 ==  Epoch: 1 | Training Loss: 0.374819
ACC_train:0.810126582278481
auc_train:0.9616519174041298
f1_weighted_train:0.7737836234177216
f1_macro_train:0.69140625
 ==  Epoch: 1 | val Loss: 0.396601
ACC_val:0.725
auc_val:0.8056426332288402
f1_weighted_val:0.7340000000000001
f1_macro_val:0.68
 ==  Epoch: 1 | test Loss: 0.421458
ACC_test:0.4489795918367347
auc_test:0.46794871794871795
f1_weighted_test:0.48011068834313386
f1_macro_test:0.42503259452412
 ==  Epoch: 2 | Training Loss: 0.382612
ACC_train:0.7278481012658228
auc_train:0.7913470993117011
f1_weighted_train:0.6937047263302217
f1_macro_train:0.592759096085836
 ==  Epoch: 2 | val Loss: 0.396465
ACC_val:0.8
auc_val:0.8871473354231975
f1_weighted_val:0.8079772079772081
f1_macro_val:0.7720797720797721
 ==  Epoch: 2 | test Loss: 0.430201
ACC_test:0.5102040816326531
auc_test:0.5747863247863247
f1_weighted_test:0.5368050668543279
f1_macro_test:0.4931034482758621
 ==  Epoch: 3 | Training Loss: 0.361243
ACC_train:0.8227848101265823
auc_train:0.9880039331366764
f1_weighted_train:0.7959300281293952
f1_macro_train:0.7256944444444444
 ==  Epoch: 3 | val Loss: 0.375011
ACC_val:0.85
auc_val:0.9561128526645768
f1_weighted_val:0.8535714285714286
f1_macro_val:0.8214285714285715
 ==  Epoch: 3 | test Loss: 0.415166
ACC_test:0.5306122448979592
auc_test:0.5299145299145299
f1_weighted_test:0.5551210694067837
f1_macro_test:0.47459207459207464
 ==  Epoch: 4 | Training Loss: 0.356745
ACC_train:0.8924050632911392
auc_train:0.9982300884955753
f1_weighted_train:0.8836404946263721
f1_macro_train:0.8485822199673037
 ==  Epoch: 4 | val Loss: 0.369625
ACC_val:0.85
auc_val:0.9623824451410659
f1_weighted_val:0.8535714285714286
f1_macro_val:0.8214285714285715
 ==  Epoch: 4 | test Loss: 0.409825
ACC_test:0.5306122448979592
auc_test:0.5106837606837606
f1_weighted_test:0.550951627641909
f1_macro_test:0.45739046701974007
 ==  Epoch: 5 | Training Loss: 0.354521
ACC_train:0.879746835443038
auc_train:0.9978367748279253
f1_weighted_train:0.8683195010933594
f1_macro_train:0.8274216728945099
 ==  Epoch: 5 | val Loss: 0.368746
ACC_val:0.85
auc_val:0.9623824451410659
f1_weighted_val:0.8535714285714286
f1_macro_val:0.8214285714285715
 ==  Epoch: 5 | test Loss: 0.409568
ACC_test:0.5306122448979592
auc_test:0.5085470085470086
f1_weighted_test:0.550951627641909
f1_macro_test:0.45739046701974007
 ==  Epoch: 6 | Training Loss: 0.356151
ACC_train:0.8670886075949367
auc_train:0.9994100294985251
f1_weighted_train:0.8525130403588244
f1_macro_train:0.805315965499032
 ==  Epoch: 6 | val Loss: 0.370615
ACC_val:0.85
auc_val:0.9561128526645768
f1_weighted_val:0.8535714285714286
f1_macro_val:0.8214285714285715
 ==  Epoch: 6 | test Loss: 0.412837
ACC_test:0.5306122448979592
auc_test:0.5128205128205128
f1_weighted_test:0.5551210694067837
f1_macro_test:0.47459207459207464
 ==  Epoch: 7 | Training Loss: 0.356714
ACC_train:0.8607594936708861
auc_train:0.9905604719764012
f1_weighted_train:0.8444112843177287
f1_macro_train:0.7938804554079696
 ==  Epoch: 7 | val Loss: 0.376090
ACC_val:0.825
auc_val:0.9529780564263323
f1_weighted_val:0.8307272727272726
f1_macro_val:0.7963636363636364
 ==  Epoch: 7 | test Loss: 0.419005
ACC_test:0.4897959183673469
auc_test:0.5192307692307692
f1_weighted_test:0.5189504373177843
f1_macro_test:0.4444444444444445
 ==  Epoch: 8 | Training Loss: 0.362637
ACC_train:0.8354430379746836
auc_train:0.9744346116027532
f1_weighted_train:0.8105064546915813
f1_macro_train:0.7452876984126984
 ==  Epoch: 8 | val Loss: 0.384323
ACC_val:0.825
auc_val:0.9310344827586207
f1_weighted_val:0.8307272727272726
f1_macro_val:0.7963636363636364
 ==  Epoch: 8 | test Loss: 0.425180
ACC_test:0.5306122448979592
auc_test:0.5341880341880341
f1_weighted_test:0.5574344023323615
f1_macro_test:0.48888888888888893
 ==  Epoch: 9 | Training Loss: 0.367252
ACC_train:0.8037974683544303
auc_train:0.9352999016715831
f1_weighted_train:0.7640859620812487
f1_macro_train:0.6769768515465278
 ==  Epoch: 9 | val Loss: 0.387365
ACC_val:0.825
auc_val:0.9153605015673981
f1_weighted_val:0.8307272727272726
f1_macro_val:0.7963636363636364
 ==  Epoch: 9 | test Loss: 0.424590
ACC_test:0.5102040816326531
auc_test:0.5427350427350427
f1_weighted_test:0.5387316216809305
f1_macro_test:0.47311827956989244
 ==  Epoch: 10 | Training Loss: 0.361728
ACC_train:0.7911392405063291
auc_train:0.9624385447394297
f1_weighted_train:0.7439853482491724
f1_macro_train:0.64681975208291
 ==  Epoch: 10 | val Loss: 0.383354
ACC_val:0.825
auc_val:0.9090909090909091
f1_weighted_val:0.8307272727272726
f1_macro_val:0.7963636363636364
 ==  Epoch: 10 | test Loss: 0.418092
ACC_test:0.5102040816326531
auc_test:0.5427350427350427
f1_weighted_test:0.5372148859543818
f1_macro_test:0.4595588235294118
 ==  Epoch: 11 | Training Loss: 0.358966
ACC_train:0.7974683544303798
auc_train:0.9785644051130777
f1_weighted_train:0.7541576577033826
f1_macro_train:0.6621224271585138
 ==  Epoch: 11 | val Loss: 0.378702
ACC_val:0.8
auc_val:0.9122257053291536
f1_weighted_val:0.8047619047619048
f1_macro_val:0.761904761904762
 ==  Epoch: 11 | test Loss: 0.412022
ACC_test:0.5102040816326531
auc_test:0.5405982905982906
f1_weighted_test:0.5372148859543818
f1_macro_test:0.4595588235294118
 ==  Epoch: 12 | Training Loss: 0.358033
ACC_train:0.8037974683544303
auc_train:0.9883972468043264
f1_weighted_train:0.7640859620812487
f1_macro_train:0.6769768515465278
 ==  Epoch: 12 | val Loss: 0.374846
ACC_val:0.8
auc_val:0.9153605015673981
f1_weighted_val:0.8047619047619048
f1_macro_val:0.761904761904762
 ==  Epoch: 12 | test Loss: 0.408291
ACC_test:0.5306122448979592
auc_test:0.5384615384615384
f1_weighted_test:0.5551210694067837
f1_macro_test:0.47459207459207464
 ==  Epoch: 13 | Training Loss: 0.354561
ACC_train:0.7974683544303798
auc_train:0.9911504424778761
f1_weighted_train:0.7541576577033826
f1_macro_train:0.6621224271585138
 ==  Epoch: 13 | val Loss: 0.371065
ACC_val:0.825
auc_val:0.9310344827586207
f1_weighted_val:0.8272692601067886
f1_macro_val:0.7864225781845919
 ==  Epoch: 13 | test Loss: 0.406293
ACC_test:0.5714285714285714
auc_test:0.532051282051282
f1_weighted_test:0.5899993121947864
f1_macro_test:0.5045739046701974
 ==  Epoch: 14 | Training Loss: 0.354041
ACC_train:0.7911392405063291
auc_train:0.9939036381514258
f1_weighted_train:0.7439853482491724
f1_macro_train:0.64681975208291
 ==  Epoch: 14 | val Loss: 0.368085
ACC_val:0.85
auc_val:0.9373040752351097
f1_weighted_val:0.8535714285714286
f1_macro_val:0.8214285714285715
 ==  Epoch: 14 | test Loss: 0.405901
ACC_test:0.5714285714285714
auc_test:0.532051282051282
f1_weighted_test:0.5899993121947864
f1_macro_test:0.5045739046701974
 ==  Epoch: 15 | Training Loss: 0.350723
ACC_train:0.8037974683544303
auc_train:0.9952802359882007
f1_weighted_train:0.7640859620812487
f1_macro_train:0.6769768515465278
 ==  Epoch: 15 | val Loss: 0.366609
ACC_val:0.85
auc_val:0.9435736677115988
f1_weighted_val:0.8535714285714286
f1_macro_val:0.8214285714285715
 ==  Epoch: 15 | test Loss: 0.406593
ACC_test:0.5714285714285714
auc_test:0.532051282051282
f1_weighted_test:0.5899993121947864
f1_macro_test:0.5045739046701974
 ==  Epoch: 16 | Training Loss: 0.349672
ACC_train:0.7974683544303798
auc_train:0.9913470993117011
f1_weighted_train:0.7541576577033826
f1_macro_train:0.6621224271585138
 ==  Epoch: 16 | val Loss: 0.366708
ACC_val:0.825
auc_val:0.9467084639498433
f1_weighted_val:0.8307272727272726
f1_macro_val:0.7963636363636364
 ==  Epoch: 16 | test Loss: 0.408805
ACC_test:0.5714285714285714
auc_test:0.532051282051282
f1_weighted_test:0.5899993121947864
f1_macro_test:0.5045739046701974
 ==  Epoch: 17 | Training Loss: 0.349764
ACC_train:0.7784810126582279
auc_train:0.9972468043264504
f1_weighted_train:0.7228505041687058
f1_macro_train:0.614768373389063
 ==  Epoch: 17 | val Loss: 0.368177
ACC_val:0.825
auc_val:0.9498432601880877
f1_weighted_val:0.8307272727272726
f1_macro_val:0.7963636363636364
 ==  Epoch: 17 | test Loss: 0.411652
ACC_test:0.5102040816326531
auc_test:0.532051282051282
f1_weighted_test:0.5372148859543818
f1_macro_test:0.4595588235294118
 ==  Epoch: 18 | Training Loss: 0.347181
ACC_train:0.7911392405063291
auc_train:0.9982300884955753
f1_weighted_train:0.7439853482491724
f1_macro_train:0.64681975208291
 ==  Epoch: 18 | val Loss: 0.369108
ACC_val:0.825
auc_val:0.9467084639498433
f1_weighted_val:0.8307272727272726
f1_macro_val:0.7963636363636364
 ==  Epoch: 18 | test Loss: 0.413142
ACC_test:0.5102040816326531
auc_test:0.5384615384615384
f1_weighted_test:0.5372148859543818
f1_macro_test:0.4595588235294118
 ==  Epoch: 19 | Training Loss: 0.347790
ACC_train:0.8037974683544303
auc_train:0.984070796460177
f1_weighted_train:0.7640859620812487
f1_macro_train:0.6769768515465278
 ==  Epoch: 19 | val Loss: 0.367995
ACC_val:0.825
auc_val:0.9404388714733543
f1_weighted_val:0.8307272727272726
f1_macro_val:0.7963636363636364
 ==  Epoch: 19 | test Loss: 0.412441
ACC_test:0.5102040816326531
auc_test:0.5405982905982906
f1_weighted_test:0.5372148859543818
f1_macro_test:0.4595588235294118
 ==  Epoch: 20 | Training Loss: 0.346199
ACC_train:0.7848101265822784
auc_train:0.9907571288102262
f1_weighted_train:0.7335547364028377
f1_macro_train:0.631043956043956
 ==  Epoch: 20 | val Loss: 0.364015
ACC_val:0.825
auc_val:0.9467084639498433
f1_weighted_val:0.8307272727272726
f1_macro_val:0.7963636363636364
 ==  Epoch: 20 | test Loss: 0.408687
ACC_test:0.5714285714285714
auc_test:0.5405982905982906
f1_weighted_test:0.5899993121947864
f1_macro_test:0.5045739046701974
 ==  Epoch: 21 | Training Loss: 0.342643
ACC_train:0.7911392405063291
auc_train:0.9974434611602754
f1_weighted_train:0.7439853482491724
f1_macro_train:0.64681975208291
 ==  Epoch: 21 | val Loss: 0.360201
ACC_val:0.85
auc_val:0.9467084639498433
f1_weighted_val:0.8535714285714286
f1_macro_val:0.8214285714285715
 ==  Epoch: 21 | test Loss: 0.404313
ACC_test:0.5714285714285714
auc_test:0.5427350427350427
f1_weighted_test:0.5899993121947864
f1_macro_test:0.5045739046701974
 ==  Epoch: 22 | Training Loss: 0.341030
ACC_train:0.7974683544303798
auc_train:0.999803343166175
f1_weighted_train:0.7541576577033826
f1_macro_train:0.6621224271585138
 ==  Epoch: 22 | val Loss: 0.356758
ACC_val:0.85
auc_val:0.9435736677115988
f1_weighted_val:0.8535714285714286
f1_macro_val:0.8214285714285715
 ==  Epoch: 22 | test Loss: 0.400672
ACC_test:0.5714285714285714
auc_test:0.5470085470085471
f1_weighted_test:0.584279288926965
f1_macro_test:0.48575712143928035
 ==  Epoch: 23 | Training Loss: 0.338550
ACC_train:0.7911392405063291
auc_train:0.9996066863323501
f1_weighted_train:0.7439853482491724
f1_macro_train:0.64681975208291
 ==  Epoch: 23 | val Loss: 0.355328
ACC_val:0.85
auc_val:0.9404388714733543
f1_weighted_val:0.8535714285714286
f1_macro_val:0.8214285714285715
 ==  Epoch: 23 | test Loss: 0.399307
ACC_test:0.5714285714285714
auc_test:0.5405982905982907
f1_weighted_test:0.584279288926965
f1_macro_test:0.48575712143928035
 ==  Epoch: 24 | Training Loss: 0.337833
ACC_train:0.7848101265822784
auc_train:0.9968534906588004
f1_weighted_train:0.7335547364028377
f1_macro_train:0.631043956043956
 ==  Epoch: 24 | val Loss: 0.355681
ACC_val:0.85
auc_val:0.9373040752351097
f1_weighted_val:0.8535714285714286
f1_macro_val:0.8214285714285715
 ==  Epoch: 24 | test Loss: 0.399346
ACC_test:0.5714285714285714
auc_test:0.5363247863247863
f1_weighted_test:0.584279288926965
f1_macro_test:0.48575712143928035
 ==  Epoch: 25 | Training Loss: 0.335543
ACC_train:0.7848101265822784
auc_train:1.0
f1_weighted_train:0.7335547364028377
f1_macro_train:0.631043956043956
 ==  Epoch: 25 | val Loss: 0.357360
ACC_val:0.85
auc_val:0.9310344827586207
f1_weighted_val:0.8535714285714286
f1_macro_val:0.8214285714285715
 ==  Epoch: 25 | test Loss: 0.401197
ACC_test:0.5714285714285714
auc_test:0.5299145299145299
