5401 lines
377 KiB
Plaintext
5401 lines
377 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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--------------------------------------------------------------------------------
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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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--------------------------------------------------------------------------------
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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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--------------------------------------------------------------------------------
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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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--------------------------------------------------------------------------------
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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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--------------------------------------------------------------------------------
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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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--------------------------------------------------------------------------------
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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
|
|
--------------------------------------------------------------------------------
|