Epoch: 0001 train_loss= 1.39410 train_acc= 0.26562 val_loss= 1.39026 val_acc= 0.33929 time= 0.54736
Epoch: 0002 train_loss= 1.39067 train_acc= 0.31836 val_loss= 1.38674 val_acc= 0.33929 time= 0.01563
Epoch: 0003 train_loss= 1.38773 train_acc= 0.31641 val_loss= 1.38373 val_acc= 0.33929 time= 0.01563
Epoch: 0004 train_loss= 1.38526 train_acc= 0.31641 val_loss= 1.38121 val_acc= 0.33929 time= 0.01563
Epoch: 0005 train_loss= 1.38324 train_acc= 0.31641 val_loss= 1.37913 val_acc= 0.33929 time= 0.01563
Epoch: 0006 train_loss= 1.38184 train_acc= 0.31641 val_loss= 1.37744 val_acc= 0.33929 time= 0.01563
Epoch: 0007 train_loss= 1.38096 train_acc= 0.31641 val_loss= 1.37610 val_acc= 0.33929 time= 0.01563
Epoch: 0008 train_loss= 1.38036 train_acc= 0.31641 val_loss= 1.37502 val_acc= 0.33929 time= 0.01563
Epoch: 0009 train_loss= 1.38009 train_acc= 0.31641 val_loss= 1.37415 val_acc= 0.33929 time= 0.01563
Epoch: 0010 train_loss= 1.37944 train_acc= 0.31641 val_loss= 1.37341 val_acc= 0.33929 time= 0.01563
Epoch: 0011 train_loss= 1.37906 train_acc= 0.31836 val_loss= 1.37276 val_acc= 0.33929 time= 0.03125
Epoch: 0012 train_loss= 1.37903 train_acc= 0.31836 val_loss= 1.37218 val_acc= 0.33929 time= 0.01563
Epoch: 0013 train_loss= 1.37896 train_acc= 0.31836 val_loss= 1.37165 val_acc= 0.33929 time= 0.00000
Epoch: 0014 train_loss= 1.37866 train_acc= 0.31836 val_loss= 1.37119 val_acc= 0.33929 time= 0.01563
Epoch: 0015 train_loss= 1.37752 train_acc= 0.31641 val_loss= 1.37077 val_acc= 0.33929 time= 0.01563
Epoch: 0016 train_loss= 1.37828 train_acc= 0.31836 val_loss= 1.37042 val_acc= 0.33929 time= 0.01562
Epoch: 0017 train_loss= 1.37754 train_acc= 0.31836 val_loss= 1.37015 val_acc= 0.33929 time= 0.01563
Epoch: 0018 train_loss= 1.37764 train_acc= 0.31641 val_loss= 1.36994 val_acc= 0.33929 time= 0.03125
Epoch: 0019 train_loss= 1.37643 train_acc= 0.31641 val_loss= 1.36975 val_acc= 0.33929 time= 0.00000
Epoch: 0020 train_loss= 1.37646 train_acc= 0.31641 val_loss= 1.36959 val_acc= 0.33929 time= 0.01563
Epoch: 0021 train_loss= 1.37586 train_acc= 0.31641 val_loss= 1.36938 val_acc= 0.33929 time= 0.01563
Epoch: 0022 train_loss= 1.37569 train_acc= 0.31641 val_loss= 1.36914 val_acc= 0.33929 time= 0.01562
Epoch: 0023 train_loss= 1.37589 train_acc= 0.31641 val_loss= 1.36884 val_acc= 0.33929 time= 0.01563
Epoch: 0024 train_loss= 1.37530 train_acc= 0.31641 val_loss= 1.36849 val_acc= 0.33929 time= 0.01563
Epoch: 0025 train_loss= 1.37569 train_acc= 0.31641 val_loss= 1.36811 val_acc= 0.33929 time= 0.01563
Epoch: 0026 train_loss= 1.37512 train_acc= 0.31641 val_loss= 1.36771 val_acc= 0.33929 time= 0.01563
Epoch: 0027 train_loss= 1.37569 train_acc= 0.31641 val_loss= 1.36736 val_acc= 0.33929 time= 0.01562
Epoch: 0028 train_loss= 1.37499 train_acc= 0.31641 val_loss= 1.36699 val_acc= 0.33929 time= 0.01563
Epoch: 0029 train_loss= 1.37385 train_acc= 0.32031 val_loss= 1.36666 val_acc= 0.33929 time= 0.01563
Epoch: 0030 train_loss= 1.37375 train_acc= 0.31836 val_loss= 1.36639 val_acc= 0.33929 time= 0.01563
Epoch: 0031 train_loss= 1.37408 train_acc= 0.31641 val_loss= 1.36620 val_acc= 0.33929 time= 0.01562
