|
|
--------------------------------------------------------------------------------
|
|
[75/3000] Train loss: 0.03375, Valid loss: 0.03446, Elapsed_time: 22.43782
|
|
Current_accuracy : 94.000, Current_norm_ED : 0.9850
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8488 | 848 | 0.7396 False
|
|
9571 | 9571 | 0.9476 True
|
|
--------------------------------------------------------------------------------
|
|
[80/3000] Train loss: 0.01197, Valid loss: 0.00984, Elapsed_time: 23.75047
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9975
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9335 | 9335 | 0.9966 True
|
|
5165 | 5165 | 0.9976 True
|
|
--------------------------------------------------------------------------------
|
|
[85/3000] Train loss: 0.00424, Valid loss: 0.00694, Elapsed_time: 25.05996
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9975
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2843 | 2843 | 0.9915 True
|
|
0340 | 0340 | 0.9880 True
|
|
--------------------------------------------------------------------------------
|
|
[90/3000] Train loss: 0.00600, Valid loss: 0.00366, Elapsed_time: 26.33258
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1383 | 1383 | 0.9923 True
|
|
3506 | 3506 | 0.9935 True
|
|
--------------------------------------------------------------------------------
|
|
[95/3000] Train loss: 0.00217, Valid loss: 0.00285, Elapsed_time: 28.25701
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9267 | 9267 | 0.9942 True
|
|
7810 | 7810 | 0.9865 True
|
|
--------------------------------------------------------------------------------
|
|
[100/3000] Train loss: 0.00188, Valid loss: 0.00334, Elapsed_time: 29.85295
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3506 | 3506 | 0.9948 True
|
|
1383 | 1383 | 0.9937 True
|
|
--------------------------------------------------------------------------------
|
|
[105/3000] Train loss: 0.00161, Valid loss: 0.00278, Elapsed_time: 31.15420
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6910 | 6910 | 0.9881 True
|
|
1730 | 1730 | 0.9924 True
|
|
--------------------------------------------------------------------------------
|
|
[110/3000] Train loss: 0.00152, Valid loss: 0.00257, Elapsed_time: 32.46342
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7028 | 7028 | 0.9969 True
|
|
9589 | 9589 | 0.9829 True
|
|
--------------------------------------------------------------------------------
|
|
[115/3000] Train loss: 0.00139, Valid loss: 0.00230, Elapsed_time: 33.74879
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8744 | 8744 | 0.6895 True
|
|
9267 | 9267 | 0.9941 True
|
|
--------------------------------------------------------------------------------
|
|
[120/3000] Train loss: 0.00137, Valid loss: 0.00240, Elapsed_time: 35.03426
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8967 | 8967 | 0.9952 True
|
|
1873 | 1873 | 0.9961 True
|
|
--------------------------------------------------------------------------------
|
|
[125/3000] Train loss: 0.00114, Valid loss: 0.00210, Elapsed_time: 36.30436
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0713 | 0713 | 0.9952 True
|
|
0975 | 0975 | 0.9950 True
|
|
--------------------------------------------------------------------------------
|
|
[130/3000] Train loss: 0.00114, Valid loss: 0.00192, Elapsed_time: 37.88743
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3258 | 3258 | 0.9955 True
|
|
4459 | 4459 | 0.6283 True
|
|
--------------------------------------------------------------------------------
|
|
[135/3000] Train loss: 0.00113, Valid loss: 0.00188, Elapsed_time: 39.15843
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0155 | 0155 | 0.8621 True
|
|
9335 | 9335 | 0.9981 True
|
|
--------------------------------------------------------------------------------
|
|
[140/3000] Train loss: 0.00097, Valid loss: 0.00173, Elapsed_time: 40.53382
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3574 | 3574 | 0.9949 True
|
|
9163 | 9163 | 0.9977 True
|
|
--------------------------------------------------------------------------------
|
|
