epoch,train_loss,val_loss,val_ppl,lr,elapsed_s
1,2.043105,0.860380,2.36,2.205000e-04,13.1
2,0.682436,0.587271,1.80,2.998721e-04,11.9
3,0.567941,0.544875,1.72,2.991598e-04,12.0
4,0.529446,0.512912,1.67,2.978255e-04,12.5
5,0.505409,0.490817,1.63,2.958747e-04,12.4
6,0.484891,0.471718,1.60,2.933156e-04,12.5
7,0.467122,0.456903,1.58,2.901587e-04,12.7
8,0.450230,0.442813,1.56,2.864174e-04,12.9
9,0.435896,0.428490,1.53,2.821072e-04,13.1
10,0.425630,0.420062,1.52,2.772460e-04,13.1
11,0.414810,0.411151,1.51,2.718542e-04,12.9
12,0.405492,0.409687,1.51,2.659542e-04,12.9
13,0.396882,0.391923,1.48,2.595706e-04,12.9
14,0.387616,0.387274,1.47,2.527301e-04,12.8
15,0.379135,0.385116,1.47,2.454612e-04,12.9
16,0.371748,0.374518,1.45,2.377941e-04,13.0
17,0.364497,0.367260,1.44,2.297610e-04,12.9
18,0.357427,0.364524,1.44,2.213952e-04,12.9
19,0.350312,0.358540,1.43,2.127316e-04,12.9
20,0.342951,0.349801,1.42,2.038065e-04,12.9
21,0.337651,0.343782,1.41,1.946569e-04,12.8
22,0.330809,0.337008,1.40,1.853211e-04,12.8
23,0.324771,0.332336,1.39,1.758381e-04,12.8
24,0.319391,0.324907,1.38,1.662472e-04,12.8
25,0.314073,0.321501,1.38,1.565886e-04,12.9
26,0.309813,0.317718,1.37,1.469026e-04,12.8
27,0.304261,0.313438,1.37,1.372294e-04,12.9
28,0.299998,0.310763,1.36,1.276095e-04,12.9
29,0.295039,0.307241,1.36,1.180830e-04,12.9
30,0.290108,0.303446,1.35,1.086896e-04,12.8
31,0.288020,0.302041,1.35,9.946846e-05,12.8
32,0.283507,0.299317,1.35,9.045806e-05,12.8
33,0.280522,0.294816,1.34,8.169597e-05,12.8
34,0.275877,0.291919,1.34,7.321873e-05,12.9
35,0.273687,0.288819,1.33,6.506170e-05,12.8
36,0.270566,0.287831,1.33,5.725888e-05,13.0
37,0.267893,0.286515,1.33,4.984283e-05,13.0
38,0.265996,0.284756,1.33,4.284447e-05,13.0
39,0.264527,0.283663,1.33,3.629298e-05,13.0
40,0.262261,0.282717,1.33,3.021569e-05,12.9
41,0.260812,0.282175,1.33,2.463794e-05,12.8
42,0.258872,0.280704,1.32,1.958300e-05,12.8
43,0.257864,0.280204,1.32,1.507193e-05,12.8
44,0.256770,0.279358,1.32,1.112356e-05,12.8
45,0.254942,0.279263,1.32,7.754357e-06,13.0
46,0.255560,0.278873,1.32,4.978363e-06,12.8
47,0.255011,0.278650,1.32,2.807158e-06,12.9
48,0.254304,0.278583,1.32,1.249797e-06,12.8
49,0.252442,0.278481,1.32,3.127754e-07,12.8
50,0.253867,0.278494,1.32,0.000000e+00,12.8