Epoch: 0032 train_loss= 1.37360 train_acc= 0.31641 val_loss= 1.36604 val_acc= 0.33929 time= 0.03125
Epoch: 0033 train_loss= 1.37330 train_acc= 0.32031 val_loss= 1.36590 val_acc= 0.33929 time= 0.01563
Epoch: 0034 train_loss= 1.37308 train_acc= 0.31836 val_loss= 1.36578 val_acc= 0.33929 time= 0.00000
Epoch: 0035 train_loss= 1.37368 train_acc= 0.31836 val_loss= 1.36568 val_acc= 0.33929 time= 0.01563
Epoch: 0036 train_loss= 1.37307 train_acc= 0.31836 val_loss= 1.36559 val_acc= 0.33929 time= 0.01563
Epoch: 0037 train_loss= 1.37303 train_acc= 0.31836 val_loss= 1.36548 val_acc= 0.33929 time= 0.01563
Epoch: 0038 train_loss= 1.37309 train_acc= 0.31836 val_loss= 1.36529 val_acc= 0.33929 time= 0.01563
Epoch: 0039 train_loss= 1.37247 train_acc= 0.31836 val_loss= 1.36503 val_acc= 0.33929 time= 0.01563
Epoch: 0040 train_loss= 1.37325 train_acc= 0.31641 val_loss= 1.36478 val_acc= 0.33929 time= 0.01563
Epoch: 0041 train_loss= 1.37336 train_acc= 0.31836 val_loss= 1.36456 val_acc= 0.33929 time= 0.01563
Epoch: 0042 train_loss= 1.37127 train_acc= 0.32227 val_loss= 1.36440 val_acc= 0.33929 time= 0.01563
Epoch: 0043 train_loss= 1.37137 train_acc= 0.31836 val_loss= 1.36433 val_acc= 0.33929 time= 0.01563
Epoch: 0044 train_loss= 1.37202 train_acc= 0.31836 val_loss= 1.36425 val_acc= 0.33929 time= 0.01563
Epoch: 0045 train_loss= 1.37262 train_acc= 0.31641 val_loss= 1.36419 val_acc= 0.33929 time= 0.01563
Epoch: 0046 train_loss= 1.37154 train_acc= 0.31836 val_loss= 1.36394 val_acc= 0.33929 time= 0.01563
Epoch: 0047 train_loss= 1.37296 train_acc= 0.31836 val_loss= 1.36367 val_acc= 0.33929 time= 0.01563
Epoch: 0048 train_loss= 1.37136 train_acc= 0.32031 val_loss= 1.36335 val_acc= 0.33929 time= 0.01563
Epoch: 0049 train_loss= 1.37200 train_acc= 0.31641 val_loss= 1.36305 val_acc= 0.33929 time= 0.01563
Epoch: 0050 train_loss= 1.37041 train_acc= 0.32031 val_loss= 1.36275 val_acc= 0.33929 time= 0.00000
Epoch: 0051 train_loss= 1.37108 train_acc= 0.32031 val_loss= 1.36247 val_acc= 0.33929 time= 0.01563
Epoch: 0052 train_loss= 1.37170 train_acc= 0.31641 val_loss= 1.36230 val_acc= 0.33929 time= 0.01562
Epoch: 0053 train_loss= 1.37116 train_acc= 0.31836 val_loss= 1.36224 val_acc= 0.33929 time= 0.01563
Epoch: 0054 train_loss= 1.36914 train_acc= 0.32227 val_loss= 1.36219 val_acc= 0.33929 time= 0.01563
Epoch: 0055 train_loss= 1.37120 train_acc= 0.32031 val_loss= 1.36218 val_acc= 0.33929 time= 0.01563
Epoch: 0056 train_loss= 1.37066 train_acc= 0.32031 val_loss= 1.36205 val_acc= 0.33929 time= 0.01563
Epoch: 0057 train_loss= 1.36940 train_acc= 0.32031 val_loss= 1.36170 val_acc= 0.33929 time= 0.01562
Epoch: 0058 train_loss= 1.37007 train_acc= 0.32227 val_loss= 1.36135 val_acc= 0.33929 time= 0.01563
Epoch: 0059 train_loss= 1.37038 train_acc= 0.31836 val_loss= 1.36109 val_acc= 0.33929 time= 0.01563
Epoch: 0060 train_loss= 1.36799 train_acc= 0.32227 val_loss= 1.36095 val_acc= 0.33929 time= 0.00000
Epoch: 0061 train_loss= 1.37089 train_acc= 0.31641 val_loss= 1.36087 val_acc= 0.33929 time= 0.02040
Epoch: 0062 train_loss= 1.36915 train_acc= 0.32031 val_loss= 1.36083 val_acc= 0.33929 time= 0.01101
Epoch: 0063 train_loss= 1.36843 train_acc= 0.31836 val_loss= 1.36077 val_acc= 0.33929 time= 0.01563