[145/3000] Train loss: 0.00108, Valid loss: 0.00160, Elapsed_time: 41.95089
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7209 | 7209 | 0.9943 True
|
|
0056 | 0056 | 0.5025 True
|
|
--------------------------------------------------------------------------------
|
|
[150/3000] Train loss: 0.00093, Valid loss: 0.00160, Elapsed_time: 43.31102
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4769 | 4769 | 0.9939 True
|
|
8834 | 8834 | 0.7293 True
|
|
--------------------------------------------------------------------------------
|
|
[155/3000] Train loss: 0.00125, Valid loss: 0.00156, Elapsed_time: 44.76757
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1140 | 1140 | 0.6528 True
|
|
0702 | 0702 | 0.9961 True
|
|
--------------------------------------------------------------------------------
|
|
[160/3000] Train loss: 0.00087, Valid loss: 0.00152, Elapsed_time: 46.42614
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3574 | 3574 | 0.9964 True
|
|
7764 | 7764 | 0.5745 True
|
|
--------------------------------------------------------------------------------
|
|
[165/3000] Train loss: 0.00109, Valid loss: 0.00124, Elapsed_time: 47.78533
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3560 | 3560 | 0.9976 True
|
|
3450 | 3450 | 0.9981 True
|
|
--------------------------------------------------------------------------------
|
|
[170/3000] Train loss: 0.00081, Valid loss: 0.00128, Elapsed_time: 49.06187
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3560 | 3560 | 0.9977 True
|
|
0702 | 0702 | 0.9962 True
|
|
--------------------------------------------------------------------------------
|
|
[175/3000] Train loss: 0.00075, Valid loss: 0.00118, Elapsed_time: 50.34752
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8405 | 8405 | 0.9939 True
|
|
2768 | 2768 | 0.9897 True
|
|
--------------------------------------------------------------------------------
|
|
[180/3000] Train loss: 0.00080, Valid loss: 0.00112, Elapsed_time: 51.64240
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5468 | 5468 | 0.9970 True
|
|
7209 | 7209 | 0.9949 True
|
|
--------------------------------------------------------------------------------
|
|
[185/3000] Train loss: 0.00058, Valid loss: 0.00125, Elapsed_time: 52.91240
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9033 | 9033 | 0.4981 True
|
|
0907 | 0907 | 0.9925 True
|
|
--------------------------------------------------------------------------------
|
|
[190/3000] Train loss: 0.00075, Valid loss: 0.00105, Elapsed_time: 54.16276
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1372 | 1372 | 0.9956 True
|
|
7453 | 7453 | 0.9962 True
|
|
--------------------------------------------------------------------------------
|
|
[195/3000] Train loss: 0.00058, Valid loss: 0.00118, Elapsed_time: 55.76863
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8744 | 8744 | 0.7097 True
|
|
2737 | 2737 | 0.9938 True
|
|
--------------------------------------------------------------------------------
|
|
[200/3000] Train loss: 0.00061, Valid loss: 0.00104, Elapsed_time: 57.07057
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3409 | 3409 | 0.9961 True
|
|
0816 | 0816 | 0.9945 True
|
|
--------------------------------------------------------------------------------
|
|
[205/3000] Train loss: 0.00056, Valid loss: 0.00100, Elapsed_time: 58.39015
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4923 | 4923 | 0.9964 True
|
|
6852 | 6852 | 0.9970 True
|
|
--------------------------------------------------------------------------------
|
|
[210/3000] Train loss: 0.00071, Valid loss: 0.00096, Elapsed_time: 59.68443
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3258 | 3258 | 0.9977 True
|
|
6910 | 6910 | 0.9956 True
|
|
--------------------------------------------------------------------------------
|
|
[215/3000] Train loss: 0.00056, Valid loss: 0.00087, Elapsed_time: 61.69734
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4301 | 4301 | 0.9988 True
|
|
5239 | 5239 | 0.9988 True
|
|
--------------------------------------------------------------------------------
|
|