f1_weighted_test:0.5899993121947864
f1_macro_test:0.5045739046701974
 ==  Epoch: 26 | Training Loss: 0.336853
ACC_train:0.7721518987341772
auc_train:1.0
f1_weighted_train:0.7118562179920765
f1_macro_train:0.5979643765903309
 ==  Epoch: 26 | val Loss: 0.359793
ACC_val:0.825
auc_val:0.9216300940438872
f1_weighted_val:0.8307272727272726
f1_macro_val:0.7963636363636364
 ==  Epoch: 26 | test Loss: 0.404032
ACC_test:0.5510204081632653
auc_test:0.532051282051282
f1_weighted_test:0.5727040816326531
f1_macro_test:0.4895833333333333
 ==  Epoch: 27 | Training Loss: 0.335739
ACC_train:0.7784810126582279
auc_train:1.0
f1_weighted_train:0.7228505041687058
f1_macro_train:0.614768373389063
 ==  Epoch: 27 | val Loss: 0.361783
ACC_val:0.825
auc_val:0.9090909090909091
f1_weighted_val:0.8307272727272726
f1_macro_val:0.7963636363636364
 ==  Epoch: 27 | test Loss: 0.405933
ACC_test:0.5510204081632653
auc_test:0.5277777777777778
f1_weighted_test:0.5727040816326531
f1_macro_test:0.4895833333333333
 ==  Epoch: 28 | Training Loss: 0.333973
ACC_train:0.7784810126582279
auc_train:1.0
f1_weighted_train:0.7228505041687058
f1_macro_train:0.614768373389063
 ==  Epoch: 28 | val Loss: 0.362870
ACC_val:0.825
auc_val:0.8934169278996865
f1_weighted_val:0.8307272727272726
f1_macro_val:0.7963636363636364
 ==  Epoch: 28 | test Loss: 0.406874
ACC_test:0.5306122448979592
auc_test:0.5299145299145299
f1_weighted_test:0.5551210694067837
f1_macro_test:0.47459207459207464
 ==  Epoch: 29 | Training Loss: 0.331597
ACC_train:0.7658227848101266
auc_train:1.0
f1_weighted_train:0.7005542231476932
f1_macro_train:0.5806011909032212
 ==  Epoch: 29 | val Loss: 0.360985
ACC_val:0.825
auc_val:0.896551724137931
f1_weighted_val:0.8307272727272726
f1_macro_val:0.7963636363636364
 ==  Epoch: 29 | test Loss: 0.405800
ACC_test:0.5510204081632653
auc_test:0.532051282051282
f1_weighted_test:0.5757803121248499
f1_macro_test:0.504595588235294
 ==  Epoch: 30 | Training Loss: 0.329163
ACC_train:0.7721518987341772
auc_train:1.0
f1_weighted_train:0.7118562179920765
f1_macro_train:0.5979643765903309
 ==  Epoch: 30 | val Loss: 0.354770
ACC_val:0.825
auc_val:0.9404388714733543
f1_weighted_val:0.8307272727272726
f1_macro_val:0.7963636363636364
 ==  Epoch: 30 | test Loss: 0.401419
ACC_test:0.5510204081632653
auc_test:0.5341880341880342
f1_weighted_test:0.5727040816326531
f1_macro_test:0.4895833333333333
 ==  Epoch: 31 | Training Loss: 0.326188
ACC_train:0.7658227848101266
auc_train:1.0
f1_weighted_train:0.7005542231476932
f1_macro_train:0.5806011909032212
 ==  Epoch: 31 | val Loss: 0.347624
ACC_val:0.85
auc_val:0.9435736677115988
f1_weighted_val:0.8535714285714286
f1_macro_val:0.8214285714285715
 ==  Epoch: 31 | test Loss: 0.394497
ACC_test:0.5918367346938775
auc_test:0.5341880341880342
f1_weighted_test:0.6070428171268508
f1_macro_test:0.5196078431372549
 ==  Epoch: 32 | Training Loss: 0.325846
ACC_train:0.7911392405063291
auc_train:0.9950835791543756
f1_weighted_train:0.7439853482491724
f1_macro_train:0.64681975208291
 ==  Epoch: 32 | val Loss: 0.343214
ACC_val:0.85
auc_val:0.9435736677115988
f1_weighted_val:0.8535714285714286
f1_macro_val:0.8214285714285715
 ==  Epoch: 32 | test Loss: 0.389648
ACC_test:0.6122448979591837
auc_test:0.532051282051282
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 33 | Training Loss: 0.323726
ACC_train:0.7658227848101266
auc_train:1.0
f1_weighted_train:0.7005542231476932
f1_macro_train:0.5806011909032212
 ==  Epoch: 33 | val Loss: 0.340249
ACC_val:0.875
auc_val:0.9435736677115988
f1_weighted_val:0.8766209000762777
f1_macro_val:0.84744469870328
 ==  Epoch: 33 | test Loss: 0.385901
ACC_test:0.6122448979591837
auc_test:0.5341880341880342
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 34 | Training Loss: 0.323189
ACC_train:0.7721518987341772
auc_train:0.9996066863323501
f1_weighted_train:0.7118562179920765
f1_macro_train:0.5979643765903309
 ==  Epoch: 34 | val Loss: 0.339291
ACC_val:0.875
auc_val:0.9498432601880878
f1_weighted_val:0.8766209000762777
f1_macro_val:0.84744469870328
 ==  Epoch: 34 | test Loss: 0.384674
ACC_test:0.6122448979591837
auc_test:0.5363247863247863
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 35 | Training Loss: 0.321103
ACC_train:0.7721518987341772
auc_train:0.9972468043264503
f1_weighted_train:0.7118562179920765
f1_macro_train:0.5979643765903309
 ==  Epoch: 35 | val Loss: 0.339926
ACC_val:0.875
auc_val:0.9435736677115988
f1_weighted_val:0.8766209000762777
f1_macro_val:0.84744469870328
 ==  Epoch: 35 | test Loss: 0.385293
ACC_test:0.6122448979591837
auc_test:0.5427350427350427
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 36 | Training Loss: 0.322436
ACC_train:0.7658227848101266
auc_train:0.9978367748279252
f1_weighted_train:0.7005542231476932
f1_macro_train:0.5806011909032212
 ==  Epoch: 36 | val Loss: 0.343140
ACC_val:0.85
auc_val:0.9467084639498433
f1_weighted_val:0.8535714285714286
f1_macro_val:0.8214285714285715
 ==  Epoch: 36 | test Loss: 0.387772
ACC_test:0.6122448979591837
auc_test:0.5448717948717948
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 37 | Training Loss: 0.321059
ACC_train:0.759493670886076
auc_train:1.0
f1_weighted_train:0.6889255259508424
f1_macro_train:0.5626456876456877
 ==  Epoch: 37 | val Loss: 0.344887
ACC_val:0.85
auc_val:0.9341692789968653
f1_weighted_val:0.8535714285714286
f1_macro_val:0.8214285714285715
 ==  Epoch: 37 | test Loss: 0.388985
ACC_test:0.6122448979591837
auc_test:0.5427350427350427
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 38 | Training Loss: 0.320200
ACC_train:0.7658227848101266
auc_train:0.9941002949852508
f1_weighted_train:0.7005542231476932
f1_macro_train:0.5806011909032212
 ==  Epoch: 38 | val Loss: 0.344871
ACC_val:0.85
auc_val:0.9310344827586207
f1_weighted_val:0.8535714285714286
f1_macro_val:0.8214285714285715
 ==  Epoch: 38 | test Loss: 0.388981
ACC_test:0.5918367346938775
auc_test:0.5427350427350427
f1_weighted_test:0.6070428171268508
f1_macro_test:0.5196078431372549
 ==  Epoch: 39 | Training Loss: 0.318205
ACC_train:0.7658227848101266
auc_train:1.0
f1_weighted_train:0.7005542231476932
f1_macro_train:0.5806011909032212
 ==  Epoch: 39 | val Loss: 0.342660
ACC_val:0.825
auc_val:0.9310344827586207
f1_weighted_val:0.8272692601067886
f1_macro_val:0.7864225781845919
 ==  Epoch: 39 | test Loss: 0.387350
ACC_test:0.6122448979591837
auc_test:0.5384615384615384
f1_weighted_test:0.6238717376005875
f1_macro_test:0.5347326336831584
 ==  Epoch: 40 | Training Loss: 0.314283
ACC_train:0.759493670886076
auc_train:1.0
f1_weighted_train:0.6889255259508424
f1_macro_train:0.5626456876456877
 ==  Epoch: 40 | val Loss: 0.339766
ACC_val:0.85
auc_val:0.9404388714733543
f1_weighted_val:0.8535714285714286
f1_macro_val:0.8214285714285715
 ==  Epoch: 40 | test Loss: 0.385581
ACC_test:0.5918367346938775
auc_test:0.532051282051282
f1_weighted_test:0.6070428171268508
f1_macro_test:0.5196078431372549
 ==  Epoch: 41 | Training Loss: 0.312847
ACC_train:0.7468354430379747
auc_train:1.0
f1_weighted_train:0.6646045493480537
f1_macro_train:0.524812030075188
 ==  Epoch: 41 | val Loss: 0.337119
ACC_val:0.85
auc_val:0.9467084639498432
f1_weighted_val:0.8535714285714286
f1_macro_val:0.8214285714285715
 ==  Epoch: 41 | test Loss: 0.383741
ACC_test:0.5714285714285714
auc_test:0.5235042735042734
f1_weighted_test:0.584279288926965
f1_macro_test:0.48575712143928035
 ==  Epoch: 42 | Training Loss: 0.311883
ACC_train:0.759493670886076
auc_train:1.0
f1_weighted_train:0.6889255259508424
f1_macro_train:0.5626456876456877
 ==  Epoch: 42 | val Loss: 0.335335
ACC_val:0.85
auc_val:0.9529780564263323
f1_weighted_val:0.8535714285714286
f1_macro_val:0.8214285714285715
 ==  Epoch: 42 | test Loss: 0.382303
ACC_test:0.5714285714285714
auc_test:0.5235042735042734
f1_weighted_test:0.584279288926965
f1_macro_test:0.48575712143928035
 ==  Epoch: 43 | Training Loss: 0.312991
ACC_train:0.7531645569620253
auc_train:1.0
f1_weighted_train:0.6769496621194454
f1_macro_train:0.5440621531631521
 ==  Epoch: 43 | val Loss: 0.334514
ACC_val:0.85
auc_val:0.9529780564263323
f1_weighted_val:0.8535714285714286
f1_macro_val:0.8214285714285715
 ==  Epoch: 43 | test Loss: 0.381181
ACC_test:0.6122448979591837
auc_test:0.5277777777777778
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 44 | Training Loss: 0.312359
ACC_train:0.7531645569620253
auc_train:1.0
f1_weighted_train:0.6769496621194454
f1_macro_train:0.5440621531631521
 ==  Epoch: 44 | val Loss: 0.335120
ACC_val:0.85
auc_val:0.9498432601880877
f1_weighted_val:0.8535714285714286
f1_macro_val:0.8214285714285715
 ==  Epoch: 44 | test Loss: 0.380923
ACC_test:0.6326530612244898
auc_test:0.5277777777777777
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 45 | Training Loss: 0.313020
ACC_train:0.7531645569620253
auc_train:1.0
f1_weighted_train:0.6769496621194454
f1_macro_train:0.5440621531631521
 ==  Epoch: 45 | val Loss: 0.335616
ACC_val:0.825
auc_val:0.9467084639498433
f1_weighted_val:0.8272692601067886
f1_macro_val:0.7864225781845919
 ==  Epoch: 45 | test Loss: 0.380408
ACC_test:0.6326530612244898
auc_test:0.5363247863247863
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 46 | Training Loss: 0.311200
ACC_train:0.7531645569620253
auc_train:1.0
f1_weighted_train:0.6769496621194454
f1_macro_train:0.5440621531631521
 ==  Epoch: 46 | val Loss: 0.335554
ACC_val:0.825
auc_val:0.9341692789968652
f1_weighted_val:0.8272692601067886
f1_macro_val:0.7864225781845919
 ==  Epoch: 46 | test Loss: 0.380556
ACC_test:0.6326530612244898
auc_test:0.5341880341880342
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 47 | Training Loss: 0.308423
ACC_train:0.740506329113924
auc_train:1.0
f1_weighted_train:0.6518663218380797
f1_macro_train:0.504853626843996
 ==  Epoch: 47 | val Loss: 0.333395
ACC_val:0.825
auc_val:0.9310344827586207
f1_weighted_val:0.8272692601067886
f1_macro_val:0.7864225781845919
 ==  Epoch: 47 | test Loss: 0.378852
ACC_test:0.6326530612244898
auc_test:0.5427350427350427
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 48 | Training Loss: 0.306528
ACC_train:0.7531645569620253
auc_train:1.0
f1_weighted_train:0.6769496621194454
f1_macro_train:0.5440621531631521
 ==  Epoch: 48 | val Loss: 0.330368
ACC_val:0.825
auc_val:0.9278996865203761
f1_weighted_val:0.8272692601067886
f1_macro_val:0.7864225781845919
 ==  Epoch: 48 | test Loss: 0.377272
ACC_test:0.6530612244897959
auc_test:0.5405982905982906
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 49 | Training Loss: 0.303996
ACC_train:0.7658227848101266
auc_train:1.0
f1_weighted_train:0.7005542231476932
f1_macro_train:0.5806011909032212
 ==  Epoch: 49 | val Loss: 0.327226
ACC_val:0.825
auc_val:0.9373040752351097
f1_weighted_val:0.8272692601067886
f1_macro_val:0.7864225781845919
 ==  Epoch: 49 | test Loss: 0.376999
ACC_test:0.5918367346938775
auc_test:0.5341880341880342
f1_weighted_test:0.6005830903790088
f1_macro_test:0.5000000000000001
 ==  Epoch: 50 | Training Loss: 0.302520
ACC_train:0.7658227848101266
auc_train:1.0
f1_weighted_train:0.7005542231476932
f1_macro_train:0.5806011909032212
 ==  Epoch: 50 | val Loss: 0.325198
ACC_val:0.825
auc_val:0.9435736677115988
f1_weighted_val:0.8272692601067886
f1_macro_val:0.7864225781845919
 ==  Epoch: 50 | test Loss: 0.377441
ACC_test:0.5714285714285714
auc_test:0.5256410256410257
f1_weighted_test:0.584279288926965
f1_macro_test:0.48575712143928035
 ==  Epoch: 51 | Training Loss: 0.299230
ACC_train:0.7658227848101266
auc_train:1.0
f1_weighted_train:0.7005542231476932
f1_macro_train:0.5806011909032212
 ==  Epoch: 51 | val Loss: 0.323777
ACC_val:0.85
auc_val:0.9498432601880877
f1_weighted_val:0.8535714285714286
f1_macro_val:0.8214285714285715
 ==  Epoch: 51 | test Loss: 0.377698
ACC_test:0.5714285714285714
auc_test:0.5235042735042735
f1_weighted_test:0.584279288926965
