| epoch,train_loss,train_acc,val_loss,val_acc,lr,elapsed_sec |
| 1,0.616773,0.6642,0.564361,0.7087,2.997040e-04,48.79 |
| 2,0.499322,0.7590,0.543125,0.7025,2.988172e-04,47.90 |
| 3,0.390282,0.8337,0.308929,0.8812,2.973431e-04,48.12 |
| 4,0.326759,0.8636,0.399504,0.8462,2.952875e-04,48.25 |
| 5,0.284089,0.8826,0.422235,0.8275,2.926585e-04,48.11 |
| 6,0.247677,0.9008,0.429625,0.8087,2.894665e-04,48.18 |
| 7,0.225402,0.9090,0.271781,0.8888,2.857241e-04,47.99 |
| 8,0.201228,0.9183,0.381137,0.8200,2.814460e-04,48.07 |
| 9,0.167264,0.9342,0.598491,0.7925,2.766492e-04,47.93 |
| 10,0.153223,0.9387,0.263476,0.8950,2.713525e-04,48.00 |
| 11,0.124921,0.9533,0.282939,0.8862,2.655770e-04,47.97 |
| 12,0.105654,0.9606,0.223314,0.9200,2.593453e-04,48.03 |
| 13,0.101327,0.9599,0.233525,0.9163,2.526821e-04,47.87 |
| 14,0.078878,0.9733,0.303658,0.9125,2.456136e-04,47.97 |
| 15,0.064756,0.9788,0.267125,0.9012,2.381678e-04,48.05 |
| 16,0.071052,0.9740,0.331628,0.8825,2.303740e-04,47.99 |
| 17,0.054073,0.9801,0.457465,0.8550,2.222631e-04,47.85 |
| 18,0.056058,0.9779,0.401959,0.9113,2.138669e-04,47.86 |
| 19,0.048300,0.9824,0.437171,0.8387,2.052187e-04,47.86 |
| 20,0.040846,0.9860,0.389891,0.8925,1.963525e-04,47.84 |
| 21,0.039900,0.9872,0.360048,0.9000,1.873035e-04,47.96 |
| 22,0.034128,0.9872,0.449496,0.8375,1.781072e-04,47.82 |
| 23,0.038602,0.9868,0.308553,0.9125,1.688000e-04,47.97 |
| 24,0.027788,0.9908,0.405444,0.8875,1.594186e-04,47.83 |
| 25,0.026419,0.9908,0.315284,0.9213,1.500000e-04,47.81 |
| 26,0.019283,0.9938,0.413977,0.8888,1.405814e-04,47.87 |
| 27,0.021719,0.9926,0.399392,0.9225,1.312000e-04,47.84 |
| 28,0.014621,0.9956,0.527563,0.8538,1.218928e-04,47.90 |
| 29,0.010101,0.9971,0.391820,0.8812,1.126965e-04,47.83 |
| 30,0.010391,0.9969,0.409585,0.8988,1.036475e-04,47.73 |
| 31,0.011577,0.9962,0.342585,0.9137,9.478132e-05,47.85 |
| 32,0.011844,0.9961,0.305777,0.9213,8.613311e-05,47.85 |
| 33,0.010805,0.9969,0.355709,0.9113,7.773695e-05,47.68 |
| 34,0.011406,0.9969,0.363185,0.9137,6.962598e-05,47.87 |
| 35,0.006514,0.9982,0.381968,0.9187,6.183221e-05,47.87 |
| 36,0.006392,0.9985,0.367687,0.9025,5.438640e-05,47.88 |
| 37,0.005074,0.9989,0.376486,0.9237,4.731793e-05,47.81 |
| 38,0.003935,0.9994,0.357074,0.9150,4.065471e-05,47.82 |
| 39,0.003950,0.9990,0.387020,0.9175,3.442301e-05,47.88 |
| 40,0.005367,0.9988,0.392761,0.9012,2.864745e-05,47.84 |
| 41,0.006476,0.9981,0.378074,0.9175,2.335081e-05,47.86 |
| 42,0.002703,0.9997,0.382389,0.9087,1.855400e-05,47.84 |
| 43,0.002909,0.9997,0.377263,0.9187,1.427594e-05,47.78 |
| 44,0.001881,1.0000,0.371965,0.9150,1.053353e-05,47.78 |
| 45,0.003382,0.9990,0.369221,0.9225,7.341523e-06,47.77 |
| 46,0.002518,0.9997,0.385224,0.8975,4.712526e-06,47.94 |
| 47,0.002157,0.9997,0.372777,0.9187,2.656912e-06,47.93 |
| 48,0.002766,0.9997,0.383451,0.9012,1.182795e-06,47.87 |
| 49,0.002776,0.9994,0.388049,0.9000,2.959907e-07,47.82 |
| 50,0.002922,0.9993,0.372111,0.9175,0.000000e+00,47.77 |
|
|