[220/3000] Train loss: 0.00055, Valid loss: 0.00085, Elapsed_time: 63.03337
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9033 | 9033 | 0.5168 True
|
|
0056 | 0056 | 0.5918 True
|
|
--------------------------------------------------------------------------------
|
|
[225/3000] Train loss: 0.00056, Valid loss: 0.00082, Elapsed_time: 64.68356
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6574 | 6574 | 0.9954 True
|
|
6787 | 6787 | 0.9953 True
|
|
--------------------------------------------------------------------------------
|
|
[230/3000] Train loss: 0.00052, Valid loss: 0.00088, Elapsed_time: 66.06985
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8770 | 8770 | 0.9942 True
|
|
8872 | 8872 | 0.7494 True
|
|
--------------------------------------------------------------------------------
|
|
[235/3000] Train loss: 0.00052, Valid loss: 0.00078, Elapsed_time: 67.41553
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9139 | 9139 | 0.9992 True
|
|
1982 | 1982 | 0.9945 True
|
|
--------------------------------------------------------------------------------
|
|
[240/3000] Train loss: 0.00049, Valid loss: 0.00078, Elapsed_time: 68.72277
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3032 | 3032 | 0.9958 True
|
|
4236 | 4236 | 0.9940 True
|
|
--------------------------------------------------------------------------------
|
|
[245/3000] Train loss: 0.00043, Valid loss: 0.00071, Elapsed_time: 70.03284
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7014 | 7014 | 0.9946 True
|
|
8096 | 8096 | 0.9971 True
|
|
--------------------------------------------------------------------------------
|
|
[250/3000] Train loss: 0.00044, Valid loss: 0.00072, Elapsed_time: 71.32946
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
8794 | 8794 | 0.9985 True
|
|
7764 | 7764 | 0.4822 True
|
|
--------------------------------------------------------------------------------
|
|
[255/3000] Train loss: 0.00045, Valid loss: 0.00070, Elapsed_time: 72.63576
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6964 | 6964 | 0.9982 True
|
|
5468 | 5468 | 0.9980 True
|
|
--------------------------------------------------------------------------------
|
|
[260/3000] Train loss: 0.00045, Valid loss: 0.00076, Elapsed_time: 74.33322
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0816 | 0816 | 0.9962 True
|
|
7453 | 7453 | 0.9974 True
|
|
--------------------------------------------------------------------------------
|
|
[265/3000] Train loss: 0.00045, Valid loss: 0.00066, Elapsed_time: 75.67950
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7803 | 7803 | 0.9987 True
|
|
3361 | 3361 | 0.7184 True
|
|
--------------------------------------------------------------------------------
|
|
[270/3000] Train loss: 0.00039, Valid loss: 0.00070, Elapsed_time: 77.00066
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2017 | 2017 | 0.9952 True
|
|
7764 | 7764 | 0.4844 True
|
|
--------------------------------------------------------------------------------
|
|
[275/3000] Train loss: 0.00042, Valid loss: 0.00063, Elapsed_time: 78.28083
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
5627 | 5627 | 0.9974 True
|
|
4952 | 4952 | 0.9987 True
|
|
--------------------------------------------------------------------------------
|
|
[280/3000] Train loss: 0.00041, Valid loss: 0.00070, Elapsed_time: 79.54747
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7875 | 7875 | 0.9976 True
|
|
3297 | 3297 | 0.9941 True
|
|
--------------------------------------------------------------------------------
|
|
[285/3000] Train loss: 0.00040, Valid loss: 0.00062, Elapsed_time: 80.81100
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0663 | 0663 | 0.9982 True
|
|
5944 | 5944 | 0.9402 True
|
|
--------------------------------------------------------------------------------
|
|
[290/3000] Train loss: 0.00039, Valid loss: 0.00061, Elapsed_time: 82.44277
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7764 | 7764 | 0.6676 True
|
|
1140 | 1140 | 0.9362 True
|
|
--------------------------------------------------------------------------------
|
|
[295/3000] Train loss: 0.00035, Valid loss: 0.00062, Elapsed_time: 83.76196