f1_macro_test:0.48575712143928035
 ==  Epoch: 52 | Training Loss: 0.298804
ACC_train:0.759493670886076
auc_train:1.0
f1_weighted_train:0.6889255259508424
f1_macro_train:0.5626456876456877
 ==  Epoch: 52 | val Loss: 0.321487
ACC_val:0.85
auc_val:0.9467084639498433
f1_weighted_val:0.8535714285714286
f1_macro_val:0.8214285714285715
 ==  Epoch: 52 | test Loss: 0.375662
ACC_test:0.5918367346938775
auc_test:0.5299145299145299
f1_weighted_test:0.6005830903790088
f1_macro_test:0.5000000000000001
 ==  Epoch: 53 | Training Loss: 0.300257
ACC_train:0.759493670886076
auc_train:1.0
f1_weighted_train:0.6889255259508424
f1_macro_train:0.5626456876456877
 ==  Epoch: 53 | val Loss: 0.320007
ACC_val:0.9
auc_val:0.9467084639498433
f1_weighted_val:0.9
f1_macro_val:0.8746081504702194
 ==  Epoch: 53 | test Loss: 0.372228
ACC_test:0.6326530612244898
auc_test:0.5341880341880342
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 54 | Training Loss: 0.299366
ACC_train:0.7531645569620253
auc_train:1.0
f1_weighted_train:0.6769496621194454
f1_macro_train:0.5440621531631521
 ==  Epoch: 54 | val Loss: 0.319138
ACC_val:0.9
auc_val:0.9498432601880877
f1_weighted_val:0.9
f1_macro_val:0.8746081504702194
 ==  Epoch: 54 | test Loss: 0.369238
ACC_test:0.6326530612244898
auc_test:0.5363247863247864
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 55 | Training Loss: 0.299095
ACC_train:0.7531645569620253
auc_train:1.0
f1_weighted_train:0.6769496621194454
f1_macro_train:0.5440621531631521
 ==  Epoch: 55 | val Loss: 0.319211
ACC_val:0.875
auc_val:0.9498432601880877
f1_weighted_val:0.8766209000762777
f1_macro_val:0.84744469870328
 ==  Epoch: 55 | test Loss: 0.368116
ACC_test:0.6326530612244898
auc_test:0.5405982905982906
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 56 | Training Loss: 0.296690
ACC_train:0.759493670886076
auc_train:1.0
f1_weighted_train:0.6889255259508424
f1_macro_train:0.5626456876456877
 ==  Epoch: 56 | val Loss: 0.319414
ACC_val:0.875
auc_val:0.9404388714733543
f1_weighted_val:0.8730831315577078
f1_macro_val:0.8385794995964488
 ==  Epoch: 56 | test Loss: 0.368062
ACC_test:0.6326530612244898
auc_test:0.5363247863247863
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 57 | Training Loss: 0.295531
ACC_train:0.7531645569620253
auc_train:1.0
f1_weighted_train:0.6769496621194454
f1_macro_train:0.5440621531631521
 ==  Epoch: 57 | val Loss: 0.317327
ACC_val:0.875
auc_val:0.9435736677115988
f1_weighted_val:0.8730831315577078
f1_macro_val:0.8385794995964488
 ==  Epoch: 57 | test Loss: 0.366879
ACC_test:0.6326530612244898
auc_test:0.5341880341880342
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 58 | Training Loss: 0.294972
ACC_train:0.7468354430379747
auc_train:1.0
f1_weighted_train:0.6646045493480537
f1_macro_train:0.524812030075188
 ==  Epoch: 58 | val Loss: 0.317780
ACC_val:0.875
auc_val:0.9373040752351097
f1_weighted_val:0.8730831315577078
f1_macro_val:0.8385794995964488
 ==  Epoch: 58 | test Loss: 0.369178
ACC_test:0.6326530612244898
auc_test:0.5277777777777778
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 59 | Training Loss: 0.293445
ACC_train:0.7468354430379747
auc_train:1.0
f1_weighted_train:0.6646045493480537
f1_macro_train:0.524812030075188
 ==  Epoch: 59 | val Loss: 0.319545
ACC_val:0.875
auc_val:0.9341692789968652
f1_weighted_val:0.8730831315577078
f1_macro_val:0.8385794995964488
 ==  Epoch: 59 | test Loss: 0.371923
ACC_test:0.6122448979591837
auc_test:0.5192307692307693
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 60 | Training Loss: 0.292424
ACC_train:0.7658227848101266
auc_train:1.0
f1_weighted_train:0.7005542231476932
f1_macro_train:0.5806011909032212
 ==  Epoch: 60 | val Loss: 0.320174
ACC_val:0.85
auc_val:0.9341692789968652
f1_weighted_val:0.8450000000000001
f1_macro_val:0.8
 ==  Epoch: 60 | test Loss: 0.372663
ACC_test:0.6122448979591837
auc_test:0.5256410256410257
f1_weighted_test:0.6166948782642947
f1_macro_test:0.5143453312467396
 ==  Epoch: 61 | Training Loss: 0.290866
ACC_train:0.7531645569620253
auc_train:1.0
f1_weighted_train:0.6769496621194454
f1_macro_train:0.5440621531631521
 ==  Epoch: 61 | val Loss: 0.317868
ACC_val:0.875
auc_val:0.9435736677115988
f1_weighted_val:0.8682053494391717
f1_macro_val:0.8274374460742018
 ==  Epoch: 61 | test Loss: 0.371361
ACC_test:0.6326530612244898
auc_test:0.5256410256410257
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 62 | Training Loss: 0.289805
ACC_train:0.7468354430379747
auc_train:1.0
f1_weighted_train:0.6646045493480537
f1_macro_train:0.524812030075188
 ==  Epoch: 62 | val Loss: 0.314753
ACC_val:0.875
auc_val:0.9467084639498433
f1_weighted_val:0.8682053494391717
f1_macro_val:0.8274374460742018
 ==  Epoch: 62 | test Loss: 0.369023
ACC_test:0.6326530612244898
auc_test:0.5299145299145299
f1_weighted_test:0.6326530612244898
f1_macro_test:0.5288461538461539
 ==  Epoch: 63 | Training Loss: 0.288319
ACC_train:0.759493670886076
auc_train:1.0
f1_weighted_train:0.6889255259508424
f1_macro_train:0.5626456876456877
 ==  Epoch: 63 | val Loss: 0.312353
ACC_val:0.875
auc_val:0.9467084639498433
f1_weighted_val:0.8682053494391717
f1_macro_val:0.8274374460742018
 ==  Epoch: 63 | test Loss: 0.365570
ACC_test:0.6530612244897959
auc_test:0.5299145299145299
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 64 | Training Loss: 0.287809
ACC_train:0.7468354430379747
auc_train:1.0
f1_weighted_train:0.6646045493480537
f1_macro_train:0.524812030075188
 ==  Epoch: 64 | val Loss: 0.309656
ACC_val:0.875
auc_val:0.9467084639498433
f1_weighted_val:0.8682053494391717
f1_macro_val:0.8274374460742018
 ==  Epoch: 64 | test Loss: 0.360677
ACC_test:0.6530612244897959
auc_test:0.532051282051282
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 65 | Training Loss: 0.286705
ACC_train:0.7468354430379747
auc_train:1.0
f1_weighted_train:0.6646045493480537
f1_macro_train:0.524812030075188
 ==  Epoch: 65 | val Loss: 0.307591
ACC_val:0.85
auc_val:0.9467084639498432
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 65 | test Loss: 0.356991
ACC_test:0.7142857142857143
auc_test:0.5491452991452992
f1_weighted_test:0.6958304853041696
f1_macro_test:0.5897129186602872
 ==  Epoch: 66 | Training Loss: 0.285666
ACC_train:0.7531645569620253
auc_train:1.0
f1_weighted_train:0.6769496621194454
f1_macro_train:0.5440621531631521
 ==  Epoch: 66 | val Loss: 0.306306
ACC_val:0.85
auc_val:0.9467084639498432
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 66 | test Loss: 0.355401
ACC_test:0.7551020408163265
auc_test:0.5427350427350428
f1_weighted_test:0.7277864992150707
f1_macro_test:0.6230769230769231
 ==  Epoch: 67 | Training Loss: 0.282395
ACC_train:0.7468354430379747
auc_train:1.0
f1_weighted_train:0.6646045493480537
f1_macro_train:0.524812030075188
 ==  Epoch: 67 | val Loss: 0.306469
ACC_val:0.85
auc_val:0.9373040752351097
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 67 | test Loss: 0.356131
ACC_test:0.7551020408163265
auc_test:0.5192307692307693
f1_weighted_test:0.7277864992150707
f1_macro_test:0.6230769230769231
 ==  Epoch: 68 | Training Loss: 0.283546
ACC_train:0.759493670886076
auc_train:1.0
f1_weighted_train:0.6889255259508424
f1_macro_train:0.5626456876456877
 ==  Epoch: 68 | val Loss: 0.308284
ACC_val:0.825
auc_val:0.9341692789968652
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 68 | test Loss: 0.358976
ACC_test:0.7551020408163265
auc_test:0.514957264957265
f1_weighted_test:0.7277864992150707
f1_macro_test:0.6230769230769231
 ==  Epoch: 69 | Training Loss: 0.282907
ACC_train:0.7531645569620253
auc_train:1.0
f1_weighted_train:0.6769496621194454
f1_macro_train:0.5440621531631521
 ==  Epoch: 69 | val Loss: 0.313052
ACC_val:0.825
auc_val:0.9341692789968652
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 69 | test Loss: 0.363333
ACC_test:0.7142857142857143
auc_test:0.5405982905982906
f1_weighted_test:0.6958304853041696
f1_macro_test:0.5897129186602872
 ==  Epoch: 70 | Training Loss: 0.283657
ACC_train:0.7531645569620253
auc_train:1.0
f1_weighted_train:0.6769496621194454
f1_macro_train:0.5440621531631521
 ==  Epoch: 70 | val Loss: 0.317081
ACC_val:0.85
auc_val:0.9341692789968652
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 70 | test Loss: 0.367506
ACC_test:0.7346938775510204
auc_test:0.5427350427350427
f1_weighted_test:0.7226974267968056
f1_macro_test:0.6307246376811595
 ==  Epoch: 71 | Training Loss: 0.282224
ACC_train:0.740506329113924
auc_train:1.0
f1_weighted_train:0.6518663218380797
f1_macro_train:0.504853626843996
 ==  Epoch: 71 | val Loss: 0.310621
ACC_val:0.85
auc_val:0.9341692789968652
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 71 | test Loss: 0.364210
ACC_test:0.7142857142857143
auc_test:0.5491452991452991
f1_weighted_test:0.7062419562419563
f1_macro_test:0.6137387387387387
 ==  Epoch: 72 | Training Loss: 0.277077
ACC_train:0.7531645569620253
auc_train:1.0
f1_weighted_train:0.6769496621194454
f1_macro_train:0.5440621531631521
 ==  Epoch: 72 | val Loss: 0.300813
ACC_val:0.85
auc_val:0.9404388714733543
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 72 | test Loss: 0.356850
ACC_test:0.7346938775510204
auc_test:0.5384615384615384
f1_weighted_test:0.7117236504991609
f1_macro_test:0.6060606060606061
 ==  Epoch: 73 | Training Loss: 0.273504
ACC_train:0.7531645569620253
auc_train:1.0
f1_weighted_train:0.6769496621194454
f1_macro_train:0.5440621531631521
 ==  Epoch: 73 | val Loss: 0.291406
ACC_val:0.825
auc_val:0.9592476489028213
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 73 | test Loss: 0.348506
ACC_test:0.7551020408163265
auc_test:0.5128205128205128
f1_weighted_test:0.7277864992150707
f1_macro_test:0.6230769230769231
 ==  Epoch: 74 | Training Loss: 0.269819
ACC_train:0.7658227848101266
auc_train:1.0
f1_weighted_train:0.7005542231476932
f1_macro_train:0.5806011909032212
 ==  Epoch: 74 | val Loss: 0.285690
ACC_val:0.85
auc_val:0.9686520376175549
f1_weighted_val:0.82890625
f1_macro_val:0.765625
 ==  Epoch: 74 | test Loss: 0.343082
ACC_test:0.7551020408163265
auc_test:0.5128205128205128
f1_weighted_test:0.7277864992150707
f1_macro_test:0.6230769230769231
 ==  Epoch: 75 | Training Loss: 0.268979
ACC_train:0.7658227848101266
auc_train:1.0
f1_weighted_train:0.7005542231476932
f1_macro_train:0.5806011909032212
 ==  Epoch: 75 | val Loss: 0.283832
ACC_val:0.85
auc_val:0.9686520376175549
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 75 | test Loss: 0.341468
ACC_test:0.7551020408163265
auc_test:0.5256410256410257
f1_weighted_test:0.7277864992150707
f1_macro_test:0.6230769230769231
 ==  Epoch: 76 | Training Loss: 0.270947
ACC_train:0.759493670886076
auc_train:1.0
f1_weighted_train:0.6889255259508424
f1_macro_train:0.5626456876456877
 ==  Epoch: 76 | val Loss: 0.285599
ACC_val:0.85
auc_val:0.9655172413793104
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 76 | test Loss: 0.342709
ACC_test:0.7346938775510204
auc_test:0.5405982905982906
f1_weighted_test:0.7117236504991609
f1_macro_test:0.6060606060606061
 ==  Epoch: 77 | Training Loss: 0.272833
ACC_train:0.7531645569620253
auc_train:1.0
f1_weighted_train:0.6769496621194454
f1_macro_train:0.5440621531631521
 ==  Epoch: 77 | val Loss: 0.289794
ACC_val:0.9
auc_val:0.9498432601880877
f1_weighted_val:0.8966666666666667
f1_macro_val:0.8666666666666667
 ==  Epoch: 77 | test Loss: 0.346514
ACC_test:0.673469387755102
auc_test:0.5405982905982906
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 78 | Training Loss: 0.269500
ACC_train:0.7468354430379747
auc_train:1.0
f1_weighted_train:0.6646045493480537
f1_macro_train:0.524812030075188
 ==  Epoch: 78 | val Loss: 0.289703
ACC_val:0.9
auc_val:0.9467084639498433
f1_weighted_val:0.8966666666666667
f1_macro_val:0.8666666666666667
 ==  Epoch: 78 | test Loss: 0.347820
ACC_test:0.673469387755102