Epoch: 0064 train_loss= 1.36821 train_acc= 0.32227 val_loss= 1.36063 val_acc= 0.33929 time= 0.01563
Epoch: 0065 train_loss= 1.36792 train_acc= 0.32227 val_loss= 1.36052 val_acc= 0.33929 time= 0.01562
Epoch: 0066 train_loss= 1.36669 train_acc= 0.32227 val_loss= 1.36029 val_acc= 0.33929 time= 0.01563
Epoch: 0067 train_loss= 1.36829 train_acc= 0.32227 val_loss= 1.36001 val_acc= 0.33929 time= 0.01562
Epoch: 0068 train_loss= 1.36954 train_acc= 0.32031 val_loss= 1.35974 val_acc= 0.33929 time= 0.01563
Epoch: 0069 train_loss= 1.36906 train_acc= 0.32031 val_loss= 1.35942 val_acc= 0.33929 time= 0.01563
Epoch: 0070 train_loss= 1.36598 train_acc= 0.32227 val_loss= 1.35919 val_acc= 0.33929 time= 0.01563
Epoch: 0071 train_loss= 1.36689 train_acc= 0.32031 val_loss= 1.35902 val_acc= 0.33929 time= 0.01563
Epoch: 0072 train_loss= 1.36775 train_acc= 0.31836 val_loss= 1.35903 val_acc= 0.33929 time= 0.01562
Epoch: 0073 train_loss= 1.36698 train_acc= 0.32031 val_loss= 1.35887 val_acc= 0.33929 time= 0.01563
Epoch: 0074 train_loss= 1.36894 train_acc= 0.32031 val_loss= 1.35858 val_acc= 0.33929 time= 0.01563
Epoch: 0075 train_loss= 1.36650 train_acc= 0.32422 val_loss= 1.35832 val_acc= 0.33929 time= 0.01563
Epoch: 0076 train_loss= 1.36599 train_acc= 0.32227 val_loss= 1.35815 val_acc= 0.33929 time= 0.01563
Epoch: 0077 train_loss= 1.36501 train_acc= 0.32812 val_loss= 1.35815 val_acc= 0.33929 time= 0.01563
Epoch: 0078 train_loss= 1.36553 train_acc= 0.32227 val_loss= 1.35811 val_acc= 0.33929 time= 0.01563
Epoch: 0079 train_loss= 1.36492 train_acc= 0.32227 val_loss= 1.35809 val_acc= 0.33929 time= 0.01563
Epoch: 0080 train_loss= 1.36662 train_acc= 0.32227 val_loss= 1.35804 val_acc= 0.33929 time= 0.01563
Epoch: 0081 train_loss= 1.36723 train_acc= 0.32422 val_loss= 1.35780 val_acc= 0.33929 time= 0.01563
Epoch: 0082 train_loss= 1.36732 train_acc= 0.32422 val_loss= 1.35745 val_acc= 0.33929 time= 0.01563
Epoch: 0083 train_loss= 1.36661 train_acc= 0.33008 val_loss= 1.35707 val_acc= 0.33929 time= 0.01563
Epoch: 0084 train_loss= 1.36537 train_acc= 0.32227 val_loss= 1.35660 val_acc= 0.33929 time= 0.01563
Epoch: 0085 train_loss= 1.36576 train_acc= 0.32031 val_loss= 1.35619 val_acc= 0.33929 time= 0.01563
Epoch: 0086 train_loss= 1.36698 train_acc= 0.32422 val_loss= 1.35595 val_acc= 0.33929 time= 0.01563
Epoch: 0087 train_loss= 1.36562 train_acc= 0.33203 val_loss= 1.35599 val_acc= 0.33929 time= 0.01563
Epoch: 0088 train_loss= 1.36491 train_acc= 0.33398 val_loss= 1.35620 val_acc= 0.33929 time= 0.01563
Epoch: 0089 train_loss= 1.36320 train_acc= 0.32617 val_loss= 1.35628 val_acc= 0.33929 time= 0.01562
Epoch: 0090 train_loss= 1.36354 train_acc= 0.32031 val_loss= 1.35600 val_acc= 0.33929 time= 0.01563
Epoch: 0091 train_loss= 1.36576 train_acc= 0.32227 val_loss= 1.35543 val_acc= 0.33929 time= 0.01563
Epoch: 0092 train_loss= 1.36364 train_acc= 0.32812 val_loss= 1.35492 val_acc= 0.33929 time= 0.01563
Epoch: 0093 train_loss= 1.36454 train_acc= 0.32227 val_loss= 1.35466 val_acc= 0.33929 time= 0.01563
Epoch: 0094 train_loss= 1.36443 train_acc= 0.33789 val_loss= 1.35456 val_acc= 0.33929 time= 0.01563