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7695 | 7695 | 0.9868 True
|
|
1572 | 1572 | 0.9983 True
|
|
--------------------------------------------------------------------------------
|
|
[300/3000] Train loss: 0.00044, Valid loss: 0.00062, Elapsed_time: 85.11421
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9442 | 9442 | 0.9974 True
|
|
1516 | 1516 | 0.9898 True
|
|
--------------------------------------------------------------------------------
|
|
[305/3000] Train loss: 0.00038, Valid loss: 0.00059, Elapsed_time: 86.44283
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1730 | 1730 | 0.9978 True
|
|
3409 | 3409 | 0.9977 True
|
|
--------------------------------------------------------------------------------
|
|
[310/3000] Train loss: 0.00036, Valid loss: 0.00068, Elapsed_time: 87.72479
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9046 | 9046 | 0.9974 True
|
|
7188 | 7188 | 0.4350 True
|
|
--------------------------------------------------------------------------------
|
|
[315/3000] Train loss: 0.00031, Valid loss: 0.00054, Elapsed_time: 89.01373
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0816 | 0816 | 0.9975 True
|
|
3937 | 3937 | 0.9989 True
|
|
--------------------------------------------------------------------------------
|
|
[320/3000] Train loss: 0.00035, Valid loss: 0.00054, Elapsed_time: 90.66874
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0298 | 0298 | 0.9941 True
|
|
9281 | 9281 | 0.9928 True
|
|
--------------------------------------------------------------------------------
|
|
[325/3000] Train loss: 0.00030, Valid loss: 0.00054, Elapsed_time: 91.94772
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9267 | 9267 | 0.9980 True
|
|
0816 | 0816 | 0.9977 True
|
|
--------------------------------------------------------------------------------
|
|
[330/3000] Train loss: 0.00063, Valid loss: 0.00687, Elapsed_time: 93.28919
|
|
Current_accuracy : 99.000, Current_norm_ED : 0.9975
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
3361 | 3361 | 0.7152 True
|
|
9046 | 9046 | 0.9966 True
|
|
--------------------------------------------------------------------------------
|
|
[335/3000] Train loss: 0.00031, Valid loss: 0.00176, Elapsed_time: 95.24201
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2831 | 2831 | 0.9991 True
|
|
1372 | 1372 | 0.9978 True
|
|
--------------------------------------------------------------------------------
|
|
[340/3000] Train loss: 0.00943, Valid loss: 0.00178, Elapsed_time: 96.53250
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9589 | 9589 | 0.9936 True
|
|
3297 | 3297 | 0.9935 True
|
|
--------------------------------------------------------------------------------
|
|
[345/3000] Train loss: 0.00524, Valid loss: 0.01931, Elapsed_time: 97.85127
|
|
Current_accuracy : 97.500, Current_norm_ED : 0.9938
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2164 | 2164 | 0.7066 True
|
|
7010 | 7010 | 0.9982 True
|
|
--------------------------------------------------------------------------------
|
|
[350/3000] Train loss: 0.01660, Valid loss: 0.00459, Elapsed_time: 99.16311
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0627 | 0627 | 0.9978 True
|
|
8575 | 8575 | 0.9979 True
|
|
--------------------------------------------------------------------------------
|
|
[10/3000] Train loss: 0.03117, Valid loss: 0.07155, Elapsed_time: 2.73166
|
|
Current_accuracy : 91.000, Current_norm_ED : 0.9753
|
|
Best_accuracy : 91.000, Best_norm_ED : 0.9753
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2134 | 2134 | 0.9954 True
|
|
7682 | 7682 | 0.9872 True
|
|
--------------------------------------------------------------------------------
|
|
[20/3000] Train loss: 0.06101, Valid loss: 0.15744, Elapsed_time: 6.11570
|
|
Current_accuracy : 86.000, Current_norm_ED : 0.9628
|
|
Best_accuracy : 91.000, Best_norm_ED : 0.9753
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2017 | 2017 | 0.9763 True
|
|
8872 | 68872 | 0.6431 False
|
|
--------------------------------------------------------------------------------
|