auc_test:0.5405982905982906
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 79 | Training Loss: 0.267392
ACC_train:0.759493670886076
auc_train:1.0
f1_weighted_train:0.6889255259508424
f1_macro_train:0.5626456876456877
 ==  Epoch: 79 | val Loss: 0.288568
ACC_val:0.875
auc_val:0.9529780564263323
f1_weighted_val:0.8682053494391717
f1_macro_val:0.8274374460742018
 ==  Epoch: 79 | test Loss: 0.350477
ACC_test:0.673469387755102
auc_test:0.5106837606837606
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 80 | Training Loss: 0.265936
ACC_train:0.7531645569620253
auc_train:1.0
f1_weighted_train:0.6769496621194454
f1_macro_train:0.5440621531631521
 ==  Epoch: 80 | val Loss: 0.288389
ACC_val:0.85
auc_val:0.9561128526645768
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 80 | test Loss: 0.353361
ACC_test:0.7142857142857143
auc_test:0.5106837606837606
f1_weighted_test:0.6958304853041696
f1_macro_test:0.5897129186602872
 ==  Epoch: 81 | Training Loss: 0.262864
ACC_train:0.7721518987341772
auc_train:1.0
f1_weighted_train:0.7118562179920765
f1_macro_train:0.5979643765903309
 ==  Epoch: 81 | val Loss: 0.289160
ACC_val:0.85
auc_val:0.9529780564263323
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 81 | test Loss: 0.355538
ACC_test:0.7142857142857143
auc_test:0.5021367521367521
f1_weighted_test:0.6958304853041696
f1_macro_test:0.5897129186602872
 ==  Epoch: 82 | Training Loss: 0.261288
ACC_train:0.7658227848101266
auc_train:1.0
f1_weighted_train:0.7005542231476932
f1_macro_train:0.5806011909032212
 ==  Epoch: 82 | val Loss: 0.288963
ACC_val:0.85
auc_val:0.9529780564263323
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 82 | test Loss: 0.355791
ACC_test:0.7142857142857143
auc_test:0.5085470085470085
f1_weighted_test:0.6958304853041696
f1_macro_test:0.5897129186602872
 ==  Epoch: 83 | Training Loss: 0.265501
ACC_train:0.759493670886076
auc_train:1.0
f1_weighted_train:0.6889255259508424
f1_macro_train:0.5626456876456877
 ==  Epoch: 83 | val Loss: 0.290475
ACC_val:0.85
auc_val:0.9404388714733543
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 83 | test Loss: 0.356204
ACC_test:0.673469387755102
auc_test:0.532051282051282
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 84 | Training Loss: 0.261963
ACC_train:0.7468354430379747
auc_train:1.0
f1_weighted_train:0.6646045493480537
f1_macro_train:0.524812030075188
 ==  Epoch: 84 | val Loss: 0.291913
ACC_val:0.875
auc_val:0.9373040752351097
f1_weighted_val:0.8682053494391717
f1_macro_val:0.8274374460742018
 ==  Epoch: 84 | test Loss: 0.355656
ACC_test:0.673469387755102
auc_test:0.5448717948717948
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 85 | Training Loss: 0.262686
ACC_train:0.740506329113924
auc_train:1.0
f1_weighted_train:0.6518663218380797
f1_macro_train:0.504853626843996
 ==  Epoch: 85 | val Loss: 0.286799
ACC_val:0.875
auc_val:0.9435736677115988
f1_weighted_val:0.8682053494391717
f1_macro_val:0.8274374460742018
 ==  Epoch: 85 | test Loss: 0.348907
ACC_test:0.6530612244897959
auc_test:0.5512820512820512
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 86 | Training Loss: 0.260453
ACC_train:0.759493670886076
auc_train:1.0
f1_weighted_train:0.6889255259508424
f1_macro_train:0.5626456876456877
 ==  Epoch: 86 | val Loss: 0.279869
ACC_val:0.85
auc_val:0.9529780564263323
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 86 | test Loss: 0.341112
ACC_test:0.7142857142857143
auc_test:0.5448717948717949
f1_weighted_test:0.6958304853041696
f1_macro_test:0.5897129186602872
 ==  Epoch: 87 | Training Loss: 0.256572
ACC_train:0.759493670886076
auc_train:1.0
f1_weighted_train:0.6889255259508424
f1_macro_train:0.5626456876456877
 ==  Epoch: 87 | val Loss: 0.274065
ACC_val:0.85
auc_val:0.9592476489028212
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 87 | test Loss: 0.335467
ACC_test:0.7346938775510204
auc_test:0.5363247863247863
f1_weighted_test:0.7117236504991609
f1_macro_test:0.6060606060606061
 ==  Epoch: 88 | Training Loss: 0.255531
ACC_train:0.7468354430379747
auc_train:1.0
f1_weighted_train:0.6646045493480537
f1_macro_train:0.524812030075188
 ==  Epoch: 88 | val Loss: 0.270531
ACC_val:0.825
auc_val:0.9655172413793103
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 88 | test Loss: 0.332686
ACC_test:0.7142857142857143
auc_test:0.5341880341880342
f1_weighted_test:0.6824175824175824
f1_macro_test:0.5602564102564103
 ==  Epoch: 89 | Training Loss: 0.254425
ACC_train:0.7531645569620253
auc_train:1.0
f1_weighted_train:0.6769496621194454
f1_macro_train:0.5440621531631521
 ==  Epoch: 89 | val Loss: 0.270166
ACC_val:0.8
auc_val:0.9623824451410657
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 89 | test Loss: 0.332047
ACC_test:0.7142857142857143
auc_test:0.5427350427350427
f1_weighted_test:0.6824175824175824
f1_macro_test:0.5602564102564103
 ==  Epoch: 90 | Training Loss: 0.252357
ACC_train:0.7468354430379747
auc_train:1.0
f1_weighted_train:0.6646045493480537
f1_macro_train:0.524812030075188
 ==  Epoch: 90 | val Loss: 0.271287
ACC_val:0.8
auc_val:0.9623824451410657
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 90 | test Loss: 0.332574
ACC_test:0.7551020408163265
auc_test:0.5534188034188033
f1_weighted_test:0.7129251700680271
f1_macro_test:0.5916666666666667
 ==  Epoch: 91 | Training Loss: 0.252751
ACC_train:0.7531645569620253
auc_train:0.999803343166175
f1_weighted_train:0.6769496621194454
f1_macro_train:0.5440621531631521
 ==  Epoch: 91 | val Loss: 0.273149
ACC_val:0.8
auc_val:0.9561128526645767
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 91 | test Loss: 0.333769
ACC_test:0.7551020408163265
auc_test:0.5534188034188035
f1_weighted_test:0.7129251700680271
f1_macro_test:0.5916666666666667
 ==  Epoch: 92 | Training Loss: 0.252672
ACC_train:0.7531645569620253
auc_train:1.0
f1_weighted_train:0.6769496621194454
f1_macro_train:0.5440621531631521
 ==  Epoch: 92 | val Loss: 0.275469
ACC_val:0.8
auc_val:0.9529780564263324
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 92 | test Loss: 0.337204
ACC_test:0.7551020408163265
auc_test:0.5491452991452992
f1_weighted_test:0.7129251700680271
f1_macro_test:0.5916666666666667
 ==  Epoch: 93 | Training Loss: 0.253523
ACC_train:0.7531645569620253
auc_train:1.0
f1_weighted_train:0.6769496621194454
f1_macro_train:0.5440621531631521
 ==  Epoch: 93 | val Loss: 0.276787
ACC_val:0.825
auc_val:0.9467084639498433
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 93 | test Loss: 0.341236
ACC_test:0.7755102040816326
auc_test:0.5534188034188033
f1_weighted_test:0.7441025710750656
f1_macro_test:0.6409060626249168
 ==  Epoch: 94 | Training Loss: 0.251015
ACC_train:0.7468354430379747
auc_train:1.0
f1_weighted_train:0.6646045493480537
f1_macro_train:0.524812030075188
 ==  Epoch: 94 | val Loss: 0.276609
ACC_val:0.825
auc_val:0.9498432601880877
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 94 | test Loss: 0.343216
ACC_test:0.7755102040816326
auc_test:0.5363247863247863
f1_weighted_test:0.7441025710750656
f1_macro_test:0.6409060626249168
 ==  Epoch: 95 | Training Loss: 0.249137
ACC_train:0.7468354430379747
auc_train:1.0
f1_weighted_train:0.6646045493480537
f1_macro_train:0.524812030075188
 ==  Epoch: 95 | val Loss: 0.275241
ACC_val:0.85
auc_val:0.9592476489028212
f1_weighted_val:0.82890625
f1_macro_val:0.765625
 ==  Epoch: 95 | test Loss: 0.342990
ACC_test:0.7551020408163265
auc_test:0.5299145299145299
f1_weighted_test:0.7129251700680271
f1_macro_test:0.5916666666666667
 ==  Epoch: 96 | Training Loss: 0.245900
ACC_train:0.759493670886076
auc_train:1.0
f1_weighted_train:0.6889255259508424
f1_macro_train:0.5626456876456877
 ==  Epoch: 96 | val Loss: 0.270439
ACC_val:0.825
auc_val:0.9655172413793103
f1_weighted_val:0.7935897435897437
f1_macro_val:0.7128205128205128
 ==  Epoch: 96 | test Loss: 0.338822
ACC_test:0.7346938775510204
auc_test:0.5213675213675214
f1_weighted_test:0.6975757658159868
f1_macro_test:0.5756162558294471
 ==  Epoch: 97 | Training Loss: 0.244561
ACC_train:0.759493670886076
auc_train:1.0
f1_weighted_train:0.6889255259508424
f1_macro_train:0.5626456876456877
 ==  Epoch: 97 | val Loss: 0.267964
ACC_val:0.825
auc_val:0.9717868338557993
f1_weighted_val:0.7935897435897437
f1_macro_val:0.7128205128205128
 ==  Epoch: 97 | test Loss: 0.334544
ACC_test:0.7551020408163265
auc_test:0.5277777777777778
f1_weighted_test:0.7129251700680271
f1_macro_test:0.5916666666666667
 ==  Epoch: 98 | Training Loss: 0.243928
ACC_train:0.7468354430379747
auc_train:1.0
f1_weighted_train:0.6646045493480537
f1_macro_train:0.524812030075188
 ==  Epoch: 98 | val Loss: 0.265967
ACC_val:0.85
auc_val:0.9717868338557993
f1_weighted_val:0.82890625
f1_macro_val:0.765625
 ==  Epoch: 98 | test Loss: 0.331617
ACC_test:0.7346938775510204
auc_test:0.5491452991452992
f1_weighted_test:0.6975757658159868
f1_macro_test:0.5756162558294471
 ==  Epoch: 99 | Training Loss: 0.244685
ACC_train:0.7531645569620253
auc_train:1.0
f1_weighted_train:0.6769496621194454
f1_macro_train:0.5440621531631521
 ==  Epoch: 99 | val Loss: 0.262658
ACC_val:0.85
auc_val:0.9717868338557993
f1_weighted_val:0.82890625
f1_macro_val:0.765625
 ==  Epoch: 99 | test Loss: 0.328712
ACC_test:0.7346938775510204
auc_test:0.5405982905982906
f1_weighted_test:0.6975757658159868
f1_macro_test:0.5756162558294471
 ==  Epoch: 100 | Training Loss: 0.240711
ACC_train:0.7531645569620253
auc_train:1.0
f1_weighted_train:0.6769496621194454
f1_macro_train:0.5440621531631521
 ==  Epoch: 100 | val Loss: 0.259843
ACC_val:0.85
auc_val:0.9749216300940439
f1_weighted_val:0.82890625
f1_macro_val:0.765625
 ==  Epoch: 100 | test Loss: 0.326793
ACC_test:0.7346938775510204
auc_test:0.5256410256410257
f1_weighted_test:0.6975757658159868
f1_macro_test:0.5756162558294471
 ==  Epoch: 101 | Training Loss: 0.238244
ACC_train:0.7531645569620253
auc_train:1.0
f1_weighted_train:0.6769496621194454
f1_macro_train:0.5440621531631521
 ==  Epoch: 101 | val Loss: 0.258695
ACC_val:0.825
auc_val:0.9623824451410659
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 101 | test Loss: 0.326727
ACC_test:0.7346938775510204
auc_test:0.5213675213675214
f1_weighted_test:0.6975757658159868
f1_macro_test:0.5756162558294471
 ==  Epoch: 102 | Training Loss: 0.235601
ACC_train:0.7468354430379747
auc_train:1.0
f1_weighted_train:0.6646045493480537
f1_macro_train:0.524812030075188
 ==  Epoch: 102 | val Loss: 0.257938
ACC_val:0.825
auc_val:0.9623824451410659
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 102 | test Loss: 0.327273
ACC_test:0.7346938775510204
auc_test:0.5299145299145299
f1_weighted_test:0.6975757658159868
f1_macro_test:0.5756162558294471
 ==  Epoch: 103 | Training Loss: 0.236394
ACC_train:0.7531645569620253
auc_train:1.0
f1_weighted_train:0.6769496621194454
f1_macro_train:0.5440621531631521
 ==  Epoch: 103 | val Loss: 0.257659
ACC_val:0.875
auc_val:0.9655172413793103
f1_weighted_val:0.8615779645191409
f1_macro_val:0.8132586367880486
 ==  Epoch: 103 | test Loss: 0.327623
ACC_test:0.7346938775510204
auc_test:0.5299145299145299
f1_weighted_test:0.6975757658159868
f1_macro_test:0.5756162558294471
 ==  Epoch: 104 | Training Loss: 0.234003
ACC_train:0.7531645569620253
auc_train:1.0
f1_weighted_train:0.6769496621194454
f1_macro_train:0.5440621531631521
 ==  Epoch: 104 | val Loss: 0.257989
ACC_val:0.85
auc_val:0.9592476489028212
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 104 | test Loss: 0.328825
ACC_test:0.7346938775510204
auc_test:0.532051282051282
f1_weighted_test:0.6975757658159868
f1_macro_test:0.5756162558294471
 ==  Epoch: 105 | Training Loss: 0.234294
ACC_train:0.740506329113924
auc_train:1.0
f1_weighted_train:0.6518663218380797
f1_macro_train:0.504853626843996
 ==  Epoch: 105 | val Loss: 0.256806
ACC_val:0.825
auc_val:0.9686520376175549