Epoch: 0095 train_loss= 1.36417 train_acc= 0.33789 val_loss= 1.35474 val_acc= 0.33929 time= 0.01563
Epoch: 0096 train_loss= 1.36339 train_acc= 0.33203 val_loss= 1.35521 val_acc= 0.33929 time= 0.00000
Epoch: 0097 train_loss= 1.36444 train_acc= 0.32617 val_loss= 1.35523 val_acc= 0.33929 time= 0.01563
Epoch: 0098 train_loss= 1.36053 train_acc= 0.33008 val_loss= 1.35492 val_acc= 0.33929 time= 0.01563
Epoch: 0099 train_loss= 1.36228 train_acc= 0.32617 val_loss= 1.35441 val_acc= 0.33929 time= 0.01563
Epoch: 0100 train_loss= 1.36179 train_acc= 0.34375 val_loss= 1.35376 val_acc= 0.33929 time= 0.01563
Epoch: 0101 train_loss= 1.36218 train_acc= 0.34375 val_loss= 1.35323 val_acc= 0.33929 time= 0.01563
Epoch: 0102 train_loss= 1.36025 train_acc= 0.33398 val_loss= 1.35287 val_acc= 0.33929 time= 0.01563
Epoch: 0103 train_loss= 1.36320 train_acc= 0.33203 val_loss= 1.35281 val_acc= 0.33929 time= 0.01563
Epoch: 0104 train_loss= 1.36302 train_acc= 0.33203 val_loss= 1.35255 val_acc= 0.33929 time= 0.01563
Epoch: 0105 train_loss= 1.36487 train_acc= 0.34180 val_loss= 1.35259 val_acc= 0.33929 time= 0.01562
Epoch: 0106 train_loss= 1.36322 train_acc= 0.33594 val_loss= 1.35259 val_acc= 0.37500 time= 0.01563
Epoch: 0107 train_loss= 1.36115 train_acc= 0.33789 val_loss= 1.35217 val_acc= 0.39286 time= 0.03125
Epoch: 0108 train_loss= 1.36132 train_acc= 0.34570 val_loss= 1.35177 val_acc= 0.39286 time= 0.01563
Epoch: 0109 train_loss= 1.36262 train_acc= 0.35352 val_loss= 1.35127 val_acc= 0.37500 time= 0.01563
Epoch: 0110 train_loss= 1.36028 train_acc= 0.35938 val_loss= 1.35156 val_acc= 0.33929 time= 0.01563
Epoch: 0111 train_loss= 1.35997 train_acc= 0.32812 val_loss= 1.35144 val_acc= 0.33929 time= 0.01563
Epoch: 0112 train_loss= 1.36047 train_acc= 0.33203 val_loss= 1.35093 val_acc= 0.35714 time= 0.01563
Epoch: 0113 train_loss= 1.36236 train_acc= 0.34180 val_loss= 1.35074 val_acc= 0.37500 time= 0.01563
Epoch: 0114 train_loss= 1.36167 train_acc= 0.34961 val_loss= 1.35080 val_acc= 0.37500 time= 0.01563
Epoch: 0115 train_loss= 1.36036 train_acc= 0.35156 val_loss= 1.35046 val_acc= 0.37500 time= 0.01562
Epoch: 0116 train_loss= 1.36087 train_acc= 0.36719 val_loss= 1.35030 val_acc= 0.35714 time= 0.03125
Epoch: 0117 train_loss= 1.36093 train_acc= 0.33984 val_loss= 1.35062 val_acc= 0.33929 time= 0.01563
Epoch: 0118 train_loss= 1.35855 train_acc= 0.33789 val_loss= 1.35059 val_acc= 0.33929 time= 0.01563
Epoch: 0119 train_loss= 1.35622 train_acc= 0.34375 val_loss= 1.34939 val_acc= 0.33929 time= 0.01563
Epoch: 0120 train_loss= 1.36089 train_acc= 0.33984 val_loss= 1.34847 val_acc= 0.37500 time= 0.01563
Epoch: 0121 train_loss= 1.35811 train_acc= 0.33398 val_loss= 1.34857 val_acc= 0.44643 time= 0.01563
Epoch: 0122 train_loss= 1.35904 train_acc= 0.39062 val_loss= 1.34823 val_acc= 0.44643 time= 0.03125
Epoch: 0123 train_loss= 1.35831 train_acc= 0.38672 val_loss= 1.34879 val_acc= 0.37500 time= 0.01563
Epoch: 0124 train_loss= 1.36042 train_acc= 0.33398 val_loss= 1.35062 val_acc= 0.33929 time= 0.01562
Early stopping...
Optimization Finished!
Test set results: cost= 1.37250 accuracy= 0.30088 time= 0.00000 