|
[30/3000] Train loss: 0.03713, Valid loss: 0.35908, Elapsed_time: 7.71114
|
|
Current_accuracy : 71.500, Current_norm_ED : 0.9203
|
|
Best_accuracy : 91.000, Best_norm_ED : 0.9753
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
2665 | 2865 | 0.9369 False
|
|
3638 | 3638 | 0.9864 True
|
|
--------------------------------------------------------------------------------
|
|
[40/3000] Train loss: 0.12717, Valid loss: 0.02260, Elapsed_time: 9.93826
|
|
Current_accuracy : 98.000, Current_norm_ED : 0.9950
|
|
Best_accuracy : 98.000, Best_norm_ED : 0.9950
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
4638 | 4638 | 0.9934 True
|
|
8967 | 8967 | 0.9464 True
|
|
--------------------------------------------------------------------------------
|
|
[50/3000] Train loss: 0.03236, Valid loss: 0.20554, Elapsed_time: 12.25818
|
|
Current_accuracy : 86.000, Current_norm_ED : 0.9633
|
|
Best_accuracy : 98.000, Best_norm_ED : 0.9950
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7682 | 7682 | 0.9656 True
|
|
1572 | 1572 | 0.9918 True
|
|
--------------------------------------------------------------------------------
|
|
[60/3000] Train loss: 0.02453, Valid loss: 0.03032, Elapsed_time: 13.83270
|
|
Current_accuracy : 96.000, Current_norm_ED : 0.9903
|
|
Best_accuracy : 98.000, Best_norm_ED : 0.9950
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
1960 | 1960 | 0.9947 True
|
|
0567 | 0567 | 0.9817 True
|
|
--------------------------------------------------------------------------------
|
|
[70/3000] Train loss: 0.01347, Valid loss: 0.01210, Elapsed_time: 15.71673
|
|
Current_accuracy : 97.500, Current_norm_ED : 0.9938
|
|
Best_accuracy : 98.000, Best_norm_ED : 0.9950
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
6919 | 6919 | 0.9900 True
|
|
0663 | 0663 | 0.9962 True
|
|
--------------------------------------------------------------------------------
|
|
[80/3000] Train loss: 0.00391, Valid loss: 0.00583, Elapsed_time: 17.26573
|
|
Current_accuracy : 99.500, Current_norm_ED : 0.9988
|
|
Best_accuracy : 99.500, Best_norm_ED : 0.9988
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0816 | 0816 | 0.9932 True
|
|
3032 | 3032 | 0.9690 True
|
|
--------------------------------------------------------------------------------
|
|
[90/3000] Train loss: 0.00166, Valid loss: 0.00290, Elapsed_time: 19.50418
|
|
Current_accuracy : 100.000, Current_norm_ED : 1.0000
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
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Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
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|
3638 | 3638 | 0.9974 True
|
|
2433 | 2433 | 0.4908 True
|
|
--------------------------------------------------------------------------------
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|
[100/3000] Train loss: 0.13232, Valid loss: 0.03657, Elapsed_time: 22.03379
|
|
Current_accuracy : 98.000, Current_norm_ED : 0.9950
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
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|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
7695 | 7695 | 0.7722 True
|
|
0944 | 0944 | 0.8006 True
|
|
--------------------------------------------------------------------------------
|
|
[110/3000] Train loss: 0.01464, Valid loss: 0.04414, Elapsed_time: 23.64093
|
|
Current_accuracy : 97.500, Current_norm_ED : 0.9938
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
9700 | 9700 | 0.7042 True
|
|
8744 | 8744 | 0.8095 True
|
|
--------------------------------------------------------------------------------
|
|
[120/3000] Train loss: 0.03909, Valid loss: 0.03534, Elapsed_time: 25.22982
|
|
Current_accuracy : 97.000, Current_norm_ED : 0.9925
|
|
Best_accuracy : 100.000, Best_norm_ED : 1.0000
|
|
--------------------------------------------------------------------------------
|
|
Ground Truth | Prediction | Confidence Score & T/F
|
|
--------------------------------------------------------------------------------
|
|
0155 | 0155 | 0.7246 True
|
|
7667 | 7667 | 0.9870 True
|
|
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|