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 105 | test Loss: 0.329142
ACC_test:0.7551020408163265
auc_test:0.5256410256410257
f1_weighted_test:0.7277864992150707
f1_macro_test:0.6230769230769231
 ==  Epoch: 106 | Training Loss: 0.230546
ACC_train:0.759493670886076
auc_train:1.0
f1_weighted_train:0.6889255259508424
f1_macro_train:0.5626456876456877
 ==  Epoch: 106 | val Loss: 0.256112
ACC_val:0.825
auc_val:0.9686520376175549
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 106 | test Loss: 0.330668
ACC_test:0.7346938775510204
auc_test:0.5128205128205128
f1_weighted_test:0.7117236504991609
f1_macro_test:0.6060606060606061
 ==  Epoch: 107 | Training Loss: 0.232475
ACC_train:0.7531645569620253
auc_train:1.0
f1_weighted_train:0.6769496621194454
f1_macro_train:0.5440621531631521
 ==  Epoch: 107 | val Loss: 0.256515
ACC_val:0.825
auc_val:0.9623824451410659
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 107 | test Loss: 0.333935
ACC_test:0.7346938775510204
auc_test:0.517094017094017
f1_weighted_test:0.7117236504991609
f1_macro_test:0.6060606060606061
 ==  Epoch: 108 | Training Loss: 0.230877
ACC_train:0.7531645569620253
auc_train:1.0
f1_weighted_train:0.6769496621194454
f1_macro_train:0.5440621531631521
 ==  Epoch: 108 | val Loss: 0.256806
ACC_val:0.825
auc_val:0.9623824451410659
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 108 | test Loss: 0.336740
ACC_test:0.7142857142857143
auc_test:0.5299145299145299
f1_weighted_test:0.6958304853041696
f1_macro_test:0.5897129186602872
 ==  Epoch: 109 | Training Loss: 0.228247
ACC_train:0.759493670886076
auc_train:1.0
f1_weighted_train:0.6889255259508424
f1_macro_train:0.5626456876456877
 ==  Epoch: 109 | val Loss: 0.254337
ACC_val:0.85
auc_val:0.9686520376175549
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 109 | test Loss: 0.334044
ACC_test:0.7142857142857143
auc_test:0.5341880341880342
f1_weighted_test:0.6958304853041696
f1_macro_test:0.5897129186602872
 ==  Epoch: 110 | Training Loss: 0.228466
ACC_train:0.7531645569620253
auc_train:1.0
f1_weighted_train:0.6769496621194454
f1_macro_train:0.5440621531631521
 ==  Epoch: 110 | val Loss: 0.251958
ACC_val:0.825
auc_val:0.9623824451410659
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 110 | test Loss: 0.330369
ACC_test:0.7551020408163265
auc_test:0.5277777777777778
f1_weighted_test:0.7277864992150707
f1_macro_test:0.6230769230769231
 ==  Epoch: 111 | Training Loss: 0.226020
ACC_train:0.7531645569620253
auc_train:1.0
f1_weighted_train:0.6769496621194454
f1_macro_train:0.5440621531631521
 ==  Epoch: 111 | val Loss: 0.251096
ACC_val:0.85
auc_val:0.9592476489028214
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 111 | test Loss: 0.329071
ACC_test:0.7346938775510204
auc_test:0.5512820512820513
f1_weighted_test:0.7117236504991609
f1_macro_test:0.6060606060606061
 ==  Epoch: 112 | Training Loss: 0.226900
ACC_train:0.7531645569620253
auc_train:1.0
f1_weighted_train:0.6769496621194454
f1_macro_train:0.5440621531631521
 ==  Epoch: 112 | val Loss: 0.250086
ACC_val:0.85
auc_val:0.9592476489028214
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 112 | test Loss: 0.328415
ACC_test:0.7346938775510204
auc_test:0.5512820512820512
f1_weighted_test:0.7117236504991609
f1_macro_test:0.6060606060606061
 ==  Epoch: 113 | Training Loss: 0.225598
ACC_train:0.7468354430379747
auc_train:1.0
f1_weighted_train:0.6646045493480537
f1_macro_train:0.524812030075188
 ==  Epoch: 113 | val Loss: 0.249553
ACC_val:0.85
auc_val:0.9592476489028214
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 113 | test Loss: 0.327269
ACC_test:0.7346938775510204
auc_test:0.5576923076923077
f1_weighted_test:0.7117236504991609
f1_macro_test:0.6060606060606061
 ==  Epoch: 114 | Training Loss: 0.222695
ACC_train:0.759493670886076
auc_train:1.0
f1_weighted_train:0.6889255259508424
f1_macro_train:0.5626456876456877
 ==  Epoch: 114 | val Loss: 0.247325
ACC_val:0.825
auc_val:0.9686520376175548
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 114 | test Loss: 0.324931
ACC_test:0.7551020408163265
auc_test:0.5576923076923077
f1_weighted_test:0.7277864992150707
f1_macro_test:0.6230769230769231
 ==  Epoch: 115 | Training Loss: 0.222842
ACC_train:0.7531645569620253
auc_train:1.0
f1_weighted_train:0.6769496621194454
f1_macro_train:0.5440621531631521
 ==  Epoch: 115 | val Loss: 0.245268
ACC_val:0.825
auc_val:0.9843260188087775
f1_weighted_val:0.7935897435897437
f1_macro_val:0.7128205128205128
 ==  Epoch: 115 | test Loss: 0.322423
ACC_test:0.7551020408163265
auc_test:0.532051282051282
f1_weighted_test:0.7129251700680271
f1_macro_test:0.5916666666666667
 ==  Epoch: 116 | Training Loss: 0.221806
ACC_train:0.7468354430379747
auc_train:1.0
f1_weighted_train:0.6646045493480537
f1_macro_train:0.524812030075188
 ==  Epoch: 116 | val Loss: 0.243857
ACC_val:0.8
auc_val:0.9811912225705329
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 116 | test Loss: 0.321376
ACC_test:0.7346938775510204
auc_test:0.5277777777777778
f1_weighted_test:0.6792050153394692
f1_macro_test:0.5374001452432825
 ==  Epoch: 117 | Training Loss: 0.218489
ACC_train:0.7658227848101266
auc_train:1.0
f1_weighted_train:0.7005542231476932
f1_macro_train:0.5806011909032212
 ==  Epoch: 117 | val Loss: 0.243260
ACC_val:0.85
auc_val:0.9811912225705329
f1_weighted_val:0.82890625
f1_macro_val:0.765625
 ==  Epoch: 117 | test Loss: 0.322405
ACC_test:0.7346938775510204
auc_test:0.5405982905982906
f1_weighted_test:0.6975757658159868
f1_macro_test:0.5756162558294471
 ==  Epoch: 118 | Training Loss: 0.218495
ACC_train:0.7531645569620253
auc_train:1.0
f1_weighted_train:0.6769496621194454
f1_macro_train:0.5440621531631521
 ==  Epoch: 118 | val Loss: 0.242897
ACC_val:0.85
auc_val:0.9749216300940439
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 118 | test Loss: 0.325554
ACC_test:0.7346938775510204
auc_test:0.5555555555555556
f1_weighted_test:0.7117236504991609
f1_macro_test:0.6060606060606061
 ==  Epoch: 119 | Training Loss: 0.217797
ACC_train:0.759493670886076
auc_train:1.0
f1_weighted_train:0.6889255259508424
f1_macro_train:0.5626456876456877
 ==  Epoch: 119 | val Loss: 0.243744
ACC_val:0.85
auc_val:0.9498432601880877
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 119 | test Loss: 0.327085
ACC_test:0.7142857142857143
auc_test:0.5705128205128206
f1_weighted_test:0.6958304853041696
f1_macro_test:0.5897129186602872
 ==  Epoch: 120 | Training Loss: 0.215924
ACC_train:0.7531645569620253
auc_train:1.0
f1_weighted_train:0.6769496621194454
f1_macro_train:0.5440621531631521
 ==  Epoch: 120 | val Loss: 0.241550
ACC_val:0.85
auc_val:0.9498432601880877
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 120 | test Loss: 0.323903
ACC_test:0.7142857142857143
auc_test:0.579059829059829
f1_weighted_test:0.6958304853041696
f1_macro_test:0.5897129186602872
 ==  Epoch: 121 | Training Loss: 0.211150
ACC_train:0.7531645569620253
auc_train:1.0
f1_weighted_train:0.6769496621194454
f1_macro_train:0.5440621531631521
 ==  Epoch: 121 | val Loss: 0.238786
ACC_val:0.85
auc_val:0.9592476489028213
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 121 | test Loss: 0.320763
ACC_test:0.7142857142857143
auc_test:0.5598290598290598
f1_weighted_test:0.6958304853041696
f1_macro_test:0.5897129186602872
 ==  Epoch: 122 | Training Loss: 0.212638
ACC_train:0.7531645569620253
auc_train:1.0
f1_weighted_train:0.6769496621194454
f1_macro_train:0.5440621531631521
 ==  Epoch: 122 | val Loss: 0.237007
ACC_val:0.85
auc_val:0.9686520376175548
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 122 | test Loss: 0.319100
ACC_test:0.673469387755102
auc_test:0.5491452991452992
f1_weighted_test:0.6523776974904795
f1_macro_test:0.5311004784688995
 ==  Epoch: 123 | Training Loss: 0.209957
ACC_train:0.7721518987341772
auc_train:1.0
f1_weighted_train:0.7118562179920765
f1_macro_train:0.5979643765903309
 ==  Epoch: 123 | val Loss: 0.236361
ACC_val:0.85
auc_val:0.9623824451410657
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 123 | test Loss: 0.319585
ACC_test:0.673469387755102
auc_test:0.5491452991452992
f1_weighted_test:0.6523776974904795
f1_macro_test:0.5311004784688995
 ==  Epoch: 124 | Training Loss: 0.211536
ACC_train:0.7531645569620253
auc_train:1.0
f1_weighted_train:0.6769496621194454
f1_macro_train:0.5440621531631521
 ==  Epoch: 124 | val Loss: 0.237376
ACC_val:0.85
auc_val:0.9655172413793103
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 124 | test Loss: 0.321666
ACC_test:0.7142857142857143
auc_test:0.5405982905982906
f1_weighted_test:0.6824175824175824
f1_macro_test:0.5602564102564103
 ==  Epoch: 125 | Training Loss: 0.208953
ACC_train:0.7531645569620253
auc_train:1.0
f1_weighted_train:0.6769496621194454
f1_macro_train:0.5440621531631521
 ==  Epoch: 125 | val Loss: 0.237598
ACC_val:0.85
auc_val:0.9592476489028214
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 125 | test Loss: 0.323409
ACC_test:0.7346938775510204
auc_test:0.5555555555555556
f1_weighted_test:0.7117236504991609
f1_macro_test:0.6060606060606061
 ==  Epoch: 126 | Training Loss: 0.208730
ACC_train:0.759493670886076
auc_train:1.0
f1_weighted_train:0.6889255259508424
f1_macro_train:0.5626456876456877
 ==  Epoch: 126 | val Loss: 0.237481
ACC_val:0.85
auc_val:0.9623824451410659
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 126 | test Loss: 0.323484
ACC_test:0.7346938775510204
auc_test:0.561965811965812
f1_weighted_test:0.7117236504991609
f1_macro_test:0.6060606060606061
 ==  Epoch: 127 | Training Loss: 0.209759
ACC_train:0.7721518987341772
auc_train:1.0
f1_weighted_train:0.7118562179920765
f1_macro_train:0.5979643765903309
 ==  Epoch: 127 | val Loss: 0.236762
ACC_val:0.85
auc_val:0.9686520376175548
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 127 | test Loss: 0.321950
ACC_test:0.7551020408163265
auc_test:0.5683760683760684
f1_weighted_test:0.7277864992150707
f1_macro_test:0.6230769230769231
 ==  Epoch: 128 | Training Loss: 0.207802
ACC_train:0.7531645569620253
auc_train:1.0
f1_weighted_train:0.6769496621194454
f1_macro_train:0.5440621531631521
 ==  Epoch: 128 | val Loss: 0.233625
ACC_val:0.825
auc_val:0.9780564263322884
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 128 | test Loss: 0.319696
ACC_test:0.7346938775510204
auc_test:0.5384615384615384
f1_weighted_test:0.6975757658159868
f1_macro_test:0.5756162558294471
 ==  Epoch: 129 | Training Loss: 0.205757
ACC_train:0.759493670886076
auc_train:1.0
f1_weighted_train:0.6889255259508424
f1_macro_train:0.5626456876456877
 ==  Epoch: 129 | val Loss: 0.230877
ACC_val:0.85
auc_val:0.9811912225705329
f1_weighted_val:0.82890625
f1_macro_val:0.765625
 ==  Epoch: 129 | test Loss: 0.317207
ACC_test:0.7346938775510204
auc_test:0.517094017094017
f1_weighted_test:0.6792050153394692
f1_macro_test:0.5374001452432825
 ==  Epoch: 130 | Training Loss: 0.201783
ACC_train:0.7784810126582279
auc_train:1.0
f1_weighted_train:0.7228505041687058
f1_macro_train:0.614768373389063
 ==  Epoch: 130 | val Loss: 0.226914
ACC_val:0.85
auc_val:0.9811912225705329
f1_weighted_val:0.82890625
f1_macro_val:0.765625
 ==  Epoch: 130 | test Loss: 0.314190
ACC_test:0.6938775510204082
auc_test:0.5299145299145299
f1_weighted_test:0.6510489605569075
f1_macro_test:0.5103264490339773
 ==  Epoch: 131 | Training Loss: 0.200055
ACC_train:0.7658227848101266
auc_train:1.0
f1_weighted_train:0.7005542231476932
f1_macro_train:0.5806011909032212
 ==  Epoch: 131 | val Loss: 0.224594
ACC_val:0.85
auc_val:0.9811912225705329
f1_weighted_val:0.82890625
f1_macro_val:0.765625
 ==  Epoch: 131 | test Loss: 0.311261
ACC_test:0.673469387755102
auc_test:0.5299145299145298
f1_weighted_test:0.6370486656200942
f1_macro_test:0.49743589743589745
 ==  Epoch: 132 | Training Loss: 0.199195
ACC_train:0.7658227848101266
auc_train:1.0
f1_weighted_train:0.7005542231476932
f1_macro_train:0.5806011909032212
 ==  Epoch: 132 | val Loss: 0.225106
ACC_val:0.825
auc_val:0.9780564263322884
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 132 | test Loss: 0.312178
ACC_test:0.6938775510204082
auc_test:0.532051282051282
f1_weighted_test:0.667373442883647
f1_macro_test:0.5454545454545454
 ==  Epoch: 133 | Training Loss: 0.197723
ACC_train:0.7658227848101266
auc_train:1.0
f1_weighted_train:0.7005542231476932
f1_macro_train:0.5806011909032212
 ==  Epoch: 133 | val Loss: 0.225484
ACC_val:0.825
auc_val:0.9717868338557993
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 133 | test Loss: 0.311982
ACC_test:0.7142857142857143
auc_test:0.5555555555555556
f1_weighted_test:0.6958304853041696
f1_macro_test:0.5897129186602872
 ==  Epoch: 134 | Training Loss: 0.197921
ACC_train:0.759493670886076
auc_train:1.0
f1_weighted_train:0.6889255259508424
f1_macro_train:0.5626456876456877
 ==  Epoch: 134 | val Loss: 0.225895
ACC_val:0.825
auc_val:0.9686520376175548
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 134 | test Loss: 0.312261
ACC_test:0.7551020408163265
auc_test:0.5534188034188035
f1_weighted_test:0.7277864992150707
f1_macro_test:0.6230769230769231
 ==  Epoch: 135 | Training Loss: 0.197676
ACC_train:0.7531645569620253
auc_train:1.0
f1_weighted_train:0.6769496621194454
f1_macro_train:0.5440621531631521
 ==  Epoch: 135 | val Loss: 0.223449
ACC_val:0.825
auc_val:0.9655172413793103
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 135 | test Loss: 0.311998
ACC_test:0.7551020408163265
auc_test:0.5555555555555556
f1_weighted_test:0.7277864992150707
f1_macro_test:0.6230769230769231
 ==  Epoch: 136 | Training Loss: 0.198416
ACC_train:0.7531645569620253
auc_train:1.0
f1_weighted_train:0.6769496621194454
f1_macro_train:0.5440621531631521
 ==  Epoch: 136 | val Loss: 0.223346
ACC_val:0.825
auc_val:0.9686520376175548
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 136 | test Loss: 0.313569
ACC_test:0.7551020408163265
auc_test:0.5491452991452992
f1_weighted_test:0.7277864992150707
f1_macro_test:0.6230769230769231
 ==  Epoch: 137 | Training Loss: 0.196093
ACC_train:0.7658227848101266
auc_train:1.0
f1_weighted_train:0.7005542231476932
f1_macro_train:0.5806011909032212
 ==  Epoch: 137 | val Loss: 0.224169
ACC_val:0.825
auc_val:0.9655172413793103
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 137 | test Loss: 0.311805
ACC_test:0.7346938775510204
auc_test:0.5534188034188035
f1_weighted_test:0.6975757658159868
f1_macro_test:0.5756162558294471
 ==  Epoch: 138 | Training Loss: 0.192664
ACC_train:0.7784810126582279
auc_train:1.0
f1_weighted_train:0.7228505041687058
f1_macro_train:0.614768373389063
 ==  Epoch: 138 | val Loss: 0.224369
ACC_val:0.8
auc_val:0.9686520376175548
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 138 | test Loss: 0.310973
ACC_test:0.7346938775510204
auc_test:0.5448717948717948
f1_weighted_test:0.6975757658159868
f1_macro_test:0.5756162558294471
 ==  Epoch: 139 | Training Loss: 0.193598
ACC_train:0.759493670886076
auc_train:1.0
f1_weighted_train:0.6889255259508424
f1_macro_train:0.5626456876456877
 ==  Epoch: 139 | val Loss: 0.221817
ACC_val:0.8
auc_val:0.9749216300940439
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 139 | test Loss: 0.310828
ACC_test:0.7142857142857143
auc_test:0.5384615384615384
f1_weighted_test:0.665079365079365
f1_macro_test:0.5236111111111111
 ==  Epoch: 140 | Training Loss: 0.191886
ACC_train:0.7848101265822784
auc_train:1.0
f1_weighted_train:0.7335547364028377
f1_macro_train:0.631043956043956
 ==  Epoch: 140 | val Loss: 0.223062
ACC_val:0.825
auc_val:0.9717868338557993
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 140 | test Loss: 0.311672
ACC_test:0.7142857142857143
auc_test:0.5341880341880342
f1_weighted_test:0.665079365079365
f1_macro_test:0.5236111111111111
 ==  Epoch: 141 | Training Loss: 0.192174
ACC_train:0.7784810126582279
auc_train:1.0
f1_weighted_train:0.7228505041687058
f1_macro_train:0.614768373389063
 ==  Epoch: 141 | val Loss: 0.223392
ACC_val:0.8
auc_val:0.9717868338557993
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 141 | test Loss: 0.312101
ACC_test:0.7346938775510204
auc_test:0.5384615384615384
f1_weighted_test:0.6792050153394692
f1_macro_test:0.5374001452432825
 ==  Epoch: 142 | Training Loss: 0.189728
ACC_train:0.7721518987341772
auc_train:1.0
f1_weighted_train:0.7118562179920765
f1_macro_train:0.5979643765903309
 ==  Epoch: 142 | val Loss: 0.223943
ACC_val:0.8
auc_val:0.9717868338557993
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 142 | test Loss: 0.312590
ACC_test:0.7551020408163265
auc_test:0.5555555555555556
f1_weighted_test:0.7129251700680271
f1_macro_test:0.5916666666666667
 ==  Epoch: 143 | Training Loss: 0.192150
ACC_train:0.7468354430379747
auc_train:1.0
f1_weighted_train:0.6646045493480537
f1_macro_train:0.524812030075188
 ==  Epoch: 143 | val Loss: 0.222065
ACC_val:0.8
auc_val:0.9749216300940439
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 143 | test Loss: 0.313245
ACC_test:0.7346938775510204
auc_test:0.5598290598290598
f1_weighted_test:0.6975757658159868
f1_macro_test:0.5756162558294471
 ==  Epoch: 144 | Training Loss: 0.189562
ACC_train:0.7531645569620253
auc_train:1.0
f1_weighted_train:0.6769496621194454
f1_macro_train:0.5440621531631521
 ==  Epoch: 144 | val Loss: 0.219241
ACC_val:0.8
auc_val:0.9749216300940439
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 144 | test Loss: 0.310245
ACC_test:0.7551020408163265
auc_test:0.5470085470085471
f1_weighted_test:0.7129251700680271
f1_macro_test:0.5916666666666667
 ==  Epoch: 145 | Training Loss: 0.188064
ACC_train:0.7721518987341772
auc_train:1.0
f1_weighted_train:0.7118562179920765
f1_macro_train:0.5979643765903309
 ==  Epoch: 145 | val Loss: 0.217196
ACC_val:0.8
auc_val:0.9780564263322884
f1_weighted_val:0.754978354978355
f1_macro_val:0.6536796536796536
 ==  Epoch: 145 | test Loss: 0.307503
ACC_test:0.7346938775510204
auc_test:0.532051282051282
f1_weighted_test:0.6792050153394692
f1_macro_test:0.5374001452432825
 ==  Epoch: 146 | Training Loss: 0.185841
ACC_train:0.759493670886076
auc_train:1.0
f1_weighted_train:0.6889255259508424
f1_macro_train:0.5626456876456877
 ==  Epoch: 146 | val Loss: 0.214384
ACC_val:0.825
auc_val:0.9811912225705329
f1_weighted_val:0.7935897435897437
f1_macro_val:0.7128205128205128
 ==  Epoch: 146 | test Loss: 0.305097
ACC_test:0.7346938775510204
auc_test:0.5213675213675214
f1_weighted_test:0.6792050153394692
f1_macro_test:0.5374001452432825
 ==  Epoch: 147 | Training Loss: 0.182551
ACC_train:0.7784810126582279
auc_train:1.0
f1_weighted_train:0.7228505041687058
f1_macro_train:0.614768373389063
 ==  Epoch: 147 | val Loss: 0.213320
ACC_val:0.825
auc_val:0.9811912225705329
f1_weighted_val:0.7935897435897437
f1_macro_val:0.7128205128205128
 ==  Epoch: 147 | test Loss: 0.305696
ACC_test:0.7142857142857143
auc_test:0.532051282051282
f1_weighted_test:0.665079365079365
f1_macro_test:0.5236111111111111
 ==  Epoch: 148 | Training Loss: 0.182958
ACC_train:0.759493670886076
auc_train:1.0
f1_weighted_train:0.6889255259508424
f1_macro_train:0.5626456876456877
 ==  Epoch: 148 | val Loss: 0.212782
ACC_val:0.825
auc_val:0.9780564263322884
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 148 | test Loss: 0.308565
ACC_test:0.7346938775510204
auc_test:0.5427350427350428
f1_weighted_test:0.6975757658159868
f1_macro_test:0.5756162558294471
 ==  Epoch: 149 | Training Loss: 0.182318
ACC_train:0.759493670886076
auc_train:1.0
f1_weighted_train:0.6889255259508424
f1_macro_train:0.5626456876456877
 ==  Epoch: 149 | val Loss: 0.211648
ACC_val:0.825
auc_val:0.9780564263322884
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 149 | test Loss: 0.309837
ACC_test:0.7346938775510204
auc_test:0.5427350427350427
f1_weighted_test:0.6975757658159868
f1_macro_test:0.5756162558294471
 ==  Epoch: 150 | Training Loss: 0.179141
ACC_train:0.7658227848101266
auc_train:1.0
f1_weighted_train:0.7005542231476932
f1_macro_train:0.5806011909032212
 ==  Epoch: 150 | val Loss: 0.210509
ACC_val:0.825
auc_val:0.9780564263322884
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 150 | test Loss: 0.312768
ACC_test:0.7142857142857143
auc_test:0.547008547008547
f1_weighted_test:0.6824175824175824
f1_macro_test:0.5602564102564103
 ==  Epoch: 151 | Training Loss: 0.177559
ACC_train:0.759493670886076
auc_train:1.0
f1_weighted_train:0.6889255259508424
f1_macro_train:0.5626456876456877
 ==  Epoch: 151 | val Loss: 0.208739
ACC_val:0.825
auc_val:0.9780564263322884
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 151 | test Loss: 0.311111
ACC_test:0.7346938775510204
auc_test:0.5384615384615384
f1_weighted_test:0.6975757658159868
f1_macro_test:0.5756162558294471
 ==  Epoch: 152 | Training Loss: 0.178211
ACC_train:0.7721518987341772
auc_train:1.0
f1_weighted_train:0.7118562179920765
f1_macro_train:0.5979643765903309
 ==  Epoch: 152 | val Loss: 0.209113
ACC_val:0.825
auc_val:0.9780564263322884
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 152 | test Loss: 0.312871
ACC_test:0.7346938775510204
auc_test:0.5363247863247863
f1_weighted_test:0.6975757658159868
f1_macro_test:0.5756162558294471
 ==  Epoch: 153 | Training Loss: 0.172619
ACC_train:0.7848101265822784
auc_train:1.0
f1_weighted_train:0.7335547364028377
f1_macro_train:0.631043956043956
 ==  Epoch: 153 | val Loss: 0.205208
ACC_val:0.825
auc_val:0.9780564263322884
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 153 | test Loss: 0.313325
ACC_test:0.7346938775510204
auc_test:0.5256410256410257
f1_weighted_test:0.6975757658159868
f1_macro_test:0.5756162558294471
 ==  Epoch: 154 | Training Loss: 0.172288
ACC_train:0.7721518987341772
auc_train:1.0
f1_weighted_train:0.7118562179920765
f1_macro_train:0.5979643765903309
 ==  Epoch: 154 | val Loss: 0.202042
ACC_val:0.825
auc_val:0.9780564263322884
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 154 | test Loss: 0.315280
ACC_test:0.7142857142857143
auc_test:0.5192307692307692
f1_weighted_test:0.6824175824175824
f1_macro_test:0.5602564102564103
 ==  Epoch: 155 | Training Loss: 0.170140
ACC_train:0.7848101265822784
auc_train:1.0
f1_weighted_train:0.7335547364028377
f1_macro_train:0.631043956043956
 ==  Epoch: 155 | val Loss: 0.200278
ACC_val:0.825
auc_val:0.9780564263322884
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 155 | test Loss: 0.316591
ACC_test:0.6530612244897959
auc_test:0.5149572649572649
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 156 | Training Loss: 0.169333
ACC_train:0.7784810126582279
auc_train:1.0
f1_weighted_train:0.7228505041687058
f1_macro_train:0.614768373389063
 ==  Epoch: 156 | val Loss: 0.199454
ACC_val:0.825
auc_val:0.9780564263322884
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 156 | test Loss: 0.316896
ACC_test:0.6530612244897959
auc_test:0.5
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 157 | Training Loss: 0.169205
ACC_train:0.759493670886076
auc_train:1.0
f1_weighted_train:0.6889255259508424
f1_macro_train:0.5626456876456877
 ==  Epoch: 157 | val Loss: 0.199259
ACC_val:0.825
auc_val:0.9780564263322884
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 157 | test Loss: 0.314004
ACC_test:0.673469387755102
auc_test:0.4850427350427351
f1_weighted_test:0.6523776974904795
f1_macro_test:0.5311004784688995
 ==  Epoch: 158 | Training Loss: 0.166582
ACC_train:0.7658227848101266
auc_train:1.0
f1_weighted_train:0.7005542231476932
f1_macro_train:0.5806011909032212
 ==  Epoch: 158 | val Loss: 0.199251
ACC_val:0.825
auc_val:0.9780564263322884
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 158 | test Loss: 0.313176
ACC_test:0.7142857142857143
auc_test:0.4807692307692307
f1_weighted_test:0.6958304853041696
f1_macro_test:0.5897129186602872
 ==  Epoch: 159 | Training Loss: 0.164246
ACC_train:0.759493670886076
auc_train:1.0
f1_weighted_train:0.6889255259508424
f1_macro_train:0.5626456876456877
 ==  Epoch: 159 | val Loss: 0.196842
ACC_val:0.85
auc_val:0.9780564263322884
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 159 | test Loss: 0.313324
ACC_test:0.7142857142857143
auc_test:0.4807692307692307
f1_weighted_test:0.6958304853041696
f1_macro_test:0.5897129186602872
 ==  Epoch: 160 | Training Loss: 0.161272
ACC_train:0.7721518987341772
auc_train:1.0
f1_weighted_train:0.7118562179920765
f1_macro_train:0.5979643765903309
 ==  Epoch: 160 | val Loss: 0.191907
ACC_val:0.85
auc_val:0.9780564263322884
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 160 | test Loss: 0.311432
ACC_test:0.6530612244897959
auc_test:0.4935897435897436
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 161 | Training Loss: 0.161775
ACC_train:0.759493670886076
auc_train:1.0
f1_weighted_train:0.6889255259508424
f1_macro_train:0.5626456876456877
 ==  Epoch: 161 | val Loss: 0.187997
ACC_val:0.85
auc_val:0.9780564263322884
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 161 | test Loss: 0.308948
ACC_test:0.6530612244897959
auc_test:0.49999999999999994
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 162 | Training Loss: 0.161043
ACC_train:0.7721518987341772
auc_train:1.0
f1_weighted_train:0.7118562179920765
f1_macro_train:0.5979643765903309
 ==  Epoch: 162 | val Loss: 0.186688
ACC_val:0.85
auc_val:0.9749216300940439
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 162 | test Loss: 0.306944
ACC_test:0.6938775510204082
auc_test:0.5
f1_weighted_test:0.6800354924578528
f1_macro_test:0.5739130434782609
 ==  Epoch: 163 | Training Loss: 0.159238
ACC_train:0.7658227848101266
auc_train:1.0
f1_weighted_train:0.7005542231476932
f1_macro_train:0.5806011909032212
 ==  Epoch: 163 | val Loss: 0.186474
ACC_val:0.85
auc_val:0.9749216300940439
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 163 | test Loss: 0.308106
ACC_test:0.7142857142857143
auc_test:0.5192307692307693
f1_weighted_test:0.6958304853041696
f1_macro_test:0.5897129186602872
 ==  Epoch: 164 | Training Loss: 0.156193
ACC_train:0.7848101265822784
auc_train:1.0
f1_weighted_train:0.7335547364028377
f1_macro_train:0.631043956043956
 ==  Epoch: 164 | val Loss: 0.186976
ACC_val:0.85
auc_val:0.9717868338557993
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 164 | test Loss: 0.312064
ACC_test:0.673469387755102
auc_test:0.5192307692307693
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 165 | Training Loss: 0.154905
ACC_train:0.7848101265822784
auc_train:1.0
f1_weighted_train:0.7335547364028377
f1_macro_train:0.631043956043956
 ==  Epoch: 165 | val Loss: 0.182750
ACC_val:0.85
auc_val:0.9780564263322884
f1_weighted_val:0.8381720430107527
f1_macro_val:0.7849462365591398
 ==  Epoch: 165 | test Loss: 0.308895
ACC_test:0.673469387755102
auc_test:0.5
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 166 | Training Loss: 0.155858
ACC_train:0.7848101265822784
auc_train:1.0
f1_weighted_train:0.7335547364028377
f1_macro_train:0.631043956043956
 ==  Epoch: 166 | val Loss: 0.182348
ACC_val:0.875
auc_val:0.9843260188087775
f1_weighted_val:0.8615779645191409
f1_macro_val:0.8132586367880486
 ==  Epoch: 166 | test Loss: 0.309521
ACC_test:0.6326530612244898
auc_test:0.4850427350427351
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 167 | Training Loss: 0.156055
ACC_train:0.7848101265822784
auc_train:1.0
f1_weighted_train:0.7335547364028377
f1_macro_train:0.631043956043956
 ==  Epoch: 167 | val Loss: 0.183945
ACC_val:0.875
auc_val:0.9874608150470219
f1_weighted_val:0.8615779645191409
f1_macro_val:0.8132586367880486
 ==  Epoch: 167 | test Loss: 0.310486
ACC_test:0.6326530612244898
auc_test:0.5128205128205128
f1_weighted_test:0.6223110865968009
f1_macro_test:0.5033783783783783
 ==  Epoch: 168 | Training Loss: 0.154691
ACC_train:0.7848101265822784
auc_train:1.0
f1_weighted_train:0.7335547364028377
f1_macro_train:0.631043956043956
 ==  Epoch: 168 | val Loss: 0.187652
ACC_val:0.825
auc_val:0.9811912225705329
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 168 | test Loss: 0.311330
ACC_test:0.6530612244897959
auc_test:0.5170940170940171
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 169 | Training Loss: 0.154819
ACC_train:0.7784810126582279
auc_train:1.0
f1_weighted_train:0.7228505041687058
f1_macro_train:0.614768373389063
 ==  Epoch: 169 | val Loss: 0.191415
ACC_val:0.825
auc_val:0.9780564263322884
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 169 | test Loss: 0.311159
ACC_test:0.7346938775510204
auc_test:0.5341880341880342
f1_weighted_test:0.7117236504991609
f1_macro_test:0.6060606060606061
 ==  Epoch: 170 | Training Loss: 0.154627
ACC_train:0.7658227848101266
auc_train:1.0
f1_weighted_train:0.7005542231476932
f1_macro_train:0.5806011909032212
 ==  Epoch: 170 | val Loss: 0.191378
ACC_val:0.825
auc_val:0.9780564263322884
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 170 | test Loss: 0.308956
ACC_test:0.7551020408163265
auc_test:0.5491452991452992
f1_weighted_test:0.7277864992150707
f1_macro_test:0.6230769230769231
 ==  Epoch: 171 | Training Loss: 0.151936
ACC_train:0.7784810126582279
auc_train:1.0
f1_weighted_train:0.7228505041687058
f1_macro_train:0.614768373389063
 ==  Epoch: 171 | val Loss: 0.189196
ACC_val:0.825
auc_val:0.9780564263322884
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 171 | test Loss: 0.304686
ACC_test:0.7551020408163265
auc_test:0.5491452991452991
f1_weighted_test:0.7277864992150707
f1_macro_test:0.6230769230769231
 ==  Epoch: 172 | Training Loss: 0.153851
ACC_train:0.7848101265822784
auc_train:1.0
f1_weighted_train:0.7335547364028377
f1_macro_train:0.631043956043956
 ==  Epoch: 172 | val Loss: 0.186062
ACC_val:0.825
auc_val:0.9843260188087775
f1_weighted_val:0.7935897435897437
f1_macro_val:0.7128205128205128
 ==  Epoch: 172 | test Loss: 0.298395
ACC_test:0.6938775510204082
auc_test:0.5363247863247863
f1_weighted_test:0.6510489605569075
f1_macro_test:0.5103264490339773
 ==  Epoch: 173 | Training Loss: 0.153596
ACC_train:0.7848101265822784
auc_train:1.0
f1_weighted_train:0.7335547364028377
f1_macro_train:0.631043956043956
 ==  Epoch: 173 | val Loss: 0.185102
ACC_val:0.825
auc_val:0.9843260188087775
f1_weighted_val:0.7935897435897437
f1_macro_val:0.7128205128205128
 ==  Epoch: 173 | test Loss: 0.296583
ACC_test:0.6938775510204082
auc_test:0.5363247863247863
f1_weighted_test:0.6510489605569075
f1_macro_test:0.5103264490339773
 ==  Epoch: 174 | Training Loss: 0.153431
ACC_train:0.7911392405063291
auc_train:1.0
f1_weighted_train:0.7439853482491724
f1_macro_train:0.64681975208291
 ==  Epoch: 174 | val Loss: 0.185778
ACC_val:0.8
auc_val:0.9749216300940439
f1_weighted_val:0.7718750000000001
f1_macro_val:0.6875000000000001
 ==  Epoch: 174 | test Loss: 0.297448
ACC_test:0.7142857142857143
auc_test:0.5491452991452991
f1_weighted_test:0.6824175824175824
f1_macro_test:0.5602564102564103
 ==  Epoch: 175 | Training Loss: 0.153801
ACC_train:0.7658227848101266
auc_train:1.0
f1_weighted_train:0.7005542231476932
f1_macro_train:0.5806011909032212
 ==  Epoch: 175 | val Loss: 0.187124
ACC_val:0.825
auc_val:0.9749216300940439
f1_weighted_val:0.8062091503267974
f1_macro_val:0.738562091503268
 ==  Epoch: 175 | test Loss: 0.302317
ACC_test:0.7142857142857143
auc_test:0.5384615384615384
f1_weighted_test:0.6824175824175824
f1_macro_test:0.5602564102564103
 ==  Epoch: 176 | Training Loss: 0.150939
ACC_train:0.7721518987341772
auc_train:1.0
f1_weighted_train:0.7118562179920765
f1_macro_train:0.5979643765903309
 ==  Epoch: 176 | val Loss: 0.188151
ACC_val:0.875
auc_val:0.9780564263322884
f1_weighted_val:0.8682053494391717
f1_macro_val:0.8274374460742018
 ==  Epoch: 176 | test Loss: 0.306548
ACC_test:0.7142857142857143
auc_test:0.547008547008547
f1_weighted_test:0.6824175824175824
f1_macro_test:0.5602564102564103
 ==  Epoch: 177 | Training Loss: 0.149735
ACC_train:0.8481012658227848
auc_train:1.0
f1_weighted_train:0.8277744533947066
f1_macro_train:0.7701818181818182
 ==  Epoch: 177 | val Loss: 0.185730
ACC_val:0.875
auc_val:0.9780564263322884
f1_weighted_val:0.8682053494391717
f1_macro_val:0.8274374460742018
 ==  Epoch: 177 | test Loss: 0.306032
ACC_test:0.7142857142857143
auc_test:0.5427350427350427
f1_weighted_test:0.6824175824175824
f1_macro_test:0.5602564102564103
 ==  Epoch: 178 | Training Loss: 0.149100
ACC_train:0.9050632911392406
auc_train:1.0
f1_weighted_train:0.8985240821471716
f1_macro_train:0.8688796680497926
 ==  Epoch: 178 | val Loss: 0.184258
ACC_val:0.875
auc_val:0.9905956112852665
f1_weighted_val:0.8615779645191409
f1_macro_val:0.8132586367880486
 ==  Epoch: 178 | test Loss: 0.304462
ACC_test:0.673469387755102
auc_test:0.5235042735042735
f1_weighted_test:0.6370486656200942
f1_macro_test:0.49743589743589745
 ==  Epoch: 179 | Training Loss: 0.150128
ACC_train:0.8987341772151899
auc_train:1.0
f1_weighted_train:0.8911341512031961
f1_macro_train:0.8588340406522226
 ==  Epoch: 179 | val Loss: 0.184676
ACC_val:0.875
auc_val:0.9905956112852665
f1_weighted_val:0.8615779645191409
f1_macro_val:0.8132586367880486
 ==  Epoch: 179 | test Loss: 0.305237
ACC_test:0.7142857142857143
auc_test:0.5213675213675213
f1_weighted_test:0.665079365079365
f1_macro_test:0.5236111111111111
 ==  Epoch: 180 | Training Loss: 0.147009
ACC_train:0.9050632911392406
auc_train:1.0
f1_weighted_train:0.8985240821471716
f1_macro_train:0.8688796680497926
 ==  Epoch: 180 | val Loss: 0.186612
ACC_val:0.9
auc_val:0.9905956112852665
f1_weighted_val:0.8921146953405017
f1_macro_val:0.8566308243727598
 ==  Epoch: 180 | test Loss: 0.307629
ACC_test:0.7142857142857143
auc_test:0.5299145299145299
f1_weighted_test:0.665079365079365
f1_macro_test:0.5236111111111111
 ==  Epoch: 181 | Training Loss: 0.148021
ACC_train:0.9050632911392406
auc_train:1.0
f1_weighted_train:0.8985240821471716
f1_macro_train:0.8688796680497926
 ==  Epoch: 181 | val Loss: 0.184619
ACC_val:0.875
auc_val:0.9780564263322884
f1_weighted_val:0.8682053494391717
f1_macro_val:0.8274374460742018
 ==  Epoch: 181 | test Loss: 0.303728
ACC_test:0.7346938775510204
auc_test:0.547008547008547
f1_weighted_test:0.6975757658159868
f1_macro_test:0.5756162558294471
 ==  Epoch: 182 | Training Loss: 0.145702
ACC_train:0.9367088607594937
auc_train:1.0
f1_weighted_train:0.934094078523922
f1_macro_train:0.916313559322034
 ==  Epoch: 182 | val Loss: 0.180838
ACC_val:0.875
auc_val:0.9780564263322884
f1_weighted_val:0.8682053494391717
f1_macro_val:0.8274374460742018
 ==  Epoch: 182 | test Loss: 0.297144
ACC_test:0.7346938775510204
auc_test:0.5405982905982906
f1_weighted_test:0.6975757658159868
f1_macro_test:0.5756162558294471
 ==  Epoch: 183 | Training Loss: 0.146675
ACC_train:0.9113924050632911
auc_train:1.0
f1_weighted_train:0.9058155673995114
f1_macro_train:0.8787280701754385
 ==  Epoch: 183 | val Loss: 0.178619
ACC_val:0.875
auc_val:0.9874608150470219
f1_weighted_val:0.8615779645191409
f1_macro_val:0.8132586367880486
 ==  Epoch: 183 | test Loss: 0.294496
ACC_test:0.7346938775510204
auc_test:0.5363247863247863
f1_weighted_test:0.6792050153394692
f1_macro_test:0.5374001452432825
 ==  Epoch: 184 | Training Loss: 0.142188
ACC_train:0.930379746835443
auc_train:1.0
f1_weighted_train:0.9271484270683117
f1_macro_train:0.9071729957805907
 ==  Epoch: 184 | val Loss: 0.176398
ACC_val:0.875
auc_val:0.9905956112852665
f1_weighted_val:0.8615779645191409
f1_macro_val:0.8132586367880486
 ==  Epoch: 184 | test Loss: 0.295629
ACC_test:0.7142857142857143
auc_test:0.5235042735042735
f1_weighted_test:0.665079365079365
f1_macro_test:0.5236111111111111
 ==  Epoch: 185 | Training Loss: 0.141949
ACC_train:0.9113924050632911
auc_train:1.0
f1_weighted_train:0.9058155673995114
f1_macro_train:0.8787280701754385
 ==  Epoch: 185 | val Loss: 0.175643
ACC_val:0.825
auc_val:0.9905956112852665
f1_weighted_val:0.7935897435897437
f1_macro_val:0.7128205128205128
 ==  Epoch: 185 | test Loss: 0.300788
ACC_test:0.6938775510204082
auc_test:0.5299145299145299
f1_weighted_test:0.6510489605569075
f1_macro_test:0.5103264490339773
 ==  Epoch: 186 | Training Loss: 0.139002
ACC_train:0.9430379746835443
auc_train:1.0
f1_weighted_train:0.94096417990843
f1_macro_train:0.9252955082742318
 ==  Epoch: 186 | val Loss: 0.175615
ACC_val:0.875
auc_val:0.9937304075235109
f1_weighted_val:0.8615779645191409
f1_macro_val:0.8132586367880486
 ==  Epoch: 186 | test Loss: 0.308312
ACC_test:0.673469387755102
auc_test:0.5277777777777778
f1_weighted_test:0.6370486656200942
f1_macro_test:0.49743589743589745
 ==  Epoch: 187 | Training Loss: 0.137524
ACC_train:0.930379746835443
auc_train:1.0
f1_weighted_train:0.9271484270683117
f1_macro_train:0.9071729957805907
 ==  Epoch: 187 | val Loss: 0.174486
ACC_val:0.9
auc_val:0.9937304075235109
f1_weighted_val:0.8921146953405017
f1_macro_val:0.8566308243727598
 ==  Epoch: 187 | test Loss: 0.312751
ACC_test:0.6530612244897959
auc_test:0.532051282051282
f1_weighted_test:0.6230232352681332
f1_macro_test:0.48484848484848486
 ==  Epoch: 188 | Training Loss: 0.135512
ACC_train:0.9683544303797469
auc_train:1.0
f1_weighted_train:0.967766162851792
f1_macro_train:0.9597657244716068
 ==  Epoch: 188 | val Loss: 0.173917
ACC_val:0.875
auc_val:0.9811912225705329
f1_weighted_val:0.8682053494391717
f1_macro_val:0.8274374460742018
 ==  Epoch: 188 | test Loss: 0.316653
ACC_test:0.673469387755102
auc_test:0.5299145299145299
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 189 | Training Loss: 0.133692
ACC_train:0.9556962025316456
auc_train:1.0
f1_weighted_train:0.9544934777955741
f1_macro_train:0.942809866073737
 ==  Epoch: 189 | val Loss: 0.175276
ACC_val:0.9
auc_val:0.9780564263322884
f1_weighted_val:0.8966666666666667
f1_macro_val:0.8666666666666667
 ==  Epoch: 189 | test Loss: 0.321213
ACC_test:0.673469387755102
auc_test:0.5341880341880342
f1_weighted_test:0.673469387755102
f1_macro_test:0.5811965811965812
 ==  Epoch: 190 | Training Loss: 0.132381
ACC_train:0.9873417721518988
auc_train:1.0
f1_weighted_train:0.9872534471968183
f1_macro_train:0.9842503987240829
 ==  Epoch: 190 | val Loss: 0.176028
ACC_val:0.9
auc_val:0.9749216300940439
f1_weighted_val:0.8966666666666667
f1_macro_val:0.8666666666666667
 ==  Epoch: 190 | test Loss: 0.325140
ACC_test:0.6326530612244898
auc_test:0.5555555555555555
f1_weighted_test:0.6405247813411078
f1_macro_test:0.5499999999999999
 ==  Epoch: 191 | Training Loss: 0.130893
ACC_train:0.9746835443037974
auc_train:1.0
f1_weighted_train:0.9743149326131753
f1_macro_train:0.9680485338725986
 ==  Epoch: 191 | val Loss: 0.172232
ACC_val:0.9
auc_val:0.9780564263322884
f1_weighted_val:0.8966666666666667
f1_macro_val:0.8666666666666667
 ==  Epoch: 191 | test Loss: 0.318139
ACC_test:0.6530612244897959
auc_test:0.5384615384615384
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 192 | Training Loss: 0.131813
ACC_train:0.9556962025316456
auc_train:1.0
f1_weighted_train:0.9544934777955741
f1_macro_train:0.942809866073737
 ==  Epoch: 192 | val Loss: 0.168141
ACC_val:0.9
auc_val:0.9874608150470219
f1_weighted_val:0.8921146953405017
f1_macro_val:0.8566308243727598
 ==  Epoch: 192 | test Loss: 0.310386
ACC_test:0.6530612244897959
auc_test:0.5277777777777777
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 193 | Training Loss: 0.132064
ACC_train:0.9493670886075949
auc_train:1.0
f1_weighted_train:0.9477627103437539
f1_macro_train:0.9341254951011049
 ==  Epoch: 193 | val Loss: 0.164051
ACC_val:0.9
auc_val:0.9843260188087775
f1_weighted_val:0.8921146953405017
f1_macro_val:0.8566308243727598
 ==  Epoch: 193 | test Loss: 0.301090
ACC_test:0.6530612244897959
auc_test:0.5021367521367521
f1_weighted_test:0.6373735581188997
f1_macro_test:0.5171014492753624
 ==  Epoch: 194 | Training Loss: 0.129305
ACC_train:0.9746835443037974
auc_train:1.0
f1_weighted_train:0.9743149326131753
f1_macro_train:0.9680485338725986
 ==  Epoch: 194 | val Loss: 0.164300
ACC_val:0.875
auc_val:0.9749216300940439
f1_weighted_val:0.8682053494391717
f1_macro_val:0.8274374460742018
 ==  Epoch: 194 | test Loss: 0.304450
ACC_test:0.673469387755102
auc_test:0.49145299145299143
f1_weighted_test:0.6642765214193787
f1_macro_test:0.5585585585585586
 ==  Epoch: 195 | Training Loss: 0.129784
ACC_train:0.9620253164556962
auc_train:1.0
f1_weighted_train:0.9611601297000687
f1_macro_train:0.9513546798029557
 ==  Epoch: 195 | val Loss: 0.167140
ACC_val:0.875
auc_val:0.9717868338557993
f1_weighted_val:0.8682053494391717
f1_macro_val:0.8274374460742018
 ==  Epoch: 195 | test Loss: 0.311614
ACC_test:0.6530612244897959
auc_test:0.5106837606837606
f1_weighted_test:0.6484987419625384
f1_macro_test:0.5435616438356164
 ==  Epoch: 196 | Training Loss: 0.131589
ACC_train:0.9683544303797469
auc_train:1.0
f1_weighted_train:0.967766162851792
f1_macro_train:0.9597657244716068
 ==  Epoch: 196 | val Loss: 0.164148
ACC_val:0.875
auc_val:0.9874608150470219
f1_weighted_val:0.8682053494391717
f1_macro_val:0.8274374460742018
 ==  Epoch: 196 | test Loss: 0.304649
ACC_test:0.7142857142857143
auc_test:0.5213675213675214
f1_weighted_test:0.6958304853041696
f1_macro_test:0.5897129186602872
 ==  Epoch: 197 | Training Loss: 0.129074
ACC_train:0.9620253164556962
auc_train:1.0
f1_weighted_train:0.9611601297000687
f1_macro_train:0.9513546798029557
 ==  Epoch: 197 | val Loss: 0.165788
ACC_val:0.9
auc_val:0.9905956112852665
f1_weighted_val:0.8921146953405017
f1_macro_val:0.8566308243727598
 ==  Epoch: 197 | test Loss: 0.305154
ACC_test:0.673469387755102
auc_test:0.5213675213675214
f1_weighted_test:0.6523776974904795
f1_macro_test:0.5311004784688995
 ==  Epoch: 198 | Training Loss: 0.128077
ACC_train:0.9620253164556962
auc_train:1.0
f1_weighted_train:0.9611601297000687
f1_macro_train:0.9513546798029557
 ==  Epoch: 198 | val Loss: 0.167689
ACC_val:0.85
auc_val:0.9937304075235109
f1_weighted_val:0.82890625
f1_macro_val:0.765625
 ==  Epoch: 198 | test Loss: 0.308055
ACC_test:0.6530612244897959
auc_test:0.5064102564102564
f1_weighted_test:0.6230232352681332
f1_macro_test:0.48484848484848486
 ==  Epoch: 199 | Training Loss: 0.130371
ACC_train:0.9367088607594937
auc_train:1.0
f1_weighted_train:0.934094078523922
f1_macro_train:0.916313559322034
 ==  Epoch: 199 | val Loss: 0.166065
ACC_val:0.9
auc_val:0.9905956112852664
f1_weighted_val:0.8921146953405017
f1_macro_val:0.8566308243727598
 ==  Epoch: 199 | test Loss: 0.309534
ACC_test:0.673469387755102
auc_test:0.5021367521367521
f1_weighted_test:0.6370486656200942
f1_macro_test:0.49743589743589745
 ==  Epoch: 200 | Training Loss: 0.127373
ACC_train:0.9556962025316456
auc_train:1.0
f1_weighted_train:0.9544934777955741
f1_macro_train:0.942809866073737
 ==  Epoch: 200 | val Loss: 0.165696
ACC_val:0.925
auc_val:0.9874608150470219
f1_weighted_val:0.920923209663503
f1_macro_val:0.8964624676445212
 ==  Epoch: 200 | test Loss: 0.312448
ACC_test:0.673469387755102
auc_test:0.4700854700854701
f1_weighted_test:0.6370486656200942
f1_macro_test:0.49743589743589745
 ==  Epoch: 201 | Training Loss: 0.128808
ACC_train:0.9556962025316456
auc_train:1.0
f1_weighted_train:0.9544934777955741
f1_macro_train:0.942809866073737
 ==  Epoch: 201 | val Loss: 0.163518
ACC_val:0.9
auc_val:0.9874608150470219
f1_weighted_val:0.8921146953405017
f1_macro_val:0.8566308243727598
 ==  Epoch: 201 | test Loss: 0.303958
ACC_test:0.673469387755102
auc_test:0.4615384615384615
f1_weighted_test:0.6370486656200942
f1_macro_test:0.49743589743589745
 ==  Epoch: 202 | Training Loss: 0.128037
ACC_train:0.9493670886075949
auc_train:1.0
f1_weighted_train:0.9477627103437539
f1_macro_train:0.9341254951011049
 ==  Epoch: 202 | val Loss: 0.162923
ACC_val:0.9
auc_val:0.9874608150470219
f1_weighted_val:0.8921146953405017
f1_macro_val:0.8566308243727598
 ==  Epoch: 202 | test Loss: 0.296851
ACC_test:0.673469387755102
auc_test:0.4722222222222222
f1_weighted_test:0.6370486656200942
f1_macro_test:0.49743589743589745
 ==  Epoch: 203 | Training Loss: 0.128293
ACC_train:0.9367088607594937
auc_train:1.0
f1_weighted_train:0.934094078523922
f1_macro_train:0.916313559322034
 ==  Epoch: 203 | val Loss: 0.163080
ACC_val:0.875
auc_val:0.9843260188087775
f1_weighted_val:0.8615779645191409
f1_macro_val:0.8132586367880486
 ==  Epoch: 203 | test Loss: 0.290229
ACC_test:0.673469387755102
auc_test:0.4871794871794871
f1_weighted_test:0.6370486656200942
f1_macro_test:0.49743589743589745
 ==  Epoch: 204 | Training Loss: 0.127539
ACC_train:0.9746835443037974
auc_train:1.0
f1_weighted_train:0.9743149326131753
f1_macro_train:0.9680485338725986
 ==  Epoch: 204 | val Loss: 0.164333
ACC_val:0.9
auc_val:0.9811912225705329
f1_weighted_val:0.8921146953405017
f1_macro_val:0.8566308243727598
 ==  Epoch: 204 | test Loss: 0.288990
ACC_test:0.6938775510204082
auc_test:0.5085470085470085
f1_weighted_test:0.6510489605569075
f1_macro_test:0.5103264490339773
 ==  Epoch: 205 | Training Loss: 0.128959
ACC_train:0.9556962025316456
auc_train:1.0
f1_weighted_train:0.9544934777955741
f1_macro_train:0.942809866073737
 ==  Epoch: 205 | val Loss: 0.165878
ACC_val:0.9
auc_val:0.9780564263322884
f1_weighted_val:0.8921146953405017
f1_macro_val:0.8566308243727598
 ==  Epoch: 205 | test Loss: 0.288019
ACC_test:0.6938775510204082
auc_test:0.5235042735042735
f1_weighted_test:0.6510489605569075
f1_macro_test:0.5103264490339773
 ==  Epoch: 206 | Training Loss: 0.129120
ACC_train:0.9493670886075949
auc_train:1.0
f1_weighted_train:0.9477627103437539
f1_macro_train:0.9341254951011049
 ==  Epoch: 206 | val Loss: 0.165716
ACC_val:0.9
auc_val:0.9780564263322884
f1_weighted_val:0.8921146953405017
f1_macro_val:0.8566308243727598
 ==  Epoch: 206 | test Loss: 0.287823
ACC_test:0.6938775510204082
auc_test:0.5235042735042735
f1_weighted_test:0.6510489605569075
f1_macro_test:0.5103264490339773
 ==  Epoch: 207 | Training Loss: 0.128590
ACC_train:0.930379746835443
auc_train:1.0
f1_weighted_train:0.9271484270683117
f1_macro_train:0.9071729957805907
 ==  Epoch: 207 | val Loss: 0.164948
ACC_val:0.875
auc_val:0.9780564263322884
f1_weighted_val:0.8615779645191409
f1_macro_val:0.8132586367880486
 ==  Epoch: 207 | test Loss: 0.287051
ACC_test:0.6938775510204082
auc_test:0.5042735042735043
f1_weighted_test:0.6510489605569075
f1_macro_test:0.5103264490339773
 ==  Epoch: 208 | Training Loss: 0.129320
ACC_train:0.9240506329113924
auc_train:1.0
f1_weighted_train:0.92012306383118
f1_macro_train:0.8978668390433096
 ==  Epoch: 208 | val Loss: 0.163315
ACC_val:0.875
auc_val:0.9843260188087775
f1_weighted_val:0.8615779645191409
f1_macro_val:0.8132586367880486
 ==  Epoch: 208 | test Loss: 0.285741
ACC_test:0.7142857142857143
auc_test:0.48504273504273504
f1_weighted_test:0.665079365079365
f1_macro_test:0.5236111111111111
 ==  Epoch: 209 | Training Loss: 0.124251
ACC_train:0.9620253164556962
auc_train:1.0
f1_weighted_train:0.9611601297000687
f1_macro_train:0.9513546798029557
 ==  Epoch: 209 | val Loss: 0.162092
ACC_val:0.85
auc_val:0.9874608150470219
f1_weighted_val:0.82890625
f1_macro_val:0.765625
 ==  Epoch: 209 | test Loss: 0.285882
ACC_test:0.7142857142857143
auc_test:0.4871794871794872
f1_weighted_test:0.665079365079365
f1_macro_test:0.5236111111111111
 ==  Epoch: 210 | Training Loss: 0.124011
ACC_train:0.9556962025316456
auc_train:1.0
f1_weighted_train:0.9544934777955741
f1_macro_train:0.942809866073737
 ==  Epoch: 210 | val Loss: 0.164136
ACC_val:0.875
auc_val:0.9905956112852665
f1_weighted_val:0.8615779645191409
f1_macro_val:0.8132586367880486
 ==  Epoch: 210 | test Loss: 0.291018
ACC_test:0.7142857142857143
auc_test:0.5106837606837606
f1_weighted_test:0.665079365079365
f1_macro_test:0.5236111111111111